WO2012135397A2 - Lactate-and ketones-induced gene signatures and use the same for diagnosing disease and predicting clinical outcome - Google Patents
Lactate-and ketones-induced gene signatures and use the same for diagnosing disease and predicting clinical outcome Download PDFInfo
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- WO2012135397A2 WO2012135397A2 PCT/US2012/031047 US2012031047W WO2012135397A2 WO 2012135397 A2 WO2012135397 A2 WO 2012135397A2 US 2012031047 W US2012031047 W US 2012031047W WO 2012135397 A2 WO2012135397 A2 WO 2012135397A2
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Classifications
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- C—CHEMISTRY; METALLURGY
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- C12Q—MEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
- C12Q1/00—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions
- C12Q1/68—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions involving nucleic acids
- C12Q1/6876—Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes
- C12Q1/6883—Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for diseases caused by alterations of genetic material
- C12Q1/6886—Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for diseases caused by alterations of genetic material for cancer
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61P—SPECIFIC THERAPEUTIC ACTIVITY OF CHEMICAL COMPOUNDS OR MEDICINAL PREPARATIONS
- A61P35/00—Antineoplastic agents
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- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
- C12Q2600/00—Oligonucleotides characterized by their use
- C12Q2600/118—Prognosis of disease development
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- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
- C12Q2600/00—Oligonucleotides characterized by their use
- C12Q2600/158—Expression markers
Definitions
- This invention relates to the fields of oncology and medicine. More specifically, the invention provides biomarkers and methods of use thereof which aid the clinician in identifying those patients most likely to benefit from certain treatment regimens. The markers disclosed herein are also useful in assays to identify therapeutic agents useful for the treatment of malignancy.
- the invention provides, at least in part, biomarkers and methods of use thereof which aid the clinician in identifying those patients most likely to benefit from certain treatment regimens.
- the markers disclosed herein are also useful in assays to identify therapeutic agents useful for the treatment of malignancy, including breast cancer and prostate cancer.
- the application discloses gene sets comprising genes which are differentially expressed in test samples derived from subjects having cancer, including subjects having different classes of cancer or subtypes of the same cancer, including subjects having different subtypes of breast cancer.
- the cancer subtypes are associated with different clinical outcomes or prognoses.
- the cancer (e.g., breast cancer) subtype is predicted to be associated with a good prognosis, a mixed prognosis or a poor prognosis.
- the cancer subtypes are differentially associated with recurrence and/or metastasis and/or overall survival.
- the application provides a method of diagnosing a cancer, including breast cancer, and/or a cancer subtype in a cancer patient.
- the application provides a method of providing a prognosis.
- the method comprises (a) culturing cancer cells derived from a sample obtained from a cancer patient in the presence of a set of at least one high-energy metabolite; and (b) assessing gene expression levels in the cultured cancer cells; and (c) comparing the gene expression levels of the cancer cell culture with the gene expression levels in a control sample, whereby a difference between the gene expression levels in the cancer cell culture and the gene expression levels of the control cell culture is indicative of the clinical outcome.
- the application provides a method of predicting or diagnosing recurrence. In another embodiment the application provides a method of predicting metastasis. In yet another embodiment the application provides a method of predicting decreased overall survival. [0108] In some embodiments, the application provides genes whose expression levels correlate to benign or malignant states in various cells and/or tissues, including the epithelial cells, including mammary epithelial cells (e.g., carcinoma), the bone, the muscle and other connective
- tissues e.g., sarcoma
- lymphatic system e.g., lymphoma
- blood precursor cells e.g., leukemia
- pigment-providing cells e.g., melanoma
- the tumor cell is breast cancer tumor cell.
- Another aspect of the present invention provides a method for selecting a therapeutic strategy for treating a cancer patient, the method comprising identifying a therapeutic agent which inhibits metabolite-induced gene expression pattern of at least a set of genes selected from those listed in at least one table from selected from Tables 1-7, wherein the set of genes are expressed cancer cells, derived from the cancer patient, cultured in the presence of at least one or more metabolites, wherein the therapeutic agent which inhibits metabolite-induced gene expression pattern is selected for treating the cancer patient.
- a method for evaluating gene expression comprising treating an in vitro culture of cancer cells with a set of at least one high-energy metabolite (such as ketones or lactate); and assessing changes in gene expression resulting from the treatment with said set of at least one high-energy metabolite; wherein said method comprises generating labeled
- the present invention provides a method for identifying a set of at least one cancer associated gene, expression of which is induced by a set of at least one high-energy metabolite, the method comprising: (a) subjecting a cancer in vitro cell culture to treatment with the set of at least one high-energy metabolite; (b) thereafter assessing the level of gene expression in the cancer cell culture; and (c) comparing the level of gene expression in the cancer cell culture with the level of gene expression a control cell culture; whereby a difference between the level of gene expression in the cancer cell culture and the level of gene expression in the control cell culture is an indication that gene expression of the set of at least one cancer associated gene is induced by the set of at least one high-energy metabolite; wherein said method further comprises generating labeled polynucleotide molecules corresponding to the at least one cancer associated gene having changes in expression resulting from the treatment with said set of at least one high-energy metabolite, and wherein said method further comprises applying said label
- Figure 1 HeatMaps for the Intersection Between MCF7 Lactate-Induced Genes and Transcripts that are Highly Expressed in Neural Stem Cells;
- Figure 2 HeatMaps for the Intersection Between MCF7 Ketone-Induced Genes and
- Figure 3 Venn Diagrams for the Transcriptional Overlap between the Lactate-Induced and Ketone-Induced Transcriptional Profiles in MCF7 Cells;
- Figure 4 HeatMaps for the Intersection Between MCF7 Lactate-Specific Genes and
- Figure 5 The Lactate-Induced Gene Signature Is Associated with ER(+) Breast Cancer and Predicts Poor Clinical Outcome;
- Figure 6 The Ketone-Induced Gene Signature Is Associated with ER(+) Breast Cancer and Predicts Poor Clinical Outcome;
- Figure 7 The Lactate-Induced Gene Signature Predicts Recurrence, Metastasis, and
- Figure 8 The Ketone-Induced Gene Signature Predicts Recurrence, Metastasis, and
- Figure 11 Lactate and Ketones Increase Histone Acetylation in MCF7 Cancer Cells.
- MCF7 cells were treated with ketones and lactate
- Figure 13 A New Metabolic Strategy for Personalized Cancer Diagnosis and Therapy
- the tumor cell could be of any suitable cell type. Suitable tumor cell types include, but are not limited to those derived from, cancer of the epithelial cells (carcinoma), cancer of the bone, muscle or other connective tissues (sarcoma), cancer of the lymphatic system (lymphoma), cancer of blood cells or blood precursor cells (leukemia) and cancer of the pigment- providing cells (melanoma). In some embodiments the tumor cell is breast cancer tumor cell.
- Tumor cells suitable for use with the methods disclosed can be derived from any cancer cells, including the NCI-60 cell lines having diverse tissue of origin: e.g., lung: NCI-H23, NCI- H522, A549-ATCC, EKVX, NCI-H226, NCI-H332M, H460, H0P62, and HOP92; colon: HT29, HCC-2998, HCT116, SW620, COLO205, HCT15, and KM12; breast: MCF7, MCF7ADRr, MDAMB231 , HS578T, MDAMB435, MDN, BT549, and T47D; ovarian: OVCAR3, OVCAR4, OVCAR5, OVCAR8, IGROV1, and SKOV3; leukemia: CCRFCEM, K562, MOLT4, HL60, RPMI8266, and SR; renal: U031, SN12C, A498, CAKI1, RXF393, 7860,
- Additional suitable rumor cells include: Non-Small Cell Lung (LXFL 529); Small Cell Lung (DMS 114, and SHP-77); Colon (DLD-1 and KM20L2); CNS (SNB-78, and XF 498); Melanoma (RPMI-7951 , and M19-MEL); Renal (RXF-631 and SN12K1); and Leukemia (P388, and P388/ADR).
- LXFL 529 Non-Small Cell Lung
- DMS 114, and SHP-77 Colon
- CNS SNB-78, and XF 498
- Melanoma RPMI-7951 , and M19-MEL
- Renal RXF-631 and SN12K1
- Leukemia P388, and P388/ADR
- the present invention provides a new approach to personalized cancer medicine which incorporates features of both (i) cell metabolism and (ii) gene transcriptional profiling.
- a method for identifying a mammalian cell as neoplastic or predisposed to neoplasia. The method comprising detecting metabolite-induced gene signature of a set of at least one or more genes listed in one or more of Tables 1-7 in a test cell derived from a sample obtained from a subject having cancer or suspected of having cancer. The test cell is identified as neoplastic or predisposed to neoplasia based on the detected level of the metabolite-induced gene signature(s).
- Suitable metabolites include those derived from carbohydrates, fats and lipids and proteins.
- Suitable carbohydrates include monosaccharides, including include glucose (dextrose), fructose (levulose), galactose, xylose and ribose; disaccharides, including sucrose; and polysaccharides, including starch.
- Other suitable metabolites include various intermediary glycolysis products as well as end-products of glycololysis. These include: glucose-6-phosphate; fructose-6-phosphate;
- fructose- 1,6-bisphosphate fructose- 1 ,6-biphosphate; glycerone-phosphate (or dihydroxyacetone- phosphate); glyceraldehyde-3-P ("GAP”); glyceron-phosphate ("DHAP”); glycerate-1 ,3- biphosphate; glycrate-l ,3-biphosphate converted to 3-phosphoglycerate; glycerate-2 -phosphate; phosphoenolpyruvate; pyruvate; pyruvic acid; lactate; and lactic acid.
- Suitable metabolites includes glutamine and precursor compounds.
- the method for identifying a mammalian cell as neoplastic comprises detecting in a test mammalian cell (e.g. breast cancer cell) a level of gene expression pattern or activity, wherein the level of gene expression pattern or activity is induced by a set of at least one high-energy metabolite (e.g., 3-hydroxybutyrate or lactate); and identifying the test mammalian cell as neoplastic when a difference between the level of gene expression pattern or activity in the test mammalian cell and a corresponding level of gene expression pattern or activity in a control mammalian cell is detected.
- a test mammalian cell e.g. breast cancer cell
- a level of gene expression pattern or activity wherein the level of gene expression pattern or activity is induced by a set of at least one high-energy metabolite (e.g., 3-hydroxybutyrate or lactate)
- identifying the test mammalian cell as neoplastic when a difference between the level of gene expression pattern or
- CSC cancer stem cell
- High energy metabolites including glutamine, lactate and ketones, including 3- hydroxybutyrate, acetoacetate, possibly promote tumor cell growth and tumor metastasis in vivio (including experimental metastasis of human breast cancer cells (e.g., Michigan Cancer
- Foundation-7 or MCF7 in in vivo xenograft models) by driving oxidative mitochondrial metabolism in cancer cells.
- MCF7 cells were cultured with lactate or ketones and then subjected to transcriptional analysis (exon-array).
- Transcriptional gene expressional analysis revealed differences in global gene expression profiles of tumor and normal cells.
- the results showed increased transcriptional expression of gene profiles normally associated with "sternness” (e.g., the ability of self-renew and differentiate), including genes upregulated in embryonic stem (ES) cells, demonstrating that the end-products of glycolysis (e.g., ketones and lactate) modulate tumor growth and metastasis.
- sternness e.g., the ability of self-renew and differentiate
- ES embryonic stem
- the detection of inappropriate activation of sternness genetic pathways can be used to diagnose cancer and to predict the likelihood of therapy success or failure.
- Inappropriate activation of "sternness" genes in cancer cells is associated with aggressive clinical behavior and increased likelihood of poor clinical outcome in cancer patients, including therapy failure, recurrence of cancer, cancer metastasis and decreased survival, including overall survival.
- elucidation of such inappropriate activation of "sternness” gene expression can guide design of personalized medicine, wherein cancer therapy is specifically tailored to a patient's individual needs.
- the present invention provides a method for growing stem cells.
- the method comprises culturing stem cells in a culture medium in presence of a set of at least one metabolite.
- the metabolite is selected from the group consisting of glutamine, 3-hydroxybutyrate, acetoacetate and lactate.
- Suitable stem cells include mesenchymal stem cells, human embryonic stem cells, and the like.
- Human pluripotential cells can be created using in vitro fertilization technologies (human embryonic stem cells or HESC) (see, e.g. Thomson J. A et al. "Embryonic stem cell lines derived from human blastocysts," Science 1998, 282, 1 145-1147), from parthenogenesis the chemical activation of human oocytes (parthenogentically derived embryonic stem cells or PGESC) (see, e.g., Cibelli J. B. et al.
- Parthenogenetic stem cells in nonhuman primates Science 2002, 295, 819; and Vrana K. E. et al. "Nonhuman primate parthenogenetic stem cells,” Proc. Natl. Acad. Sci. U S A 2003, 100 Suppl 1 , 11911-1 1916), from isolated human germ cells (primordial germ cells or PGC) (see, e.g., Shamblott M. J. et al. "Derivation of pluripotent stem cells from cultured human primordial germ cells,” Proc Natl. Acad. Sci. USA 1998, 95, 13726-13731), or from human amniotic fluid (human amniotic fluid derived stem cells or HAFSC).
- PGC primary germ cells
- HAFSC human amniotic fluid derived stem cells
- the neoplasm is breast cancer.
- Tissues in the body that are responsive to estrogens are called “estrogen-sensitive” or “estrogen-responsive” tissues and include cells of the urogenital tract, cardiovascular system and skeletal system.
- the cells that comprise estrogen-sensitive tissues contain estrogen receptors (ER).
- ER play significant roles in certain human disease states, breast cancer being one specific example.
- Cells in female breast tissue normally contain ER.
- Interaction of estrogens with ER in breast cells normally causes the breasts to grow at puberty and again during pregnancy. Since breast cells normally contain ER, it is not surprising that cells comprising tumors of the breast also contain ER. It has been estimated that 95% of all breast tumors, at least initially, have ER and are dependent on estrogens for growth. In such breast tumor cells, estrogens acting via the ER, dramatically escalate
- a metabolite such as lactate or 3-hydroxybutyrate is administered to cultured cancer cells, and changes in gene expression resulting from said treatment with the metabolite (lactate or 3-hydroxybutyrate) are assessed.
- a ketone such as 3-hydroxybutyrate is administered to the cultured cancer cells, and changes in gene expression resulting from said treatment with the ketone are assessed.
- the cancer cell cultures are exposed to a set of at least one or more metabolites of for about 12 hours to 48 hours.
- the level of gene expression is compared by transcriptional profiling following microarray analysis using a radio labeled probe.
- the levels of expression of a set at least 2000 to 5000 genes are compared.
- the level of expression of all the genes listed in Tables 1-7 are compared.
- the level of expression of a subset of all the genes listed in Tables 1-7 are compared.
- a method for reducing or inhibiting neoplastic growth of a mammalian cell which exhibits metabolite-induced transcription of a set at least one or more genes associated with a neoplasm.
- Expression of a polypeptide encoded by the metabolite-activated gene expression is reduced or inhibited in the mammalian cell by contacting the mammalian cell with a therapeutic agent that reduces or inhibits mitochondrial oxidative phosphorylation (e.g., an anti-oxidant).
- the set of genes is selected from those listed in Tables 1- 7.
- the growth of the cancer cells is reduced or inhibited through inhibition of upregulation of a set of at least one or more of the genes listed in Tables 1-7.
- Suitable therapeutic agents for use with the methods of the present invention include metformin and Monocarboxylate Transporter (MCT1) inhibitors, including AR-C117977 and AR-C155858 and pharmaceutically acceptable salts thereof.
- MCT1 Monocarboxylate Transporter
- Adriamycin ® ( generic name: Doxorubicin; another brand name: Rubex ® ) is another example of a therapeutic agent that can be used with the methods disclosed herein.
- Cancers that can be treated with Adriamycin ® include bladder, breast, head and neck, leukemia, liver, lung, lymphomas, mesothelioma, multiple myeloma, neuroblastoma, ovary, pancreas, prostate, sarcomas, stomach, testis (germ cell), thyroid and uterus.
- Another aspect of the invention provides a method for selecting a therapeutic strategy for treating a cancer patient.
- a set of one or more genes selected from those listed in Tables 1-7, whose expression in cancer cells of the patient is inhibited by an agent that reduces or inhibit oxidative mitochondrial metabolism is identified.
- a therapeutic agent which inhibits expression of the set of at least one or more genes is selected for treating the cancer patient.
- the invention pertains to a method for evaluating gene expression wherein said method comprises treating an in vitro culture of cancer cells with a set of at least one high-energy metabolite (such as ketones or lactate); and assessing changes in gene expression resulting from the treatment with said set of at least one high-energy metabolite; wherein said method comprises generating labeled polynucleotide molecules corresponding to cancer genes having changes in expression resulting from the treatment with said set of at least one high-energy metabolite; and wherein said method further comprises applying said labeled molecules to a microarray having immobilized human genes to evaluate gene expression.
- a high-energy metabolite such as ketones or lactate
- a set of at least one high-energy metabolite is selected from ketones and lactate.
- the in vitro culture of cancer cells is treated with the set of at least one high-energy metabolite for about 2 to 12 hours.
- the in vitro culture of cancer cells is treated with the set of at least one high-energy metabolite for about 2 to 12 hours.
- DB 1/ 69437516.1 culture of cancer cells is treated with the set of at least one high-energy metabolite for about 12 hours.
- the present invention provides a method for identifying a set of at least one cancer associated gene, expression of which is induced by a set of at least one high- energy metabolite, the method comprising: (a) subjecting a cancer in vitro cell culture to treatment with the set of at least one high-energy metabolite; (b) thereafter assessing the level of gene expression in the cancer cell culture; and (c) comparing the level of gene expression in the cancer cell culture with the level of gene expression a control cell culture, whereby a difference between the level of gene expression in the cancer cell culture and the level of gene expression in the control cell culture is an indication that gene expression of the set of at least one cancer associated gene is induced by the set of at least one high-energy metabolite; wherein said method further comprises generating labeled polynucleotide molecules corresponding to the at least one cancer associated gene having changes in expression resulting from the treatment with said set of at least one high-energy metabolite, and wherein said method further comprises applying said label
- a method for predicting a clinical outcome in a cancer patient comprising (a) culturing cancer cells derived from a sample obtained from a cancer patient in the presence of a set of at least one high-energy metabolite; and (b) assessing gene expression levels in the cultured cancer cells; and (c) comparing the gene expression levels of the cancer cell culture with the gene expression levels in a control sample, whereby a difference between the gene expression levels in the cancer cell culture and the gene expression levels of the control cell culture is indicative of the clinical outcome.
- the clinical outcome is prognosis for survival.
- the prognosis is a poor clinical outcome (e.g., shorter survival).
- the poor clinical outcome is recurrence of cancer, increased/shorter survival of cancer, and/or cancer progression in the cancer patient.
- the clinical outcome is increased or decreased overall survival.
- the present invention provides a method of stratifying a subject or a group of subjects having a cancer for a clinical trial, the method comprising: (a) treating an in vitro culture of cancer cells derived from a biological sample obtained from the subject or each member of the group of subjects having cancer with a set of at least one high-energy metabolite (such as ketones or lactate); (b) assessing changes in gene
- DBl/ 69437516.1 expression induced by said set of at least one high-energy metabolite (c) comparing the level of gene expression in the in vitro culture of cancer cells with a level of gene expression in a control cell culture; and (d) stratifying the subject or the group of subjects for a clinical trial on the basis of a difference between the level of gene expression in the in vitro culture of cancer cells and the level of gene expression in the control cell culture.
- assessing gene expression levels comprises (a) subjecting a spatially discrete microregion of an intact tissue sample to one or more physical or chemical treatments; and (b) assessing the gene expression levels in a nucleic acid sample from the microregion. If two or more spatially discrete microregions are assessed, then the gene expression levels of the different microregions may be compared. Assessing may also comprise immunologic detection of a gene or gene product (e.g., protein) or quantitative detection of an RNA (e.g., quantitative RT-PCR, Northern blotting) encoding a gene product (e.g., protein).
- a gene or gene product e.g., protein
- RNA e.g., quantitative RT-PCR, Northern blotting
- proteomics techniques can be used analyze and define the biomarkers of the present invention. In other words, instead of gene expression profiling can be conducted in terms of proteins, the products of the expressed genes. Accordingly, in certain embodiments, proteomics can be used to discover suitable biomarkers for use with the present invention. Proteomics is, among other things, the study of the proteome, the protein complement of the genome. The term proteome is also used to refer to the totality of the proteins present in a sample (e.g. tissue, organism, or cell culture) at a certain point of time.
- a sample e.g. tissue, organism, or cell culture
- Proteomics includes, among other things, study of the global changes of protein expression in a sample (also referred to as "expression proteomics")- Proteomics typically includes the following steps: (1) separation of individual proteins in a sample by 2-D gel electrophoresis (2-D PAGE); (2) identification of the individual proteins recovered from the gel, e.g. by mass spectrometry and/or N-terrninal sequencing, and (3) analysis of the data using bioinformatics. Proteomics methods are valuable supplements to other methods of gene expression profiling, and can be used, alone or in combination with other methods of the present invention, to detect the biomarkers of the present invention. I. Definitions
- cancer is intended to include any member of a class of diseases characterized by the uncontrolled growth of aberrant cells.
- the term includes all known cancers
- DB 1/ 69437516.1 and neoplastic conditions whether characterized as malignant, benign, soft tissue, or solid, and cancers of all stages and grades including pre- and post-metastatic cancers.
- cancer include, but are not limited to, lung cancer (e.g., non-small cell lung cancer); digestive and gastrointestinal cancers such as colorectal cancer, gastrointestinal stromal tumors, gastrointestinal carcinoid tumors, colon cancer, rectal cancer, anal cancer, bile duct cancer, small intestine cancer, and stomach (gastric) cancer; esophageal cancer; gallbladder cancer; liver cancer; pancreatic cancer; appendix cancer; breast cancer; ovarian cancer; renal cancer (e.g., renal cell carcinoma); cancer of the central nervous system; skin cancer;
- lung cancer e.g., non-small cell lung cancer
- digestive and gastrointestinal cancers such as colorectal cancer, gastrointestinal stromal tumors, gastrointestinal carcinoid tumors, colon cancer, rectal cancer, an
- lymphomas comprising one or more cancerous cells.
- the term "profile” includes any set of data that represents the distinctive features or characteristics associated with a tumor, tumor cell, and/or cancer.
- the term encompasses a "nucleic acid profile” that analyzes one or more genetic markers, a "protein profile” that analyzes one or more biochemical or serological markers, and combinations thereof.
- nucleic acid profiles include, but are not limited to, a genotypic profile, gene copy number profile, gene expression profile, DNA methylation profile, and combinations thereof.
- Non-limiting examples of protein profiles include a protein expression profile, protein activation profile, and combinations thereof.
- a "genotypic profile” includes a set of genotypic data that represents the genotype of one or more genes associated with a tumor, tumor cell, and/or cancer.
- a “gene copy number profile” includes a set of gene copy number data that represents the amplification of one or more genes associated with a tumor, tumor cell, and/or cancer.
- a “gene expression profile” includes a set of gene expression data that represents the mRNA levels of one or more genes associated with a tumor, tumor cell, and/or cancer.
- a "DNA methylation profile” includes a set of methylation data that represents the DNA methylation levels (e.g., methylation status) of one or more genes associated with a tumor, tumor cell, and/or cancer.
- a "protein expression profile” includes a set of protein expression data that represents the levels of one or more proteins associated with a tumor, tumor cell, and/or cancer.
- a "protein activation profile” includes a set of data that represents the activation (e.g., phosphorylation status) of one or more proteins associated with a tumor, tumor cell, and/or cancer.
- isolated nucleic acid refers to a DNA molecule that is separated from sequences with which it is immediately contiguous (in the 51 and 3' directions) in the naturally occurring genome of the organism from which it was derived.
- the term “isolated nucleic acid” when applied to DNA, refers to a DNA molecule that is separated from sequences with which it is immediately contiguous (in the 51 and 3' directions) in the naturally occurring genome of the organism from which it was derived.
- isolated nucleic acid may comprise a DNA molecule inserted into a vector, such as a plasmid or virus vector, or integrated into the genomic DNA of a prokaryote or eukaryote.
- An "isolated nucleic acid molecule” may also comprise a cDNA molecule.
- An isolated nucleic acid molecule inserted into a vector is also sometimes referred to herein as a recombinant nucleic acid molecule.
- a or “an” entity refers to one or more of that entity; for example, "a cDNA” refers to one or more cDNA or at least one cDNA.
- a cDNA refers to one or more cDNA or at least one cDNA.
- the terms “a” or “an,” “one or more” and “at least one” can be used interchangeably herein.
- the terms “comprising,” “including,” and “having” can be used interchangeably.
- a compound “selected from the group consisting of refers to one or more of the compounds in the list that follows, including mixtures (i.e. combinations) of two or more of the compounds.
- an isolated, or biologically pure molecule is a compound that has been removed from its natural milieu.
- isolated and “biologically pure” do not necessarily reflect the extent to which the compound has been purified.
- An isolated compound of the present invention can be obtained from its natural source, can be produced using laboratory synthetic techniques or can be produced by any such chemical synthetic route.
- oligonucleotide is defined as a nucleic acid molecule comprised of two or more ribo- or deoxyribonucleotides, preferably more than three. The exact size of the oligonucleotide will depend on various factors and on the particular application and use of the oligonucleotide. Oligonucleotides, which include probes and primers, can be any length from 3 nucleotides to the full length of the nucleic acid molecule, and explicitly include every possible number of contiguous nucleic acids from 3 through the full length of the polynucleotide. Preferably, oligonucleotides are at least about 10 nucleotides in length, more preferably at least 15 nucleotides in length, more preferably at least about 20 nucleotides in length.
- probe refers to an oligonucleotide, polynucleotide or nucleic acid, either RNA or DNA, whether occurring naturally as in a purified restriction enzyme digest or produced synthetically, which is capable of annealing with or specifically hybridizing to a nucleic acid with sequences complementary to the probe.
- a probe may be either single-stranded or double-stranded. The exact length of the probe will depend upon many factors, including temperature, source of probe and use of the method. For example, for diagnostic applications, depending on the complexity of the target sequence, the oligonucleotide probe typically contains 15-25 or more nucleotides, although it may contain fewer nucleotides.
- the probes herein are selected to be complementary to different strands of a particular target nucleic acid sequence.
- the probes must be sufficiently complementary so as to be able to "specifically hybridize” or anneal with their respective target strands under a set of pre-determined conditions. Therefore, the probe sequence need not reflect the exact complementary sequence of the target. For example, a non-complementary nucleotide fragment may be attached to the 5' or 3' end of the probe, with the remainder of the probe sequence being complementary to the target strand.
- non-complementary bases or longer sequences can be interspersed into the probe, provided that the probe sequence has sufficient complementarity with the sequence of the target nucleic acid to anneal therewith specifically.
- primer refers to an oligonucleotide, either R A or DNA, either single-stranded or double-stranded, either derived from a biological system, generated by restriction enzyme digestion, or produced synthetically which, when placed in the proper environment, is able to functionally act as an initiator of template-dependent nucleic acid synthesis.
- suitable nucleoside triphosphate precursors of nucleic acids, a polymerase enzyme, suitable cofactors and conditions such as a suitable temperature and H
- the primer may be extended at its 3' terminus by the addition of nucleotides by the action of a polymerase or similar activity to yield a primer extension product.
- the primer may vary in length depending on the particular conditions and requirement of the application.
- the oligonucleotide primer is typically 15-25 or more nucleotides in length.
- the primer must be of sufficient complementarity to the desired template to prime the synthesis of the desired extension product, that is, to be able anneal with the desired template strand in a manner sufficient to provide the 3' hydroxyl moiety of the primer in appropriate juxtaposition for use in the initiation of synthesis by a polymerase or similar enzyme. It is not required that the primer sequence represent an exact complement of the desired template.
- a non-complementary nucleotide sequence may be attached to the 51 end of an otherwise complementary primer.
- non- complementary bases may be interspersed within the oligonucleotide primer sequence, provided that the primer sequence has sufficient complementarity with the sequence of the desired template strand to functionally provide a template -primer complex for the synthesis of the extension product.
- the biomarkers of this invention can be detected by any suitable method. Detection paradigms that can be employed to this end include optical methods, electrochemical methods (voltametry and amperometry techniques), atomic force microscopy, and radio frequency methods, e.g., multipolar resonance spectroscopy. Illustrative of optical methods, in addition to
- DB 1/ 69437516.1 microscopy both confocal and non-confocal, are detection of fluorescence, luminescence, chemiluminescence, absorbance, reflectance, transmittance, and birefringence or refractive index (e.g., surface plasmon resonance, ellipsometry, a resonant mirror method, a grating coupler waveguide method or interferometry).
- genetic events such as altered gene expression level and alternative splicing are detected.
- Common detection methods include gene- and exon-level expression and exon-level expression.
- Affymetrix GeneChip® Exon Arrays can be used to examine alternative splicing.
- Affymetrix GeneChip® 3' Expression Arrays, Exon Array, Promoter Tiling Arrays and Whole-Genome Tiling Arrays all can be used to examine altered gene expression level.
- a gene expression profile is typically evaluated in vitro on a sample collected from a subject in comparison to a normal or reference sample. Determination of a transcriptional expression profile can be accomplished, e.g., using hybridization techniques well-known to those skilled in the art such as Northern analysis and slot blot hybridization or by performing reverse- transcriptase (RT)-PCR amplification followed by gel electrophoresis.
- hybridization techniques well-known to those skilled in the art such as Northern analysis and slot blot hybridization or by performing reverse- transcriptase (RT)-PCR amplification followed by gel electrophoresis.
- PCR amplification techniques are described in Ausubel et al., Current Protocols in Molecular Biology, John Wiley & Sons, Inc., New York (1999); Theophilus et al., "PCR Mutation Detection Protocols,” Humana Press (2002); and Innis et al., “PCR Applications: Protocols for Functional Genomics,” 1st Edition, Academic Press (1999).
- General nucleic acid hybridization methods are described in Anderson, “Nucleic Acid Hybridization,” BIOS Scientific Publishers (1999).
- Amplification or hybridization of a plurality of transcribed nucleic acid sequences can also be performed using mRNA or cDNA sequences arranged in a microarray.
- Microarray methods are generally described in Hardiman, "Microarrays Methods and
- microarrays can be used to identify "good prognosis” and “poor prognosis” gene expression signatures, which can be used to predict the clinical outcome of cancer patients, including breast cancer patients.
- DB l/ 69437516.1 expression profiles can also be used to evaluate the target specificity of a candidate drug by comparison of an expression profile obtained from cells treated with the candidate drug to a database of expression profiles obtained from cells treated with known drugs (see, e.g., U.S. Patent No. 5,777,888).
- Comparing patterns of gene expression is a widely used means of identifying novel genes, investigating gene function, and finding potential new therapeutic targets (see, e.g., Shiue et al., Drug Devel. Res. 1997, 41 ,142-159). Many techniques have been used to identify and clone differentially expressed genes (see, e.g., Liang et al. Science 1992, 257, 967-971 ; Welsh et al.
- EGFR mRNA levels can be measured in tumor samples by microarray hybridization as described in Bhargava et al., Mod. Pathol. 2005, 18,1027-1033.
- a gene expression microarray groups genes according to similarities in patterns of gene expression in expression profiling experiments.
- gene expression profiles can be used to identify pathway-specific reporters and target genes for a particular biological pathway of interest. Such reporter genes and probes directed to them can be used to measure the activity of a particular biological pathway and may be further used in the design of drugs, drug therapies, or other biological agents to target a particular biological pathway. Gene expression profiles can also be used to determine protein activity levels of a target protein using the methods described in U.S. Patent No. 6,324,479. IV. EXAMPLES
- Example 1 Culture of MCF7 Cells and Treatment with Lactate and Ketones:
- the estrogen receptor positive ceil line MCF7 was purchased from ATCC.
- Cells were maintained in DMEM, with 10% Fetal Bovine Serum (FBS) and Penicillin 100 units/mL- Streptomycin 100 ⁇ g/mL (Invitrogen) [DMEM 10% FBS-Pen-Strep].
- FBS Fetal Bovine Serum
- Penicillin 100 units/mL- Streptomycin 100 ⁇ g/mL Invitrogen
- Cells were cultured in a humidified atmosphere containing 5% C02 at 37°C. Briefly, 1.4 x 10 6 MCF7 cells were plated in 10 cm plastic dishes (Corning) in DMEM 10% FBS-Pen-Strep.
- Example 2 Genome-wide Transcriptional Profiling (Exon-arrav):
- ST-cDNA Sense transcript cDNA
- WT-Ovation Exon module NuGen Technologies, Inc.
- Purified ST-cDNA was assed for yield using the Nanodrop Spectrophotometer (NanoDrop Technologies, Inc.). 5 g ST-cDNAs were fragmented and chemically labeled with biotin to generate biotinylated ST-cDNA using FL- Ovation cDNA biotin module V2 (NuGen Technologies, Inc.).
- Each Affymetrix Human Exon (HuEx-1.0-st-v2) array (Affymetrix, Santa Clara, CA) were hybridized with fragmented and biotin-labeled target (4.5 ⁇ g) in 200 ⁇ of hybridization cocktail. Target denaturation was performed at 99°C for 2 min. and then 45°c for 5 min., followed by hybridization for 18 hrs. Arrays then were washed and stained using Genechip Fluidic Station 450, and hybridization signals were amplified using antibody amplification with goat IgG (Sigma- Aldrich) and anti- streptavidin biotinylated antibody (Vector Laboratories, Burlingame, CA, USA). Chips were scanned on an Affymetrix Gene Chip Scanner 3000, using Command Console Software.
- Example 3 Analysis of Clinical Outcome in Human Breast Cancer Patients:
- Samples were first analyzed in subsets based on their ER IHC status. Additional subsets were defined by classifying samples among five canonical breast cancer subtypes, including luminal A, luminal B, normal-like, basal, and Her-2-overexpressing disease. Samples were classified by computing their correlation against five expression profile centroids representing these breast cancer subtypes and assigning and assigning them to the subtype with the highest corresponding correlation coefficient 52 . Samples with a maximum correlation coefficient below 0.3 were considered unclassified. Differential expression of the averaged gene signature magnitude among these sample subsets was evaluated using two-tailed t-test.
- Kaplan-meier analysis was used to evaluate survival trends within sample subsets, including 627 samples with metastasis- free survival time (507 ER-pos., 120 ER-neg.), 637 with relapse free survival time (517 ER-pos., 120 ER-neg.), and 329 with overall survival time (219 ER-pos., 110 ER-neg.).
- the Log-rank test was used to evaluate differences in survival curves for high vs. low signature-expressing populations.
- Example 4 Murine Embryonic Stem (ES) Cell Culture: Rl cells (a kind gift of Dr. S. McMahon, Thomas Jefferson University, Philadelphia, PA), are mouse embryonic stem cells and were cultured on tissue culture plates (BD Falcon, Franklin Lakes, NJ) coated with 0.1% (v/v) porcine gelatin (Sigma- Aldrich Corp, St. Louis, MO) in Dulbecco's modified Eagle's medium (DMEM; Invitrogen, Grand Island NY) in the presence of 1 % fetal bovine serum (ES-tested Hyclone, Perbio, Logan, UT) 0.1 mM 2-mercaptoethanol, 0.1 mM non-essential aminoacids, 2 mM Glutamine, 0.
- DMEM Dulbecco's modified Eagle's medium
- Alkaline phosphatase (AP) staining was performed using Fast Red TR saltTM (Sigma) reagent, according to the manufacturer's protocol.
- Computer- assisted image analysis of alkaline phosphatase positive colonies was performed using an Olympus BX51 System Microscope (Olympus Corp., Miami, FL, USA) equipped with a Micropublisher 5.0 cooled CCD camera (Qlmaging Corp., BC). ImageJ software was used to
- DB 1/ 69437516.1 analyze colonies size. MEFs were inactivated to be used as a feeder layer for mouse ES cells. Mitotic inactivation was performed by mitomycin C treatment. Briefly, fibroblasts were grown to 90% confluence and mitomycin was added to the growth medium at final concentration of 10pg/ml. Cells were treated for 3h. MEFs were trypsinized, counted, and frozen at the concentration of 3 x 10 6 /ml. 1ml of frozen feeders was used to coat a 24 well plate. All the ES cell experiments were performed at least 3 times in duplicate. Results were analyzed for statistical significance by the two tail Student's t-test.
- FIG. 1 depicts HeatMaps for the intersection between MCF7 lactate-induced genes and transcripts that are highly expressed in neural stem cells. Note that these two gene sets have 461 intersecting genes in common. See Supplemental Table 4 for a detailed list. Overlapping genes are shown in panels A and B.
- FIG. 2 depicts HeatMaps for the intersection between MCF7 ketone-induced genes and transcripts that are highly expressed in hematopoietic stem cells. Note that these two gene sets have 31 1 intersecting genes in common. See
- FIG. 3 illustrates Venn diagrams for the transcriptional overlap between the lactate-induced and ketone-induced transcriptional profiles in MCF7 cells. Transcriptional overlap between the lactate- and ketone-induced gene profiles is shown. Using this approach, -1,433 overlapping genes were identified; 2,698 genes were found to be lactate-specific, while 2,708 genes were found to be ketone-specific. Gene set enrichment analysis (GSEA) revealed that all three gene sets (common, lactate-specific, and ketone-specific) remained associated with sternness, although differences were noted. The lactate-specific gene profile was most similar to neural stem cells, while the ketone-specific gene profile was most similar to hematopoietic stem cells.
- GSEA Gene set enrichment analysis
- Figure 5 illustrates the lactate-induced gene signature is associated with ER(+) breast cancer and predicts poor clinical outcome.
- Figure 5A depicts Boxplots, which illustrate differential regulation of the lactate signature expression in breast cancer versus healthy breast tissue. Arrows indicate the directionality of differential regulation within each population.
- Figure 5B depicts Survival curves within low and high lactate signature-expressing populations, shown for overall survival in ER-positive breast cancer. This signature contains - 4,131 genes (See Supplemental Table 1).
- Figure 6 depicts the ketone-induced gene signature is associated with ER(+) breast cancer and predicts poor clinical outcome.
- Figure 6A shows Boxplots, which illustrate differential regulation of the ketone signature expression in breast cancer versus healthy breast tissue. Arrows indicate the directionality of differential regulation within each population.
- Figure 6B depicts Survival curves within low and high ketone signature-expressing populations, shown for overall survival in ER-positive breast cancer. This signature contains - 4,141 genes (See Supplemental Table 2).
- FIG. 7 shows that the lactate-induced gene signature predicts recurrence, metastasis, and decreased overall survival in luminal a breast cancers. Survival curves within low and high lactate signature-expressing populations are shown within the luminal A subtype for metastasis-free survival ( Figure 7A), relapse-free survival (Figure 7B), and overall survival ( Figure 7C). This signature contains - 4,131 genes (See
- FIG. 8 shows that the ketone-induced gene signature predicts recurrence, metastasis, and decreased overall survival in luminal a breast cancers. Survival curves within low and high ketone signature-expressing populations are shown within the luminal A subtype for metastasis-free survival ( Figure 8A), relapse-free survival (Figure 8B), and overall survival ( Figure 8C). This signature contains - 4,141 genes (See
- Figure 10 shows that survival analysis for the intersection between MCF7 lactate-specific genes and transcripts that are highly expressed in poor prognosis cancers.
- Figure 10A illustrates Survival curves based on the intersection of the lactate and the HCC-derived signatures are shown within the luminal A subtype for overall survival.
- Figure 10B illustrates Survival curves based on the intersection of the lactate and the MM-derived signatures are shown for overall survival. These two signatures each contain -30- 40 gene transcripts, see Supplemental Tables 4 and 5.
- HCC hepatocellular carcinoma
- MM multiple myeloma.
- Figure 11 shows that lactate and ketones increase histone acetylation in MCF7 cancer cells.
- MCF7 cells were treated with ketones and lactate. Then, we used acetylation-specific antibody probes to assess that status of histone acetylation. Note that both ketones and lactate increased histone acetylation. However, lactate had a more positive effect than ketones, and both resulted in a "laddering" effect, which most likely represents hyper-acetylation plus other protein modifications, such as phosphorylation, which affects the mobility of proteins in SDS-PAGE gels. As such, the lactate- and ketone-induced increases in histone acetylation may contribute to changes in genome-wide transcriptional profiling. For histone H4, two panels are shown.
- One panel shows the higher molecular weight "laddering" species; the other panel shows a single band, which most likely represents the mono- acetylated species of histone H4, (3HB, 3-hydroxy-butryate; L-Lac, L-Lactate).
- FIG 12 shows that ketones and lactate promote the growth of mouse embryonic stem (ES) cells in culture.
- ES mouse embryonic stem
- Figure 12A Rl murine ES cells were grown in the absence or presence of various metabolites, then colony size and number were quantitated.
- Figure 12B representative images of ES cell colonies are shown. Note that both colony size and number were significantly increased (p ⁇ 0.01). Importantly, colony number increased up to 3-fold.
- BD butanediol
- 3HB 3-hydroxy-butryate
- L-Lac L-Lactate.
- Figure 13 illustratesa new metabolic strategy for personalized cancer diagnosis and therapy. Outlined is a general experimental strategy for personalized cancer medicine. Briefly,
- DB 1/ 69437516.1 cancer cells of a particular tumor type are selected for study. Then, these cancer cells are cultured in the absence and presence of high-energy metabolites, such as ketones and/or lactate. This should allow the investigator to generate a new gene signature based on transcriptional profiling (exon-array). This signature could then be used to select the patients that are undergoing this type of tumor metabolism, and correlate tumor metabolism with clinical outcome, such as recurrence and metastasis. High-risk patients could then be identified at diagnosis and treated with new therapies that are designed to target oxidative mitochondrial metabolism, such as metformin which is a specific inhibitor of mitochondrial complex I.
- metformin which is a specific inhibitor of mitochondrial complex I.
- Figure 14 illustrates possible mechanism(s) of action of ketones and lactate, converging on Acetyl-CoA. Lactate and Ketones are converted to Acetyl-CoA, which can then be used via oxidative mitochondrial metabolism to generate high amounts of ATP. Alternatively, Acetyl-CoA could also be utilized for the acetylation of proteins, such as histones. Histone acetylation has been associated with increases in gene expression. References:
- Pestell RG Lisanti MP, Sotgia F. Tumor Cells Induce the Cancer Associated Fibroblast Phenotype Via Caveolin-1 Degradation: Implications for Breast Cancer and DCIS Therapy with Autophagy Inhibitors. Cell Cycle 2010; 9:2423-33.
- Varanasi UR Carr B, Simpson DP. Lactic acidosis associated with metastatic breast carcinoma. Cancer Treat Rep 1980; 64:1283-5.
- Magistretti PJ Role of glutamate in neuron-glia metabolic coupling. Am J Clin Nutr 2009; 90-.875S-80S.
- Memmott RM Mercado JR, Maier CR, Kawabata S, Fox SD, Dennis PA. Metformin prevents tobacco carcinogen-induced lung tumorigenesis. Cancer Prev Res (Phila) 2010; 3:1066-76.
- STEMCELL EMBRYONIC UP 9.31E-17 Enriched in mouse embryonic stem cells, compared to differentiated brain and bone marrow cells
- STEMCELL HEMATOPOIETIC Enriched in mouse hematopoietic stem UP cells, compared to differentiated brain and bone marrow cells
- STEMCELL COMMON UP 9.95E-05 Enriched in mouse embryonic, neural and hematopoietic stem cells, compared to differentiated brain and bone marrow cells
- HSC LTHSC ADULT 1.94E-04 Up-regulated in mouse long-term functional hematopoietic stem cells from adult bone marrow (LT-HSC Shared + Adult)
- HSC LTHSC FETAL 4.79E-04 Up-regulated in mouse long-term functional hematopoietic stem cells from fetal liver (LT-HSC Shared)
- HSC LTHSC SHARED 4.79E-04 Up-regulated in mouse long-term functional hematopoietic stem cells from both adult bone marrow and fetal liver (Cluster i, LTHSC Shared)
- HADDAD HSC CD 10 UP 1.46E-03 Genes upregulated in human hematopoietic stem cells of the line CD45RA(hi) Lin- CD 10+, which are biased toward developing into B cells, versus
- UVC XPCS 8HR DN 7.07E-21 Down-regulated at 8 hours following
- UVC TTD 4HR DN 5.80E-15 Down-regulated at 4 hours following
- UVC XPCS 4HR DN 8.87E-11 Down-regulated at 4 hours following
- UVC TTD 8HR DN 1.33E-08 Down-regulated at 8 hours following
- GGGCGGR__V$SP1_Q6 8.22E-11 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif GGGCGGR which matches annotation for SP1: Spl transcription factor
- GGGAGGRR_V$MAZ_Q6 2.68E-08 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif GGGAGGRR which matches annotation for MAZ: MYC-associated zinc finger protein (purine-binding transcription factor)
- TTGTTT V$FOX04 01 3.17E-08 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif TTGTTT which matches annotation
- MLLT7 myeloid/lymphoid or mixed- lineage leukemia (trithorax homolog, Drosophila); translocated to, 7
- CAGGTG_V$E12_Q6 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif CAGGTG which matches annotation for TCF3: transcription factor 3 (E2A immunoglobulin enhancer binding factors E12/E47)
- SCGGAAGY V$ELK1 02 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif SCGGAAGY which matches annotation for ELK1: ELK1, member of ETS oncogene family
- STEMCELL HEMATOPOIETIC 2.88E-09 Enriched in mouse hematopoietic stem UP cells, compared to differentiated brain and bone marrow cells
- STEMCELL EMBRYONIC UP 6.29E-04 Enriched in mouse embryonic stem cells, compared to differentiated brain and bone marrow cells
- UVC XPCS 8HR DN 1.39E-12 Down-regulated at 8 hours following
- UVC TTD 4HR DN 6.16E-06 Down-regulated at 4 hours following
- UVB_NHE 3_C8 8.75E-05 Regulated by UV-B light in normal human epidermal keratinocytes, cluster 8
- GGGCGGR_V$SP1_Q6 1.00E-13 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif GGGCGGR which matches annotation for SP1: Spl transcription factor
- CAGGTG_V$E12_Q6 7.79E-11 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif CAGGTG which matches annotation for TCF3: transcription factor 3 (E2A immunoglobulin enhancer binding factors E12/E47)
- TTGTTT V$FOX04 01 2.37E-08 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif TTGTTT which matches annotation for MLLT7: myeloid/lymphoid or mixed- lineage leukemia (trithorax homolog, Drosophila); translocated to, 7
- TGACAGNY VSMEISl 01 2.21E-06 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif TGACAGNY which matches annotation for MEIS1: Meisl, myeloid ecotropic viral integration site 1 homolog (mouse)
- GGGAGGRR_V$MAZ_Q6 3.65E-06 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif GGGAGGRR which matches annotation for MAZ: MYC-associated zinc finger protein (purine-binding transcription factor)
- CTTTGT_V$LEF 1_Q2 4.63E-06 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif CTTTGT which matches annotation for LEF1: lymphoid enhancer-binding factor 1
- GGGTGGRR V$PAX4 03 1.38E-05 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif GGGTGGRR which matches annotation for PAX4: paired box gene 4
- TGACCTY_V$ERR1_Q2 1.59E-05 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif TGACCTY which matches annotation for ESRRA: estrogen-related receptor alpha
- CELL ADHESION 3.70E-04 The attachment of a cell, either to another cell or to the extracellular matrix, via cell adhesion molecules.
- UBE2D2 (UBC4/5 homolog, yeast) 11.637619 0.00544828
- EIF5B eukaryotic translation initiation factor 5B 8.853053 0.04053256
- RNASEN ribonuclease type III nuclear 6.195086 0.00604981
- ZNF721 zinc finger protein 721 5.910076 0.01377737
- ROCK2 kinase 2 5.852909 0.03308627
- PCM1 pericentriolar material 1 5.734292 0.03714159 ubiquitin-conjugating enzyme E2D 3
- UBE2D3 (UBC4/5 homolog, yeast) 5.713108 0.021 14428
- CD55 complement (Cromer blood group) 5.683509 0.00441274
- PRPF38B (yeast) domain containing B 5.538255 0.01964032
- NMD3 NMD3 homolog (S. cerevisiae) 5.436879 0.00447774
- TET3 tet oncogene family member 3 5.263592 0.01968249
- H3F3A H3 histone, family 3 A 5.188202 0.0162106
- SMARCA5 a member 5 0.0187601 sema domain, immunoglobulin domain (Ig),
- EEF1AL7 alpha-like 7 0.00831902
- HIVEP1 enhancer binding protein 1 0.01033624
- TMF1 TATA element modulatory factor 1 0.00700515
- TROVE2 TROVE domain family member 2 0.00092942
- Taxi human T-cell leukemia virus type I
- TAX1BP1 binding protein 1 0.00321459 PNN pinin, desmosome associated protein 0.00780293 RAP1A RAP1A, member of RAS oncogene family 0.01890408 C7orf28A chromosome 7 open reading frame 28A 0.01053364 leucine rich repeat (in FLU) interacting
- MLL5 5 (trithorax homolog, Drosophila) 0.02455489 DNAJC21 DnaJ (Hsp40) homolog, subfamily C, member 0.04182551 1/ 69437516.1 Supplemental Table 1.
- Gene Transcripts Upregulated by Lactate in MCF7 Cells Gene Symbol Gene Description Fold Ttest P
- ADAR adenosine deaminase RNA-specific 4.052521 0.01933813
- BOLA2 bolA homolog 2 (E. coli) 4.020715 0.00624889 proteasome (prosome, macropain) 26S
- PSMD1 subunit non-ATPase, 1 4.011931 0.00720011 bone morphogenetic protein receptor, type II
- HIPK1 homeodomain interacting protein kinase 1 3.965913 0.03717961 leucine-rich repeats and calponin homology
- TNR tenascin R (restrictin, janusin) 3.854513 0.038419
- DBF4 DBF4 homolog (S. cerevisiae) 3.845044 0.01450426
- SNAPC3 polypeptide 3 50kDa 3.710914 0.04896459 tissue factor pathway inhibitor (lipoprotein-1)
- TFPI associated coagulation inhibitor 3.702241 0.01077594 protein kinase, cAMP-dependent, regulatory
- PRKAR1A type I alpha (tissue specific extinguisher 1) 3.700851 0.00533686
- WIPF1 member 1 3.660979 0.03597595
- FIP1L1 FIP1 like 1 (S. cerevisiae) 3.647902 0.0419402
- TLK1 tousled-like kinase 1 3.593899 0.00771066 acyl-CoA dehydrogenase, C-4 to C-12
- PHIP protein 3.581619 0.02464318 myeloid/lymphoid or mixed-lineage leukemia
- Chromosome 7 open reading frame 23 3.571619 0.01456607 ring finger and WD repeat domain 2 3.566507 0.03374643 thioredoxin domain containing 9 3.559682 0.02318797 microtubule-actin crosslinking factor 1 3.557953 0.02131704 zinc finger protein 695 3.55649 0.00881763 dihydrolipoamide dehydrogenase 3.54755 0.03042714 transcription elongation regulator 1 3.545678 0.04063693
- polypeptide B 140kDa 3.486012 0.01436831 chromosome 3 open reading frame 17 3.477404 0.00064013 uracil-DNA glycosylase 3.471251 0.01530078 zinc finger protein 259 3.457681 0.04340342 eukaryotic translation initiation factor 2-alpha
- polypeptide J 13.3kDa 3.428384 0.00412324
- RAN binding protein 9 3.400619 0.00125475 transcription elongation factor A (SII), 1 3.391912 0.03816125 golgi phosphoprotein 3-Iike 3.388682 0.00624767 growth differentiation factor 15 3.377286 0.00294545
- reticulum protein retention receptor 2 3.368323 0.04949704 thyroid adenoma associated 3.355519 0.04286101 peptidylprolyl isomerase D 3.355162 0.01495089 myoneurin 3.346428 0.02219129 cytochrome c oxidase subunit VIIc 3.342622 0.00416541 Fas-activated serine/threonine kinase 3.341993 0.00627623 MOBl, Mps One Binder kinase activator-like
- IB (yeast) 3.340311 0.04257654 protein phosphatase 1, regulatory (inhibitor)
- CENPF centromere protein F 350/400ka (mitosin) 3.299657 0.01890505
- SMARCAD1 a containing DEAD/H box 1 3.284105 0.04696085 protein kinase, AMP-activated, alpha 2
- SH3BGRL protein like 3.242215 0.02599374 bromodomain adjacent to zinc finger domain
- ANAPC1 anaphase promoting complex subunit 1 3.20784 0.010159 ectonucleotide
- MAP4K3 mitogen-activated protein kinase kinase 3.183468 0.02370712
- MOBl Mps One Binder kinase activator-like
- MOB L3 3 (yeast) 3.180117 0.01515135
- NOL10 nucleolar protein 10 3.156696 0.04048588
- PRKCI protein kinase C iota 3.11639 0.00319677
- GOLIM4 golgi integral membrane protein 4 3.099776 0.03542058
- ITPR1 inositol 1,4,5 -triphosphate receptor type 1 3.07441 0.01539608
- beta polypeptide 1 3.050983 0.02355176
- RERE arginine-glutamic acid dipeptide (RE) repeats 3.021721 0.00650595 ubiquitin protein ligase E3 component n-
- ZMYM6 zinc finger MYM-type 6 0.04641004 mutS homolog 2
- colon cancer nonpolyposis
- MSH2 type 1 (E. coli) 0.03627096
- PRMT6 protein arginine methyltransferase 6 0.02512139
- TRPM6 subfamily M member 6 2.939987 0.01854453
- DCLRE1B cerevisiae 0.02550563 bromodomain adjacent to zinc finger domain
- IARS2 isoleucyl-tRNA synthetase 2, mitochondrial 0.02633645
- HISPPD1 1 2.912902 0.04467233
- GALNT7 T7 0.00233517 CRYGS crystallin, gamma S 0.01223416 BRAP BRCA1 associated protein 0.00707534 TCP1 t-complex 1 0.02939434 heterogeneous nuclear ribonucleoprotein U
- HNRNPU sinaffold attachment factor A
- ARID4A AT rich interactive domain 4 A (RBPl-like) 2.882351 0.00235678 malic enzyme 1 , NADP(+)-dependent,
- OSBPL11 oxysterol binding protein-like 11 2.865043 0.00441915
- LTV1 LTV1 homolog (S. cerevisiae) 2.862159 0.03848354
- BAIAP2L1 BAI1 -associated protein 2-like 1 2.85848 0.02297787
- SASS6 spindle assembly 6 homolog (C. elegans) 2.845356 0.02224778
- ZNF711 zinc finger protein 71 1 2.844816 0.02480081
- SEC24A SEC24 family, member A (S. cerevisiae) 2.766295 0.0030784 minichromosome maintenance complex
- IWS1 IWS1 homolog (S. cerevisiae) 2.757355 0.01397659
- ITSN2 intersectin 2 2.754509 0.03995086 nuclear undecaprenyl pyrophosphate synthase
- NUS1 1 homolog (S. cerevisiae) 2.753898 0.02727482
- NUCKS1 kinase substrate 1 2.746242 0.01149953
- C/EBP CCAAT/enhancer binding protein
- AFF1 AF4/FMR2 family member 1 2.728118 0.01644025
- NMBR neuromedin B receptor 2.7228 0.04557912 speedy homolog E8 (Xenopus laevis)
- ARID IB AT rich interactive domain IB (SWIl-Iike) 2.716295 0.01486205 NOMOl NODAL modulator 1 2.71502 0.03140578 DEPDC6 DEP domain containing 6 2.714996 0.04184413
- DDX39 39 2.714312 0.0446041 1 HIST2H2AC histone cluster 2, H2ac 2.712756 0.04657073 tRNA-yW synthesizing protein 3 homolog (S.
- PSIP1 PC4 and SFRS1 interacting protein 1 2.704173 0.00379656
- ATP6V1E1 VI subunit El 2.666607 0.02899272 polymerase (RNA) mitochondrial (DNA
- TOPBP1 topoisomerase (DNA) II binding protein 1 2.659609 0.01512887
- TIMM17A 17 homolog A (yeast) 2.638869 0.01019151
- HDAC4 histone deacetylase 4 2.63716 0.04572722
- OPA1 optic atrophy 1 (autosomal dominant) 2.629144 0.00144393
- SYN1 synapsin I 2.625746 0.00855739
- ANKRD17 ankyrin repeat domain 17 2.592918 0.00227678
- ARF4 ADP-ribosylation factor 4 2.58944 0.01239217
- FUBP1 1 2.584276 0.02883731 WDFY1 WD repeat and FYVE domain containing 1 2.584271 0.02398677 minichromosome maintenance complex
- MCM3AP component 3 associated protein 2.583767 0.01780226
- DCU 1D4 domain containing 4 (S. cerevisiae) 2.556521 0.02739626 caspase 2, apoptosis-related cysteine
- TIP41 TOR signaling pathway regulator-like
- TIPRL S. cerevisiae
- DDX1 DEAD (Asp-Glu-Ala-Asp) box polypeptide 1 2.534563 0.00605707 proteasome (prosome, macropain) 26S
- NOTCH3 Notch homolog 3 (Drosophila) 2.518418 0.02050312
- PLK4 polo-like kinase 4 (Drosophila) 2.510571 0.02626713 v-raf-1 murine leukemia viral oncogene
- CD2AP CD2-associated protein 2.509456 0.04171078
- HSF2 heat shock transcription factor 2 2.506697 0.02377126 family with sequence similarity 98, member
- ANKRD36B ankyrin repeat domain 36B 2.501792 0.01895399
- MOB 1 Mps One Binder kinase activator-like
- MOBKL1A 1A (yeast) 2.495315 0.01061014
- TRIP12 thyroid hormone receptor interactor 12 2.494017 0.03689934
- ARID4B AT rich interactive domain 4B (RBPl-like) 2.49337 0.03529843
- NLN neurolysin metalopeptidase M3 family
- NLN neurolysin metalopeptidase M3 family
- Supplemental Table 1 Gene Transcripts Upregulated by Lactate in MCF7 Cells Gene Symbol Gene Description Fold Ttest P
- MRPL18 Mitochondrial ribosomal protein LI 8 2.474773 0.01902557 glycerol-3-phosphate dehydrogenase 2
- PHACTR2 phosphatase and actin regulator 2 2.470462 0.01247884 protein phosphatase 1 , catalytic subunit, beta
- PPP1CB isozyme 2.468217 0.04691501
- TRPM8 subfamily M member 8 2.455114 0.00945206
- CTAGE5 CTAGE family member 5 2.447423 0.03469659
- PPFIBP1 (liprin beta 1) 2.431492 0.03837188 melanoma inhibitory activity family, member
- WHSC1 Wolf-Hirschhorn syndrome candidate 1 2.429055 0.01584686
- SHFM1 type 1 2.411671 0.02417581
- ENOPH1 enolase-phosphatase 1 2.411171 0.01301109
- TACSTD2 tumor-associated calcium signal transducer 2 2.409326 0.03705571
- COPG coatomer protein complex subunit gamma 2.406812 0.03959455 nucleophosmin (nucleolar phosphoprotein
- H6PD 1 -dehydrogenase 2.401089 0.03727115 myeloid/lymphoid or mixed-lineage leukemia
- FAM3C family with sequence similarity member C 2.383435 0.00661523
- RAB1A RAB1 A, member RAS oncogene family 2.373609 0.04191459
- DHX9 DEAH Adi-Glu-Ala-His box polypeptide 9 2.370434 0.0025908
- AHCTF1 AT hook containing transcription factor 1 2.359072 0.00613172
- MTF2 factor 2 2.354146 0.0214147 poly (ADP-ribose) polymerase family
- PARP8 member 8 2.353916 0.02193377 1/ 69437516.1 Supplemental Tabic 1. Gene Transcripts Upreguiated by Lactate in MCF7 Cells
- FAM1 19A A 2.33913 0.0058591
- CD46 protein 2.333239 0.02096143
- TXNDC5 endoplasmic reticulum 2.332472 0.00547594
- CTBS chitobiase di-N-acetyl- 2.330361 0.02094886
- ABCF1 member 1 2.309064 0.04908242 acyl-CoA synthetase long-chain family
- PCBP4 poly(rC) binding protein 4 2.297239 0.0480034
- FKBP3 FK506 binding protein 3 25kDa 2.294143 0.00750185
- TRBC2 T cell receptor beta constant 2 2.291039 0.01815739
- ABI2 abl-interactor 2 2.290111 0.04912702
- Phosphatidylinositol 4-kinase catalytic, alpha
- THEM4 thioesterase superfamily member 4 2.286356 0.042979
- ACVR1 activin A receptor type I 2.273641 0.00180738
- PTP4A1 member 1 2.270167 0.00847749 transforming, acidic coiled-coil containing
- TACC3 protein 3 2.268162 0.01045492 general transcription factor IIH, polypeptide
- FRAP1 associated protein 1 2.265502 0.0117058
- RNF115 ring finger protein 1 15 2.263794 0.0345823
- TRPM5 subfamily M member 5 2.259096 0.00420324
- JARID2 jumonji AT rich interactive domain 2 2.254895 0.01620599 nuclear receptor subfamily 1 , group D,
- NR1D2 member 2 2.254522 0.03475131 general transcription factor IIIC, polypeptide
- GTF3C6 alpha 35kDa 2.249268 0.04271905 pleckstrin homology domain containing
- PLEKHF2 family F (with FYVE domain) member 2 2.24915 0.03034525
- PRPF40A homolog A (S. cerevisiae) 2.237862 0.03098713
- TBC1 (tre-2/USP6, BUB2, cdcl6) domain
- TBC1D1 family member 1 2.235136 0.00238682
- TBC1D14 TBC1 domain family member 14 2.23396 0.00059499 solute carrier family 6 (neurotransmitter
- LARP2 2 2.228433 0.01018392 mitogen-activated protein kinase kinase
- MAP3K6 kinase 6 2.227417 0.03751421 chaperonin containing TCP1, subunit 6 A
- CCT6A (zeta 1) 2.226682 0.02645749 golgi-associated PDZ and coiled-coil motif
- SCARB2 scavenger receptor class B member 2 2.225542 0.00468326
- KPNA1 karyopherin alpha 1 (importin alpha 5) 2.225491 0.02352899 IAA1967 KIAA1967 2.224672 0.00664399
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Abstract
The present invention, at least in part, is directed to a method for discovering a biological marker (biomarker) of any cancer whose growth may be modulated by mitochondrial oxidative metabolism. In certain embodiments, the method comprises (a) contacting a set of at least one or more metabolites (e.g., 3-hydroxybutyrate or lactate or acetoacetate or oxaloacetate or citrate or a-ketoglutarate or glutamine or combinations thereof) to a first sample of a cancer cell line, a test cancer cell line; (b) assessing a level of gene expression pattern in the test cancer cell line; and (c) comparing the level of gene expression pattern of the test cancer cell line with a level of gene expression pattern in a second sample of the same cancer cell line not treated with the set of one or more metabolites, a control cancer cell line, whereby a difference between the level of the gene expression pattern in the test cancer cell line and the level of gene expression pattern in the control cancer cell line is a biomarker indicating mitochondrial oxidative metabolism in the cancer represented by the cancer cell.
Description
LACTATE- AND KETONES-INDUCED GENE SIGNATURES AND USE OF THE
SAME FOR DIAGNOSING DISEASE AND PREDICTING CLINICAL OUTCOME
FIELD OF THE INVENTION
[0100] This invention relates to the fields of oncology and medicine. More specifically, the invention provides biomarkers and methods of use thereof which aid the clinician in identifying those patients most likely to benefit from certain treatment regimens. The markers disclosed herein are also useful in assays to identify therapeutic agents useful for the treatment of malignancy.
BACKGROUND OF THE INVENTION [0101] The pharmaceutical industry spends billions worldwide on research and development of new drugs, but only a handful, 5 to 10%, of drugs entering the clinical phase of drug
development get approved for marketing. Consequently, the average cost per successful drug development program remains unacceptably high. This average cost per successful drug development is high in part because most of the invested capital spent per drug is related to drug failures along the pipeline development path.
[0102] An important reason for the high failure rate in clinical trials is the poor predictive value of currently used screening technologies for biological validation, pharmacological testing, and screening for success or failure of chemical entities and biologies in clinical trials involving human subjects. These screening technologies are based on in vitro cell-based screening models and in vivo animal models, which often lack or inadequately represent the clinical disease phenotype of the patients in which the tested chemical entities or biologies are intended to be used in the future. Therefore, success of these chemical entities or biologies in these models does not necessarily translate into clinical success in patients. Hence, the majority of chemical entities or biologies, while successful in these preceding screening and animal models, fail in clinical trials, particularly in late phase II and phase III trials (see, e.g., New Drug Development: A Regulatory Overview, Revised 5th edition. Ed. Mathieu M. Parexel, publishers). It has been estimated that more than 90% of new chemical entities (NCEs) fail in clinical trials, of which approximately two thirds fail for pharmacodynamic reasons (lack of efficacy and/or an unacceptable adverse event profile), the remaining third fail for pharmacokinetic reasons (see, e.g., Houlihan, Lokey, Howard& Zukin, Advanced Valuation Techniques in Life Sciences, February 2001).
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[0103] Accordingly, many needs remain unmet in various aspects of drug development and disease treatment, including drug discovery, validation of candidate therapeutic targets, diagnosis and/or clinical classification of patients.
BRIEF SUMMARY OF THE INVENTION [0104] The invention provides, at least in part, biomarkers and methods of use thereof which aid the clinician in identifying those patients most likely to benefit from certain treatment regimens. The markers disclosed herein are also useful in assays to identify therapeutic agents useful for the treatment of malignancy, including breast cancer and prostate cancer.
[0105] In one aspect, the application discloses gene sets comprising genes which are differentially expressed in test samples derived from subjects having cancer, including subjects having different classes of cancer or subtypes of the same cancer, including subjects having different subtypes of breast cancer. In certain embodiments, the cancer subtypes are associated with different clinical outcomes or prognoses. Depending on the expression level of the genes in a test sample (derived from the cancer patients or from NCI-60 cell lines), the cancer (e.g., breast cancer) subtype is predicted to be associated with a good prognosis, a mixed prognosis or a poor prognosis. In alternative embodiments, the cancer subtypes are differentially associated with recurrence and/or metastasis and/or overall survival.
[0106] Accordingly, in one aspect, the application provides a method of diagnosing a cancer, including breast cancer, and/or a cancer subtype in a cancer patient. [0107] In another embodiment the application provides a method of providing a prognosis. In one embodiment, the method comprises (a) culturing cancer cells derived from a sample obtained from a cancer patient in the presence of a set of at least one high-energy metabolite; and (b) assessing gene expression levels in the cultured cancer cells; and (c) comparing the gene expression levels of the cancer cell culture with the gene expression levels in a control sample, whereby a difference between the gene expression levels in the cancer cell culture and the gene expression levels of the control cell culture is indicative of the clinical outcome. In one embodiment, the application provides a method of predicting or diagnosing recurrence. In another embodiment the application provides a method of predicting metastasis. In yet another embodiment the application provides a method of predicting decreased overall survival. [0108] In some embodiments, the application provides genes whose expression levels correlate to benign or malignant states in various cells and/or tissues, including the epithelial cells, including mammary epithelial cells (e.g., carcinoma), the bone, the muscle and other connective
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tissues (e.g., sarcoma), the lymphatic system (e.g., lymphoma), the blood cells and/or blood precursor cells (e.g., leukemia) and the pigment-providing cells (e.g., melanoma). In some embodiments the tumor cell is breast cancer tumor cell.
[0109] Another aspect of the present invention provides a method for selecting a therapeutic strategy for treating a cancer patient, the method comprising identifying a therapeutic agent which inhibits metabolite-induced gene expression pattern of at least a set of genes selected from those listed in at least one table from selected from Tables 1-7, wherein the set of genes are expressed cancer cells, derived from the cancer patient, cultured in the presence of at least one or more metabolites, wherein the therapeutic agent which inhibits metabolite-induced gene expression pattern is selected for treating the cancer patient.
[0110] A method for evaluating gene expression, the method comprising treating an in vitro culture of cancer cells with a set of at least one high-energy metabolite (such as ketones or lactate); and assessing changes in gene expression resulting from the treatment with said set of at least one high-energy metabolite; wherein said method comprises generating labeled
polynucleotide molecules corresponding to cancer genes having changes in expression resulting from the treatment with said set of at least one high-energy metabolite; and wherein said method further comprises applying said labeled molecules to a microarray having immobilized human genes to evaluate gene expression.
[0111] In an aspect, the present invention provides a method for identifying a set of at least one cancer associated gene, expression of which is induced by a set of at least one high-energy metabolite, the method comprising: (a) subjecting a cancer in vitro cell culture to treatment with the set of at least one high-energy metabolite; (b) thereafter assessing the level of gene expression in the cancer cell culture; and (c) comparing the level of gene expression in the cancer cell culture with the level of gene expression a control cell culture; whereby a difference between the level of gene expression in the cancer cell culture and the level of gene expression in the control cell culture is an indication that gene expression of the set of at least one cancer associated gene is induced by the set of at least one high-energy metabolite; wherein said method further comprises generating labeled polynucleotide molecules corresponding to the at least one cancer associated gene having changes in expression resulting from the treatment with said set of at least one high-energy metabolite, and wherein said method further comprises applying said labeled molecules to a microrray having immobilized human genes to identify the at least one cancer associated gene.
BRIEF DESCRIPTION OF THE DRAWINGS
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[0112] Figure 1 : HeatMaps for the Intersection Between MCF7 Lactate-Induced Genes and Transcripts that are Highly Expressed in Neural Stem Cells;
[0113] Figure 2: HeatMaps for the Intersection Between MCF7 Ketone-Induced Genes and
Transcripts that are Highly Expressed in Hematopoietic Stem Cells;
[0114] Figure 3: Venn Diagrams for the Transcriptional Overlap between the Lactate-Induced and Ketone-Induced Transcriptional Profiles in MCF7 Cells;
[0115] Figure 4: HeatMaps for the Intersection Between MCF7 Lactate-Specific Genes and
Transcripts that are Highly Expressed in Poor Prognosis Cancers;
[0116] Figure 5: The Lactate-Induced Gene Signature Is Associated with ER(+) Breast Cancer and Predicts Poor Clinical Outcome;
[0117] Figure 6: The Ketone-Induced Gene Signature Is Associated with ER(+) Breast Cancer and Predicts Poor Clinical Outcome;
[0118] Figure 7: The Lactate-Induced Gene Signature Predicts Recurrence, Metastasis, and
Decreased Overall Survival in Luminal A Breast Cancers;
[0119] Figure 8: The Ketone-Induced Gene Signature Predicts Recurrence, Metastasis, and
Decreased Overall Survival in Luminal A Breast Cancers;
[0120] Figure 9: The Ketone- and Lactate-Induced "Stem Cell" Signatures Predict Decreased
Overall Survival in Luminal A Breast Cancers;
]0121] Figure 10: Survival Analysis for the Intersection Between MCF7 Lactate-Specific Genes and Transcripts that are Highly Expressed in Poor Prognosis Cancers;
[0122] Figure 11 : Lactate and Ketones Increase Histone Acetylation in MCF7 Cancer Cells.
MCF7 cells were treated with ketones and lactate;
[0123] Figure 12: Ketones and Lactate Promote the Growth of Mouse Embryonic Stem (ES)
Cells in Culture;
[0124] Figure 13: A New Metabolic Strategy for Personalized Cancer Diagnosis and Therapy;
and
[0125] Figure 14: Possible Mechanism(s) of Action of Ketones and Lactate: Converging on
Acetyl-CoA.
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DETAILED DESCRIPTION OF THE INVENTION
[0126] The present subject matter will now be described more fully hereinafter with reference to the accompanying Figures and Examples, in which representative embodiments are shown. The present subject matter can, however, be embodied in different forms and should not be construed as limited to the embodiments set forth herein. Rather, these embodiments are provided to describe and enable one of skill in the art. Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which the subject matter pertains. All publications, patent applications, patents, and other references mentioned herein are incorporated by reference in their entirety. [0127] Surprisingly, it has been discovered that a clinical outcome in cancer, in particular breast cancer, could be determined by epigenetics and energy metabolism, rather than by the accumulation of specific "classical" gene mutations. Thus, it is now possible, with the materials, procedures and methods described herein, to expedite discovery of: new cancer biomarkers, new therapeutic targets, leading to elucidation of oncogenic mechanisms; and to facilitate
classification of patients based on gene expression profile, disease prognosis and/or patients' therapeutic response.
[0128] It has been discovered that certain metabolites affect tumor cell behavior, including tumor-regenerating capacity and tumor progression. As any type of cell in the body can become a source of cancer, the tumor cell could be of any suitable cell type. Suitable tumor cell types include, but are not limited to those derived from, cancer of the epithelial cells (carcinoma), cancer of the bone, muscle or other connective tissues (sarcoma), cancer of the lymphatic system (lymphoma), cancer of blood cells or blood precursor cells (leukemia) and cancer of the pigment- providing cells (melanoma). In some embodiments the tumor cell is breast cancer tumor cell.
[0129] Tumor cells suitable for use with the methods disclosed can be derived from any cancer cells, including the NCI-60 cell lines having diverse tissue of origin: e.g., lung: NCI-H23, NCI- H522, A549-ATCC, EKVX, NCI-H226, NCI-H332M, H460, H0P62, and HOP92; colon: HT29, HCC-2998, HCT116, SW620, COLO205, HCT15, and KM12; breast: MCF7, MCF7ADRr, MDAMB231 , HS578T, MDAMB435, MDN, BT549, and T47D; ovarian: OVCAR3, OVCAR4, OVCAR5, OVCAR8, IGROV1, and SKOV3; leukemia: CCRFCEM, K562, MOLT4, HL60, RPMI8266, and SR; renal: U031, SN12C, A498, CAKI1, RXF393, 7860, ACHN, and TK10; melanoma: LOXIMVI, MALME3M, SKMEL2, SKMEL5, SKMEL28, M14, UACC62, and UACC257; prostate: PC3, DU145; CNS: SNB19, SNB75, U251, SF268, SF295, and SM539.
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[0130] Additional suitable rumor cells include: Non-Small Cell Lung (LXFL 529); Small Cell Lung (DMS 114, and SHP-77); Colon (DLD-1 and KM20L2); CNS (SNB-78, and XF 498); Melanoma (RPMI-7951 , and M19-MEL); Renal (RXF-631 and SN12K1); and Leukemia (P388, and P388/ADR). [0131] Traditionally, cancer classification has been based on histopathological and clinical data. New technologies, however, have enabled genome-wide analysis of gene expression patterns, which have suggested that individual cancer phenotypes, including leukemia and breast cancer, exhibit characteristic expression profiles (see, e.g. Golub T. R. et al. "Molecular classification of cancer: class discovery and class prediction by gene expression monitoring," Science 1999 (Wash. DC), 286, 531-537; and Gruvberger S. et al. "Estrogen receptor status in breast cancer is associated with remarkably distinct gene expression patterns," Cancer Res., 61 , 5979-5984).
[0132] Accordingly, in one aspect the present invention provides a new approach to personalized cancer medicine which incorporates features of both (i) cell metabolism and (ii) gene transcriptional profiling. In one embodiment a method is provided for identifying a mammalian cell as neoplastic or predisposed to neoplasia. The method comprising detecting metabolite-induced gene signature of a set of at least one or more genes listed in one or more of Tables 1-7 in a test cell derived from a sample obtained from a subject having cancer or suspected of having cancer. The test cell is identified as neoplastic or predisposed to neoplasia based on the detected level of the metabolite-induced gene signature(s).
[0133] Suitable metabolites include those derived from carbohydrates, fats and lipids and proteins. Suitable carbohydrates include monosaccharides, including include glucose (dextrose), fructose (levulose), galactose, xylose and ribose; disaccharides, including sucrose; and polysaccharides, including starch. [0134] Other suitable metabolites include various intermediary glycolysis products as well as end-products of glycololysis. These include: glucose-6-phosphate; fructose-6-phosphate;
fructose- 1,6-bisphosphate; fructose- 1 ,6-biphosphate; glycerone-phosphate (or dihydroxyacetone- phosphate); glyceraldehyde-3-P ("GAP"); glyceron-phosphate ("DHAP"); glycerate-1 ,3- biphosphate; glycrate-l ,3-biphosphate converted to 3-phosphoglycerate; glycerate-2 -phosphate; phosphoenolpyruvate; pyruvate; pyruvic acid; lactate; and lactic acid.
[0135] Other suitable metabolites includes glutamine and precursor compounds.
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[0136] In an embodiment, the method for identifying a mammalian cell as neoplastic comprises detecting in a test mammalian cell (e.g. breast cancer cell) a level of gene expression pattern or activity, wherein the level of gene expression pattern or activity is induced by a set of at least one high-energy metabolite (e.g., 3-hydroxybutyrate or lactate); and identifying the test mammalian cell as neoplastic when a difference between the level of gene expression pattern or activity in the test mammalian cell and a corresponding level of gene expression pattern or activity in a control mammalian cell is detected.
[0137] At least two cancer models have been put forward to explain tumor heterogeneity and inherent differences of tumor-regenerating capacity (see, e.g., Visvader J. E. and Lindeman G. J. "Cancer stem cells in solid tumours: accumulating evidence and unresolved questions," Nat. Rev. Cancer. 2008, 8(10), 755-768). The clonal selection model of carcinogenesis implies that a random solitary cell undergoes malignant transformation, accumulates multiple mutations and subsequently acquires a survival advantage, which leads to clonal selection (see, e.g., Nowell P. C. "The clonal evolution of tumor cell populations," Science 1976, 194(4260), 23-28; and Campbell L. L. and Polyak K. "Breast tumor heterogeneity: cancer stem cells or clonal evolution?" Cell Cycle 2007, 6(19), 2332-2338). In contrast, the cancer stem cell ("CSC") hypothesis regards malignant transformation as a process, occurring in a subset of normal stem cells with pluripotent properties, which underlie deregulation of self-renewal pathways (see, e.g., Bonnet D. and Dick J. E. "Human acute myeloid leukemia is organized as a hierarchy that originates from a primitive hematopoietic cell," Nat. Med. 1997, 3(7), 730-737; and Reya T. and Clevers H. "Wnt signalling in stem cells and cancer," Nature 2005, 434(7035), 843-850).
[0138] High energy metabolites, including glutamine, lactate and ketones, including 3- hydroxybutyrate, acetoacetate, possibly promote tumor cell growth and tumor metastasis in vivio (including experimental metastasis of human breast cancer cells (e.g., Michigan Cancer
Foundation-7 or MCF7) in in vivo xenograft models) by driving oxidative mitochondrial metabolism in cancer cells.
[0139] In order to understand how high energy metabolites affect tumor cell behavior, mechanistic experiments were conducted. In one experiment, MCF7 cells were cultured with lactate or ketones and then subjected to transcriptional analysis (exon-array). Transcriptional gene expressional analysis revealed differences in global gene expression profiles of tumor and normal cells. The results showed increased transcriptional expression of gene profiles normally associated with "sternness" (e.g., the ability of self-renew and differentiate), including genes upregulated in embryonic stem (ES) cells, demonstrating that the end-products of glycolysis (e.g., ketones and lactate) modulate tumor growth and metastasis.
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[0140] Accordingly, in one aspect of the present invention, the detection of inappropriate activation of sternness genetic pathways can be used to diagnose cancer and to predict the likelihood of therapy success or failure. Inappropriate activation of "sternness" genes in cancer cells is associated with aggressive clinical behavior and increased likelihood of poor clinical outcome in cancer patients, including therapy failure, recurrence of cancer, cancer metastasis and decreased survival, including overall survival. Thus, elucidation of such inappropriate activation of "sternness" gene expression can guide design of personalized medicine, wherein cancer therapy is specifically tailored to a patient's individual needs.
[0141] In another aspect of the present invention provides a method for growing stem cells. The method comprises culturing stem cells in a culture medium in presence of a set of at least one metabolite. In one embodiment, the metabolite is selected from the group consisting of glutamine, 3-hydroxybutyrate, acetoacetate and lactate.
[0142] Any type of stem cell can be used with the methods of the present invention. Suitable stem cells include mesenchymal stem cells, human embryonic stem cells, and the like. Human pluripotential cells can be created using in vitro fertilization technologies (human embryonic stem cells or HESC) (see, e.g. Thomson J. A et al. "Embryonic stem cell lines derived from human blastocysts," Science 1998, 282, 1 145-1147), from parthenogenesis the chemical activation of human oocytes (parthenogentically derived embryonic stem cells or PGESC) (see, e.g., Cibelli J. B. et al. "Parthenogenetic stem cells in nonhuman primates," Science 2002, 295, 819; and Vrana K. E. et al. "Nonhuman primate parthenogenetic stem cells," Proc. Natl. Acad. Sci. U S A 2003, 100 Suppl 1 , 11911-1 1916), from isolated human germ cells (primordial germ cells or PGC) (see, e.g., Shamblott M. J. et al. "Derivation of pluripotent stem cells from cultured human primordial germ cells," Proc Natl. Acad. Sci. USA 1998, 95, 13726-13731), or from human amniotic fluid (human amniotic fluid derived stem cells or HAFSC). [0143] In an embodiment, the neoplasm is breast cancer. Tissues in the body that are responsive to estrogens are called "estrogen-sensitive" or "estrogen-responsive" tissues and include cells of the urogenital tract, cardiovascular system and skeletal system. The cells that comprise estrogen-sensitive tissues contain estrogen receptors (ER). ER play significant roles in certain human disease states, breast cancer being one specific example. Cells in female breast tissue normally contain ER. Interaction of estrogens with ER in breast cells normally causes the breasts to grow at puberty and again during pregnancy. Since breast cells normally contain ER, it is not surprising that cells comprising tumors of the breast also contain ER. It has been estimated that 95% of all breast tumors, at least initially, have ER and are dependent on estrogens for growth. In such breast tumor cells, estrogens acting via the ER, dramatically escalate
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proliferative and metastatic activity (Osborne, et al., 1980, Cancer, 46:2884-8). Moreover, ER (the estrogen or oestrogen receptor) negative breast tumours are general correlated with poorer prognosis than ER positive tumours (see, e.g., Baselga and Norton, Cancer Cell 2002, 1 , 319- 322). [0144] In another embodiment, a metabolite such as lactate or 3-hydroxybutyrate is administered to cultured cancer cells, and changes in gene expression resulting from said treatment with the metabolite (lactate or 3-hydroxybutyrate) are assessed. In another
embodiment, a ketone such as 3-hydroxybutyrate is administered to the cultured cancer cells, and changes in gene expression resulting from said treatment with the ketone are assessed. In another embodiment, the cancer cell cultures are exposed to a set of at least one or more metabolites of for about 12 hours to 48 hours. In yet another embodiment the level of gene expression is compared by transcriptional profiling following microarray analysis using a radio labeled probe. In yet another embodiment the levels of expression of a set at least 2000 to 5000 genes are compared. In another embodiment the level of expression of all the genes listed in Tables 1-7 are compared. In another embodiment the level of expression of a subset of all the genes listed in Tables 1-7 are compared.
[0145] In another aspect of the invention, a method is provided for reducing or inhibiting neoplastic growth of a mammalian cell which exhibits metabolite-induced transcription of a set at least one or more genes associated with a neoplasm. Expression of a polypeptide encoded by the metabolite-activated gene expression is reduced or inhibited in the mammalian cell by contacting the mammalian cell with a therapeutic agent that reduces or inhibits mitochondrial oxidative phosphorylation (e.g., an anti-oxidant). The set of genes is selected from those listed in Tables 1- 7. The growth of the cancer cells is reduced or inhibited through inhibition of upregulation of a set of at least one or more of the genes listed in Tables 1-7. [0146] Suitable therapeutic agents for use with the methods of the present invention include metformin and Monocarboxylate Transporter (MCT1) inhibitors, including AR-C117977 and AR-C155858 and pharmaceutically acceptable salts thereof. AR-C155858 has the following structural formula.
[0147] Examples of suitable MCT1 inhibitors are disclosed in WO 2010/089580 (published 12 August 2010).
[0148] Adriamycin® ( generic name: Doxorubicin; another brand name: Rubex®) is another example of a therapeutic agent that can be used with the methods disclosed herein. Cancers that can be treated with Adriamycin® include bladder, breast, head and neck, leukemia, liver, lung, lymphomas, mesothelioma, multiple myeloma, neuroblastoma, ovary, pancreas, prostate, sarcomas, stomach, testis (germ cell), thyroid and uterus.
[0149] Another aspect of the invention provides a method for selecting a therapeutic strategy for treating a cancer patient. A set of one or more genes selected from those listed in Tables 1-7, whose expression in cancer cells of the patient is inhibited by an agent that reduces or inhibit oxidative mitochondrial metabolism is identified. A therapeutic agent which inhibits expression of the set of at least one or more genes is selected for treating the cancer patient.
[0150] In another aspect, the invention pertains to a method for evaluating gene expression wherein said method comprises treating an in vitro culture of cancer cells with a set of at least one high-energy metabolite (such as ketones or lactate); and assessing changes in gene expression resulting from the treatment with said set of at least one high-energy metabolite; wherein said method comprises generating labeled polynucleotide molecules corresponding to cancer genes having changes in expression resulting from the treatment with said set of at least one high-energy metabolite; and wherein said method further comprises applying said labeled molecules to a microarray having immobilized human genes to evaluate gene expression.
[0151] In an embodiment, a set of at least one high-energy metabolite is selected from ketones and lactate. In another embodiment the in vitro culture of cancer cells is treated with the set of at least one high-energy metabolite for about 2 to 12 hours. In another embodiment the in vitro
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culture of cancer cells is treated with the set of at least one high-energy metabolite for about 12 hours.
[0152] In another aspect, the present invention provides a method for identifying a set of at least one cancer associated gene, expression of which is induced by a set of at least one high- energy metabolite, the method comprising: (a) subjecting a cancer in vitro cell culture to treatment with the set of at least one high-energy metabolite; (b) thereafter assessing the level of gene expression in the cancer cell culture; and (c) comparing the level of gene expression in the cancer cell culture with the level of gene expression a control cell culture, whereby a difference between the level of gene expression in the cancer cell culture and the level of gene expression in the control cell culture is an indication that gene expression of the set of at least one cancer associated gene is induced by the set of at least one high-energy metabolite; wherein said method further comprises generating labeled polynucleotide molecules corresponding to the at least one cancer associated gene having changes in expression resulting from the treatment with said set of at least one high-energy metabolite, and wherein said method further comprises applying said labeled molecules to a microrray having immobilized human genes to identify the at least one cancer associated gene.
[0153] In accordance with the present invention, there is provided a method for predicting a clinical outcome in a cancer patient, comprising (a) culturing cancer cells derived from a sample obtained from a cancer patient in the presence of a set of at least one high-energy metabolite; and (b) assessing gene expression levels in the cultured cancer cells; and (c) comparing the gene expression levels of the cancer cell culture with the gene expression levels in a control sample, whereby a difference between the gene expression levels in the cancer cell culture and the gene expression levels of the control cell culture is indicative of the clinical outcome.
[0154] In an embodiment, the clinical outcome is prognosis for survival. In alternative embodiments, the prognosis is a poor clinical outcome (e.g., shorter survival). In certain embodiments the poor clinical outcome is recurrence of cancer, increased/shorter survival of cancer, and/or cancer progression in the cancer patient. In alternative embodiments the clinical outcome is increased or decreased overall survival.
[0155] In accordance with another aspect, the present invention provides a method of stratifying a subject or a group of subjects having a cancer for a clinical trial, the method comprising: (a) treating an in vitro culture of cancer cells derived from a biological sample obtained from the subject or each member of the group of subjects having cancer with a set of at least one high-energy metabolite (such as ketones or lactate); (b) assessing changes in gene
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expression induced by said set of at least one high-energy metabolite; (c) comparing the level of gene expression in the in vitro culture of cancer cells with a level of gene expression in a control cell culture; and (d) stratifying the subject or the group of subjects for a clinical trial on the basis of a difference between the level of gene expression in the in vitro culture of cancer cells and the level of gene expression in the control cell culture.
[0156] Those of ordinary skill in the art will be familiar with a variety of methods for assessing gene expression levels in tissue and/or biological fluid samples. In certain embodiments, assessing gene expression levels comprises (a) subjecting a spatially discrete microregion of an intact tissue sample to one or more physical or chemical treatments; and (b) assessing the gene expression levels in a nucleic acid sample from the microregion. If two or more spatially discrete microregions are assessed, then the gene expression levels of the different microregions may be compared. Assessing may also comprise immunologic detection of a gene or gene product (e.g., protein) or quantitative detection of an RNA (e.g., quantitative RT-PCR, Northern blotting) encoding a gene product (e.g., protein). [0157] As will be appreciated by those of skill in the art, proteomics techniques can be used analyze and define the biomarkers of the present invention. In other words, instead of gene expression profiling can be conducted in terms of proteins, the products of the expressed genes. Accordingly, in certain embodiments, proteomics can be used to discover suitable biomarkers for use with the present invention. Proteomics is, among other things, the study of the proteome, the protein complement of the genome. The term proteome is also used to refer to the totality of the proteins present in a sample (e.g. tissue, organism, or cell culture) at a certain point of time. Proteomics includes, among other things, study of the global changes of protein expression in a sample (also referred to as "expression proteomics")- Proteomics typically includes the following steps: (1) separation of individual proteins in a sample by 2-D gel electrophoresis (2-D PAGE); (2) identification of the individual proteins recovered from the gel, e.g. by mass spectrometry and/or N-terrninal sequencing, and (3) analysis of the data using bioinformatics. Proteomics methods are valuable supplements to other methods of gene expression profiling, and can be used, alone or in combination with other methods of the present invention, to detect the biomarkers of the present invention. I. Definitions
[0158] As used herein, the following terms have the meanings ascribed to them unless specified otherwise. The term "cancer" is intended to include any member of a class of diseases characterized by the uncontrolled growth of aberrant cells. The term includes all known cancers
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and neoplastic conditions, whether characterized as malignant, benign, soft tissue, or solid, and cancers of all stages and grades including pre- and post-metastatic cancers. Examples of different types of cancer include, but are not limited to, lung cancer (e.g., non-small cell lung cancer); digestive and gastrointestinal cancers such as colorectal cancer, gastrointestinal stromal tumors, gastrointestinal carcinoid tumors, colon cancer, rectal cancer, anal cancer, bile duct cancer, small intestine cancer, and stomach (gastric) cancer; esophageal cancer; gallbladder cancer; liver cancer; pancreatic cancer; appendix cancer; breast cancer; ovarian cancer; renal cancer (e.g., renal cell carcinoma); cancer of the central nervous system; skin cancer;
lymphomas; choriocarcinomas; head and neck cancers; osteogenic sarcomas; and blood cancers. As used herein, a "tumor" comprises one or more cancerous cells.
[0159] As used herein, the term "profile" includes any set of data that represents the distinctive features or characteristics associated with a tumor, tumor cell, and/or cancer. The term encompasses a "nucleic acid profile" that analyzes one or more genetic markers, a "protein profile" that analyzes one or more biochemical or serological markers, and combinations thereof. Examples of nucleic acid profiles include, but are not limited to, a genotypic profile, gene copy number profile, gene expression profile, DNA methylation profile, and combinations thereof. Non-limiting examples of protein profiles include a protein expression profile, protein activation profile, and combinations thereof. For example, a "genotypic profile" includes a set of genotypic data that represents the genotype of one or more genes associated with a tumor, tumor cell, and/or cancer. Similarly, a "gene copy number profile" includes a set of gene copy number data that represents the amplification of one or more genes associated with a tumor, tumor cell, and/or cancer. Likewise, a "gene expression profile" includes a set of gene expression data that represents the mRNA levels of one or more genes associated with a tumor, tumor cell, and/or cancer. In addition, a "DNA methylation profile" includes a set of methylation data that represents the DNA methylation levels (e.g., methylation status) of one or more genes associated with a tumor, tumor cell, and/or cancer. Furthermore, a "protein expression profile" includes a set of protein expression data that represents the levels of one or more proteins associated with a tumor, tumor cell, and/or cancer. Moreover, a "protein activation profile" includes a set of data that represents the activation (e.g., phosphorylation status) of one or more proteins associated with a tumor, tumor cell, and/or cancer.
[0160] With regard to nucleic acids used in the invention, the term "isolated nucleic acid" is sometimes employed. This term, when applied to DNA, refers to a DNA molecule that is separated from sequences with which it is immediately contiguous (in the 51 and 3' directions) in the naturally occurring genome of the organism from which it was derived. For example, the
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"isolated nucleic acid" may comprise a DNA molecule inserted into a vector, such as a plasmid or virus vector, or integrated into the genomic DNA of a prokaryote or eukaryote. An "isolated nucleic acid molecule" may also comprise a cDNA molecule. An isolated nucleic acid molecule inserted into a vector is also sometimes referred to herein as a recombinant nucleic acid molecule.
[0161] For purposes of the present invention, "a" or "an" entity refers to one or more of that entity; for example, "a cDNA" refers to one or more cDNA or at least one cDNA. As such, the terms "a" or "an," "one or more" and "at least one" can be used interchangeably herein. It is also noted that the terms "comprising," "including," and "having" can be used interchangeably. Furthermore, a compound "selected from the group consisting of refers to one or more of the compounds in the list that follows, including mixtures (i.e. combinations) of two or more of the compounds. According to the present invention, an isolated, or biologically pure molecule is a compound that has been removed from its natural milieu. As such, "isolated" and "biologically pure" do not necessarily reflect the extent to which the compound has been purified. An isolated compound of the present invention can be obtained from its natural source, can be produced using laboratory synthetic techniques or can be produced by any such chemical synthetic route.
[0162] The term "oligonucleotide," as used herein is defined as a nucleic acid molecule comprised of two or more ribo- or deoxyribonucleotides, preferably more than three. The exact size of the oligonucleotide will depend on various factors and on the particular application and use of the oligonucleotide. Oligonucleotides, which include probes and primers, can be any length from 3 nucleotides to the full length of the nucleic acid molecule, and explicitly include every possible number of contiguous nucleic acids from 3 through the full length of the polynucleotide. Preferably, oligonucleotides are at least about 10 nucleotides in length, more preferably at least 15 nucleotides in length, more preferably at least about 20 nucleotides in length.
[0163] The term "probe" as used herein refers to an oligonucleotide, polynucleotide or nucleic acid, either RNA or DNA, whether occurring naturally as in a purified restriction enzyme digest or produced synthetically, which is capable of annealing with or specifically hybridizing to a nucleic acid with sequences complementary to the probe. A probe may be either single-stranded or double-stranded. The exact length of the probe will depend upon many factors, including temperature, source of probe and use of the method. For example, for diagnostic applications, depending on the complexity of the target sequence, the oligonucleotide probe typically contains 15-25 or more nucleotides, although it may contain fewer nucleotides. The probes herein are selected to be complementary to different strands of a particular target nucleic acid sequence.
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This means that the probes must be sufficiently complementary so as to be able to "specifically hybridize" or anneal with their respective target strands under a set of pre-determined conditions. Therefore, the probe sequence need not reflect the exact complementary sequence of the target. For example, a non-complementary nucleotide fragment may be attached to the 5' or 3' end of the probe, with the remainder of the probe sequence being complementary to the target strand.
Alternatively, non-complementary bases or longer sequences can be interspersed into the probe, provided that the probe sequence has sufficient complementarity with the sequence of the target nucleic acid to anneal therewith specifically.
[0164] The term "primer" as used herein refers to an oligonucleotide, either R A or DNA, either single-stranded or double-stranded, either derived from a biological system, generated by restriction enzyme digestion, or produced synthetically which, when placed in the proper environment, is able to functionally act as an initiator of template-dependent nucleic acid synthesis. When presented with an appropriate nucleic acid template, suitable nucleoside triphosphate precursors of nucleic acids, a polymerase enzyme, suitable cofactors and conditions such as a suitable temperature and H, the primer may be extended at its 3' terminus by the addition of nucleotides by the action of a polymerase or similar activity to yield a primer extension product. The primer may vary in length depending on the particular conditions and requirement of the application. For example, in diagnostic applications, the oligonucleotide primer is typically 15-25 or more nucleotides in length. The primer must be of sufficient complementarity to the desired template to prime the synthesis of the desired extension product, that is, to be able anneal with the desired template strand in a manner sufficient to provide the 3' hydroxyl moiety of the primer in appropriate juxtaposition for use in the initiation of synthesis by a polymerase or similar enzyme. It is not required that the primer sequence represent an exact complement of the desired template. For example, a non-complementary nucleotide sequence may be attached to the 51 end of an otherwise complementary primer. Alternatively, non- complementary bases may be interspersed within the oligonucleotide primer sequence, provided that the primer sequence has sufficient complementarity with the sequence of the desired template strand to functionally provide a template -primer complex for the synthesis of the extension product. II. Detection Of Biomarkers
[0165] The biomarkers of this invention can be detected by any suitable method. Detection paradigms that can be employed to this end include optical methods, electrochemical methods (voltametry and amperometry techniques), atomic force microscopy, and radio frequency methods, e.g., multipolar resonance spectroscopy. Illustrative of optical methods, in addition to
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microscopy, both confocal and non-confocal, are detection of fluorescence, luminescence, chemiluminescence, absorbance, reflectance, transmittance, and birefringence or refractive index (e.g., surface plasmon resonance, ellipsometry, a resonant mirror method, a grating coupler waveguide method or interferometry). [0166] In certain embodiments of the present invention genetic events such as altered gene expression level and alternative splicing are detected. Common detection methods include gene- and exon-level expression and exon-level expression. In particular, Affymetrix GeneChip® Exon Arrays can be used to examine alternative splicing. Affymetrix GeneChip® 3' Expression Arrays, Exon Array, Promoter Tiling Arrays and Whole-Genome Tiling Arrays all can be used to examine altered gene expression level.
[0167] III. Gene Expression Profiling
[0168] A gene expression profile is typically evaluated in vitro on a sample collected from a subject in comparison to a normal or reference sample. Determination of a transcriptional expression profile can be accomplished, e.g., using hybridization techniques well-known to those skilled in the art such as Northern analysis and slot blot hybridization or by performing reverse- transcriptase (RT)-PCR amplification followed by gel electrophoresis. Applicable PCR amplification techniques are described in Ausubel et al., Current Protocols in Molecular Biology, John Wiley & Sons, Inc., New York (1999); Theophilus et al., "PCR Mutation Detection Protocols," Humana Press (2002); and Innis et al., "PCR Applications: Protocols for Functional Genomics," 1st Edition, Academic Press (1999). General nucleic acid hybridization methods are described in Anderson, "Nucleic Acid Hybridization," BIOS Scientific Publishers (1999).
Amplification or hybridization of a plurality of transcribed nucleic acid sequences (e.g., mRNA or cDNA) can also be performed using mRNA or cDNA sequences arranged in a microarray. Microarray methods are generally described in Hardiman, "Microarrays Methods and
Applications: Nuts & Bolts," DNA Press (2003) and Baldi et al., "DNA Microarrays and Gene Expression: From Experiments to Data Analysis and Modeling," Cambridge University Press (2002).
[0169] The measurement of gene expression profiles using microarrays also has many important applications to the monitoring of disease states and therapies, the identification of drug targets, the identification of pathways of drug action, and drug design. In particular,
measurement of gene expression profiles using microarrays can be used to identify "good prognosis" and "poor prognosis" gene expression signatures, which can be used to predict the clinical outcome of cancer patients, including breast cancer patients. The microarray gene
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expression profiles can also be used to evaluate the target specificity of a candidate drug by comparison of an expression profile obtained from cells treated with the candidate drug to a database of expression profiles obtained from cells treated with known drugs (see, e.g., U.S. Patent No. 5,777,888). [0170] Comparing patterns of gene expression is a widely used means of identifying novel genes, investigating gene function, and finding potential new therapeutic targets (see, e.g., Shiue et al., Drug Devel. Res. 1997, 41 ,142-159). Many techniques have been used to identify and clone differentially expressed genes (see, e.g., Liang et al. Science 1992, 257, 967-971 ; Welsh et al. Nucleic Acids Res. 1992, 20, 4965-4970; Tedder et al. Proc. Natl. Acad. Sci. 1988, 85, 208- 212; Davis et al. Proc. Natl. Acad. Sci. 1984, 81, 2194-2198; Lisitsyn et al. Science 1993,
259:946-951 ; Velculescu et al. Science 1995, 270:484-487; Diatchenko et al. Proc. Natl. Acad. Sci. 1996, 93, 6025-6030; Jiang et al., Proc. Natl. Acad. Sci. 2000, 97,12684-12689; Yang et al. Nucleic Acids Res. 1999, 27, 517-523).
[0171] Other techniques, including cDNA microarray hybridization have been used to quantify the expression of many thousands of discrete mRNA or cDNA sequences in a single assay known as expression profiling (see, e.g., van't Veer et al. Nature 2002, 415, 530-536; Hughes et al. Nature Biotech. 2001, 19, 342-347; Hughes et al. Cell 2000, 102,109-126; Lockhart and Winzeler, Nature 2000, 405, 827-836; Roberts et al. Science 2000, 287, 873-880; Wang et al. Gene 1999, 229, 101-108; Lockhart et al. Nat. Biotech. 1996, 14, 1675-1680; Schena et al.
Science 1995, 270, 467-470; and U.S. Patent No. 6,040,138). For example, EGFR mRNA levels can be measured in tumor samples by microarray hybridization as described in Bhargava et al., Mod. Pathol. 2005, 18,1027-1033. In certain embodiments, a gene expression microarray groups genes according to similarities in patterns of gene expression in expression profiling experiments.
[0172] In addition, gene expression profiles can be used to identify pathway-specific reporters and target genes for a particular biological pathway of interest. Such reporter genes and probes directed to them can be used to measure the activity of a particular biological pathway and may be further used in the design of drugs, drug therapies, or other biological agents to target a particular biological pathway. Gene expression profiles can also be used to determine protein activity levels of a target protein using the methods described in U.S. Patent No. 6,324,479. IV. EXAMPLES
[0173] Example 1: Culture of MCF7 Cells and Treatment with Lactate and Ketones:
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The estrogen receptor positive ceil line MCF7 was purchased from ATCC. Cells were maintained in DMEM, with 10% Fetal Bovine Serum (FBS) and Penicillin 100 units/mL- Streptomycin 100 μg/mL (Invitrogen) [DMEM 10% FBS-Pen-Strep]. Cells were cultured in a humidified atmosphere containing 5% C02 at 37°C. Briefly, 1.4 x 106 MCF7 cells were plated in 10 cm plastic dishes (Corning) in DMEM 10% FBS-Pen-Strep. After 24 hours, the media of these cells was changed to DMEM with 10% NuSerum (a low protein alternative to FBS; BD Biosciences) and Pen-Strep with or without 10 mM L-lactate (sodium salt; Sigma cat. #71718), or 10 mM R-3- hydroxy-butyrate (sodium salt; Sigma cat. #298360). Cells were maintained in this media for 48 hours before gene expression profiling was performed. Acetylation-specific antibodies directed against histone proteins were obtained from Cell Signaling Technology, Inc.
[0174] Example 2: Genome-wide Transcriptional Profiling (Exon-arrav):
Total RNA was extracted using the RNeasy protocol from Qiagen (Valencia, California, USA). RNA was prepared from three control MCF7 samples, and three MCF7 samples treated with lactate, and three MCF7 samples treated with ketones. RNA quality was evaluated using the Agilent 2100 Bioanalyzer (Agilent, Palo Alto, California, USA). RNA amplification and labeling was performed from 50 ng total RNA by the WT-Ovation Pico RNA amplification system (NuGen Technologies, Inc.). Amplified cDNA was purified with QIAGEN QIAquick PCR purification Kit. Sense transcript cDNA (ST-cDNA) was generated from 3 μ% amplified cDNA using WT-Ovation Exon module (NuGen Technologies, Inc.). Purified ST-cDNA was assed for yield using the Nanodrop Spectrophotometer (NanoDrop Technologies, Inc.). 5 g ST-cDNAs were fragmented and chemically labeled with biotin to generate biotinylated ST-cDNA using FL- Ovation cDNA biotin module V2 (NuGen Technologies, Inc.). Each Affymetrix Human Exon (HuEx-1.0-st-v2) array (Affymetrix, Santa Clara, CA) were hybridized with fragmented and biotin-labeled target (4.5 μg) in 200 μΐ of hybridization cocktail. Target denaturation was performed at 99°C for 2 min. and then 45°c for 5 min., followed by hybridization for 18 hrs. Arrays then were washed and stained using Genechip Fluidic Station 450, and hybridization signals were amplified using antibody amplification with goat IgG (Sigma- Aldrich) and anti- streptavidin biotinylated antibody (Vector Laboratories, Burlingame, CA, USA). Chips were scanned on an Affymetrix Gene Chip Scanner 3000, using Command Console Software.
Background correction and normalization were done using Robust Multichip Average (RMA) with Genespring V 11.5 software (Agilent, Palo Alto, CA, USA). Results from one exon for each gene analyzed were selected for inclusion in Supplemental Tables 1 and 2. A p-value of <0.05 was considered statistically significant.
[0175] Example 3: Analysis of Clinical Outcome in Human Breast Cancer Patients:
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A microarray dataset that was previously compiled from the public repositories Gene Expression Omnibus (http://www.ncbi.nlm.nih.gov/geo/)48 and ArrayExpress
(http://www.ebi.ac.uk/arrayexpress/) 49 was used to evaluate the Ketone and Lactate expression signatures in the context of clinical samples 50' 51. Only samples with ER IHC data were selected for analysis, including 967 ER-positive and 325 ER-negative, for a total of 1292 samples.
Samples were first analyzed in subsets based on their ER IHC status. Additional subsets were defined by classifying samples among five canonical breast cancer subtypes, including luminal A, luminal B, normal-like, basal, and Her-2-overexpressing disease. Samples were classified by computing their correlation against five expression profile centroids representing these breast cancer subtypes and assigning and assigning them to the subtype with the highest corresponding correlation coefficient 52. Samples with a maximum correlation coefficient below 0.3 were considered unclassified. Differential expression of the averaged gene signature magnitude among these sample subsets was evaluated using two-tailed t-test. Kaplan-meier analysis was used to evaluate survival trends within sample subsets, including 627 samples with metastasis- free survival time (507 ER-pos., 120 ER-neg.), 637 with relapse free survival time (517 ER-pos., 120 ER-neg.), and 329 with overall survival time (219 ER-pos., 110 ER-neg.). The Log-rank test was used to evaluate differences in survival curves for high vs. low signature-expressing populations.
[0176] Example 4: Murine Embryonic Stem (ES) Cell Culture: Rl cells (a kind gift of Dr. S. McMahon, Thomas Jefferson University, Philadelphia, PA), are mouse embryonic stem cells and were cultured on tissue culture plates (BD Falcon, Franklin Lakes, NJ) coated with 0.1% (v/v) porcine gelatin (Sigma- Aldrich Corp, St. Louis, MO) in Dulbecco's modified Eagle's medium (DMEM; Invitrogen, Grand Island NY) in the presence of 1 % fetal bovine serum (ES-tested Hyclone, Perbio, Logan, UT) 0.1 mM 2-mercaptoethanol, 0.1 mM non-essential aminoacids, 2 mM Glutamine, 0. ImM sodium pyruvate, 10 mM HEPES, and 1000 unit/ml murine LIF (Chemicon International Inc., Tamecula, CA) 100 units/ml penicillin and 100 μ/ml streptomycin. Cells were trypsinized and re-plated every 2nd day and re-fed daily. In some experiments 5 mM or 10 mM of (R)-(-)-l, 3-Butanediol; (R)-(-)-3-Hydroxybutyric acid; Sodium L-lactate (Sigma-Aldrich Inc., St. Louis, MO) was added to the medium. In all the experiments, medium was replaced daily. Alkaline phosphatase (AP) staining was performed using Fast Red TR salt™ (Sigma) reagent, according to the manufacturer's protocol. Computer- assisted image analysis of alkaline phosphatase positive colonies was performed using an Olympus BX51 System Microscope (Olympus Corp., Miami, FL, USA) equipped with a Micropublisher 5.0 cooled CCD camera (Qlmaging Corp., BC). ImageJ software was used to
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analyze colonies size. MEFs were inactivated to be used as a feeder layer for mouse ES cells. Mitotic inactivation was performed by mitomycin C treatment. Briefly, fibroblasts were grown to 90% confluence and mitomycin was added to the growth medium at final concentration of 10pg/ml. Cells were treated for 3h. MEFs were trypsinized, counted, and frozen at the concentration of 3 x 106/ml. 1ml of frozen feeders was used to coat a 24 well plate. All the ES cell experiments were performed at least 3 times in duplicate. Results were analyzed for statistical significance by the two tail Student's t-test.
[0177] Figures and Tables:
[0178] Reference is now made to Figure 1, which depicts HeatMaps for the intersection between MCF7 lactate-induced genes and transcripts that are highly expressed in neural stem cells. Note that these two gene sets have 461 intersecting genes in common. See Supplemental Table 4 for a detailed list. Overlapping genes are shown in panels A and B.
[0179] Reference is now made to Figure 2, which depicts HeatMaps for the intersection between MCF7 ketone-induced genes and transcripts that are highly expressed in hematopoietic stem cells. Note that these two gene sets have 31 1 intersecting genes in common. See
Supplemental Table 5 for a detailed list.
[0180] Reference is now made to Figure 3, which illustrates Venn diagrams for the transcriptional overlap between the lactate-induced and ketone-induced transcriptional profiles in MCF7 cells. Transcriptional overlap between the lactate- and ketone-induced gene profiles is shown. Using this approach, -1,433 overlapping genes were identified; 2,698 genes were found to be lactate-specific, while 2,708 genes were found to be ketone-specific. Gene set enrichment analysis (GSEA) revealed that all three gene sets (common, lactate-specific, and ketone-specific) remained associated with sternness, although differences were noted. The lactate-specific gene profile was most similar to neural stem cells, while the ketone-specific gene profile was most similar to hematopoietic stem cells. The genes commonly upregulated by both lactate and ketones were most similar to embryonic stem cells. Finally, the lactate-specific gene profile also showed significant overlap with two clinical gene signatures that predict poor outcome in liver cancer and multiple myeloma. Associations with ER(+) and ER(-) breast cancers were also noted. See Supplemental Table 3. [0181] Reference is now made to Figure 4, which depicts HeatMaps for the intersection between MCF7 lactate-specific genes and transcripts that are highly expressed in poor prognosis cancers. The lactate-specific gene profile showed significant overlap with two clinical gene
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signatures that predict poor outcome in and multiple myeloma (MM, 37 genes overlap) and liver cancer (HCC, 31 genes overlap). See Supplemental Tables 6 and 7 for the detailed lists.
[0182] Reference is now made to Figure 5, which illustrates the lactate-induced gene signature is associated with ER(+) breast cancer and predicts poor clinical outcome. Figure 5A depicts Boxplots, which illustrate differential regulation of the lactate signature expression in breast cancer versus healthy breast tissue. Arrows indicate the directionality of differential regulation within each population. Figure 5B depicts Survival curves within low and high lactate signature-expressing populations, shown for overall survival in ER-positive breast cancer. This signature contains - 4,131 genes (See Supplemental Table 1). [0183] Reference is now made to Figure 6, which depicts the ketone-induced gene signature is associated with ER(+) breast cancer and predicts poor clinical outcome. Figure 6A shows Boxplots, which illustrate differential regulation of the ketone signature expression in breast cancer versus healthy breast tissue. Arrows indicate the directionality of differential regulation within each population. Figure 6B depicts Survival curves within low and high ketone signature-expressing populations, shown for overall survival in ER-positive breast cancer. This signature contains - 4,141 genes (See Supplemental Table 2).
[0184] Reference is now made to Figure 7, which shows that the lactate-induced gene signature predicts recurrence, metastasis, and decreased overall survival in luminal a breast cancers. Survival curves within low and high lactate signature-expressing populations are shown within the luminal A subtype for metastasis-free survival (Figure 7A), relapse-free survival (Figure 7B), and overall survival (Figure 7C). This signature contains - 4,131 genes (See
Supplemental Table 1). In panel C, it is important to note that overall survival data were available for a smaller number of luminal A breast cancer cases.
[0185] Reference is now made to Figure 8, which shows that the ketone-induced gene signature predicts recurrence, metastasis, and decreased overall survival in luminal a breast cancers. Survival curves within low and high ketone signature-expressing populations are shown within the luminal A subtype for metastasis-free survival (Figure 8A), relapse-free survival (Figure 8B), and overall survival (Figure 8C). This signature contains - 4,141 genes (See
Supplemental Table 2). In panel C, it is important to note that overall survival data were available for a smaller number of luminal A breast cancer cases.
[0186] Reference is now made to Figure 9, which shows that the ketone- and lactate-induced "stem cell" signatures predict decreased overall survival in luminal a breast cancers. Survival
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curves within low and high stem-cell specific ketone signature-expressing populations are shown for overall survival within ER-positive disease (Figure 9A), and the luminal A subtype (Figure 9B). Similar results are shown for the stem-cell specific lactate signature in panel C (Figure 9C), with reductions in overall survival. These two signatures each contain -300-400 gene transcripts, see Supplemental Tables 4 and 5. In panel C, it is important to note that overall survival data were available for a smaller number of luminal A breast cancer cases.
[0187] Reference is now made to Figure 10, which shows that survival analysis for the intersection between MCF7 lactate-specific genes and transcripts that are highly expressed in poor prognosis cancers. Figure 10A illustrates Survival curves based on the intersection of the lactate and the HCC-derived signatures are shown within the luminal A subtype for overall survival. Figure 10B illustrates Survival curves based on the intersection of the lactate and the MM-derived signatures are shown for overall survival. These two signatures each contain -30- 40 gene transcripts, see Supplemental Tables 4 and 5. HCC, hepatocellular carcinoma; MM, multiple myeloma. [0188] Reference is now made to Figure 11, which shows that lactate and ketones increase histone acetylation in MCF7 cancer cells. MCF7 cells were treated with ketones and lactate. Then, we used acetylation-specific antibody probes to assess that status of histone acetylation. Note that both ketones and lactate increased histone acetylation. However, lactate had a more positive effect than ketones, and both resulted in a "laddering" effect, which most likely represents hyper-acetylation plus other protein modifications, such as phosphorylation, which affects the mobility of proteins in SDS-PAGE gels. As such, the lactate- and ketone-induced increases in histone acetylation may contribute to changes in genome-wide transcriptional profiling. For histone H4, two panels are shown. One panel shows the higher molecular weight "laddering" species; the other panel shows a single band, which most likely represents the mono- acetylated species of histone H4, (3HB, 3-hydroxy-butryate; L-Lac, L-Lactate).
[0189] Reference is now made to Figure 12, which shows that ketones and lactate promote the growth of mouse embryonic stem (ES) cells in culture. In Figure 12A, Rl murine ES cells were grown in the absence or presence of various metabolites, then colony size and number were quantitated. In Figure 12B, representative images of ES cell colonies are shown. Note that both colony size and number were significantly increased (p < 0.01). Importantly, colony number increased up to 3-fold. BD, butanediol; 3HB, 3-hydroxy-butryate; L-Lac, L-Lactate.
[0190] Figure 13 illustratesa new metabolic strategy for personalized cancer diagnosis and therapy. Outlined is a general experimental strategy for personalized cancer medicine. Briefly,
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cancer cells of a particular tumor type are selected for study. Then, these cancer cells are cultured in the absence and presence of high-energy metabolites, such as ketones and/or lactate. This should allow the investigator to generate a new gene signature based on transcriptional profiling (exon-array). This signature could then be used to select the patients that are undergoing this type of tumor metabolism, and correlate tumor metabolism with clinical outcome, such as recurrence and metastasis. High-risk patients could then be identified at diagnosis and treated with new therapies that are designed to target oxidative mitochondrial metabolism, such as metformin which is a specific inhibitor of mitochondrial complex I.
[0191] Though not wishing to be bound by theory, Figure 14 illustrates possible mechanism(s) of action of ketones and lactate, converging on Acetyl-CoA. Lactate and Ketones are converted to Acetyl-CoA, which can then be used via oxidative mitochondrial metabolism to generate high amounts of ATP. Alternatively, Acetyl-CoA could also be utilized for the acetylation of proteins, such as histones. Histone acetylation has been associated with increases in gene expression. References:
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Tables:
Table 1. Cellular Processes Increased in MCF7 Cells Treated with Lactate
Data Set P-value Detailed Description
Stem Cells
STEMCELL NEURAL UP 8.45E-23 Enriched in mouse neural stem cells,
compared to differentiated brain and bone marrow cells
STEMCELL EMBRYONIC UP 9.31E-17 Enriched in mouse embryonic stem cells, compared to differentiated brain and bone marrow cells
STEMCELL HEMATOPOIETIC Enriched in mouse hematopoietic stem UP cells, compared to differentiated brain and bone marrow cells
STEMCELL COMMON UP 9.95E-05 Enriched in mouse embryonic, neural and hematopoietic stem cells, compared to differentiated brain and bone marrow cells
HSC LTHSC ADULT 1.94E-04 Up-regulated in mouse long-term functional hematopoietic stem cells from adult bone marrow (LT-HSC Shared + Adult)
HSC LTHSC FETAL 4.79E-04 Up-regulated in mouse long-term functional hematopoietic stem cells from fetal liver (LT-HSC Shared)
HSC LTHSC SHARED 4.79E-04 Up-regulated in mouse long-term functional hematopoietic stem cells from both adult bone marrow and fetal liver (Cluster i, LTHSC Shared)
DB l/ 69437516.1
Table 1. Cellular Processes Increased in MCF7 Cells Treated with Lactate Data Set P-value Detailed Description
HADDAD HSC CD 10 UP 1.46E-03 Genes upregulated in human hematopoietic stem cells of the line CD45RA(hi) Lin- CD 10+, which are biased toward developing into B cells, versus
CD45RA(int) CD7- and CD45RA(hi) CD7+.
DNA Damage Response
UVC XPCS ALL DN 4.57E-23 Down-regulated at any timepoint following treatment of XPB/CS fibroblasts with 3 J/mA2 UVC
UVC XPCS 8HR DN 7.07E-21 Down-regulated at 8 hours following
treatment of XPB/CS fibroblasts with 3 J/mA2 UVC
UVC TTD ALL DN 9.84E-18 Down-regulated at any timepoint following treatment of XPB/TTD fibroblasts with 3 J/mA2 UVC
UVC TTD 4HR DN 5.80E-15 Down-regulated at 4 hours following
treatment of XPB/TTD fibroblasts with 3 J/mA2 UVC
UVC XPCS 4HR DN 8.87E-11 Down-regulated at 4 hours following
treatment of XPB/CS fibroblasts with 3 J/mA2 UVC
DNA Damage Response
UVC TTD-XPCS COMMON DN Down-regulated at any timepoint following treatment of both XPB/CS and XPB/TTD fibroblasts with 3 J/mA2 UVC
UVB NHEK1 DN 2.47E-09 Downregulated by UV-B light in normal human epidermal keratinocytes
UVC TTD 8HR DN 1.33E-08 Down-regulated at 8 hours following
treatment of XPB/TTD fibroblasts with 3 J/mA2 UVC
Breast Cancer
BRCA ER NEG 8.50E-06 Genes whose expression is consistently negatively correlated with estrogen receptor status in breast cancer - higher expression is associated with ER-negative tumors
Transcription Factors and Signaling Molecules Associated with Proliferation, Sternness, and Cell Migration
GGGCGGR__V$SP1_Q6 8.22E-11 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif GGGCGGR which matches annotation for SP1: Spl transcription factor
GGGAGGRR_V$MAZ_Q6 2.68E-08 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif GGGAGGRR which matches annotation for MAZ: MYC-associated zinc finger protein (purine-binding transcription factor)
TTGTTT V$FOX04 01 3.17E-08 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif TTGTTT which matches annotation
DB1/ 69437516.1
Table 1. Cellular Processes Increased in MCF7 Cells Treated with Lactate
Data Set P-value Detailed Description
for MLLT7: myeloid/lymphoid or mixed- lineage leukemia (trithorax homolog, Drosophila); translocated to, 7
CTTTGT_V$LEF1_Q2 7.86E-08 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif CTTTGT which matches annotation for LEF1: lymphoid enhancer-binding factor 1
Transcription Factors and Signaling Molecules Associated with Proliferation, Sternness, and Cell Migration
CAGGTG_V$E12_Q6 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif CAGGTG which matches annotation for TCF3: transcription factor 3 (E2A immunoglobulin enhancer binding factors E12/E47)
SCGGAAGY V$ELK1 02 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif SCGGAAGY which matches annotation for ELK1: ELK1, member of ETS oncogene family
GCM MAP4K4 139 Neighborhood of MAP4K4 mitogen- activated protein kinase kinase kinase kinase 4 in the GCM expression compendium
HS A0451 O FOCAL ADHESION 1.55E-05 Genes involved in focal adhesion
GCM ERBB2IP 53 2.54E-05 Neighborhood of ERBB2IP erbb2
interacting protein in the GCM expression compendium
BRENT ANI SIGNALING Cancer related genes involved in the cell signaling
Table 2. Cellular Processes Increased in MCF7 Cells Treated with Ketones.
Data Set P-value Detailed Description
Stem Cells
STEMCELL HEMATOPOIETIC 2.88E-09 Enriched in mouse hematopoietic stem UP cells, compared to differentiated brain and bone marrow cells
STEMCELL EMBRYONIC UP 6.29E-04 Enriched in mouse embryonic stem cells, compared to differentiated brain and bone marrow cells
STEMCELL NEURAL UP 6.74E-04 Enriched in mouse neural stem cells,
compared to differentiated brain and bone marrow cells
DNA Damage Response
UVC XPCS ALL DN 2.75E-13 Down-regulated at any timepoint following treatment of XPB/CS fibroblasts with 3 J/mA2 UVC
UVC XPCS 8HR DN 1.39E-12 Down-regulated at 8 hours following
treatment of XPB/CS fibroblasts with 3
DBl/ 69437516.1
Table 2. Cellular Processes Increased in MCF7 Cells Treated with Ketones.
Data Set P-value Detailed Description
J/mA2 UVC
UVC_XPCS_4HR_DN 5.34E-07 Down-regulated at 4 hours following
treatment of XPB/CS fibroblasts with 3 J/mA2 UVC
UVC TTD ALL DN 6.87E-07 Down-regulated at any timepoint following treatment of XPB/TTD fibroblasts with 3 J/mA2 UVC
UVC TTD 4HR DN 6.16E-06 Down-regulated at 4 hours following
treatment of XPB/TTD fibroblasts with 3 J/mA2 UVC
UVC_TTD_8HR_DN 2.07E-05 Down-regulated at 8 hours following
treatment of XPB/TTD fibroblasts with 3 J/mA2 UVC
U VB_NHEK 1 _DN 2.45E-05 Downregulated by UV-B light in normal human epidermal keratinocytes
UVB_NHE 3_C8 8.75E-05 Regulated by UV-B light in normal human epidermal keratinocytes, cluster 8
UVC LOW ALL DN 9.29E-05 Down-regulated at any timepoint following treatment of WS1 human skin fibroblasts with UVC at a low dose (10 J/mA2) (clusters cl-c5)
Breast Cancer
BRCA ER POS 1.15E-04 Genes whose expression is consistently positively correlated with estrogen receptor status in breast cancer - higher expression is associated with ER-positive tumors
Transcription Factors and Signaling Associated with Proliferation, Sternness, and
Migration
GGGCGGR_V$SP1_Q6 1.00E-13 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif GGGCGGR which matches annotation for SP1: Spl transcription factor
CAGGTG_V$E12_Q6 7.79E-11 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif CAGGTG which matches annotation for TCF3: transcription factor 3 (E2A immunoglobulin enhancer binding factors E12/E47)
TTGTTT V$FOX04 01 2.37E-08 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif TTGTTT which matches annotation for MLLT7: myeloid/lymphoid or mixed- lineage leukemia (trithorax homolog, Drosophila); translocated to, 7
HS A04510 FOCAL ADHESION 3.76E-07 Genes involved in focal adhesion
TGACAGNY VSMEISl 01 2.21E-06 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif TGACAGNY which matches annotation for MEIS1: Meisl, myeloid ecotropic viral integration site 1 homolog (mouse)
DBl/ 69437516.1
Table 2. Cellular Processes Increased in MCF7 Cells Treated with Ketones.
Data Set P-value Detailed Description
GGGAGGRR_V$MAZ_Q6 3.65E-06 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif GGGAGGRR which matches annotation for MAZ: MYC-associated zinc finger protein (purine-binding transcription factor)
CTTTGT_V$LEF 1_Q2 4.63E-06 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif CTTTGT which matches annotation for LEF1: lymphoid enhancer-binding factor 1
Transcription Factors and Signaling Associated with Proliferation, Stemness, and
Migration
TC ANNTGA Y VSSREBP 1 01 1.09E-05 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif TCANNTGAY
which matches annotation for SREBF1: sterol regulatory element binding transcription factor 1
GGGTGGRR V$PAX4 03 1.38E-05 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif GGGTGGRR which matches annotation for PAX4: paired box gene 4
TGACCTY_V$ERR1_Q2 1.59E-05 Genes with promoter regions [-2kb,2kb] around transcription start site containing the motif TGACCTY which matches annotation for ESRRA: estrogen-related receptor alpha
HSA04512__ECM_RECEPTOR JN 1.08E-04 Genes involved in ECM-receptor
TERACTION interaction
BRENTANI SIGNALING 1.06E-04 Cancer related genes involved in the cell signaling
CELL ADHESION 3.70E-04 The attachment of a cell, either to another cell or to the extracellular matrix, via cell adhesion molecules.
HS A04012_ERBB_SIGNALING_P Genes involved in ErbB signaling pathway ATHWAY
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P ^ Change value
ankyrin repeat and sterile alpha motif domain
ANKS1A containing 1A 13.893079 0.00129568 ubiquitin-conjugating enzyme E2D 2
UBE2D2 (UBC4/5 homolog, yeast) 11.637619 0.00544828
MGAT5 mannosyl (alpha- 1 ,6-)-glycoprotein beta- 1 ,6- 9.050858 0.00126631
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells Gene Symbol Gene Description Fold Ttest P
Change value
N-acetyl-glucosaminyltransferase
SRP19 signal recognition particle 19kDa 8.965928 0.00278124
EIF5B eukaryotic translation initiation factor 5B 8.853053 0.04053256
RAD50 RAD50 homolog (S. cerevisiae) 7.941115 0.00729083
FDX1L N/A 7.063176 0.00184751
CHMP2B chromatin modifying protein 2B 6.857511 0.03281982 calmodulin regulated spectrin-associated
CAMSAP1L1 protein 1 -like 1 6.801826 0.00745505
RNASEN ribonuclease type III, nuclear 6.195086 0.00604981
PRDX1 peroxiredoxin 1 6.15612 0.02465945
PHF3 PHD finger protein 3 6.115121 0.01437164
GCC2 GRIP and coiled-coil domain containing 2 6.081664 0.01032446 glycine cleavage system protein H
GCSH (aminomethyl carrier) 6.024608 0.04401522
ZNF721 zinc finger protein 721 5.910076 0.01377737
Rho-associated, coiled-coil containing protein
ROCK2 kinase 2 5.852909 0.03308627
BCLAF1 BCL2-associated transcription factor 1 5.819574 0.00240797
PCM1 pericentriolar material 1 5.734292 0.03714159 ubiquitin-conjugating enzyme E2D 3
UBE2D3 (UBC4/5 homolog, yeast) 5.713108 0.021 14428
CD55 molecule, decay accelerating factor for
CD55 complement (Cromer blood group) 5.683509 0.00441274
COBLL1 COBL-like 1 5.653954 0.00632952
CCNG1 cyclin Gl 5.586583 0.01011364
GOLGA4 golgin A4 5.560977 0.02300835
PRP38 pre-mRNA processing factor 38
PRPF38B (yeast) domain containing B 5.538255 0.01964032
DSP desmoplakin 5.501278 0.03396202
AKAP9 A kinase (PRKA) anchor protein (yotiao) 9 5.490807 0.00483518 heterogeneous nuclear ribonucleoprotein HI
HNRNPH1 (H) 5.461596 0.00966327
YBX1 Y box binding protein 1 5.455093 0.00261863
NMD3 NMD3 homolog (S. cerevisiae) 5.436879 0.00447774
SLAIN2 SLAIN motif family, member 2 5.395218 0.02030348 general transcription factor IIIC, polypeptide
GTF3C2 2, beta HOkDa 5.378955 0.00634443
UBAP2L ubiquitin associated protein 2-like 5.315991 0.00823742
TET3 tet oncogene family member 3 5.263592 0.01968249
SEPT11 - N/A 5.242439 0.0186971
R3HDM1 R3H domain containing 1 5.22919 0.03721685
MTDH metadherin 5.228131 0.01520368
H3F3A H3 histone, family 3 A 5.188202 0.0162106
SPAST spastin 5.161775 6.01E-05
COL6A3 collagen, type VI, alpha 3 5.109395 0.02218458
PPIG peptidylprolyl isomerase G (cyclophilin G) 5.060878 0.04469338
ODC1 Ornithine decarboxylase 1 5.027819 0.01411638
LXN latexin 5.025051 0.00486952
RPS13 ribosomal protein S13 5.023618 0.01030916
KIAA1143 KIAA1143 5.017609 0.02515374 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
ATP-binding cassette, sub-family A (ABC1),
ABCA12 member 12 0.02867676 UBE2V1 ubiquitin-conjugating enzyme E2 variant 1 0.01282914 SNX2 sorting nexin 2 0.03586009 protein tyrosine phosphatase, non-receptor
PTPN12 type 12 4.969861 0.02927481
DEAD (Asp-Glu-Ala-Asp) box polypeptide
DDX46 46 0.03654288 NCL nucleolin 0.0056764 BZW2 basic leucine zipper and W2 domains 2 0.0016293 IGF2R insulin-like growth factor 2 receptor 0.02505894
SWI/SNF related, matrix associated, actin
dependent regulator of chromatin, subfamily
SMARCA5 a, member 5 0.0187601 sema domain, immunoglobulin domain (Ig),
SEMA3C short basic domain, secreted, (semaphorin) 3C 0.03498121 NOL8 nucleolar protein 8 0.02345704 eukaryotic translation elongation factor 1
EEF1AL7 alpha-like 7 0.00831902 SMC4 structural maintenance of chromosomes 4 0.03654239 MARCH 1 - N/A 0.01485637 PPIL4 peptidylprolyl isomerase (cyclophilin)-like 4 0.02987658 human immunodeficiency virus type I
HIVEP1 enhancer binding protein 1 0.01033624
RPS3A ribosomal protein S3A 0.03886604
TMF1 TATA element modulatory factor 1 0.00700515
FUCA2 fucosidase, alpha-L- 2, plasma 0.03214858
LRPPRC leucine-rich PPR-motif containing 0.04328232
MDN1 MDN1, midasin homolog (yeast) 0.02424848
CAPNS1 calpain, small subunit 1 0.02265225
ZBTB45 zinc finger and BTB domain containing 45 0.00535187
TROVE2 TROVE domain family, member 2 0.00092942
Smg-7 homolog, nonsense mediated mRNA
SMG7 decay factor (C. elegans) 4.490393 0.02508655
ASF1 anti-silencing function 1 homolog A (S.
ASF1A cerevisiae) 0.01353041
IV S1ABP influenza virus NS1A binding protein 0.04032226
NIPBL Nipped-B homolog (Drosophila) 0.02143111
Taxi (human T-cell leukemia virus type I)
TAX1BP1 binding protein 1 0.00321459 PNN pinin, desmosome associated protein 0.00780293 RAP1A RAP1A, member of RAS oncogene family 0.01890408 C7orf28A chromosome 7 open reading frame 28A 0.01053364 leucine rich repeat (in FLU) interacting
LRRFIP2 protein 2 0.03555186
TMEM183A transmembrane protein 183 A 0.03980656
WDR64 WD repeat domain 64 0.03698108 myeloid/lymphoid or mixed-lineage leukemia
MLL5 5 (trithorax homolog, Drosophila) 0.02455489 DNAJC21 DnaJ (Hsp40) homolog, subfamily C, member 0.04182551 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells Gene Symbol Gene Description Fold Ttest P
Change value
21
epidermal growth factor receptor pathway
EPS 15 substrate 15 4.323186 0.01089252 phosphoinositide-3-kinase, regulatory subunit
PIK3R3 3 (gamma) 4.285617 0.03338317
ENAH enabled homolog (Drosophila) 4.27782 0.01207197
ZMYM4 zinc finger, MYM-type 4 4.267182 0.01393137
STAG1 stromal antigen 1 4.216755 0.04048666 signal transducing adaptor molecule (SH3
STAM2 domain and IT AM motif) 2 4.170061 0.00948584
Ras association (RalGDS/AF-6) domain
RASSF5 family member 5 4.1482 0.0214628
RPL37 ribosomal protein L37 4.143363 0.00991689
ZFHX3 zinc finger homeobox 3 4.10981 1 0.00434282
METTL5 methyltransferase like 5 4.101808 0.01369737
TBPL1 TBP-like 1 4.09397 0.04649146
LAPTM4A lysosomal protein transmembrane 4 alpha 4.093129 0.00222108 translocated promoter region (to activated
TPR MET oncogene) 4.08363 0.00433995 biorientation of chromosomes in cell division
BOD1L l-like 4.074719 0.00585576
ADAR adenosine deaminase, RNA-specific 4.052521 0.01933813
CCNI cyclin I 4.045976 0.02394342
NUP210 nucleoporin 21 OkDa 4.045013 0.004972
MINA MYC induced nuclear antigen 4.035887 0.00750673
GOLGB1 golgin Bl 4.035684 0.03247406
BOLA2 bolA homolog 2 (E. coli) 4.020715 0.00624889 proteasome (prosome, macropain) 26S
PSMD1 subunit, non-ATPase, 1 4.011931 0.00720011 bone morphogenetic protein receptor, type II
BMPR2 (serine/threonine kinase) 4.0114 0.00367358
CEP350 centrosomal protein 35 OkDa 4.00531 0.01009971
ANXA4 annexin A4 3.996529 0.03274477 proteasome (prosome, macropain) 26S
PSMC2 subunit, ATPase, 2 3.987502 0.00426193
HIPK1 homeodomain interacting protein kinase 1 3.965913 0.03717961 leucine-rich repeats and calponin homology
LRCH3 (CH) domain containing 3 3.959914 0.03286447
DEAH (Asp-Glu-Ala-His) box polypeptide
DHX15 15 3.926349 0.04456131
WRN Werner syndrome, RecQ helicase-like 3.906743 0.00075415
S N stannin 3.894112 0.02352978 methylmalonic aciduria (cobalamin
MMADHC deficiency) cblD type, with homocystinuria 3.893559 0.03029769
ZNF141 zinc finger protein 141 3.893084 0.00202819
MATR3 matrin 3 3.887861 0.03276835
RWDD4A RWD domain containing 4A 3.882013 0.02249924
6-Mar N/A 3.872003 0.03676463
SEC24D SEC24 family, member D (S. cerevisiae) 3.863242 0.01372926
TNR tenascin R (restrictin, janusin) 3.854513 0.038419
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
GTPase activating Rap/RanGAP domain-like
GARNL1 1 3.849157 0.00293828
DBF4 DBF4 homolog (S. cerevisiae) 3.845044 0.01450426
MOCS1 molybdenum cofactor synthesis 1 3.840436 0.03981892
ZC3H6 zinc finger CCCH-type containing 6 3.838372 0.01211492
HSPA1A heat shock 70kDa protein 1 A 3.815485 0.03448563
NARG1 NMDA receptor regulated 1 3.802809 0.03569002
NOP58 NOP58 ribonucleoprotein homolog (yeast) 3.788493 0.00288593
EPHB4 EPH receptor B4 3.785011 0.02475939
RNF32 ring finger protein 32 3.769771 0.00287434 estrogen receptor binding site associated,
EBAG9 antigen, 9 3.74778 0.04724541
SUPT7L suppressor of Ty 7 (S. cerevisiae)-like 3.739806 0.00867373
TRAPPC5 trafficking protein particle complex 5 3.738211 0.00696435
CCDC72 coiled-coil domain containing 72 3.729692 0.01918947 small nuclear R A activating complex,
SNAPC3 polypeptide 3, 50kDa 3.710914 0.04896459 tissue factor pathway inhibitor (lipoprotein-
TFPI associated coagulation inhibitor) 3.702241 0.01077594 protein kinase, cAMP-dependent, regulatory,
PRKAR1A type I, alpha (tissue specific extinguisher 1) 3.700851 0.00533686
CLSPN claspin homolog (Xenopus laevis) 3.690146 0.03121386
DCTD dCMP deaminase 3.684435 0.01782176
Clorf52 chromosome 1 open reading frame 52 3.680647 0.03117257
DPY19L4 dpy-19-like 4 (C. elegans) 3.663878 0.01007387
WAS/WASL interacting protein family,
WIPF1 member 1 3.660979 0.03597595
BIRC6 baculoviral IAP repeat-containing 6 3.656537 0.01040232
OTUD4 OTU domain containing 4 3.654642 0.01272272
FIP1L1 FIP1 like 1 (S. cerevisiae) 3.647902 0.0419402
KCMF1 potassium channel modulatory factor 1 3.644039 0.00877296
UGDH UDP-glucose 6-dehydrogenase 3.642483 0.02673765
5-aminoimidazole-4-carboxamide
ribonucleotide formyltransferase/IMP
ATIC cyclohydrolase 3.62996 0.02012458
ANKHD1-
EIF4EBP3 ANKHD1-EIF4EBP3 readthrough 3.615791 0.01331504
GPN2 GPN-loop GTPase 2 3.612946 0.00697294
Clor£21 chromosome 1 open reading frame 21 3.612657 0.00303055 protein phosphatase 2, regulatory subunit B,
PPP2R2A alpha 3.598525 0.00122241
TLK1 tousled-like kinase 1 3.593899 0.00771066 acyl-CoA dehydrogenase, C-4 to C-12
ACADM straight chain 3.582422 0.04333075
LON peptidase N-terminal domain and ring
LONRF2 finger 2 3.581772 0.0030919
Pleckstrin homology domain interacting
PHIP protein 3.581619 0.02464318 myeloid/lymphoid or mixed-lineage leukemia
MLL2 2 3.577065 0.00540534B1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value serine/arginine repetitive matrix 2 3.573755 0.00151055
RNA binding motif, single stranded
interacting protein 1 3.573282 0.02230447
Chromosome 7 open reading frame 23 3.571619 0.01456607 ring finger and WD repeat domain 2 3.566507 0.03374643 thioredoxin domain containing 9 3.559682 0.02318797 microtubule-actin crosslinking factor 1 3.557953 0.02131704 zinc finger protein 695 3.55649 0.00881763 dihydrolipoamide dehydrogenase 3.54755 0.03042714 transcription elongation regulator 1 3.545678 0.04063693
F-box and WD repeat domain containing 11 3.538266 0.01890564 heat shock 70kDa protein 4 3.534902 0.02613913 ganglioside induced differentiation associated
protein 2 3.533685 0.02896789
SUM01/sentrin/SMT3 specific peptidase 2 3.531085 9.19E-05 kinesin heavy chain member 2A 3.525546 0.04938074 acyl-CoA thioesterase 13 3.521514 0.0075496 guanine nucleotide binding protein-like 2
(nucleolar) 3.497915 0.01416406 polymerase (RNA) II (DNA directed)
polypeptide B, 140kDa 3.486012 0.01436831 chromosome 3 open reading frame 17 3.477404 0.00064013 uracil-DNA glycosylase 3.471251 0.01530078 zinc finger protein 259 3.457681 0.04340342 eukaryotic translation initiation factor 2-alpha
kinase 2 3.44408 0.03733034
Translocase of outer mitochondrial membrane
20 homolog (yeast) 3.442827 0.02955573 polymerase (RNA) II (DNA directed)
polypeptide J, 13.3kDa 3.428384 0.00412324
RAN binding protein 9 3.400619 0.00125475 transcription elongation factor A (SII), 1 3.391912 0.03816125 golgi phosphoprotein 3-Iike 3.388682 0.00624767 growth differentiation factor 15 3.377286 0.00294545
Junction-mediating and regulatory protein 3.374959 0.02396428 allograft inflammatory factor 1 -like 3.373096 0.0192261
KDEL (Lys-Asp-Glu-Leu) endoplasmic
reticulum protein retention receptor 2 3.368323 0.04949704 thyroid adenoma associated 3.355519 0.04286101 peptidylprolyl isomerase D 3.355162 0.01495089 myoneurin 3.346428 0.02219129 cytochrome c oxidase subunit VIIc 3.342622 0.00416541 Fas-activated serine/threonine kinase 3.341993 0.00627623 MOBl, Mps One Binder kinase activator-like
IB (yeast) 3.340311 0.04257654 protein phosphatase 1, regulatory (inhibitor)
subunit 10 3.336889 0.01923868 epithelial cell adhesion molecule 3.323857 0.00915246 S-phase kinase-associated protein 1 3.322104 0.00151204 RAB6C, member RAS oncogene family 3.31726 0.003515
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
RNF8 ring finger protein 8 3.3143 0.00922491
THOC7 THO complex 7 homolog (Drosophila) 3.308461 0.02961408
CEP63 centrosomal protein 63kDa 3.302191 0.01209246
CENPF centromere protein F, 350/400ka (mitosin) 3.299657 0.01890505
RTN4 Reticulon 4 3.298947 0.03604368 poly (ADP-ribose) polymerase family,
PARP14 member 14 3.294521 0.02209214
FNBP1L formin binding protein 1 -like 3.293076 0.01994225
SDCCAG1 serologically defined colon cancer antigen 1 3.288406 0.02022995
SWI/SNF-related, matrix-associated actin- dependent regulator of chromatin, subfamily
SMARCAD1 a, containing DEAD/H box 1 3.284105 0.04696085 protein kinase, AMP-activated, alpha 2
PRKAA2 catalytic subunit 3.270465 0.00135122
NCKAP1 NCK-associated protein 1 3.26989 0.00288743
PJA2 praja ring finger 2 3.267975 0.01980036
SP1 Spl transcription factor 3.262746 0.02261795 cleavage and polyadenylation specific factor
CPSF3 3, 73kDa 3.262621 0.03171989
Rho-associated, coiled-coil containing protein
ROCK1 kinase 1 3.257404 0.01235219
BRP44 brain protein 44 3.25371 0.00679127
SENP7 SUMOl/sentrin specific peptidase 7 3.253441 0.01090265
CDV3 CDV3 homolog (mouse) 3.247154 0.0416902
TRIM33 tripartite motif-containing 33 3.246718 3.37E-05
SH3 domain binding glutamic acid-rich
SH3BGRL protein like 3.242215 0.02599374 bromodomain adjacent to zinc finger domain,
BAZ1B IB 3.237744 0.02859738
AREG amphiregulin 3.237078 0.01549385
PDCD10 programmed cell death 10 3.236064 0.00460189
ETAA1 Ewing tumor-associated antigen 1 3.231263 0.04954475
DnaJ (Hsp40) homolog, subfamily C, member
DNAJC2 2 3.220929 0.01504643
EEF2 eukaryotic translation elongation factor 2 3.218901 0.03839601
DOC 7 dedicator of cytokinesis 7 3.215562 0.00207858
CAPN7 Calpain 7 3.213705 0.016063
ANAPC1 anaphase promoting complex subunit 1 3.20784 0.010159 ectonucleotide
ENPP1 pyrophosphatase/phosphodiesterase 1 3.205312 0.00421566 ubiquitin-like domain containing CTD
UBLCP1 phosphatase 1 3.200325 0.01796708 succinate dehydrogenase complex, subunit A,
SDHA flavoprotein (Fp) 3.197073 0.01758965 nuclear pore complex interacting protein-like
NPIPL3 3 3.190446 0.00688791
ZC3H13 zinc finger CCCH-type containing 13 3.190232 0.0483448
HAT1 histone acetyltransferase 1 3.188148 0.03486096
FTL ferritin, light polypeptide 3.184575 0.04393471
MAP4K3 mitogen-activated protein kinase kinase 3.183468 0.02370712
)B 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells Gene Symbol Gene Description Fold Ttest P
Change value
kinase kinase 3
MOBl, Mps One Binder kinase activator-like
MOB L3 3 (yeast) 3.180117 0.01515135
SDCCAG10 Serologically defined colon cancer antigen 10 3.169853 0.00021764
ANKRD12 ankyrin repeat domain 12 3.166422 0.03652241
FLJ361 16 hypothetical locus LOC388666 3.165658 0.01949919
ZNF138 zinc finger protein 138 3.162613 0.04255118
SQLE squalene epoxidase 3.159715 0.01084816
NOL10 nucleolar protein 10 3.156696 0.04048588
SNRPE small nuclear ribonucleoprotein polypeptide E 3.155035 0.02615373
LUC7L LUC7-like (S. cerevisiae) 3.148336 0.02414327
EHBP1 EH domain binding protein 1 3.145467 0.00658037
NAMPT nicotinamide phosphoribosyltransferase 3.139672 0.002413
NARS asparaginyl-tRNA synthetase 3.134902 0.01065447
RNF14 ring finger protein 14 3.131844 0.01179033
PFDN6 prefoldin subunit 6 3.126823 0.03269993
HMGA1 high mobility group AT-hook 1 3.126142 0.0074386
PRKCI protein kinase C, iota 3.11639 0.00319677
LASS6 LAG1 homolog, ceramide synthase 6 3.114282 0.02460543
C5orfl5 chromosome 5 open reading frame 15 3.104692 0.01730066
GOLIM4 golgi integral membrane protein 4 3.099776 0.03542058
ANLN anillin, actin binding protein 3.097471 0.03519748
SETD2 SET domain containing 2 3.092132 0.01030038
BAT2D1 BAT2 domain containing 1 3.08556 0.00103852
SF3B1 splicing factor 3b, subunit 1, 155kDa 3.079506 0.04359828
ERBB2IP erbb2 interacting protein 3.077623 0.01540714
DMXL1 Dmx-like 1 3.07451 1 0.00708549
ITPR1 inositol 1,4,5 -triphosphate receptor, type 1 3.07441 0.01539608
MEMOl Mediator of cell motility 1 3.070708 0.01237261
AKD2 N/A 3.069178 0.01556957
HIBCH 3-hydroxyisobutyryl-CoA hydrolase 3.065273 0.01688263
SOS1 son of sevenless homolog 1 (Drosophila) 3.063455 0.01573618
S100A1 1 S 100 calcium binding protein A 1 1 3.056371 0.02159673 guanine nucleotide binding protein (G
GNB1 protein), beta polypeptide 1 3.050983 0.02355176
CASQ1 calsequestrin 1 (fast-twitch, skeletal muscle) 3.045838 0.01434468
CYCS cytochrome c, somatic 3.041128 0.04095219
SP3 Sp3 transcription factor 3.033516 0.00452105
ZNF107 Zinc finger protein 107 3.029659 0.00307174
INPP5F inositol polyphosphate-5 -phosphatase F 3.026291 0.04307517
La ribonucleoprotein domain family, member
LARP7 7 3.023688 0.02499879
RERE arginine-glutamic acid dipeptide (RE) repeats 3.021721 0.00650595 ubiquitin protein ligase E3 component n-
UBR4 recognin 4 3.010769 0.01930641
ZFR zinc finger RNA binding protein 3.008818 0.04831955
SFRS18 splicing factor, arginine/serine-rich 18 2.999356 0.00938084
HPS3 Hermansky-Pudlak syndrome 3 2.997907 0.03836478
DPYD dihydropyrimidine dehydrogenase 2.997333 0.0006711
ITGB6 integrin, beta 6 2.989866 0.03976203
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
CSRNP3 cysteine-serine-rich nuclear protein 3 0.00956
MORF4L2 mortality factor 4 like 2 0.03027653
ZMYM6 zinc finger, MYM-type 6 0.04641004 mutS homolog 2, colon cancer, nonpolyposis
MSH2 type 1 (E. coli) 0.03627096
PRMT6 protein arginine methyltransferase 6 0.02512139
TTC3 tetratricopeptide repeat domain 3 0.01436294 activating signal cointegrator 1 complex
ASCC3 subunit 3 0.00589593
RAD54L2 RAD54-like 2 (S. cerevisiae) 0.02651723
TP63 tumor protein p63 0.02945318
ZNF273 zinc finger protein 273 0.0417131
PUM2 pumilio homolog 2 (Drosophila) 0.02935277
CCNC cyclin C 0.00690543
ENY2 enhancer of yellow 2 homolog (Drosophila) 0.00070793
MRPL53 mitochondrial ribosomal protein L53 0.03432129 transient receptor potential cation channel,
TRPM6 subfamily M, member 6 2.939987 0.01854453
SMT3 suppressor of mif two 3 homolog 1 (S.
SUMOl cerevisiae) 0.01314778 EPM2AIP1 EPM2A (laforin) interacting protein 1 0.01328695 solute carrier family 9 (sodium/hydrogen
SLC9A1 exchanger), member 1 0.01354005
DNA cross-link repair IB (PS02 homolog, S.
DCLRE1B cerevisiae) 0.02550563 bromodomain adjacent to zinc finger domain,
BAZ2B 2B 0.02326191
ZC3H15 zinc finger CCCH-type containing 15 0.00317773
FERMT2 fermitin family homolog 2 (Drosophila) 0.00196358
SENP6 SUMOl/sentrin specific peptidase 6 0.01329545
SPOPL speckle-type POZ protein-like 0.03963368
ARMC10 armadillo repeat containing 10 0.03572479
ALCAM activated leukocyte cell adhesion molecule 0.03361215
IARS2 isoleucyl-tRNA synthetase 2, mitochondrial 0.02633645
PLS1 plastin 1 0.02158573
REEP5 receptor accessory protein 5 0.00852534
Clorfl l2 chromosome 1 open reading frame 112 0.02221652
Histidine acid phosphatase domain containing
HISPPD1 1 2.912902 0.04467233
UDP-N-acetyl-alpha-D- galactosamine:polypeptide N- acetylgalactosaminyltransferase 7 (GalNAc-
GALNT7 T7) 0.00233517 CRYGS crystallin, gamma S 0.01223416 BRAP BRCA1 associated protein 0.00707534 TCP1 t-complex 1 0.02939434 heterogeneous nuclear ribonucleoprotein U
HNRNPU (scaffold attachment factor A) 0.01266994
C7orf36 chromosome 7 open reading frame 36 0.00731727
RBBP6 retinoblastoma binding protein 6 0.03577545
DB l/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value malic enzyme 2, NAD(+)-dependent,
ME2 mitochondrial 2.886661 0.01 12677
ARID4A AT rich interactive domain 4 A (RBPl-like) 2.882351 0.00235678 malic enzyme 1 , NADP(+)-dependent,
ME1 cytosolic 2.879955 0.00454168
CDC2L6 Cell division cycle 2-like 6 (CDK8-like) 2.879457 0.04351182
DST dystonin 2.875358 0.04305397
MY018A myosin XVIIIA 2.875272 0.01734509
USP39 ubiquitin specific peptidase 39 2.866674 0.00731577
OSBPL11 oxysterol binding protein-like 11 2.865043 0.00441915
LTV1 LTV1 homolog (S. cerevisiae) 2.862159 0.03848354
MGC5590 hypothetical protein MGC5590 2.858516 0.00173223
BAIAP2L1 BAI1 -associated protein 2-like 1 2.85848 0.02297787
GREB1 GREB1 protein 2.856279 0.03013008
SWI/SNF related, matrix associated, actin
dependent regulator of chromatin, subfamily
SMARCC1 c, member 1 2.85378 0.03745351 signal transducer and activator of
STAT1 transcription 1, 91kDa 2.849821 0.01959205 ubiquitin specific peptidase 13 (isopeptidase
USP13 T-3) 2.848679 0.03625006
SASS6 spindle assembly 6 homolog (C. elegans) 2.845356 0.02224778
ZNF711 zinc finger protein 71 1 2.844816 0.02480081
SOX4 SRY (sex determining region Y)-box 4 2.841366 0.04188377 inturned planar cell polarity effector homolog
INTU (Drosophila) 2.839753 0.00781462
CCDC99 coiled-coil domain containing 99 2.834983 0.04509615
ZNF644 zinc finger protein 644 2.83475 0.02847176
UDP-Glc Ac:betaGal beta-l,3-N-
B3GNT2 acetylglucosaminyltransferase 2 2.830064 0.0205201 1
SMC3 structural maintenance of chromosomes 3 2.825491 0.03046467
TOP2B topoisomerase (DNA) II beta 180kDa 2.823094 0.02218412
FDFT1 farnesyl-diphosphate farnesyltransferase 1 2.822416 0.00648518
TBL1XR1 transducin (beta)-like 1 X-linked receptor 1 2.821702 0.01803827
RBAK RB-associated KRAB zinc finger 2.818775 0.04331016
TTLL5 tubulin tyrosine ligase-like family, member 5 2.815279 0.01605047
MLPH melanophilin 2.814576 0.02628659
DnaJ (Hsp40) homolog, subfamily B, member
DNAJB11 11 2.813687 0.01128434
WWC1 WW and C2 domain containing 1 2.813524 0.00083617
ZNF91 zinc finger protein 91 2.81138 0.02662892
ATPase, H+ transporting, lysosomal 70kDa,
ATP6V1A VI subunit A 2.81115 0.00180419
KIAA0746 KIAA0746 protein 2.80153 0.00643297
ArfGAP with SH3 domain, ankyrin repeat
ASAP1 and PH domain 1 2.799124 0.00462787
ANKHD1 ankyrin repeat and KH domain containing 1 2.79893 0.02854279 family with sequence similarity 184, member
FAM184A A 2.798923 0.00430328
HLTF helicase-like transcription factor 2.797219 0.02779826
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
Eukaryotic translation initiation factor 2A,
EIF2A 65kDa 2.797166 0.03413535 cyclin D binding myb-like transcription factor
DMTF1 1 2.794307 0.0338541
GPR125 G protein-coupled receptor 125 2.788845 0.04717651
RPL4 ribosomal protein L4 2.783907 0.03613678
YTHDC2 YTH domain containing 2 2.783345 0.00761701 growth arrest and DNA-damage-inducible,
GADD45A alpha 2.781856 0.04855598
USP34 ubiquitin specific peptidase 34 2.781149 0.03969944 family with sequence similarity 92, member
FAM92A1 Al 2.779772 0.00652292
GLA galactosidase, alpha 2.779352 0.00885348
SMC6 structural maintenance of chromosomes 6 2.772324 0.01058738
SKIL SKI-like oncogene 2.76743 0.01121972
SEC24A SEC24 family, member A (S. cerevisiae) 2.766295 0.0030784 minichromosome maintenance complex
MCM4 component 4 2.764255 0.01639846
RAS p21 protein activator (GTPase activating
RASA1 protein) 1 2.760016 0.02594615 v-ral simian leukemia viral oncogene
RALA homolog A (ras related) 2.759055 0.01615779
IWS1 IWS1 homolog (S. cerevisiae) 2.757355 0.01397659
ITSN2 intersectin 2 2.754509 0.03995086 nuclear undecaprenyl pyrophosphate synthase
NUS1 1 homolog (S. cerevisiae) 2.753898 0.02727482
CENPE centromere protein E, 312kDa 2.7536 0.0165937
COL7A1 collagen, type VII, alpha 1 2.753254 0.01516653
TTC17 tetratricopeptide repeat domain 17 2.750758 0.01252676 nuclear casein kinase and cyclin-dependent
NUCKS1 kinase substrate 1 2.746242 0.01149953
EBNA1BP2 EBNA1 binding protein 2 2.743401 0.02486242
C6orf203 chromosome 6 open reading frame 203 2.739947 0.02384998 chaperonin containing TCP1, subunit 5
CCT5 (epsilon) 2.739476 0.00602847
TPP1 tripeptidyl peptidase I 2.737982 0.01551944
GPR160 G protein-coupled receptor 160 2.733023 0.01181892
CCAAT/enhancer binding protein (C/EBP),
CEBPZ zeta 2.730668 0.04807979
SGOL1 shugoshin-like 1 (S. pombe) 2.730587 0.02367326
AFF1 AF4/FMR2 family, member 1 2.728118 0.01644025
Ras association (RalGDS/AF-6) and
RAPH1 pleckstrin homology domains 1 2.723734 0.01713881
NMBR neuromedin B receptor 2.7228 0.04557912 speedy homolog E8 (Xenopus laevis),
SPDYE8P pseudogene 2.721673 0.04081118
FLNB filamin B, beta 2.718523 0.02624732
RAD18 RAD 18 homolog (S. cerevisiae) 2.717404 0.03339343
ZNF595 zinc finger protein 595 2.717382 0.01742071
SFRS3 splicing factor, arginine/serine-rich 3 2.716461 0.03522487
)B1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
ARID IB AT rich interactive domain IB (SWIl-Iike) 2.716295 0.01486205 NOMOl NODAL modulator 1 2.71502 0.03140578 DEPDC6 DEP domain containing 6 2.714996 0.04184413
DEAD (Asp-Glu-Ala-Asp) box polypeptide
DDX39 39 2.714312 0.0446041 1 HIST2H2AC histone cluster 2, H2ac 2.712756 0.04657073 tRNA-yW synthesizing protein 3 homolog (S.
TYW3 cerevisiae) 2.711091 0.01835147
RBM47 RNA binding motif protein 47 2.709999 0.00456872
SC4MOL sterol-C4-methyl oxidase-like 2.708706 0.00099333
RWDD1 RWD domain containing 1 2.70643 0.03976333
PSIP1 PC4 and SFRS1 interacting protein 1 2.704173 0.00379656
NPNT nephronectin 2.690413 0.03429433
ZNHIT6 zinc finger, HIT type 6 2.688391 0.00045453
PPIC peptidylprolyl isomerase C (cyclophilin C) 2.684486 0.01273313
MRPS30 mitochondrial ribosomal protein S30 2.676295 0.02689152
RAB10 RAB10, member RAS oncogene family 2.675383 0.00826866
ATPase, H+ transporting, lysosomal 42kDa,
ATP6V1C1 VI subunit CI 2.667986 0.01481745
ATPase, H+ transporting, lysosomal 31kDa,
ATP6V1E1 VI subunit El 2.666607 0.02899272 polymerase (RNA) mitochondrial (DNA
POLRMT directed) 2.662838 0.0274167
EPRS glutamyl-prolyl-tRNA synthetase 2.662763 0.04513234
GPBP1L1 GC-rich promoter binding protein 1 -like 1 2.662573 0.04921046
DEAD (Asp-Glu-Ala-Asp) box polypeptide
DDX18 38 2.65979 0.0499591 1
TOPBP1 topoisomerase (DNA) II binding protein 1 2.659609 0.01512887
C7orf70 chromosome 7 open reading frame 70 2.658797 0.01611322
SMC5 structural maintenance of chromosomes 5 2.657527 0.031 10443
ZNF267 zinc finger protein 267 2.656681 0.02959774 sterile alpha motif and leucine zipper
ZAK containing kinase AZK 2.652971 0.01651627 PRLR prolactin receptor 2.652089 0.01578686 KIFAP3 kinesin-associated protein 3 2.651664 0.01016367 FOX03 forkhead box 03 2.649989 0.022331 12 eukaryotic translation initiation factor 2,
EIF2S2 subunit 2 beta, 38kDa 2.64701 0.04577479 excision repair cross-complementing rodent
ERCC5 repair deficiency, complementation group 5 2.64652 0.03234078 DLG1 discs, large homolog 1 (Drosophila) 2.644522 0.02181855 cell division cycle 2-like 2 (PITSLRE
CDC2L2 proteins) 2.640105 0.02399518
ZNF326 Zinc finger protein 326 2.639598 0.00776776
WDR60 WD repeat domain 60 2.639518 0.03968372 translocase of inner mitochondrial membrane
TIMM17A 17 homolog A (yeast) 2.638869 0.01019151
HDAC4 histone deacetylase 4 2.63716 0.04572722
GLS glutaminase 2.631911 0.03419736
NOTCH2NL Notch homolog 2 (Drosophila) N-terminal 2.630848 0.01387699
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upreguiated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value like
OPA1 optic atrophy 1 (autosomal dominant) 2.629144 0.00144393 SYN1 synapsin I 2.625746 0.00855739
DnaJ (Hsp40) homolog, subfamily B, member
DNAJB14 14 2.625377 0.00031245
MBNL1 muscleblind-like (Drosophila) 2.616546 0.03413969
NUP155 nucleoporin 155kDa 2.614158 0.025106
7-Mar N/A 2.613053 0.01914936
C6orf97 chromosome 6 open reading frame 97 2.612996 0.01980769 HOOK2 hook homolog 2 (Drosophila) 2.611427 0.03199086 CCDC90A coiled-coil domain containing 90A 2.609805 0.02466542 PHC3 polyhomeotic homolog 3 (Drosophila) 2.608236 0.01227659 cell division cycle 73, Pafl/RNA polymerase
II complex component, homolog (S.
CDC73 cerevisiae) 2.602783 0.02198234
DAXX death-domain associated protein 2.601609 0.0097589
SF3B5 splicing factor 3b, subunit 5, lOkDa 2.593595 0.01024026
ANKRD17 ankyrin repeat domain 17 2.592918 0.00227678
ARF4 ADP-ribosylation factor 4 2.58944 0.01239217
HTT huntingtin 2.588494 0.04753706
FER fer (fps/fes related) tyrosine kinase 2.588405 0.03773494
SNX4 sorting nexin 4 2.588041 0.04103538 protein phosphatase 2, regulatory subunit B,
PPP2R2C gamma 2.586023 0.01065025 OLA1 Obg-like ATPase 1 2.585883 0.00413626 Clorfl35 chromosome 1 open reading frame 135 2.585302 0.03438371 RNF216 ring finger protein 216 2.584577 0.01318104 far upstream element (FUSE) binding protein
FUBP1 1 2.584276 0.02883731 WDFY1 WD repeat and FYVE domain containing 1 2.584271 0.02398677 minichromosome maintenance complex
MCM3AP component 3 associated protein 2.583767 0.01780226
TRAF family member-associated NFKB
TANK activator 2.583302 0.02722171
ACBD3 acyl-CoA binding domain containing 3 2.576254 0.02388443
THBS3 thrombospondin 3 2.575883 0.01390215
CXXC5 CXXC finger 5 2.57271 0.01699583
CSNK1A1 casein kinase 1 , alpha 1 2.565332 0.02008984
YTHDC1 YTH domain containing 1 2.564672 0.04083437
B double prime 1, subunit of R A
polymerase III transcription initiation factor
BDP1 IIIB 2.563562 0.0098413 catenin (cadherin-associated protein), alpha 1 ,
CTNNA1 102kDa 2.563386 0.01924656
PHF14 PHD finger protein 14 2.562435 0.00856813
YEATS2 YEATS domain containing 2 2.561844 0.03698105 ribosomal RNA processing 15 homolog (S.
RRP15 cerevisiae) 2.558002 0.00434063
REV3-like, catalytic subunit of D A
REV3L polymerase zeta (yeast) 2.557663 0.00922597
DB l/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
SRP72 signal recognition particle 72kDa 2.557519 0.02100872
PKP4 plakophilin 4 2.557151 0.00914
DCN1, defective in cullin neddylation 1,
DCU 1D4 domain containing 4 (S. cerevisiae) 2.556521 0.02739626 caspase 2, apoptosis-related cysteine
CASP2 peptidase 2.555916 0.0459927
UTRN utrophin 2.55405 0.00844229
BAT2 HLA-B associated transcript 2 2.553422 0.02006314 polymerase (RNA) II (DNA directed)
POLR2J2 polypeptide J2 2.550879 0.00054071
CLGN calmegin 2.549584 0.0097492
FAM45B family with sequence similarity 45, member B 2.546071 0.0026172
SF S5 splicing factor, arginine/serine-rich 5 2.545075 0.02950629
TIP41, TOR signaling pathway regulator-like
TIPRL (S. cerevisiae) 2.541724 0.03186236
C3orf57 chromosome 3 open reading frame 57 2.540082 0.0094237
RNGTT RNA guanylyltransferase and 5'-phosphatase 2.538319 0.03659254
USP46 ubiquitin specific peptidase 46 2.536854 0.0195821 1
DDX1 DEAD (Asp-Glu-Ala-Asp) box polypeptide 1 2.534563 0.00605707 proteasome (prosome, macropain) 26S
PSMD14 subunit, non-ATPase, 14 2.533865 0.02390241
KRIT1 KRIT1, ankyrin repeat containing 2.533715 0.00341833
GULP, engulfment adaptor PTB domain
GULP1 containing 1 2.533211 0.00031662 ubiquitin protein ligase E3 component n-
UBR2 recognin 2 2.529112 0.02522009
CLK4 CDC-like kinase 4 2.519794 0.04344857 protein phosphatase 2, regulatory subunit B',
PPP2R5C gamma 2.51958 0.01802986
NOTCH3 Notch homolog 3 (Drosophila) 2.518418 0.02050312
CUL3 cullin 3 2.512555 0.03000904
KLHL20 kelch-like 20 (Drosophila) 2.511604 0.04625872
PLK4 polo-like kinase 4 (Drosophila) 2.510571 0.02626713 v-raf-1 murine leukemia viral oncogene
RAF1 homolog 1 2.510375 0.04663954
CD2AP CD2-associated protein 2.509456 0.04171078
HSF2 heat shock transcription factor 2 2.506697 0.02377126 family with sequence similarity 98, member
FAM98A A 2.506122 0.01 113668
BTF3 basic transcription factor 3 2.504564 0.04945883
TLN2 talin 2 2.504179 0.01450135
ANKRD36B ankyrin repeat domain 36B 2.501792 0.01895399
ACTR3 ARP3 actin-related protein 3 homolog (yeast) 2.500061 0.02540777
MOB 1 , Mps One Binder kinase activator-like
MOBKL1A 1A (yeast) 2.495315 0.01061014
DEAD (Asp-Glu- Ala-Asp) box polypeptide
DDX55 55 2.494592 0.02799053
TRIP12 thyroid hormone receptor interactor 12 2.494017 0.03689934
ARID4B AT rich interactive domain 4B (RBPl-like) 2.49337 0.03529843
NLN neurolysin (metallopeptidase M3 family) 2.492964 0.01595546
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells Gene Symbol Gene Description Fold Ttest P
value
USP3 ubiquitin specific peptidase 3 2.491308 0.03275649
MBD4 methyl-CpG binding domain protein 4 2.48954 0.01907074 pituitary tumor-transforming 1 interacting
PTTG1IP protein 2.486349 0.0297117 brain and reproductive organ-expressed
BRE (TNFRSF1A modulator) 2.484356 0.00442756
KDM1 N/A 2.481278 0.00750192
QSER1 glutamine and serine rich 1 2.475907 0.0242896
MRPL18 Mitochondrial ribosomal protein LI 8 2.474773 0.01902557 glycerol-3-phosphate dehydrogenase 2
GPD2 (mitochondrial) 2.471884 0.03872717
PHACTR2 phosphatase and actin regulator 2 2.470462 0.01247884 protein phosphatase 1 , catalytic subunit, beta
PPP1CB isozyme 2.468217 0.04691501
BCL9 B-cell CLL/lymphoma 9 2.457588 0.01401656 recombination signal binding protein for
RBPJ immunoglobulin kappa J region 2.456823 0.03872586
Transient receptor potential cation channel,
TRPM8 subfamily M, member 8 2.455114 0.00945206
RSBN1 round spermatid basic protein 1 2.453006 0.00130387
USP33 ubiquitin specific peptidase 33 2.452053 0.01813434
NEB nebulin 2.449909 0.03071673
CTAGE5 CTAGE family, member 5 2.447423 0.03469659
GPBP1 GC-rich promoter binding protein 1 2.445774 0.03848269
AZI2 5-azacytidine induced 2 2.445213 0.03482439 tRNA-yW synthesizing protein 1 homolog (S.
TYW1 cerevisiae) 2.445006 0.0446882
FOXJ3 forkhead box J3 2.441988 0.01508939
BXDC5 Brix domain containing 5 2.437638 0.01014076
SGOL2 shugoshin-like 2 (S. pombe) 2.436637 0.00564431
PTPRF interacting protein, binding protein 1
PPFIBP1 (liprin beta 1) 2.431492 0.03837188 melanoma inhibitory activity family, member
MIA3 3 2.431448 0.03171622
SDC2 syndecan 2 2.42999 0.04326632
WHSC1 Wolf-Hirschhorn syndrome candidate 1 2.429055 0.01584686
LRRC16A leucine rich repeat containing 16A 2.428642 0.00030284
TMEM106B transmembrane protein 106B 2.426336 0.00185522
SATB2 SATB homeobox 2 2.426291 0.00519515
CLIC4 chloride intracellular channel 4 2.420927 0.04525662
ARMC8 armadillo repeat containing 8 2.420129 0.02913344
USP48 ubiquitin specific peptidase 48 2.418434 0.03846682
RSRC2 arginine/serine-rich coiled-coil 2 2.415397 0.0414388
RNF149 ring finger protein 149 2.415338 0.00678303
CDCA2 Cell division cycle associated 2 2.414986 0.04014665
Split hand/foot malformation (ectrodactyly)
SHFM1 type 1 2.411671 0.02417581
ENOPH1 enolase-phosphatase 1 2.411171 0.01301109
PFN2 profilin 2 2.410395 0.008569
RDBP RD RNA binding protein 2.410004 0.01193128 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
TACSTD2 tumor-associated calcium signal transducer 2 2.409326 0.03705571
WW domain containing E3 ubiquitin protein
WWP1 ligase 1 2.407783 0.01240765
TAGLN2 transgelin 2 2.407305 0.03670214
COPG coatomer protein complex, subunit gamma 2.406812 0.03959455 nucleophosmin (nucleolar phosphoprotein
NPM1 B23, numatrin) 2.406641 0.01665033
UDP-glucose ceramide glucosyltransferase-
UGCGL1 like 1 2.402575 0.00193798 hexose-6-phosphate dehydrogenase (glucose
H6PD 1 -dehydrogenase) 2.401089 0.03727115 myeloid/lymphoid or mixed-lineage leukemia
MLL3 3 2.397088 0.00923063
SEC63 SEC63 homolog (S. cerevisiae) 2.3961 0.00304391
E74-like factor 2 (ets domain transcription
ELF2 factor) 2.39587 0.00551064 eukaryotic translation elongation factor 1
EEF1E1 epsilon 1 2.394143 0.01844291
CREG1 cellular repressor of ElA-stimulated genes 1 2.392246 0.02861787 IAA0922 KIAA0922 2.388858 0.0279595
CLIPl CAP-GLY domain containing linker protein 1 2.384416 0.03137165
FAM3C family with sequence similarity 3, member C 2.383435 0.00661523
CCNL1 Cyclin LI 2.383196 0.03715368
HHLA3 HERV-H LTR-associating 3 2.381252 0.04036587 nascent-polypeptide-associated complex
N AC API alpha polypeptide pseudogene 1 2.380781 0.03679794
C2orf49 chromosome 2 open reading frame 49 2.380543 0.03557126
SDC3 Syndecan 3 2.377861 0.01536423
C7orf30 chromosome 7 open reading frame 30 2.375592 0.00732418
C7orf60 chromosome 7 open reading frame 60 2.375581 0.0051832
RAB1A RAB1 A, member RAS oncogene family 2.373609 0.04191459
TOPORS Topoisomerase I binding, arginine/serine-rich 2.371666 0.03979896
DHX9 DEAH (Asp-Glu-Ala-His) box polypeptide 9 2.370434 0.0025908
RHBDF2 rhomboid 5 homolog 2 (Drosophila) 2.366587 0.03932245 low density lipoprotein receptor-related
LRP1 protein 1 2.365807 0.00104357
ATPase, Ca++ transporting, type 2C, member
ATP2C1 1 2.36579 0.00861049
EXOSC10 exosome component 10 2.36316 0.0220261
ZBTB11 zinc finger and BTB domain containing 11 2.362742 0.01423144
DMKN dermokine 2.360421 0.03954072
USOl vesicle docking protein homolog
USOl (yeast) 2.359821 0.02226331
AHCTF1 AT hook containing transcription factor 1 2.359072 0.00613172
INTS4 integrator complex subunit 4 2.358132 0.03508975
RIOK1 RIO kinase 1 (yeast) 2.354234 0.01010178 metal response element binding transcription
MTF2 factor 2 2.354146 0.0214147 poly (ADP-ribose) polymerase family,
PARP8 member 8 2.353916 0.02193377 1/ 69437516.1
Supplemental Tabic 1. Gene Transcripts Upreguiated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
C3orf49 chromosome 3 open reading frame 49 2.35178 0.0201645 glutaminyl-tRNA synthase (glutamine-
QRSL1 hydrolyzing)-like 1 2.349048 0.02832035
V-myc myelocytomatosis viral oncogene
MYC homolog (avian) 2.348995 0.02396725
ZBTB41 zinc finger and BTB domain containing 41 2.345229 0.04085399 procollagen-lysine, 2-oxoglutarate 5-
PLOD2 dioxygenase 2 2.345036 0.02011477 family with sequence similarity 119, member
FAM1 19A A 2.33913 0.0058591
KIF2C kinesin family member 2C 2.338823 0.02722488
RAB7A RAB7A, member RAS oncogene family 2.338591 0.00328242
NSU 5 NOP2/Sun domain family, member 5 2.337845 0.03644286
CD46 molecule, complement regulatory
CD46 protein 2.333239 0.02096143
CEP135 centrosomal protein 135kDa 2.333179 0.01103042 thioredoxin domain containing 5
TXNDC5 (endoplasmic reticulum) 2.332472 0.00547594
Leol, Pafl/R A polymerase II complex
LEOl component, homolog (S. cerevisiae) 2.332126 0.02737226
WDSOF1 WD repeats and SOF1 domain containing 2.33082 0.00345726
CTBS chitobiase, di-N-acetyl- 2.330361 0.02094886
CEP 170 centrosomal protein 170kDa 2.328966 0.0312379
AK2 adenylate kinase 2 2.32623 0.04153099
ERRFIl ERBB receptor feedback inhibitor 1 2.325127 0.01808355
MREG melanoregulin 2.32298 0.02918713
ZNF184 zinc finger protein 184 2.320743 0.03883664
CHMP4C chromatin modifying protein 4C 2.319309 0.0139899
ZFYVE9 zinc finger, FYVE domain containing 9 2.318986 0.00076831
WDR34 WD repeat domain 34 2.318692 0.03570756 protein tyrosine phosphatase, non-receptor
type 13 (APO-1/CD95 (Fas)-associated
ΡΤΡΝΪ3 phosphatase) 2.316902 0.03008615
SH3 -domain binding protein 5 (BTK-
SH3BP5 associated) 2.315352 0.00347119
RHOB ras homolog gene family, member B 2.314938 0.00360295 polycystic kidney disease 2 (autosomal
PKD2 dominant) 2.312196 0.00272198 eukaryotic translation initiation factor 4
EIF4G3 gamma, 3 2.311806 0.03563678 protein tyrosine phosphatase, non-receptor
PTPN22 type 22 (lymphoid) 2.310831 0.03701475
UBE2C ubiquitin-conjugating enzyme E2C 2.309809 0.03275616
ATP-binding cassette, sub-family F (GCN20),
ABCF1 member 1 2.309064 0.04908242 acyl-CoA synthetase long-chain family
ACSL3 member 3 2.306145 0.01677941
GPR126 G protein-coupled receptor 126 2.302486 0.01624519
RUFY1 RUN and FYVE domain containing 1 2.302149 0.00032141
RCC2 regulator of chromosome condensation 2 2.300055 0.04480846
B U 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
MRPL3 mitochondrial ribosomal protein L3 2.298195 0.03084317
BXDC1 Brix domain containing 1 2.297265 0.02647709
PCBP4 poly(rC) binding protein 4 2.297239 0.0480034
FKBP3 FK506 binding protein 3, 25kDa 2.294143 0.00750185
CRELD1 cysteine-rich with EGF-like domains 1 2.292013 0.01054939
IMMT inner membrane protein, mitochondrial 2.291678 0.02551435
TRBC2 T cell receptor beta constant 2 2.291039 0.01815739
ABI2 abl-interactor 2 2.290111 0.04912702
Phosphatidylinositol 4-kinase, catalytic, alpha
PI4KAP2 pseudogene 2 2.287821 0.01409133
FYTTD1 forty-two-three domain containing 1 2.286731 0.02369016
THEM4 thioesterase superfamily member 4 2.286356 0.042979
ZNF638 zinc finger protein 638 2.285398 0.02130371
SLC25A46 solute carrier family 25, member 46 2.284449 0.00388639
LR C9 N/A 2.28276 0.00475323 establishment of cohesion 1 homo log 1 (S.
ESCOl cerevisiae) 2.280783 0.02158678 chromodomain helicase DNA binding protein
CHD1 1 2.27918 0.02465009 protein phosphatase 1 , regulatory (inhibitor)
PPP1R12A subunit 12A 2.277063 0.04329455
PTPRK protein tyrosine phosphatase, receptor type, K 2.273966 0.01124848
ACVR1 activin A receptor, type I 2.273641 0.00180738
SFRS12 splicing factor, arginine/serine-rich 12 2.271856 0.01864358 protein tyrosine phosphatase type IVA,
PTP4A1 member 1 2.270167 0.00847749 transforming, acidic coiled-coil containing
TACC3 protein 3 2.268162 0.01045492 general transcription factor IIH, polypeptide
GTF2H2 2, 44kDa 2.267553 0.04759197
FK506 binding protein 12-rapamycin
FRAP1 associated protein 1 2.265502 0.0117058
SF3B2 splicing factor 3b, subunit 2, 145kDa 2.264361 0.01 19544
RPTOR independent companion of MTOR,
RICTOR complex 2 2.26423 0.02269076
RNF115 ring finger protein 1 15 2.263794 0.0345823
TCEA3 transcription elongation factor A (SII), 3 2.261769 0.00150668
RNF168 ring finger protein 168 2.260016 0.02333929 transient receptor potential cation channel,
TRPM5 subfamily M, member 5 2.259096 0.00420324
7-Sep N/A 2.256637 0.0285657
JARID2 jumonji, AT rich interactive domain 2 2.254895 0.01620599 nuclear receptor subfamily 1 , group D,
NR1D2 member 2 2.254522 0.03475131 general transcription factor IIIC, polypeptide
GTF3C6 6, alpha 35kDa 2.249268 0.04271905 pleckstrin homology domain containing,
PLEKHF2 family F (with FYVE domain) member 2 2.24915 0.03034525
CDC42 binding protein kinase alpha (DMPK-
CDC42BPA like) 2.24623 0.00937014 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulatcd by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
PACRGL PARK2 co-regulated-like 2.24344 0.01105086
BTF3L4 basic transcription factor 3 -like 4 2.243375 0.03396626
MTX1 metaxin 1 2.240865 0.04610751
PRP40 pre-mRNA processing factor 40
PRPF40A homolog A (S. cerevisiae) 2.237862 0.03098713
TBC1 (tre-2/USP6, BUB2, cdcl6) domain
TBC1D1 family, member 1 2.235136 0.00238682
TBC1D14 TBC1 domain family, member 14 2.23396 0.00059499 solute carrier family 6 (neurotransmitter
SLC6A6 transporter, taurine), member 6 2.233084 0.01778543
ATPase, Na+/K+ transporting, alpha 1
ATP1A1 polypeptide 2.231444 0.0033896
PANK4 pantothenate kinase 4 2.230306 0.01598754
MYEOV2 myeloma overexpressed 2 2.229539 0.048704
DEPDC1 DEP domain containing 1 2.22899 0.03843419
La ribonucleoprotein domain family, member
LARP2 2 2.228433 0.01018392 mitogen-activated protein kinase kinase
MAP3K6 kinase 6 2.227417 0.03751421 chaperonin containing TCP1, subunit 6 A
CCT6A (zeta 1) 2.226682 0.02645749 golgi-associated PDZ and coiled-coil motif
GOPC containing 2.226256 0.03894013
SCARB2 scavenger receptor class B, member 2 2.225542 0.00468326
KPNA1 karyopherin alpha 1 (importin alpha 5) 2.225491 0.02352899 IAA1967 KIAA1967 2.224672 0.00664399
RANBP2 RAN binding protein 2 2.224515 0.03771105
C6orfl06 chromosome 6 open reading frame 106 2.223548 0.03053372
JTB jumping translocation breakpoint 2.221965 0.01933583 oxidoreductase NAD-binding domain
OXNAD1 containing 1 2.217194 0.04995544
C2orf3 chromosome 2 open reading frame 3 2.214359 0.03959238
DARS2 aspartyl-tRNA synthetase 2, mitochondrial 2.213768 0.02672262
FBX09 F-box protein 9 2.212575 0.00029593
HNR PK heterogeneous nuclear ribonucleoprotein K 2.212481 0.01145842
KIF15 kinesin family member 15 2.211394 0.04216057
ATR ataxia telangiectasia and Rad3 related 2.210707 0.03297327
ZC3H11A zinc finger CCCH-type containing 11 A 2.210603 0.01108381
SYCP2L synaptonemal complex protein 2-like 2.21008 0.02356155
STK10 serine/threonine kinase 10 2.209612 0.01624999
DEAH (Asp-Glu-Ala-His) box polypeptide
DHX36 36 2.209532 0.01561221 small nuclear ribonucleoprotein polypeptide
SNRPG G 2.208125 0.01762589
SWI/SNF related, matrix associated, actin
dependent regulator of chromatin, subfamily
SMARCC2 c, member 2 2.20742 0.04232519 hyaluronan-mediated motility receptor
JIMMR (RHAMM) 2.206968 0.02153581
TRRAP transformation/transcription domain- 2.204836 0.00948173
B 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upreguiated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value associated protein
USP1 ubiquitin specific peptidase 1 2.204293 0.02425862
3-hydroxy-3-methylglutaryl-CoA synthase 1
HMGCS1 (soluble) 2.202971 0.04764687
LanC lantibiotic synthetase component C-like
LANCL3 3 (bacterial) 2.202319 0.01353871
PPIE peptidylprolyl isomerase E (cyclophilin E) 2.202103 0.03374511
ADP-ribosylation factor guanine nucleotide-
ARFGEF1 exchange factor l(brefeldin A-inhibited) 2.200694 0.03552716
CCDC104 coiled-coil domain containing 104 2.200303 0.03411197
STT3, subunit of the
oligosaccharyltransferase complex, homolog
STT3B B (S. cerevisiae) 2.199036 0.03541682
ITNRNPR heterogeneous nuclear ribonucleoprotein R 2.197778 0.04812168
SFRS1 1 splicing factor, arginine/serine-rich 11 2.197102 0.03128218
ZNF281 zinc finger protein 281 2.19509 0.01743985
EXOC1 exocyst complex component 1 2.193714 0.01664327
GTF2I general transcription factor Hi 2.193136 0.01310569 mutL homolog 1, colon cancer, nonpolyposis
MLH1 type 2 (E. coli) 2.1927 0.00460208
2-Sep N/A 2.191638 0.04509541
RNF4 ring finger protein 4 2.190935 0.04556102
BCL2/adenovirus E1B 19kDa interacting
BNIP3L protein 3 -like 2.190636 0.02883592 ubiquitin-conjugating enzyme E2K (UBC1
UBE2K homolog, yeast) 2.187646 0.04056877
COG5 component of oligomeric golgi complex 5 2.18755 0.01867518
LAMC1 laminin, gamma 1 (formerly LAMB2) 2.186259 0.01464433 suppressor of defective silencing 3 homolog
SUDS3 (S. cerevisiae) 2.184154 0.02450571
TMEM70 transmembrane protein 70 2.18302 0.01154643
SMYD2 SET and MYND domain containing 2 2.182951 0.03899734
LHB luteinizing hormone beta polypeptide 2.182615 0.01722195
TMEM173 transmembrane protein 173 2.180848 0.03326728 v-myb myeloblastosis viral oncogene
MYB homolog (avian) 2.180272 0.03642402
WR IP1 Werner helicase interacting protein 1 2.178547 0.0355725
UDP glucuronosyltransferase 1 family,
UGT1A1 polypeptide Al 2.177598 0.02829903
HSPA1L heat shock 70kDa protein 1 -like 2.176998 0.0201304
MAK16 MAK16 homolog (S. cerevisiae) 2.173803 0.00414123
N-acyl phosphatidylethanolamine
NAPEPLD phospholipase D 2.173229 0.02614538
SBDS Shwachman-Bodian-Diamond syndrome 2.17005 0.01655807
SEC62 SEC62 homolog (S. cerevisiae) 2.169831 0.04532519
HNRNPA3 heterogeneous nuclear ribonucleoprotein A3 2.168628 0.02389785
WDR67 WD repeat domain 67 2.167434 0.00446287
ATF7 activating transcription factor 7 2.166594 0.03631358
PRP4 pre-mRNA processing factor 4
PRPF4B homolog B (yeast) 2.165609 0.03223181
)B1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells Gene Symbol Gene Description Fold Ttest P
value
SEC31A SEC31 homolog A (S. cerevisiae) 2.1652 0.02487707
SNX14 sorting nexin 14 2.165102 0.00817069
TPRXL tetra-peptide repeat homeobox-like 2.16455 0.03297741
5-methyltetrahydrofolate -homocysteine
MTR methyltransferase reductase 2.163555 0.00590251 small nuclear ribonucleoprotein 27kDa
SNR P27 (U4/U6.U5) 2.162445 0.00100547
DCTN6 dynactin 6 2.162306 0.01377062 bromodomain and WD repeat domain
BRWD1 containing 1 2.160193 0.03029809
ADP-ribosylation factor GTPase activating
ARFGAP1 protein 1 2.158847 0.00933169
OSTC oligosaccharyltransferase complex subunit 2.158351 0.04226552 uveal autoantigen with coiled-coil domains
UACA and ankyrin repeats 2.154989 0.04375681
SEC24B SEC24 family, member B (S. cerevisiae) 2.151645 0.01992121
MYOIB myosin IB 2.15138 0.0258798
RBM28 RNA binding motif protein 28 2.14976 0.01120596 ubiquitin-conjugating enzyme E2E 1
UBE2E1 (UBC4/5 homolog, yeast) 2.148221 0.02655605
DUS4L dihydroundine synthase 4-like (S. cerevisiae) 2.144957 0.0021074 ubiquitin protein ligase E3 component n-
UBR3 recognin 3 (putative) 2.144184 0.04480702
Clorf95 chromosome 1 open reading frame 95 2.144175 0.02655454
NIF3 NGG1 interacting factor 3-like 1 (S.
NIF3L1 pombe) 2.141869 0.03166882
ZSWIM1 zinc finger, SWIM- type containing 1 2.139669 0.02872817
Proteasome (prosome, macropain) 26S
PSMD6 subunit, non-ATPase, 6 2.138274 0.03380946 prostate transmembrane protein, androgen
PMEPA1 induced 1 2.137851 0.04356498
UBXN4 UBX domain protein 4 2.134574 0.03656636
RNA (guanine-9-) methyltransferase domain
RG9MTD1 containing 1 2.132406 0.00135426
WDFY3 WD repeat and FYVE domain containing 3 2.132311 0.02184892 eukaryotic translation initiation factor 2-alpha
EIF2AK1 kinase 1 2.131712 0.04290871
PELO pelota homolog (Drosophila) 2.130176 0.03684364
UNC50 unc-50 homolog (C. elegans) 2.129257 0.03952495
RHBDD2 rhomboid domain containing 2 2.12889 0.0188589
Adaptor protein, phosphotyrosine interaction,
APPL1 PH domain and leucine zipper containing 1 2.127615 0.02011287
CSNK1G3 casein kinase 1, gamma 3 2.125913 0.04493096
ZNF514 zinc finger protein 514 2.123776 0.0050203 tyrosine 3-monooxygenase/tryptophan 5- monooxygenase activation protein, theta
YWHAQ polypeptide 2.122941 0.02980982
ESF1, nucleolar pre-rRNA processing
ESF1 protein, homolog (S. cerevisiae) 2.119551 0.0214415
ANXA5 annexin A5 2.1 17766 0.027320881/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Chan; value
AFTPH aftiphilin 2.117749 0.03049236
RFC1 replication factor C (activator 1) 1, 145kDa 2.116992 0.00583182
La ribonucleoprotein domain family, member
LARP1 1 2.1 16245 0.04277522 thioredoxin domain containing 12
TXNDC12 (endoplasmic reticulum) 2.113176 0.01256333 protein phosphatase 2, regulatory subunit B',
PPP2R5A alpha 2.11295 0.00397717 human immunodeficiency virus type I
HIVEP2 enhancer binding protein 2 2.112354 0.03843608
POGZ pogo transposable element with ZNF domain 2.111922 0.03641985
UBA6 ubiquitin-like modifier activating enzyme 6 2.111562 0.00068623
MCHR2 melanin-concentrating hormone receptor 2 2.111065 0.02992327 trimethylguanosine synthase homolog (S.
TGS1 cerevisiae) 2.1 10798 0.00993222 small nuclear ribonucleoprotein polypeptide
SNRPA A 2.110065 0.04567239
SLC44A4 solute carrier family 44, member 4 2.109894 0.00186453
ZNF354A zinc finger protein 354A 2.109637 0.03065182
KLHL12 kelch-like 12 (Drosophila) 2.109343 0.00422031
B3GALNT2 beta-1 ,3-N-acetylgalactosaminyltransferase 2 2.107978 0.02873171
KIAA0182 KIAA0182 2.105678 0.00027903 dual serine/threonine and tyrosine protein
DSTYK kinase 2.102727 0.02592546
FUS interacting protein (serine/arginine-rich)
FUSIP1 1 2.102131 0.02330608
FAM13B family with sequence similarity 13, member B 2.10149 0.01852387 deoxynucleotidyltransferase, terminal,
DNTTIP2 interacting protein 2 2.099591 0.00861354
TJP2 tight junction protein 2 (zona occludens 2) 2.09871 1 0.01329586
RAP1GDS1 RAP1, GTP-GDP dissociation stimulator 1 2.096922 0.01049954 transmembrane 9 superfamily protein member
TM9SF4 4 2.095538 0.01990121
ZNF642 zinc finger protein 642 2.094272 0.03423278
KDM3B lysine (K)-specific demethylase 3B 2.094253 0.01362526
TUBA4B tubulin, alpha 4b (pseudogene) 2.093234 0.04030352
CLCNKB chloride channel Kb 2.091022 0.00559579
SMAP1 small ArfGAP 1 2.089852 0.00484321 discoidin, CUB and LCCL domain containing
DCBLD2 2 2.089302 0.04770933
FBXOl l F-box protein 11 2.088507 0.0217985
RBM15 RNA binding motif protein 15 2.087109 0.02343943
FN1 fibronectin 1 2.086645 0.02269285 regulation of nuclear pre-mRNA domain
RPRD2 containing 2 2.084123 0.04290636
OSBPL7 oxysterol binding protein-like 7 2.083875 0.04973404
PDS5, regulator of cohesion maintenance,
PDS5A homolog A (S. cerevisiae) 2.082805 8.27E-05
RPL19 ribosomal protein LI 9 2.082173 0.00150615
E2F3 E2F transcription factor 3 2.079912 0.02457361
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value leukocyte immunoglobulin-like receptor,
LILRA6 subfamily A (with TM domain), member 6 2.078825 0.02342479
I TS3 integrator complex subunit 3 2.076955 0.03874923
YIPF5 Yipl domain family, member 5 2.076073 0.03670269
HIST1H2BK histone cluster 1 , H2bk 2.075114 0.0466658 eukaryotic translation elongation factor 1 beta
EEF1B2 2 2.074873 0.00215122
ZNF800 zinc finger protein 800 2.074305 0.00349819
ZMYM2 zinc finger, MYM-type 2 2.074188 0.03424201
C10orfH8 chromosome 10 open reading frame 118 2.073993 0.04425112 family with sequence similarity 105, member
FAM105B B 2.072397 0.02274536
KDM3A lysine (K)-specific demethylase 3 A 2.071821 0.01219305 proteoglycan 2, bone marrow (natural killer
cell activator, eosinophil granule major basic
PRG2 protein) 2.071409 0.00277223
DCDC2 doublecortin domain containing 2 2.070271 0.02643862
TET2 tet oncogene family member 2 2.068443 0.02470754 mitogen-activated protein kinase kinase
MAP4 4 kinase kinase 4 2.068156 0.00788839
TFB2M transcription factor B2, mitochondrial 2.068018 0.03582113 protein phosphatase 1 , regulatory (inhibitor)
PPP1R15B subunit 15B 2.067971 0.00766167
MESDC1 mesoderm development candidate 1 2.066987 0.01694928
GJA9 gap junction protein, alpha 9, 59kDa 2.065205 0.01443866
HTATSF1 HIV- 1 Tat specific factor 1 2.065056 0.04590911 family with sequence similarity 91, member
FAM91A1 Al 2.064779 0.04939123
TAGAP T-cell activation GTPase activating protein 2.064374 0.04064409
GPATCH1 G patch domain containing 1 2.064054 0.00269694
LRRC40 leucine rich repeat containing 40 2.063667 0.0216401
TTC1 tetratricopeptide repeat domain 1 2.063528 0.04752468 transient receptor potential cation channel,
TRPM7 subfamily M, member 7 2.062142 0.04289137
KLK12 kallikrein-related peptidase 12 2.061609 0.04666684
SEC 13 SEC 13 homolog (S. cerevisiae) 2.059411 0.00145595 origin recognition complex, subunit 2-like
ORC2L (yeast) 2.058017 0.0413684
NAV2 neuron navigator 2 2.05691 0.03319842
C4orf7 chromosome 4 open reading frame 7 2.055779 0.04168687
ARP3 actin-related protein 3 homolog B
ACTR3B (yeast) 2.053373 0.03786555
BAIAP2 B All -associated protein 2 2.053273 0.04228088
IDH1 isocitrate dehydrogenase 1 (NADP+), soluble 2.052557 0.02683413 ubiquitin-conjugating enzyme E2E 2
UBE2E2 (UBC4/5 homolog, yeast) 2.050191 0.00816482
EIF4E eukaryotic translation initiation factor 4E 2.049544 0.0267098 dolichyl-diphosphooligosaccharide-protein
DDOST glycosyltransferase 2.049205 0.03395848
BAX BCL2-associated X protein 2.048317 0.039567
IB 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value intraflagellar transport 140 homolog
IFT140 (Chlamydomonas) 2.04779 0.03465379
ZNF440 zinc finger protein 440 2.045831 0.01031447
TMEM39B transmembrane protein 39B 2.045654 0.00057521
HEATR1 HEAT repeat containing 1 2.045248 0.04601141
M-phase phosphoprotein 10 (U3 small
MPHOSPH10 nucleolar ribonucleoprotein) 2.045137 0.0353561
NGLY1 N-glycanase 1 2.04495 0.02465891
TPK1 thiamin pyrophosphokinase 1 2.044392 0.01332447
NUMBL numb homolog (Drosophila)-like 2.044282 0.02042735
TNF receptor-associated factor 3 interacting
TRAF3IP1 protein 1 2.041668 0.01902153 Y07B myosin VIIB 2.040729 0.03517199
ZNF280D zinc finger protein 280D 2.040638 0.01287239
GON4L gon-4-like (C. elegans) 2.039724 0.00904551
CARD6 caspase recruitment domain family, member 6 2.039599 0.03505956
PMPCB peptidase (mitochondrial processing) beta 2.037316 0.0072201
RAI14 retinoic acid induced 14 2.037265 0.01396032
MRPS2 Mitochondrial ribosomal protein S2 2.036969 0.01324621
PTGES prostaglandin E synthase 2.036575 0.03336
AHI1 Abelson helper integration site 1 2.035579 0.04434107
KPNA4 karyopherin alpha 4 (importin alpha 3) 2.033804 0.0449059
6-phosphofructo-2-kinase/fructose-2,6-
PFKFB2 biphosphatase 2 2.033696 0.01710018
MRPL9 mitochondrial ribosomal protein L9 2.03358 0.0281763
CD99 CD99 molecule 2.032985 0.02604604
SV2A synaptic vesicle glycoprotein 2A 2.032477 0.00939645
TNPOl transportin 1 2.032411 0.03457859
CLCN3 chloride channel 3 2.032305 0.03797608
SLC25A36 solute carrier family 25, member 36 2.031 104 0.01642812
FBXO30 F-box protein 30 2.030227 0.03710819
VARS valyl- RNA synthetase 2.029225 0.01223473 epidermal growth factor receptor pathway
EPS 8 substrate 8 2.029185 0.01334663 succinate-CoA ligase, ADP-forming, beta
SUCLA2 subunit 2.028111 0.02841861
LOC440258 similar to p40 2.027771 0.02833365
MOCO sulphurase C-terminal domain
MOSC2 containing 2 2.027181 0.00651 172
PPP4R2 Protein phosphatase 4, regulatory subunit 2 2.027077 0.02103272
CCNH cyclin H 2.023407 0.01901314
LARS Leucyl-tRNA synthetase 2.023019 0.04063478
ZNF680 zinc finger protein 680 2.020695 0.04882328
CCNT2 cyclin T2 2.020354 0.02162493
FBXL5 F-box and leucine-rich repeat protein 5 2.020009 0.02326966 family with sequence similarity 175, member
FAM175A A 2.019364 0.02563397
ANKRD28 ankyrin repeat domain 28 2.018849 0.01234883
Amyotrophic lateral sclerosis 2 (juvenile)
ALS2CR12 chromosome region, candidate 12 2.018779 0.0246608
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells Gene Symbol Gene Description Fold Ttest P
Change value
MAGEA10 melanoma antigen family A, 10 2.017044 0.00170272 CXorf48 chromosome X open reading frame 48 2.015612 0.00266866 mitochondrial translational release factor 1-
MTRF1L like 2.015598 0.02725181
C18orfl0 chromosome 18 open reading frame 10 2.015562 0.03614906
ZIC4 Zic family member 4 2.014997 0.01917248
KLHL8 kelch-like 8 (Drosophila) 2.014654 0.01102863
MAP4 microtubule-associated protein 4 2.014438 0.02834198
C2orf34 chromosome 2 open reading frame 34 2.013589 0.01841428
ACTR2 ARP2 actin-related protein 2 homolog (yeast) 2.013524 0.01953361
TINP1 TGF beta-inducible nuclear protein 1 2.012733 0.01185654
RRM2 ribonucleotide reductase M2 2.012222 0.02429985
ZNF808 zinc finger protein 808 2.011438 0.01431641 eukaryotic translation initiation factor 4E
EIF4E3 family member 3 2.01088 0.00176835 solute carrier family 24
(sodium/potassium/ calcium exchanger),
SLC24A2 member 2 2.010115 0.00773363 solute carrier family 30 (zinc transporter),
SLC30A9 member 9 2.009116 0.04176149
TCF15 transcription factor 15 (basic helix-loop-helix) 2.008698 0.01765963
NBEAL1 neurobeachin-like 1 2.007726 0.0082173
DECR1 2,4-dienoyl Co A reductase 1, mitochondrial 2.006511 0.02598747
YIPF7 Yipl domain family, member 7 2.005932 0.03323522 guanine nucleotide binding protein-like 3
GNL3 (nucleolar) 2.005014 0.01735622
OMA1 homolog, zinc metallopeptidase (S.
OMA1 cerevisiae) 2.004871 0.02245231
PPHLN1 periphilin 1 2.004551 0.0049265
CLK1 CDC-like kinase 1 2.004524 0.04900386 capping protein (actin filament) muscle Z-
CAPZA1 line, alpha 1 2.003944 0.00987919
CANX calnexin 2.003539 0.03158557
SPTBN1 spectrin, beta, non-erythrocytic 1 2.003526 0.01072906
RIP 2 receptor-interacting serine-threonine kinase 2 2.003357 0.03042595
DIAPH1 diaphanous homolog 1 (Drosophila) 2.00281 0.01282001
ENSA endosulfme alpha 1.99941 1 0.03603591 regulatory factor X, 4 (influences HLA class
RFX4 II expression) 1.997391 0.03304527 MAPK9 mitogen-activated protein kinase 9 1.995129 0.01967538
Ras association (RalGDS/AF-6) domain
RASSF2 family member 2 1.993259 0.03641806
MFN2 mitofusin 2 1.992952 0.03221295
RCOR3 REST corepressor 3 1.992215 0.02218741 acidic (leucine-rich) nuclear phosphoprotein
ANP32C 32 family, member C 1.992162 0.00301849
GBA2 glucosidase, beta (bile acid) 2 1.991158 0.02064247
HOXA1 homeobox Al 1.989685 0.00084825 poly(A) binding protein, cytoplasmic 4
PABPC4 (inducible form) 1.988884 0.04115414
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Up regulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
PALB2 partner and localizer of BRCA2 1.988632 8.7529E-05
ADAM metallopeptidase with
ADAMTS19 thrombospondin type 1 motif, 19 1.987229 0.04221038 FH fumarate hydratase 1.987209 0.01470817
PAX interacting (with transcription-activation
PAXIP1 domain) protein 1 1.987167 0.00945075 C4orf30 Chromosome 4 open reading frame 30 1.986477 0.03376819 MAP IB microtubule-associated protein IB 1.986421 0.04501 189 CYTL1 cytokine-like 1 1.986119 0.02339349 family with sequence similarity 36, member
FAM36A A 1.984139 0.01021283 EOMES eomesodermin homolog (Xenopus laevis) 1.983701 0.03056956
Asparagine-linked glycosylation 13 homolog
ALG13 (S. cerevisiae) 1.983324 0.01607156 SCYL2 SCYl -like 2 (S. cerevisiae) 1.982964 0.02371303 TGFB2 transforming growth factor, beta 2 1.98254 0.00552652 PTPRF protein tyrosine phosphatase, receptor type, F 1.98214 0.01266958 sine oculis binding protein homolog
SOBP (Drosophila) 1.981332 0.0455914
NRBP1 nuclear receptor binding protein 1 1.980841 0.02904591
VEGFC vascular endothelial growth factor C 1.980744 0.03038233
SLBP stem-loop binding protein 1.980568 0.02420595
ZNF703 zinc finger protein 703 1.980407 0.03514242
MAEL maelstrom homolog (Drosophila) 1.979551 0.01975137 zinc finger (CCCH type), RNA-binding motif
ZRSR2 and serine/arginine rich 2 1.979446 0.01662268 STAG3L1 stromal antigen 3 -like 1 1.978732 0.03091 125 bromodomain adjacent to zinc finger domain,
BAZ1A 1A 1.978716 0.04410899
JAZF1 JAZF zinc finger 1 1.9781 19 0.01784466
ITGB1BP1 integrin beta 1 binding protein 1 1.976987 0.01098471 cold shock domain containing El , RNA-
CSDE1 binding 1.976748 0.00578696 ZNF146 zinc finger protein 146 1.976382 0.0063506 required for meiotic nuclear division 1
PvMNDl homolog (S. cerevisiae) 1.976076 0.01276677 Cl lorf24 chromosome 11 open reading frame 24 1.976002 0.03708733 interleukin 6 signal transducer (gpl30,
IL6ST oncostatin M receptor) 1.974678 0.03531945
HMGB2 high-mobility group box 2 1.972844 0.03882638
WNK1 WNK lysine deficient protein kinase 1 1.972532 0.03135278
SYNE1 spectrin repeat containing, nuclear envelope 1 1.972468 0.02203298
ENOX2 ecto-NOX disulfide-thiol exchanger 2 1.972447 0.00185752
TRIO triple functional domain (PTPRF interacting) 1.971861 0.04525982
SNX25 sorting nexin 25 1.97084 0.02835255
PDCD6IP programmed cell death 6 interacting protein 1.970203 0.00643999 polycystic kidney and hepatic disease 1
P HD1 (autosomal recessive) 1.96957 0.04031886 RPAP2 RNA polymerase II associated protein 2 1.968633 0.04430806 FOXP4 forkhead box P4 1.96737 0.02497707
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
CCDC106 coiled-coil domain containing 106 0.03760185 KIAA1244 KIAA1244 0.02415564 heterogeneous nuclear ribonucleoprotein L-
HNRPLL like 0.02133848 SMN1 survival of motor neuron 1 , telomeric 0.01301356 solute carrier family 22 (organic
SLC22A5 cation/carnitine transporter), member 5 1.964157 0.01562213
NADH dehydrogenase (ubiquinone) 1 alpha
NDUFA5 subcomplex, 5, 13kDa 0.0163378
ZFYVE16 zinc finger, FYVE domain containing 16 0.02898199
SCAMPI secretory carrier membrane protein 1 0.01389306
LSM3 homolog, U6 small nuclear RNA
LSM3 associated (S. cerevisiae) 0.040095
ZNF383 zinc finger protein 383 0.02949167
HDAC1 histone deacetylase 1 0.03332611 synaptotagmin binding, cytoplasmic RNA
SYNCRIP interacting protein 0.0125552
GLCCI1 glucocorticoid induced transcript 1 0.02892498
NARG1L NMD A receptor regulated 1-like 0.03712153
ACAT2 acetyl-CoA acetyltransferase 2 0.02631314
HEXB hexosaminidase B (beta polypeptide) 0.02870889
ZMAT3 zinc finger, matrin type 3 0.02830097
SRPKl SFRS protein kinase 1 0.040619 myeloid/lymphoid or mixed-lineage leukemia
(trithorax homolog, Drosophila); translocated
MLLT4 to, 4 0.02928524 EPS8L1 EPS8-like 1 0.02393049 phosphatidylinositol-4-phosphate 5-kinase,
PIP5K1A type I, alpha 0.02814202
RNF2 ring finger protein 2 0.00229371
MYT1L Myelin transcription factor 1-like 0.0270455
HSD17B13 N/A 0.0107758
FOXN2 forkhead box N2 0.00671655
ARL13B ADP-ribosylation factor-like 13B 0.02765269
OTOA otoancorin 0.03858649
DOCK 10 dedicator of cytokinesis 10 0.04532886 transmembrane anterior posterior
TAPT1 transformation 1 0.03685464
HERC2 hect domain and RLD 2 0.01772168
ZNF585A zinc finger protein 585A 0.01764023 ras-related C3 botulinum toxin substrate 3
RAC3 (rho family, small GTP binding protein Rac3) 0.01804715
PEX1 peroxisomal biogenesis factor 1 0.04410996
UBP1 upstream binding protein 1 (LBP-la) 0.02987965
CRTAP cartilage associated protein 0.02923402
SNX5 sorting nexin 5 0.00305077 ashl (absent, small, or homeotic)-like
ASH1L (Drosophila) 0.00682926 low density lipoprotein receptor-related
LRP10 protein 10 0.03200017 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value family with sequence similarity 168, member
FAM168B B 1.94061 0.01272885
CHN1 chimerin (chimaerin) 1 1.940576 0.04939486
Clorfl07 chromosome 1 open reading frame 107 1.940243 0.00831193
STMN3 stathmin-like 3 1.940169 0.00605162
GDI2 GDP dissociation inhibitor 2 1.939501 0.0168794
NCOR2 nuclear receptor co-repressor 2 1.938642 0.01865703 solute carrier family 13 (sodium/sulfate
SLC13A1 symporters), member 1 1.938483 0.03936365
SPATA5 Spermatogenesis associated 5 1.938449 0.01321604
APEX nuclease (multifunctional DNA repair
APEX1 enzyme) 1 1.937633 0.01208949
GSG1 germ cell associated 1 1.937607 0.00648467
CDK8 cyclin-dependent kinase 8 1.937355 0.03136558
ATP-binding cassette, sub-family E (OABP),
ABCE1 member 1 1.937131 0.02691982
NCBP2 nuclear cap binding protein subunit 2, 20kDa 1.937007 0.02064931
KIF14 kinesin family member 14 1.936247 0.0032016
EIF2C3 eukaryotic translation initiation factor 2C, 3 1.935179 0.01426257
METTL8 methyltransferase like 8 1.935148 0.02112268
GOLGA6 Golgi autoantigen, golgin subfamily a, 6 1.933403 0.04515888
ARHGAP10 Rho GTPase activating protein 10 1.93239 0.04924193
FANCL Fanconi anemia, complementation group L 1.931456 0.02324647
SH3 domain containing, Ysc84-like 1 (S.
SH3YL1 cerevisiae) 1.930488 0.00369118
CCND1 Cyclin Dl 1.930024 0.02353764
TMEM43 transmembrane protein 43 1.9291 1 0.03823184
ST 4 serine/threonine kinase 4 1.928017 0.04964894
BCAP29 B-cell receptor-associated protein 29 1.927448 0.02335138 protein phosphatase 3, regulatory subunit B,
PPP3R1 alpha 1.927241 0.00379102
ClOorfSl chromosome 10 open reading frame 81 1.926848 0.02650434
GUF1 GUF1 GTPase homolog (S. cerevisiae) 1.925977 0.00983607
FAM71B family with sequence similarity 71, member B 1.925723 0.03504079
FKSG2 apoptosis inhibitor pseudogene 1.925185 0.02233347
KIAA1715 KIAA1715 1.924517 0.00309567
HDLBP high density lipoprotein binding protein 1.923995 0.0317557
MARS2 methionyl-tRNA synthetase 2, mitochondrial 1.922729 0.0316077
CARKD carbohydrate kinase domain containing 1.922615 0.02370834
RIF1 RAP1 interacting factor homolog (yeast) 1.921728 0.00139196
ITSN1 intersectin 1 (SH3 domain protein) 1.920858 0.04228789
BLZF1 basic leucine zipper nuclear factor 1 1.920386 0.01207716
AKAP13 A kinase (PRKA) anchor protein 13 1.919293 0.0199231
MRPL30 Mitochondrial ribosomal protein L30 1.918716 0.03846072
PFKP phosphofructokinase, platelet 1.915717 0.03636159
TRIM46 tripartite motif-containing 46 1.915667 0.04531322
DLX6 Distal-less homeobox 6 1.915346 0.0157222
Clorf2 Chromosome 1 open reading frame 2 1.913413 0.03292338
CCDC14 coiled-coil domain containing 14 1.912883 0.03675871
C6orfl30 chromosome 6 open reading frame 130 1.912328 0.03702703 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
TRIM7 tripartite motif-containing 7 1.911771 0.04613831
Ctr9, Pafl/RNA polymerase II complex
CTR9 component, homolog (S. cerevisiae) 1.91141 1 0.00146435 mesoderm induction early response 1 , family
MIER3 member 3 1.911318 0.03539947
CDCA7 cell division cycle associated 7 1.909849 0.02148121 general transcription factor IIIC, polypeptide
GTF3C3 3, 102kDa 1.909257 0.02969776
SH3 domain binding glutamic acid-rich
SH3BGRL2 protein like 2 1.908088 0.04631696
MARK3 MAP/microtubule affinity-regulating kinase 3 1.907991 0.02768508 retinal pigment epithelium-specific protein
RPE65 65kDa 1.907053 0.03622687
TCDD-inducible poly(ADP-ribose)
TIPARP polymerase 1.905094 0.00574133
ZFC3H1 zinc finger, C3 HI -type containing 1.900462 0.02823067
EPB41L2 erythrocyte membrane protein band 4.1 -like 2 1.900297 0.01730491
OAZ1 ornithine decarboxylase antizyme 1 1.900225 0.02095961
C6orf72 chromosome 6 open reading frame 72 1.897897 0.02078785 coatomer protein complex, subunit beta 2
COPB2 (beta prime) 1.897638 0.00131933
NUB1 negative regulator of ubiquitin-like proteins 1 1.897502 0.02103466 fatty acid desaturase domain family, member
FADS 6 6 1.894571 0.03555164
RINT1 RAD50 interactor 1 1.893722 0.04722573
MGC72080 MGC72080 pseudogene 1.892463 0.03778642 signal transducer and activator of
STAT6 transcription 6, interleukin-4 induced 1.892197 0.02746931 solute carrier family 30 (zinc transporter),
SLC30A6 member 6 1.891436 0.04633887
UBA5 ubiquitin-like modifier activating enzyme 5 1.891374 0.00330857
ATPase, Na+/K+ transporting, beta 3
ATP1B3 polypeptide 1.889678 0.03406585
SCFD2 seel family domain containing 2 1.888964 0.04069324
STX7 syntaxin 7 1.888885 0.02528416
NCOA7 nuclear receptor coactivator 7 1.888606 0.03681894
ATP-binding cassette, sub-family B
ABCB10 (MDR/TAP), member 10 1.888537 0.03715891
NBR1 neighbor of BRCAl gene 1 1.888532 0.01926365
C16orf89 chromosome 16 open reading frame 89 1.887752 0.03611261
COPA coatomer protein complex, subunit alpha 1.887729 0.00523307
C5orf30 chromosome 5 open reading frame 30 1.887009 0.04109688
BRD2 bromodomain containing 2 1.886865 0.02782694
CSF1R colony stimulating factor 1 receptor 1.886363 0.02272235
VPS13B vacuolar protein sorting 13 homolog B (yeast) 1.883804 0.02306275
EVI5 ecotropic viral integration site 5 1.883555 0.02040397
SLC35A4 solute carrier family 35, member A4 1.882568 0.0078888
PUM1 pumilio homolog 1 (Drosophila) 1.882087 0.0152859
CCDC50 coiled-coil domain containing 50 1.88064 0.01476253
CNOT4 CCR4-NOT transcription complex, subunit 4 1.880325 0.03303252
)B 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells Gene Symbol Gene Description Fold Ttest P
Change value
DEAH (Asp-Glu-Ala-His) box polypeptide
DHX16 16 1.878271 0.03067186 proteasome (prosome, macropain) subunit,
PSMB1 beta type, 1 1.877973 0.0332617
R ASEH1 ribonuclease HI 1.877097 0.04098147
SCAPER S-phase cyclin A-associated protein in the ER 1.877076 0.03100614
CD47 CD47 molecule 1.87569 0.01888597 small nucleolar RNA host gene 3 (non-protein
SNHG3 coding) 1.874207 0.03386067 cytochrome c oxidase subunit Vila
COX7A2L polypeptide 2 like 1.873646 0.01067705
OCLM oculomedin 1.87256 0.01814809
TAPBP TAP binding protein (tapasin) 1.872215 0.00473798
DnaJ (Hsp40) homolog, subfamily A,
DNAJA2 member 2 1.871391 0.04124373 integrin, alpha 3 (antigen CD49C, alpha 3
ITGA3 subunit of VLA-3 receptor) 1.870354 0.01607103
ZFP62 Zinc finger protein 62 homolog (mouse) 1.870152 0.0367302 centrosome and spindle pole associated
CSPP1 protein 1 1.870004 0.01855885
ATP synthase, H+ transporting, mitochondrial
ATP5I F0 complex, subunit E 1.869679 0.04573862
RUFY3 RUN and FYVE domain containing 3 1.86885 0.02251787
CAPN2 calpain 2, (m/II) large subunit 1.868506 0.02067163
MAL2 mal, T-cell differentiation protein 2 1.868321 0.03505472
NCK1 NCK adaptor protein 1 1.868271 0.04033407
FBXL6 F-box and leucine-rich repeat protein 6 1.86584 0.00455271
NBPF3 neuroblastoma breakpoint family, member 3 1.865622 0.01157426
YY1 YY1 transcription factor 1.865234 0.03212851 glutamine~fructose-6-phosphate transaminase
GFPT1 1 1.865212 0.0396156 telomeric repeat binding factor (NIMA-
TERF1 interacting) 1 1.863569 0.01246509
RYR2 ryanodine receptor 2 (cardiac) 1.862881 0.00676912
SERTAD2 SERTA domain containing 2 1.862785 0.04590001
DNA fragmentation factor, 45kDa, alpha
DFFA polypeptide 1.862478 0.00013042
CS D1 CUB and Sushi multiple domains 1 1.862332 0.04201276 vacuolar protein sorting 54 homolog (S.
VPS54 cerevisiae) 1.861531 0.02581 185
BHLHE40 basic helix-loop-helix family, member e40 1.861054 0.03922092
TXLNA taxilin alpha 1.860106 0.01027444 transcription termination factor, RNA
TTF2 polymerase II 1.860101 0.01263657
ZNF675 zinc finger protein 675 1.859548 0.02027401
TPD52L1 tumor protein D52-like 1 1.85881 0.02469977
WDR1 WD repeat domain 1 1.858527 0.02723528
ADAM 17 ADAM metallopeptidase domain 17 1.85588 0.03368281
ZMYM1 zinc finger, MYM-type 1 1.855192 0.02837831
SRP14 signal recognition particle 14kDa 1.854744 0.04366461
DB1/ 69 37516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
(homologous Alu RNA binding protein)
Cell division cycle 2-like 5 (cholinesterase-
CDC2L5 related cell division controller) 1.851878 0.03689202
TCTEX1D2 Tcte l domain containing 2 1.851061 0.02861069 mitogen-activated protein kinase associated
MAPKAP1 protein 1 1.850653 0.00888942
CAP-GLY domain containing linker protein
CLIP4 family, member 4 1.850067 0.02074231
GNPDA1 glucosamine-6-phosphate deaminase 1 1.850039 0.01637317
TUBA1C tubulin, alpha 1 c 1.849291 0.00660798
ITIH5 inter-alpha (globulin) inhibitor H5 1.848427 0.03200304
GPX6 Glutathione peroxidase 6 (olfactory) 1.847981 0.00687069
OSBPL8 oxysterol binding protein-like 8 1.847204 0.02216573
USP37 ubiquitin specific peptidase 37 1.846954 0.01682321
RP5-
1000E10.4 N/A 1.846929 0.04792123
CUL9 cullin 9 1.846152 0.00918915
ZKSCAN1 zinc finger with KRAB and SCAN domains 1 1.846012 0.04781497
AGK acylglycerol kinase 1.845718 0.03987334
C5orf41 chromosome 5 open reading frame 41 1.844324 0.02521398
RPS8 ribosomal protein S8 1.843008 0.01108712
DZIP1 DAZ interacting protein 1 1.842491 0.02740508
IRX6 iroquois homeobox 6 1.841361 0.01970989
SFRS4 splicing factor, arginine/serine-rich 4 1.84064 0.04202668 mitogen-activated protein kinase kinase
MAP3K2 kinase 2 1.840608 0.02704039 sulfotransferase family, cytosolic, 2B,
SULT2B1 member 1 1.840301 0.00982224
ANKRD13B ankyrin repeat domain 13B 1.839917 0.00584462
10-Sep N/A 1.839698 0.03271688
HSPC159 galectin-related protein 1.838673 0.04609221
Transcriptional adaptor 1 (HFI1 homolog,
TADA1L yeast)-like 1.837958 0.04364506
CEP97 centrosomal protein 97kDa 1.836937 0.03083775
SRFBP1 serum response factor binding protein 1 1.836767 0.02852658 protein-kinase, interferon-inducible double
stranded RNA dependent inhibitor, repressor
PRKRIR of (P58 repressor) 1.836748 0.03060855 proteasome (prosome, macropain) 26S
PSMC1 subunit, ATPase, 1 1.83611 0.03905445
COL1A1 collagen, type I, alpha 1 1.835332 0.01491401
POLM polymerase (DNA directed), mu 1.834316 0.00459207
JAG1 Jagged 1 (Alagille syndrome) 1.834226 0.04605491
FHOD1 formin homology 2 domain containing 1 1.834128 0.03048125 family with sequence similarity 179, member
FAM179B B 1.834068 0.01655335
GYG1 glycogenin 1 1.833606 0.0066626
MANEA mannosidase, endo-alpha 1.833248 0.00915157 transcription factor 3 (E2A immunoglobulin
TCF3 enhancer binding factors E12/E47) 1.832816 0.02904369
)B1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
CRLF3 cytokine receptor-like factor 3 1.832458 0.00595834
LASP1 LIM and SH3 protein 1 1.83209 0.01310591
ATG5 autophagy related 5 homolog (S.
ATG5 cerevisiae) 1.832006 0.02084733
CEP70 centrosomal protein 70kDa 1.829564 0.02190007
CAST calpastatin 1.82713 0.036828
BBX bobby sox homolog (Drosophila) 1.826748 0.04610618
IP09 importin 9 1.82644 0.00165259
TXNDC15 thioredoxin domain containing 15 1.825123 0.04375771 intraflagellar transport 122 homolog
IFT122 (Chlamydomonas) 1.825087 0.00170948
YAP1 Yes-associated protein 1 1.824953 0.04116296
MYLK myosin light chain kinase 1.82455 0.00267066 solute carrier family 17 (anion/sugar
SLC17A5 transporter), member 5 1.823754 0.01905067 synovial sarcoma, X breakpoint 2 interacting
SSX2IP protein 1.823722 0.03458225
MRPL10 Mitochondrial ribosomal protein L10 1.823153 0.03948173
TUB tubby homolog (mouse) 1.821968 0.02603894
HIPK2 Homeodomain interacting protein kinase 2 1.821826 0.04983625
RCVR recoverin 1.820797 0.02437665
KIF3A kinesin family member 3 A 1.818053 0.01799915 erythrocyte membrane protein band 4.1
EPB41 (elliptocytosis 1, RH-linked) 1.817829 0.022056
TIA1 cytotoxic granule-associated R A
TIA1 binding protein 1.817796 0.02926846
CDC23 Cell division cycle 23 homolog (S. cerevisiae) 1.817618 0.03921417
SAT1 spermidine/spermine Nl-acetyltransferase 1 1.817253 0.01695831 microtubule associated monoxygenase,
MICAL2 calponin and LIM domain containing 2 1.817247 0.0077313
C4or£21 chromosome 4 open reading frame 21 1.816677 0.04909137 purinergic receptor P2X, ligand-gated ion
P2RX1 channel, 1 1.816601 0.00616274
C5orf43 chromosome 5 open reading frame 43 1.81604 0.01543196 proteasome (prosome, macropain) subunit,
PSMA7 alpha type, 7 1.814899 0.0228106
C17orf5 chromosome 17 open reading frame 57 1.814854 0.03520185
NADH dehydrogenase (ubiquinone) 1,
NDUFC1 subcomplex unknown, 1, 6kDa 1.814744 0.00472754 serine/threonine kinase 25 (STE20 homolog,
STK25 yeast) 1.813528 0.02207752
Rho guanine nucleotide exchange factor
ARHGEF11 (GEF) 11 1.812046 0.03352064
PK 2 protein kinase N2 1.81078 0.03572897 polymerase (RNA) II (DNA directed)
POLR2J4 polypeptide J4, pseudogene 1.810565 0.03929667 blocked early in transport 1 homolog (S.
BET1 cerevisiae) 1.810406 0.04306222
RIOK3 RIO kinase 3 (yeast) 1.810224 0.04030526
ATP5B ATP synthase, H+ transporting, mitochondrial 1.809531 0.04418697
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Chan value
Fl complex, beta polypeptide
ARCN1 archain 1 1.808802 0.02287658 RPL23AP7 ribosomal protein L23a pseudogene 7 1.808578 0.01058161
Rho guanine nucleotide exchange factor
ARHGEF10 (GEF) 10 1.807515 0.02547119 STXBP6 syntaxin binding protein 6 (amisyn) 1.807136 0.04173158 protein tyrosine phosphatase, non-receptor
PTPN9 type 9 1.806452 0.03400917 C6orfl50 chromosome 6 open reading frame 150 1.805382 0.00837178 excision repair cross-complementing rodent
repair deficiency, complementation group 3
(xeroderma pigmentosum group B
ERCC3 complementing) 1.80534 0.03842784 Clorf9 Chromosome 1 open reading frame 9 1.804845 0.0210386 asp (abnormal spindle) homolog,
ASPM microcephaly associated (Drosophila) 1.803894 0.04304251 EDAR ectodysplasin A receptor 1.802901 0.0484354 HECA headcase homolog (Drosophila) 1.80288 0.02267831 roundabout, axon guidance receptor, homolog
ROBOl I (Drosophila) 1.802834 0.03733771
KIAA0907 KIAA0907 1.802135 0.01635821
CADM1 cell adhesion molecule 1 1.801595 0.01731324
EIF2C1 eukaryotic translation initiation factor 2C, 1 1.801198 0.02584671
ATXN1 ataxin 1 1.800174 0.04856069
BMX BMX non-receptor tyrosine kinase 1.799917 0.0132007
THUMPD3 THUMP domain containing 3 1.798321 0.02891873 TNNI3K TN I3 interacting kinase 1.796699 0.00422282
DnaJ (Hsp40) homolog, subfamily C, member
DNAJC7 7 1.79528 0.04547126 solute carrier family 1 (glutamate/neutral
SLC1A4 amino acid transporter), member 4 1.794159 0.0013034 PREPL prolyl endopeptidase-like 1.793794 0.02865172 protein O-linked mannose betal,2-N-
POMGNT1 acetylglucosaminyltransferase 1.793763 0.00419277 BBS7 Bardet-Biedl syndrome 7 1.793614 0.0295155 calcium/calmodulin-dependent protein kinase
CAMK2A II alpha 1.79334 0.01140048
DnaJ (Hsp40) homolog, subfamily C, member
DNAJC11 11 1.792024 0.01033343 solute carrier organic anion transporter
SLC03A1 family, member 3A1 1.789337 0.02548138
HNRNPAO heterogeneous nuclear ribonucleoprotein AO 1.789162 0.0369539
NRCAM neuronal cell adhesion molecule 1.788258 0.02131313 family with sequence similarity 128, member
FAM128A A 1.787413 0.00608961 STAG3L4 stromal antigen 3 -like 4 1.787315 0.04479751 succinate-CoA ligase, GDP-forming, beta
SUCLG2 subunit 1.786827 0.00924396
UBXN7 UBX domain protein 7 1.786441 0.0022891
RABGAP1L RAB GTPase activating protein 1 -like 1.785973 0.01839424
DBl/ 09437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
LMNB1 lamin Bl 1.785446 0.02155216
FIG4 homolog, SAC1 lipid phosphatase
FIG4 domain containing (S. cerevisiae) 1.784998 0.01721844 LASS2 LAG1 homolog, ceramide synthase 2 1.783932 0.01893847 programmed cell death 4 (neoplastic
PDCD4 transformation inhibitor) 1.78353 0.02762895
SAP30 Sin3A-associated protein, 30kDa 1.783367 0.04714102
ZBTB10 zinc finger and BTB domain containing 10 1.783247 0.01564548
CCDC76 coiled-coil domain containing 76 1.78322 0.01357722
NOS2 nitric oxide synthase 2, inducible 1.783161 0.01310977
FBXW7 F-box and WD repeat domain containing 7 1.782983 0.0196405
T IM52 tripartite motif-containing 52 1.782673 0.0424533
SUZ12 suppressor of zeste 12 homolog (Drosophila) 1.781738 0.0427054
SH3GLB2 SH3 -domain GRB2-like endophilin B2 1.77951 0.02756375
SCAND3 SCAN domain containing 3 1.779181 0.04344292
MCM3AP antisense RNA (non-protein
MCM3APAS coding) 1.777941 0.02758222
WTAP Wilms tumor 1 associated protein 1.777876 0.00868387
ZNF354C zinc finger protein 354C 1.777855 0.0062276
CASP8AP2 caspase 8 associated protein 2 1.77773 0.00912374
CRHR2 corticotropin releasing hormone receptor 2 1.776097 0.00279438
TTRAP TRAF and TNF receptor associated protein 1.775492 0.04327018
AFF3 AF4/FMR2 family, member 3 1.774709 0.04961151 acidic (leucine-rich) nuclear phosphoprotein
ANP32A 32 family, member A 1.773795 0.00540646
AKAP8 A kinase (PRKA) anchor protein 8 1.773053 0.00229454
PBRM1 polybromo 1 1.771167 0.03425846
PM20D1 peptidase M20 domain containing 1 1.770845 0.02670605
IFIH1 interferon induced with helicase C domain 1 1.770252 0.04974546
ICA1 islet cell autoantigen 1, 69kDa 1.770105 0.03019432
AGBL5 ATP/GTP binding protein-like 5 1.770017 0.04332805
NAV3 neuron navigator 3 1.770005 0.04660366
LYG2 lysozyme G-like 2 1.769802 0.01444479
DDR1 discoidin domain receptor tyrosine kinase 1 1.769628 0.02493444
Z F213 zinc finger protein 213 1.76888 0.02160061
ArfGAP with GTPase domain, ankyrin repeat
AGAP2 and PH domain 2 1.768822 0.03622317 GOLPH3 golgi phosphoprotein 3 (coat-protein) 1.768741 0.03226337 down-regulator of transcription 1 , TBP-
DR1 binding (negative cofactor 2) 1.767005 0.02631065 TNXB tenascin XB 1.766861 0.02330234
TAF8 RNA polymerase II, TATA box
binding protein (TBP)-associated factor,
TAF8 43kDa 1.766752 0.04249763
WDR26 WD repeat domain 26 1.766404 0.04389929
DHCR24 24-dehydrocholesterol reductase 1.766311 0.03658698
COQ9 coenzyme Q9 homolog (S. cerevisiae) 1.763676 0.02397798
STXBP4 Syntaxin binding protein 4 1.762673 0.02317395
CTSL1 cathepsin LI 1.762195 0.00671078
ZMYND11 zinc finger, MY D domain containing 11 1.762069 0.04523794
DB l/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
CRISP3 cysteine-rich secretory protein 3 1.761506 0.03613203
FUR Fl 1 receptor 1.761288 0.02412146
Sema domain, immunoglobulin domain (Ig),
transmembrane domain (TM) and short
SEMA4A cytoplasmic domain, (semaphorin) 4A 1.760637 0.00035897
MAM domain containing
MDGA1 glycosylphosphatidylinositol anchor 1 1.760367 0.03598768 protein phosphatase 1 , regulatory (inhibitor)
PPP1R13L subunit 13 like 1.7592 0.04452406
SMYD5 SMYD family member 5 1.758334 0.03952075
SFRS15 splicing factor, arginine/serine-rich 15 1.758154 0.0470158
BAI1 brain-specific angiogenesis inhibitor 1 1.756649 0.00916272 v-erb-b2 erythroblastic leukemia viral
oncogene homolog 2, neuro/glioblastoma
ERBB2 derived oncogene homolog (avian) 1.755689 0.02545648
Clorfl68 chromosome 1 open reading frame 168 1.755419 0.03359442
LHFPL4 Lipoma HMGIC fusion partner-like 4 1.754908 0.00212537
RNF5P1 ring finger protein 5 pseudogene 1 1.754173 0.02376122 protein-L-isoaspartate (D-aspartate) 0-
PCMT1 methyltransferase 1.753126 0.01819688
RYK RYK receptor-like tyrosine kinase 1.751194 0.00185441 adaptor-related protein complex 2, alpha 2
AP2A2 subunit 1.751007 0.01495759
ATP11B ATPase, class VI, type 1 IB 1.750681 0.0249001 1
CNOT8 CCR4-NOT transcription complex, subunit 8 1.750479 0.04298721 eukaryotic translation initiation factor 4
EIF4G1 gamma, 1 1.750254 0.00740522
HOXA13 homeobox A13 1.748129 0.03914432
MRAS muscle RAS oncogene homolog 1.747667 0.0018277
Methylcrotonoyl-Coenzyme A carboxylase 1
MCCC1 (alpha) 1.746294 0.0228626
CD74 molecule, major histocompatibility
CD74 complex, class II invariant chain 1.744558 0.0075195 mitogen-activated protein kinase kinase
MAP3K7 kinase 7 1.743976 0.02238046
C9orfl40 chromosome 9 open reading frame 140 1.742816 0.03971348
ZNF654 zinc finger protein 654 1.742812 0.01596965 small nuclear ribonucleoprotein polypeptide
SNRPC C 1.742362 0.04469681
TSGA10 testis specific, 10 1.741521 0.02049649
PRDM2 PR domain containing 2, with ZNF domain 1.740844 0.04930196
SDAD1 SDA1 domain containing 1 1.740613 0.02810075
ZNF 10 zinc finger protein 510 1.73974 0.00011319
ZFYVE28 zinc finger, FYVE domain containing 28 1.739287 0.01571989
NFE2L3 nuclear factor (erythroid-derived 2)-like 3 1.738235 0.01922635
ZNF384 zinc finger protein 384 1.737747 0.03729418
GNAS GNAS complex locus 1.736578 0.0214594
TUBB4 tubulin, beta 4 1.736534 0.00359016
SFRS12IP1 SFRS12-interacting protein 1 1.736013 0.00899882
PLK2 polo-like kinase 2 (Drosophila) 1.735402 0.03172869
)B 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
HSPA4L heat shock 70kDa protein 4-like 1.733956 0.04720531 NKAP NFKB activating protein 1.732831 0.02649561
DEAD/H (Asp-Glu-Ala-Asp/His) box
polypeptide 11 (CHL 1 -like helicase homolog,
DDX1 1 S. cerevisiae) 1.732086 0.00580239
DnaJ (Hsp40) homolog, subfamily B, member
DNAJB8 8 1.731683 0.03375359
ZC3H8 zinc finger CCCH-type containing 8 1.731254 0.03446465
DZIP3 DAZ interacting protein 3, zinc finger 1.73111 1 0.02789567 integrin, alpha 2 (CD49B, alpha 2 subunit of
ITGA2 VLA-2 receptor) 1.731067 0.03490653 KIAA0528 KIAA0528 1.730924 0.0064972 solute carrier family 2 (facilitated glucose
SLC2A1 transporter), member 1 1.730841 0.01057146 LGALS8 lectin, galactoside-binding, soluble, 8 1.73016 0.02373729 serine threonine kinase 39 (STE20/SPS1
STK39 homolog, yeast) 1.729703 0.04202932 TMEM120A transmembrane protein 120A 1.729431 0.04351484 CEP 164 centrosomal protein 164kDa 1.728991 0.01830317 DARS aspartyl-tRNA synthetase 1.728775 0.03291067 phosphoinositide-3-kinase, catalytic, alpha
PIK3CA polypeptide 1.728352 0.03384356 family with sequence similarity 8, member
FAM8A1 Al 1.727897 0.01676628
LIM and senescent cell antigen-like domains
LIMS1 1 1.72779 0.04472927 RPE ribulose-5 -phosphate-3 -epimerase 1.72725 0.04901899
BRMSIL breast cancer metastasis-suppressor 1 -like 1.726914 0.03549736 mitochondrial translation optimization 1
MTOl homolog (S. cerevisiae) 1.726686 0.03214024 CROT carnitine O-octanoyltransferase 1.726263 0.02848848 LEF1 Lymphoid enhancer-binding factor 1 1.725065 0.04118395 FIGNL1 fidgetin-like 1 1.724436 0.04113886 MTMR11 myotubularin related protein 11 1.724433 0.00608173 nudix (nucleoside diphosphate linked moiety
NUDT12 X)-type motif 12 1.724119 0.01468459
PTEN phosphatase and tensin homolog 1.723703 0.03642467
LMBRD1 LMBR1 domain containing 1 1.722225 0.00672219
CCDC138 coiled-coil domain containing 138 1.72192 0.01981292
TSPYL4 TSPY-like 4 1.721806 0.04163103 tankyrase, TRF1 -interacting ankyrin-related
TNKS ADP-ribose polymerase 1.721619 0.01032826 heterogeneous nuclear ribonucleoprotein C
HNRNPC (C1/C2) 1.721289 0.04511126 PLA2G3 phospholipase A2, group III 1.720314 0.01001067 calcium channel, voltage-dependent, L type,
CACNA1C alpha 1C subunit 1.720015 0.00384218 TULP3 tubby like protein 3 1.719888 0.00181719 LMBR1 limb region 1 homolog (mouse) 1.719877 0.02991854 TGFBRAP1 transforming growth factor, beta receptor 1.718545 0.00485692
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value associated protein 1
patatin-like phospholipase domain containing
PNPLA8 8 1.717105 2.38E-06
C2orf29 chromosome 2 open reading frame 29 1.717065 0.01919981
C18orf21 chromosome 18 open reading frame 21 1.716032 0.02987306
SERBP1 SERPINE1 mRNA binding protein 1 1.715694 0.01072272
PEX3 peroxisomal biogenesis factor 3 1.714742 0.02148205 echinoderm microtubule associated protein
EML4 like 4 1.7145 0.02241195
SORBS2 sorbin and SH3 domain containing 2 1.714498 0.0455495
PTER phosphotriesterase related 1.714416 0.01735673
HDAC2 histone deacetylase 2 1.713956 0.04708192
CENPQ centromere protein Q 1.71339 0.0213132 family with sequence similarity 76, member
FAM76A A 1.712509 0.0157301
AIM2 absent in melanoma 2 1.71178 0.00998366
HOOK1 hook homolog 1 (Drosophila) 1.710771 0.02600011
ATP -binding cassette, sub-family B
ABCB8 (MDR/TAP), member 8 1.710166 0.00861395
CDC40 cell division cycle 40 homolog (S. cerevisiae) 1.709933 0.025953
SLC2A4RG SLC2A4 regulator 1.709081 0.04190288
C7orf38 Chromosome 7 open reading frame 38 1.708807 0.02303838
EPHA3 EPH receptor A3 1.708107 0.02252368
ALS2 Amyotrophic lateral sclerosis 2 (juvenile) 1.707659 0.00694015
FANCC Fanconi anemia, complementation group C 1.707104 0.02702837
CFLAR CASP8 and FADD-like apoptosis regulator 1.706199 0.02074358
MED30 mediator complex subunit 30 1.705178 0.01884414 family with sequence similarity 160, member
FAM160A2 A2 1.704982 0.03334977 catenin (cadherin-associated protein), alpha¬
CTNNAL1 like 1 1.704478 0.03948794
KLHL32 kelch-like 32 (Drosophila) 1.704126 0.03211128
G AP1 G kinase anchoring protein 1 1.704021 0.01022421 gamma-aminobutyric acid (GABA) A
GABRG2 receptor, gamma 2 1.703807 0.04593652
ALMS1 Alstrom syndrome 1 1.70361 0.04786654
ZNF189 zinc finger protein 189 1.702987 0.04710515
NRD1 nardilysin (N-arginine dibasic convertase) 1.702908 0.04096405
TMEM65 transmembrane protein 65 1.702792 0.02059544
Clorf27 chromosome 1 open reading frame 27 1.702394 0.02061163 general transcription factor HE, polypeptide 1,
GTF2E1 alpha 56kDa 1.702074 0.04249274
NOLC1 nucleolar and coiled-body phosphoprotein 1 1.70141 0.04459261
PINK1 PTEN induced putative kinase 1 1.701369 0.02986638
AGFG1 ArfGAP with FG repeats 1 1.700814 0.02888252
LHX8 LIM homeobox 8 1.698942 0.00318506 leucine zipper-EF-hand containing
LETM1 transmembrane protein 1 1.698753 0.02155205
NIT2 nitrilase family, member 2 1.697659 0.03895012
RNF130 ring finger protein 130 1.697257 0.01 112673
)B 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
ZNF286A zinc finger protein 286A 1.69708 0.00059534
RABGAP1 RAB GTPase activating protein 1 1.696465 0.02235212
Src homology 2 domain containing
SHD transforming protein D 1.696106 0.03305113
CD68 CD68 molecule 1.695795 0.00184294
WDR7 WD repeat domain 7 1.694536 0.02634425
JAK1 Janus kinase 1 1.69388 0.01522807
TRIM24 tripartite motif-containing 24 1.693411 0.04105101
Transient receptor potential cation channel,
TRPV3 subfamily V, member 3 1.693271 0.01071292 protein phosphatase 1 , regulatory (inhibitor)
PPP1R2 subunit 2 1.693178 0.00191476 staufen, RNA binding protein, homolog 1
STAU1 (Drosophila) 1.693099 0.04965607
PLD3 phospholipase D family, member 3 1.6923 0.04747022
COL5A1 collagen, type V, alpha 1 1.69213 0.04039646
SCD stearoyl-CoA desaturase (delta-9-desaturase) 1.692073 0.02710143
PLXND1 Plexin Dl 1.691717 0.02853845
CPNE3 copine III 1.691682 0.00274705 membrane associated guanylate kinase, WW
MAGI1 and PDZ domain containing 1 1.691656 0.03053273
MAPK3 mitogen-activated protein kinase 3 1.691005 0.04026195
UVRAG UV radiation resistance associated gene 1.690489 0.03919053
TEX 19 testis expressed 19 1.689462 0.02512695
C8orf33 chromosome 8 open reading frame 33 1.689323 0.0139295
DOPEY2 dopey family member 2 1.68908 0.04094941
DAP death-associated protein 1.688477 0.00441882
WASL Wiskott-Aldrich syndrome-like 1.688132 0.01807076
SAMD4A sterile alpha motif domain containing 4A 1.687902 0.005081 13
DIRC2 disrupted in renal carcinoma 2 1.686764 0.0406976
CDC5L CDC5 cell division cycle 5-like (S. pombe) 1.686596 0.00513394
XRN1 5 -3' exoribonuclease 1 1.685701 0.0437345
SECISBP2 SECIS binding protein 2 1.685434 0.0132207
DnaJ (Hsp40) homolog, subfamily B, member
DNAJB6 6 1.68511 0.02203927
COL4A5 collagen, type IV, alpha 5 1.684698 0.0014245 ubiquitin-conjugating enzyme E2H (UBC8
UBE2H homolog, yeast) 1.683991 0.00580532
HMBOX1 homeobox containing 1 1.682653 0.01652019
WDR3 WD repeat domain 3 1.682566 0.01179129
MYOM3 myomesin family, member 3 1.682278 0.01208733
Transcription factor 7-like 1 (T-cell specific,
TCF7L1 HMG-box) 1.682274 0.00738236 catenin (cadherin-associated protein), beta 1,
CTNNB1 88kDa 1.68156 0.01788189
TYMP thymidine phosphorylase 1.681529 0.04153714
NOSIP nitric oxide synthase interacting protein 1.681421 0.04395
EYA3 eyes absent homolog 3 (Drosophila) 1.681292 0.02095053
SLMAP sarcolemma associated protein 1.681183 0.044105
GGA2 golgi-associated, gamma adaptin ear 1.679827 0.00751514
B 1/ 69437516.1
Supplemental Tabic 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value containing, ARF binding protein 2
LAMP3 lysosomal-associated membrane protein 3 1.678861 0.02458607
RPL9 ribosomal protein L9 1.678778 0.02683837
TRIT1 tRNA isopenteny transferase 1 1.677877 0.04083159 protein kinase C and casein kinase substrate
PACSIN1 in neurons 1 1.676679 0.02027534 SP4 Sp4 transcription factor 1.676382 0.0490481 ribosome binding protein 1 homolog 180kDa
RRBP1 (dog) 1.676273 0.03208152 C3orf24 chromosome 3 open reading frame 24 1.676037 0.03229523 TMEM77 Transmembrane protein 77 1.675743 0.01021385 OCIAD1 OCIA domain containing 1 1.675522 0.0099691 tRNA splicing endonuclease 2 homolog (S.
TSEN2 cerevisiae) 1.675438 0.02583301
NSL1, MIND kinetochore complex
NSL1 component, homolog (S. cerevisiae) 1.675294 0.00175439
ZNF23 zinc finger protein 23 (KOX 16) 1.67496 0.03514622
ZNF302 zinc finger protein 302 1.674077 0.0485076
VTA1 Vps20-associated 1 homolog (S. cerevisiae) 1.673359 0.03794161
SLU7 SLU7 splicing factor homolog (S. cerevisiae) 1.673319 0.04457199
RPL27A ribosomal protein L27a 1.673236 0.01515691 CNK16 potassium channel, subfamily K, member 16 1.672001 0.02875484 adaptor-related protein complex 2, alpha 1
AP2A1 subunit 1.671987 0.03794131 RGPD2 RANBP2-like and GRIP domain containing 2 1.671712 0.01608914 RPL15 ribosomal protein LI 5 1.671399 0.00413895 NAIP NLR family, apoptosis inhibitory protein 1.67134 0.01945006 calcium/calmodulin-dependent protein kinase
CAMK2D II delta 1.671216 0.00929113
KIAA1012 KIAA1012 1.671 1 0.0435802
HOOK3 hook homolog 3 (Drosophila) 1.670954 0.03532757
BAI2 brain-specific angiogenesis inhibitor 2 1.670904 0.04007991
BEND7 BEN domain containing 7 1.67085 0.00838852
JUN jun oncogene 1.670629 0.00804181 eukaryotic translation initiation factor 3,
EIF3K subunit K 1.669436 0.00274533
WWC3 WWC family member 3 1.667972 0.01632484
ACOX1 Acyl-Coenzyme A oxidase 1, palmitoyl 1.667647 0.00796185 enhancer of polycomb homolog 1
EPC1 (Drosophila) 1.666674 0.01145716
PAIP1 poly(A) binding protein interacting protein 1 1.66649 0.03104414
CDK5RAP2 CDK5 regulatory subunit associated protein 2 1.665978 0.02623349
LPCAT2 lysophosphatidylcholine acyltransferase 2 1.665875 0.03018121
CYB5R4 cytochrome b5 reductase 4 1.665456 0.00509119
PKP2 plakophilin 2 1.665271 0.0236316
ADAMTSL4 ADAMTS-like 4 1.663953 0.03234697
CNOT6 CCR4-NOT transcription complex, subunit 6 1.663682 0.01038354
REV1 REV1 homolog (S. cerevisiae) 1.663518 0.03153223 chaperonin containing TCP1, subunit 3
CCT3 (gamma) 1.663267 0.04685597
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
TBC1D17 TBC1 domain family, member 17 1.66246 0.02023361
LRRC1 Leucine rich repeat containing 1 1.66149 0.01283386
OSBPL6 oxysterol binding protein-like 6 1.661319 0.02184632
CLOCK clock homolog (mouse) 1.660451 0.0374842 recombination activating gene 1 activating
RAG1AP1 protein 1 1.660269 0.04756292
PHF15 PHD finger protein 15 1.660195 0.00139822
GORAB golgin, RAB6-interacting 1.660106 0.00607479 hCG 1817306 N/A 1.659972 0.03901822
ERGIC2 ERGIC and golgi 2 1.659425 0.0356255
MKL2 MKL/myocardin-like 2 1.659162 0.00390191
ING2 inhibitor of growth family, member 2 1.657729 0.02121174
CCDC144A coiled-coil domain containing 144 A 1.657432 0.00173654
DNHD1 dynein heavy chain domain 1 1.657184 0.01566451
WDR91 WD repeat domain 91 1.656314 0.0315293
CYB561D1 cytochrome b-561 domain containing 1 1.656224 0.01791395
PRDM15 PR domain containing 15 1.655236 0.01158217 inositol 1,4, -triphosphate receptor interacting
ITPRIP protein 1.655234 0.03688571
GAGE1 G antigen 1 1.655031 0.00514216
ANKRD26 ankyrin repeat domain 26 1.654533 0.02552525
ZNF142 zinc finger protein 142 1.654022 0.00078112
RNF43 Ring finger protein 43 1.65396 0.02379895
WDR75 WD repeat domain 75 1.653748 0.0495029
POLK polymerase (DNA directed) kappa 1.653549 0.01193697
HIST1H4L histone cluster 1, H41 1.652972 0.04865703 intraflagellar transport 81 homolog
IFT81 (Chlamydomonas) 1.652245 0.0468978 proteasome (prosome, macropain) assembly
PSMG2 chaperone 2 1.652182 0.01 16722
C19orfl5 Chromosome 19 open reading frame 15 1.652015 0.0338281 calcium channel, voltage-dependent, gamma
CACNG1 subunit 1 1.650647 0.04021915
WWC2 WW and C2 domain containing 2 1.648889 0.04777825
DCP2 decapping enzyme homolog (S.
DCP2 cerevisiae) 1.648793 0.0231128
KRT12 keratin 12 1.648711 0.02722292
AN03 anoctamin 3 1.647576 0.02231733
TOR1AIP2 torsin A interacting protein 2 1.647022 0.03031937
DENR density-regulated protein 1.64684 0.00919117 cytochrome P450, family 1, subfamily B,
CYP1B1 polypeptide 1 1.646677 0.00867029
RNF214 ring finger protein 214 1.645844 0.01485931
RPL12 ribosomal protein L12 1.645702 0.03148393
SHPRH SNF2 histone linker PHD RING helicase 1.645516 0.03755224
GSK3B glycogen synthase kinase 3 beta 1.644466 0.04817556
Small inducible cytokine subfamily E,
SCYE1 member 1 (endothelial monocyte-activating) 1.64437 0.00803724 neural precursor cell expressed,
NEDD9 developmentally down-regulated 9 1.644364 0.04275758
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
LI CAM LI cell adhesion molecule 1.644025 0.00530349
STK38 serine/threonine kinase 38 1.642924 0.01632112
PPCS phosphopantothenoylcysteine synthetase 1.642528 0.0195829
PSAP prosaposin 1.642419 0.03606651
ZCCHC6 zinc finger, CCHC domain containing 6 1.64235 0.02301349
SYT10 Synaptotagmin X 1.642079 0.0298561
DNAH1 Dynein, axonemal, heavy chain 1 1.641795 0.02199322
MAP2K5 mitogen-activated protein kinase kinase 5 1.641555 0.00543911
MRPS5 mitochondrial ribosomal protein S5 1.641288 0.02848696
G-protein signaling modulator 3 (AGS3-like,
GPSM3 C. elegans) 1.641236 0.04995749 MRPL20 Mitochondrial ribosomal protein L20 1.641024 0.02461408
ELAV (embryonic lethal, abnormal vision,
ELAVL1 Drosophila)-like 1 (Hu antigen R) 1.640597 0.03564955 TAGLN transgelin 1.640518 0.04817693 ACTL6A actin-like 6A 1.640505 0.04155384 C20orfl l4 chromosome 20 open reading frame 114 1.639829 0.00887036 caspase recruitment domain family, member
CARD11 11 1.639374 0.01315459
SCML2 sex comb on midleg-like 2 (Drosophila) 1.639341 0.03583245
TNS3 tensin 3 1.639279 0.02617119
ATXN7L1 Ataxin 7-like 1 1.63894 0.00322217
NPHP3 nephronophthisis 3 (adolescent) 1.638935 0.00341519
NSUN5B NOLl/NOP2/Sun domain family, member 5B 1.638557 0.00035345
AES amino-terminal enhancer of split 1.638478 0.04945512
EDC4 enhancer of mRNA decapping 4 1.638271 0.03325857 v-raf murine sarcoma viral oncogene homolog
BRAF Bl 1.638003 0.03531981 solute carrier organic anion transporter
SLC02A1 family, member 2A1 1.637127 0.0265858
Src homology 3 domain-containing guanine
SGEF nucleotide exchange factor 1.636679 0.01072911 phosphatidylinositol glycan anchor
PIGK biosynthesis, class K 1.6363 0.00319759
SETBP1 SET binding protein 1 1.63618 0.00590179
GEN1 Gen homolog 1 , endonuclease (Drosophila) 1.635816 0.02891478
APOB apo lipoprotein B (including Ag(x) antigen) 1.635177 0.03837457
KLB klotho beta 1.634465 0.00022703 integrin, alpha E (antigen CD 103, human
mucosal lymphocyte antigen 1 ; alpha
ITGAE polypeptide) 1.634074 0.03995079
Biphenyl hydrolase-like (serine hydrolase;
BPHL breast epithelial mucin-associated antigen) 1.633697 0.01337344
CXorf58 chromosome X open reading frame 58 1.63358 0.00778154
ACTB actin, beta 1.633494 0.04468234 aldehyde dehydrogenase 3 family, member
ALDH3B1 Bl 1.63275 0.00741251 SUFU suppressor of fused homolog (Drosophila) 1.632133 0.01242218
ST8 alpha-N-acetyl-neuraminide alpha-2,8-
ST8SIA4 sialyltransferase 4 1.631566 0.03915633
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value protein tyrosine phosphatase, non-receptor
PTPN14 type 14 1.63156 0.04046252
GIN1 gypsy retrotransposon integrase 1 1.631327 0.03380499
MTIF2 mitochondrial translational initiation factor 2 1.631234 0.04677842
DNAL4 dynein, axonemal, light chain 4 1.630824 0.00553133
ZBTB40 zinc finger and BTB domain containing 40 1.630804 0.0346299
Cl lorfl Chromosome 11 open reading frame 1 1.630803 0.02442311
KIAA0247 IAA0247 1.630564 0.03640115
ATP4B ATPase, H+/K+ exchanging, beta polypeptide 1.629612 0.04978088
ADAM metallopeptidase with
ADAMTS6 thrombospondin type 1 motif, 6 1.629112 0.01365261
CCDC24 coiled-coil domain containing 24 1.629028 0.03641167
SPEF2 sperm flagellar 2 1.628671 0.02751741
MMP23A matrix metallopeptidase 23A (pseudogene) 1.628276 0.00795961
GPR124 G protein-coupled receptor 124 1.628088 0.03794903
DEAD (Asp-Glu-Ala-Asp) box polypeptide
DDX56 56 1.627335 0.03177008
ADP-ribosylation-like factor 6 interacting
ARL6IP6 protein 6 1.627215 0.03755756 leucine-rich repeats and WD repeat domain
LRWD1 containing 1 1.626571 0.03027413 CXorf22 chromosome X open reading frame 22 1.626407 0.04193664
UDP-N-acetyl-alpha-D- galactosamine:polypeptide N- acetylgalactosaminyltransferase 1 (GalNAc-
GALNT1 Tl) 1.626164 0.03763074 megalencephalic leukoencephalopathy with
MLC1 subcortical cysts 1 1.625926 0.0132559
NCRNA0008
3 non-protein coding R A 83 1.625919 0.00905639
MRPL41 mitochondrial ribosomal protein L41 1.625633 0.0209388 inhibitor of Bruton agammaglobulinemia
IBTK tyrosine kinase 1.625579 0.01834248 COL27A1 collagen, type XXVII, alpha 1 1.625164 0.02639891 angiogenic factor with G patch and FHA
AGGF1 domains 1 1.624279 0.04569015
LPCAT1 lysophosphatidylcholine acyltransferase 1 1.624191 0.04338435
TMEM30A transmembrane protein 30A 1.62414 0.00774066
Γ Ο80Β INO80 complex subunit B 1.623832 0.04070508
C6orfl Chromosome 6 open reading frame 1 1.623349 0.04350354
GAD1 glutamate decarboxylase 1 (brain, 67kDa) 1.622848 0.02366237
ITPR3 inositol 1 ,4,5-triphosphate receptor, type 3 1.62276 0.02131997
RANBP3 RAN binding protein 3 1.622539 0.02211052
TRIM37 tripartite motif-containing 37 1.622298 0.0271814
TTC37 tetratricopeptide repeat domain 37 1.622054 0.02753881
TFRC transferrin receptor (p90, CD71) 1.621364 0.02335426
HMCN1 hemicentin 1 1.6206 0.03558657
NUP153 nucleoporin 153kDa 1.619972 0.02029782
AFAP1 actin filament associated protein 1 1.619608 0.04847107
ZSCAN16 zinc finger and SCAN domain containing 16 1.619254 0.03603056
DB l/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
RPS6KL1 ribosomal protein S6 kinase-like 1 1.619011 0.01727224 translocation associated membrane protein 1 -
TRAM1L1 like 1 1.618507 0.04921298
C14orf45 Chromosome 14 open reading frame 45 1.618112 0.00555711
PLCGl phospholipase C, gamma 1 1.617724 0.01886621
BAT2L N/A 1.617581 0.02508675
GAK cyclin G associated kinase 1.616995 0.04650567 euchromatic histone-lysine N-
EHMT2 methyltransferase 2 1.616535 0.00569505
DnaJ (Hsp40) homolog, subfamily C, member
DNAJC13 13 1.616418 0.01480203
PARP1 poly (ADP-ribose) polymerase 1 1.616079 0.0046287
MFF mitochondrial fission factor 1.615445 0.04236204
C17orf28 Chromosome 17 open reading frame 28 1.615205 0.01857967
SSFA2 sperm specific antigen 2 1.613665 0.03156742
INTS10 integrator complex subunit 10 1.61321 0.03759633
DEAD (Asp-Glu-Ala-Asp) box polypeptide
DDX41 41 1.613103 0.01994811 SP7 Sp7 transcription factor 1.612873 0.03503308
LOC348840 hypothetical LOC348840 1.612318 0.0333923 Clorf64 chromosome 1 open reading frame 64 1.61183 0.03787225 TD02 tryptophan 2,3-dioxygenase 1.611314 0.02656894 CAV1 caveolin 1 , caveolae protein, 22kDa 1.611044 0.02082052
Williams-Beuren syndrome chromosome
WBSCR28 region 28 1.610314 0.00484965
PCGF3 polycomb group ring finger 3 1.609233 0.04500391
LYPD1 LY6/PLAUR domain containing 1 1.60869 0.0035166
PTPRC protein tyrosine phosphatase, receptor type, C 1.608622 0.04671333
CSNK1G1 casein kinase 1, gamma 1 1.608354 0.02852645
Protein phosphatase 1, regulatory (inhibitor)
PPP1R9B subunit 9B 1.608304 0.04955725
DNM2 dynamin 2 1.60777 0.00414141
DUSP1 dual specificity phosphatase 1 1.607697 0.04177325 solute carrier family 22 (organic anion
SLC22A8 transporter), member 8 1.607396 0.00196477
MIT, microtubule interacting and transport,
MITD1 domain containing 1 1.60683 0.04251328
ACHE acetylcholinesterase (Yt blood group) 1.606818 0.03555008
AMBRA1 autophagy/beclin- 1 regulator 1 1.60667 0.0180331 1
NT5C3 5'-nucleotidase, cytosolic III 1.606528 0.03931726
Clorf94 chromosome 1 open reading frame 94 1.606141 0.02028391 vacuolar protein sorting 4 homolog A (S.
VPS4A cerevisiae) 1.606059 0.01278086 CHML choroideremia-like (Rab escort protein 2) 1.605833 0.00700314 LMNA lamin A/C 1.605628 0.03179212 NUP54 nucleoporin 54kDa 1.605456 0.01761976 HBP1 HMG-box transcription factor 1 1.605236 0.03723468 glutamate receptor, ionotropic, N-methyl D- aspartate-associated protein 1 (glutamate
GRINA binding) 1.605053 0.02558557 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upreguiated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
CYB5RL cytochrome b5 reductase-Hke 1.604601 0.04650936 glucocorticoid modulatory element binding
GMEB2 protein 2 1.604463 0.0140619 xeroderma pigmentosum, complementation
XPC group C 1.604321 0.02637103
PLXNB3 plexin B3 1.603875 0.03721121
C14orfl02 chromosome 14 open reading frame 102 1.603636 0.02439481 solute carrier family 30 (zinc transporter),
SLC30A5 member 5 1.603386 0.01412032 lipid phosphate phosphatase-related protein
LPPR2 type 2 1.602546 0.01890624 FLJ44653 shadow of prion protein pseudogene 1.602295 0.01487034
FXYD domain containing ion transport
FXYD5 regulator 5 1.601868 0.02767412 NSUN2 NOP2/Sun domain family, member 2 1.601739 0.03789891
IMP (inosine 5'-monophosphate)
IMPDH1 dehydrogenase 1 1.601557 0.02390004
RAD17 RAD17 homolog (S. pombe) 1.601375 0.0208996
MPG N-methylpurine-DNA glycosylase 1.601321 0.0278861
PDE4DIP phosphodiesterase 4D interacting protein 1.600681 0.03762262
AGTPBP1 ATP/GTP binding protein 1 1.600172 0.04242109
NADH dehydrogenase (ubiquinone) Fe-S
protein 1, 75kDa (NADH-coenzyme Q
NDUFS1 reductase) 1.600136 0.00377063 IAA1432 KIAA1432 1.599882 0.01279288 fibroblast growth factor (acidic) intracellular
FIBP binding protein 1.599584 0.00865392
SDCBP2 syndecan binding protein (syntenin) 2 1.599528 0.04436837
TM9SF2 transmembrane 9 superfamily member 2 1.599129 0.0469163 serrate RNA effector molecule homolog
SRRT (Arabidopsis) 1.598778 0.04748051
KIAA1804 mixed lineage kinase 4 1.5985 0.01465947
SRGAP3 SLIT-ROBO Rho GTPase activating protein 3 1.598109 0.02406393
DLG2 discs, large homolog 2 (Drosophila) 1.59803 0.04648955
PLN phospholamban 1.597774 0.03369263
BIN2 bridging integrator 2 1.596659 0.03630293
AUTS2 autism susceptibility candidate 2 1.596405 0.01840948
CFI complement factor I 1.596392 0.0081991
GTPase activating protein (SH3 domain)
G3BP2 binding protein 2 1.595921 0.03007079 PI4KB phosphatidylinositol 4-kinase, catalytic, beta 1.595832 0.01455479 family with sequence similarity 174, member
FAM174A A 1.59576 0.03603914
SNX13 sorting nexin 13 1.595744 0.03359426
STAG3 stromal antigen 3 1.595647 0.04932906
PRP8 pre-mRNA processing factor 8
PRPF8 homolog (S. cerevisiae) 1.595386 0.02456534 DOCK8 dedicator of cytokinesis 8 1.595294 0.02519439 WDR37 WD repeat domain 37 1.594727 0.00378112 CD 180 CD 180 molecule 1.59426 0.00270468
DB1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
LRRC39 leucine rich repeat containing 39 0.04469574
HOXA3 homeobox A3 0.03851359
C3orf63 chromosome 3 open reading frame 63 0.04996988
NRG1 neuregulin 1 0.02057303
KDM4A lysine (K)-specific demethylase 4A 0.00806626
RARS arginyl-tRNA synthetase 0.02013136 heat shock protein family B (small), member
HSPB11 11 0.04902965
UNQ3028 N/A 0.04928276
IQCB1 IQ motif containing Bl 0.03315168 hypoxia inducible factor 1, alpha subunit
HIF1A (basic helix-loop-helix transcription factor) 1.591415 0.00884964
ArfGAP with GTPase domain, ankyrin repeat
AGAP4 and PH domain 4 0.0332583
IFNAR2 interferon (alpha, beta and omega) receptor 2 0.00484284
WDR35 WD repeat domain 35 0.00790004
MTCH1 mitochondrial carrier homolog 1 (C. elegans) 0.04063505
CCDC54 coiled-coil domain containing 54 0.03288872
FAF2 Fas associated factor family member 2 0.0271 1297 oxidative stress induced growth inhibitor
OSGIN2 family member 2 0.02519466
KIAA1949 KIAA1949 0.04098394
PADI1 peptidyl arginine deiminase, type I 0.04804845 calcium channel, voltage-dependent, P/Q
CACNA1A type, alpha 1A subunit 1.58815 0.02091973
FERM, RhoGEF (ARHGEF) and pleckstrin
FARP1 domain protein 1 (chondrocyte-derived) 0.04607572 C22orf34 chromosome 22 open reading frame 34 0.01101082 class II, major histocompatibility complex,
CIITA transactivator .586799 0.02529807
TAF9 RNA polymerase II, TATA box
binding protein (TBP)-associated factor,
TAF9 32kDa 1.586724 0.04658612 nuclear autoantigenic sperm protein (histone-
NASP binding) 0.02198518
KIRREL2 Kin of IRRE like 2 (Drosophila) 0.01097234
FADS2 Fatty acid desaturase 2 0.00033349
NF1 neurofibromin 1 0.03828146
CTSA cathepsin A 0.04152232
P4HA1 prolyl 4-hydroxylase, alpha polypeptide I 0.02420803
RFC 5 replication factor C (activator 1) 5, 36.5kDa 0.00493414
ZNF655 zinc finger protein 655 0.03282984
PRLH prolactin releasing hormone 0.03987318
CCDC146 coiled-coil domain containing 146 0.04435089
Bromodomain and WD repeat domain
BRWD2 containing 2 0.01008763
BTN2A2 butyrophilin, subfamily 2, member A2 0.03770244
TRIM58 tripartite motif-containing 58 0.02235746
KLK15 Kallikrein-related peptidase 15 0.02715313
OARS glutaminyl-tRNA synthetase 0.0125861 1 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
CXCR4 chemokine (C-X-C motif) receptor 4 1.580898 0.04082367 cytochrome P450, family 3, subfamily A,
CYP3A4 polypeptide 4 1.580699 0.04268473
NBAS neuroblastoma amplified sequence 1.580693 0.00388638
Clorf87 chromosome 1 open reading frame 87 1.580614 0.00863699
EXOC3L2 exocyst complex component 3 -like 2 1.580241 0.00834036
PTPRM protein tyrosine phosphatase, receptor type, M 1.580029 0.00732594
LIMD2 LIM domain containing 2 1.579849 0.03016734
Smg-5 homolog, nonsense mediated mRNA
SMG5 decay factor (C. elegans) 1.579435 0.0010077
C21orf91 chromosome 21 open reading frame 91 1.579127 0.03847725
ZNF663 Zinc finger protein 663 1.578963 0.03550333
EIF2C2 eukaryotic translation initiation factor 2C, 2 1.578877 0.02885005
GPR113 G protein-coupled receptor 113 1.578257 0.03397636
LYPLA2 lysophospholipase II 1.577251 0.04735262
IQWD1 IQ motif and WD repeats 1 1.576988 0.01881598 membrane bound O-acyltransferase domain
MB OAT 1 containing 1 1.57594 0.03236491 TTLL2 tubulin tyrosine ligase-like family, member 2 1.575766 0.0307972
ATPase, aminophospholipid transporter
ATP8A1 (APLT), class I, type 8A, member 1 1.575492 0.01557476
Ras protein-specific guanine nucleotide-
RASGRF2 releasing factor 2 1.575085 0.0447572 guanine nucleotide binding protein (G
GNA11 protein), alpha 11 (Gq class) 1.575028 0.0024914
Olfactory receptor, family 52, subfamily B,
OR52B6 member 6 1.575011 0.01759295
CDC42 binding protein kinase beta (DMPK-
CDC42BPB like) 1.574939 0.00935113
CD300LG CD300 molecule-like family member g 1.574229 0.00222999
KNTC1 kinetochore associated 1 1.573628 0.03209189
DEPDC4 DEP domain containing 4 1.573049 0.03533614
SHQ1 SHQ1 homolog (S. cerevisiae) 1.572124 0.03773088
MACC1 metastasis associated in colon cancer 1 1.571743 0.03047397
GOLM1 golgi membrane protein 1 1.571733 0.01360222
LRRC37B2 leucine rich repeat containing 37, member B2 1.571699 0.02532213
COL5A2 collagen, type V, alpha 2 1.5714 0.0309551 1
TP53BP1 tumor protein p53 binding protein 1 1.571121 0.03849533
ClOorf O chromosome 10 open reading frame 90 1.570911 0.01054486 phospholipase C, beta 1 (phosphoinositide-
PLCB1 specific) 1.569662 0.04119316
ANKRD32 ankyrin repeat domain 32 1.569041 0.02424598
RBM34 RNA binding motif protein 34 1.568797 0.00559575 carboxyl ester lipase (bile salt-stimulated
CEL lipase) 1.568045 0.03937509 ANXA1 annexin Al 1.567821 0.00977338 core 1 synthase, glycoprotein-N- acetylgalactosamine 3-beta-
C1GALT1 galactosyltransferase, 1 1.567234 0.04435706 FAT1 FAT tumor suppressor homolog 1 1.566978 0.01950681 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
(Drosophila)
general transcription factor IIIC, polypeptide
GTF3C1 1, alpha 220kDa 1.565863 0.03390878 ATMIN ATM interactor 1.565673 0.02568693 PNPT1 polyribonucleotide nucleotidyltransferase 1 1.565445 0.03732588 transcription elongation factor B polypeptide
TCEB3C 3C (elongin A3) 1.565293 0.04760489 KLK3 kallikrein-related peptidase 3 1.565237 0.01348915 potassium voltage-gated channel, subfamily
KCNF1 F, member 1 1.564143 0.02834103
MTA2 metastasis associated 1 family, member 2 1.563827 0.01761642
CBR4 carbonyl reductase 4 1.563764 0.0326285
C14orfl59 chromosome 14 open reading frame 159 1.563717 0.00169098
INTS7 integrator complex subunit 7 1.563662 0.04482643
SFTPC surfactant protein C 1.562999 0.01436025
PDE10A phosphodiesterase 10A 1.562608 0.02091243
ZKSCAN5 zinc finger with KRAB and SCAN domains 5 1.562567 0.00508912
EMID1 EMI domain containing 1 1.562191 0.00782405
AMPH amphiphysin 1.562135 0.0154874
NPIP nuclear pore complex interacting protein 1.562071 0.01869195
MTMR10 myotubularin related protein 10 1.561932 0.0103955 damage-specific DNA binding protein 1,
DDB1 127kDa 1.561316 0.00746873 GATAD2B GATA zinc finger domain containing 2B 1.560948 0.04069536 solute carrier family 12
(sodium/potassium/chloride transporters),
SLC12A2 member 2 1.560775 0.02096845 PDLIM7 PDZ and LIM domain 7 (enigma) 1.560624 0.01849702 RNF38 ring finger protein 38 1.560505 0.03660505 NOTCH4 Notch homolog 4 (Drosophila) 1.560209 0.02750535 solute carrier family 6 (neurotransmitter
SLC6A13 transporter, GAB A), member 13 1.560159 0.02092643 ARL8A ADP-ribosylation factor-like 8A 1.55933 0.02476569
DIP2 disco-interacting protein 2 homolog C
DIP2C (Drosophila) 1.559135 0.0306571
TBR1 T-box, brain, 1 1.558615 0.00973385
DOCK5 dedicator of cytokinesis 5 1.558612 0.0134413 family with sequence similarity 113, member
FAM113A A 1.558557 0.03275575
ZBTB1 zinc finger and BTB domain containing 1 1.558397 0.00183477
KRT23 Keratin 23 (histone deacetylase inducible) 1.558175 0.0148528
DKFZp434Fl
42 hypothetical DKFZp434F142 1.558166 0.03025031
Clorf96 chromosome 1 open reading frame 96 1.557442 0.00313993 MICALCL MICAL C-terminal like 1.557271 0.02847193
ADAM metallopeptidase with
ADAMTS20 thrombospondin type 1 motif, 20 1.557258 0.01814664 tumor necrosis factor (ligand) superfamily,
TNFSF13 member 13 1.556484 0.03059729 CAPRJN1 cell cycle associated protein 1 1.556445 0.01908969
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
INPP5J inositol polyphosphate-5-phosphatase J 1.556265 0.0041265
Amyotrophic lateral sclerosis 2 (juvenile)
ALS2CR1 1 chromosome region, candidate 1 1 1.555369 0.04529981
MAN1A1 mannosidase, alpha, class 1 A, member 1 1.554765 0.01354809
EPB41L5 erythrocyte membrane protein band 4.1 like 5 1.554615 0.00348279
ZNF445 zinc finger protein 445 1.554576 0.01779286
EMCN endomucin 1.554188 0.03905193
MAP2 microtubule-associated protein 2 1.55383 0.03204381
DNA cross-link repair 1A (PS02 homolog, S.
DCLRE1A cerevisiae) 1.553638 0.03995784 MFAP3 microfibrillar-associated protein 3 1.553195 0.04737588 RAVER 1 Ribonucleoprotein, PTB-binding 1 1.552791 0.00727941 NCAPG non-SMC condensin I complex, subunit G 1.552663 0.03554067 WDR41 WD repeat domain 41 1.551501 0.00269208 calcium homeostasis endoplasmic reticulum
CHERP protein 1.551363 0.01319
DVL3 dishevelled, dsh homolog 3 (Drosophila) 1.551 189 0.03796681
FRAS 1 Fraser syndrome 1 1.551065 0.00045573
ANKRD13D ankyrin repeat domain 13 family, member D 1.55101 1 0.00199369
DES desmin 1.549738 0.01271598
E2F5 E2F transcription factor 5, pl30-binding 1.549601 0.03693464 phosphatidylinositol-5 -phosphate 4-kinase,
PIP4K2C type II, gamma 1.549431 0.03481636
ZDHHC3 zinc finger, DHHC-type containing 3 1.549004 0.00761689
UHRF1BP1L UHRF1 binding protein 1 -like 1.548447 0.00697566
WDR49 WD repeat domain 49 1.548196 0.0134696
YTHDF3 YTH domain family, member 3 1.548102 0.02135835
Src homology 2 domain containing adaptor
SHB protein B 1.547684 0.00084426
CLEC 18C C-type lectin domain family 18, member C 1.547543 0.0110041 1 protein tyrosine phosphatase, non-receptor
PTPN2 type 2 1.54739 0.02035435 ZNF354B zinc finger protein 354B 1.547163 0.01684084 ABHD3 abhydrolase domain containing 3 1.547037 0.04585433 TSLP thymic stromal lymphopoietin 1.546812 0.0157549
ADAM metallopeptidase with
ADAMTS9 thrombospondin type 1 motif, 9 1.54551 1 0.00347952
GRHL1 grainyhead-like 1 (Drosophila) 1.544812 0.04849137
AQR aquarius homolog (mouse) 1.544351 0.01005732 diacylglycerol O-acyltransferase homolog 1
DGAT1 (mouse) 1.54416 0.01906196
ORMDL1 ORMl-like 1 (S. cerevisiae) 1.54414 0.02275899
TBC1D21 TBC1 domain family, member 21 1.543774 0.04418519
NCR3 natural cytotoxicity triggering receptor 3 1.543416 0.02868302
PCDH1 protocadherin 1 1.543274 0.04368429
GPR56 G protein-coupled receptor 56 1.542173 0.04121757
CPT1A carnitine palmitoyltransferase 1 A (liver) 1.541995 0.0455955
DNMBP dynamin binding protein 1.54178 0.01037482
NT5DC1 5 '-nucleotidase domain containing 1 1.541535 0.01224804
BTNL8 butyrophilin-like 8 1.541439 0.00940871
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
PZP pregnancy-zone protein 0.04044797
RGAG1 retrotransposon gag domain containing 1 0.04310469
ZNF248 Zinc finger protein 248 0.03294884
Cas-Br-M (murine) ecotropic retroviral
CBLB transforming sequence b 0.02728626 TMEM39A transmembrane protein 39A 0.02298178 glucosaminyl (N-acetyl) transferase 3, mucin
GCNT3 type 0.04765364 MMP19 matrix metallopeptidase 19 0.02127341 C19orf55 chromosome 19 open reading frame 55 0.02031633 ZNF639 zinc finger protein 639 0.03676195
Zic family member 5 (odd-paired homolog,
ZIC5 Drosophila) 0.00518347
TUFT1 tuftelin 1 0.04381125
ALK anaplastic lymphoma receptor tyrosine kinase 0.03566215
FCH02 FCH domain only 2 0.00085839
NFIA nuclear factor I/A 0.04313686
PAK2 p21 protein (Cdc42/Rac)-activated kinase 2 0.03014228
UIMC1 ubiquitin interaction motif containing 1 0.0111732
MANEAL mannosidase, endo-alpha-like 0.00444797
PSD3 pleckstrin and Sec7 domain containing 3 0.04330975
ATF6B activating transcription factor 6 beta 0.03667598
IP6K2 inositol hexakisphosphate kinase 2 0.01536192 mitogen-activated protein kinase 8 interacting
MAPK8IP3 protein 3 0.00633798 ZBTB9 zinc finger and BTB domain containing 9 0.01918224
Stress-associated endoplasmic reticulum
SERP1 protein 1 0.00112698 UBA2 ubiquitin-like modifier activating enzyme 2 0.03719408 C15orf33 chromosome 15 open reading frame 33 0.03807529 inhibitor of CDK, cyclin Al interacting
INCA1 protein 1 0.04573421
SFT2D3 SFT2 domain containing 3 0.03043152
DPEP3 dipeptidase 3 0.01954245
HEG1 HEG homolog 1 (zebrafish) 0.0324556
GLOl glyoxalase I 0.04519109
UTP15, U3 small nucleolar
UTP15 ribonucleoprotein, homolog (S. cerevisiae) 0.01108262
C19orf50 chromosome 19 open reading frame 50 0.02943876
ARSF arylsulfatase F 0.0186262 transforming growth factor beta 1 induced
TGFB1I1 transcript 1 1.533844 0.04888081 protein disulfide isomerase family A, member
PDIA6 6 0.01326546 PPA2 pyrophosphatase (inorganic) 2 0.01586952
CDK5RAP3 CDK5 regulatory subunit associated protein 3 0.02254633
UDP-N-acetyl-alpha-D- galactosamine:polypeptide N-
GALNTL4 acetylgalactosaminyltransferase-like 4 0.04491059 RTEL1 regulator of telomere elongation helicase 1 0.01527838
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
BCL9L B-cell CLL/lymphoma 9-like 1.531991 0.0045904
GB AS glioblastoma amplified sequence 1.531 88 0.00296838
NCOA3 nuclear receptor coactivator 3 1.531259 0.00465947
ROPN1L ropporin 1 -like 1.530537 0.01192305
CXorf23 chromosome X open reading frame 23 1.530431 0.03105831
APOA2 apolipoprotein A-II 1.53024 0.03723402
ACADVL acyl-CoA dehydrogenase, very long chain 1.529945 0.02404657 integrin, alpha V (vitronectin receptor, alpha
ITGAV polypeptide, antigen CD51) 1.529921 0.02992868
ZNF672 zinc finger protein 672 1.529868 0.01291179
C9orfl 50 chromosome 9 open reading frame 150 1.529094 0.01511257
SSPO SCO-spondin homolog (Bos taurus) 1.529074 0.04138227
RGS7 regulator of G-protein signaling 7 1.528987 0.01630161
HAUS4 HAUS augmin-like complex, subunit 4 1.528799 0.04476215
CALCR calcitonin receptor 1.528616 0.00181452
SPATA3 Spermatogenesis associated 3 1.528332 0.00385196
LCLAT1 lysocardiolipin acyltransferase 1 1.527877 0.04339041
STK17B serine/threonine kinase 17b 1.527719 0.03760197
Clorfl98 chromosome 1 open reading frame 198 1.527608 0.01535303
AFF4 AF4/FMR2 family, member 4 1.527321 0.02022046
C3orfl5 chromosome 3 open reading frame 15 1.52695 0.04424073
GTPBP8 GTP-binding protein 8 (putative) 1.526699 0.02764528 cleft lip and palate associated transmembrane
CLPTM1 protein 1 1.526502 0.03479322 solute carrier family 4, sodium bicarbonate
SLC4A10 transporter, member 10 1.526501 0.04084261
MKRN3 makorin ring finger protein 3 1.526045 0.0085596
PIM1 pirn- 1 oncogene 1.525922 0.0424031 1
RAB23 RAB23, member RAS oncogene family 1.52539 0.01869873
ZFY zinc finger protein, Y-linked 1.525336 0.0029304
PCSK7 proprotein convertase subtilisin/kexin type 7 1.52515 0.00584015 phospholipase A2, group IVC (cytosolic,
PLA2G4C calcium-independent) 1.52491 0.02842672
KIAA1279 KIAA1279 1.524763 0.01136681
ANKRD35 ankyrin repeat domain 35 1.524669 0.02594497
UDP glucuronosyltransferase 1 family,
UGT1A7 polypeptide A7 1.524507 0.04652272
Usher syndrome 1C (autosomal recessive,
USH1C severe) 1.524293 0.00891889
CDC42SE1 CDC42 small effector 1 1.524227 0.02124608
MKRN2 makorin ring finger protein 2 1.524163 0.04756701
LAS1L LASl-like (S. cerevisiae) 1.523924 0.0047693
WDR66 WD repeat domain 66 1.523336 0.03741995
RICH2 Rho-type GTPase-activating protein RICH2 1.523316 0.00911856
FAM76B family with sequence similarity 76, member B 1.523274 0.03193599
ZNF616 zinc fmger protein 616 1.523196 0.01759284
FZD10 frizzled homolog 10 (Drosophila) 1.523097 0.03396822 nuclear factor of kappa light polypeptide gene
NFKBIZ enhancer in B-cells inhibitor, zeta 1.522876 0.01551464
KLHDC2 kelch domain containing 2 1.522313 0.02042568 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
IRAKI interleukin-1 receptor-associated kinase 1 1.522241 0.00602997
FANCA Fanconi anemia, complementation group A 1.522057 0.02479576
TNS1 tensin 1 1.521956 0.03592733 inner centromere protein antigens
INCENP 135/155kDa 1.521596 0.00926599
Ral GEF with PH domain and SH3 binding
RALGPS2 motif 2 1.521416 0.00618193
GPR128 G protein-coupled receptor 128 1.520965 0.00372652
FLJ37396 hypothetical protein FL.T37396 1.520372 0.04538205
SP140L SP140 nuclear body protein-like 1.520204 0.02461727
ACVR2A activin A receptor, type IIA 1.519658 0.0083885
GLT25D2 glycosyltransferase 25 domain containing 2 1.519436 0.03927104
C2orf63 chromosome 2 open reading frame 63 1.519398 0.00148009
DYNC1H1 dynein, cytoplasmic 1 , heavy chain 1 1.519287 0.02522096
PMSl postmeiotic segregation increased 1 (S.
PMSl cerevisiae) 1.51918 0.04248844
KIAA1324 KIAA1324 1.518936 0.03849599
C21orf90 chromosome 21 open reading frame 90 1.518365 0.03883319
ATPase, H+ transporting, lysosomal V0
ATP6V0A4 subunit a4 1.518126 9.30E-06
HIG1 hypoxia inducible domain family,
HIGD1A member 1A 1.518117 0.0008097 solute carrier family 6 (neurotransmitter
SLC6A4 transporter, serotonin), member 4 1.517608 0.03883098 mannosyl (alpha-l,3-)-glycoprotein beta-1,4-
MGAT4A N-acetylglucosaminyltransferase, isozyme A 1.517593 0.01744339
CDP-diacylglycerol—inositol 3-
CDIPT phosphatidyltransferase 1.517408 0.04511741 colony stimulating factor 2 receptor, beta,
CSF2RB low-affinity (granulocyte-macrophage) 1.517362 0.04008848
HOXA9 homeobox A9 1.517045 0.04696364
MAN2A1 mannosidase, alpha, class 2A, member 1 1.516951 0.0270042 family with sequence similarity 82, member
FAM82A1 Al 1.516347 0.01479676
ETV5 ets variant 5 1.516057 0.04481994
RPS10 ribosomal protein S10 1.516017 0.02906973 aldehyde dehydrogenase 8 family, member
ALDH8A1 Al 1.515699 0.03066374
TMEM48 transmembrane protein 48 1.514852 0.04795775 glutamate decarboxylase 2 (pancreatic islets
GAD2 and brain, 65kDa) 1.514642 0.03182126
PCDH15 Protocadherin 1 1.514612 0.04382075 transmembrane emp24 protein transport
TMED4 domain containing 4 1.514565 0.04591312 calcium channel, voltage-dependent, alpha
CACNA2D1 2/delta subunit 1 1.514413 0.00568028
ALPL alkaline phosphatase, liver/bone/kidney 1.514321 0.0280432
TGM6 transglutaminase 6 1.514171 0.02168385
KIAA1109 KIAA1109 1.51414 0.01690086
PARP9 poly (ADP-ribose) polymerase family, 1.513927 0.03008991
DB l/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value member 9
olfactory receptor, family 5, subfamily I,
OR5I1 member 1 1.51391 0.03273026
FBN3 Fibrillin 3 1.513639 0.03689208 ribosomal protein S6 kinase, 90kDa,
RPS6KA3 polypeptide 3 1.513578 0.04127709 non-metastatic cells 7, protein expressed in
NME7 (nucleoside-diphosphate kinase) 1.513493 0.01033888
WDR36 WD repeat domain 36 1.51338 0.03790186
IFRD1 interferon-related developmental regulator 1 1.512674 0.02802167
GM2A GM2 ganglioside activator 1.512602 0.03087316
MCPH1 Microcephalin 1 1.512198 0.02307828
RNF207 ring finger protein 207 1.511946 0.006231 1
IQSEC1 IQ motif and Sec7 domain 1 1.51151 0.02037703
UDP glucuronosyltransferase 1 family,
UGT1A9 polypeptide A9 1.511159 0.02271588
POLQ polymerase (DNA directed), theta 1.510962 0.03235888
MRPS33 mitochondrial ribosomal protein S33 1.510729 0.02680392
DYX1C1 dyslexia susceptibility 1 candidate 1 1.510621 0.01800952
TREXl Three prime repair exonuclease 1 1.510618 0.0479416
POMT2 protein-O-mannosyltransferase 2 1.510577 0.02206787
MAP7 microtubule-associated protein 7 1.51051 0.04421807
GPATCH4 G patch domain containing 4 1.510344 0.03298126
MTA1 metastasis associated 1 1.510324 0.02069066
Clorfl75 chromosome 1 open reading frame 175 1.510261 0.03674759
C5orf4 chromosome 5 open reading frame 4 1.509893 0.03555095 calcium/calmodulin-dependent serine protein
CASK kinase (MAGUK family) 1.509852 0.02504441
FLJ33534 hypothetical LOC285150 1.509641 0.00605129
SUSD1 sushi domain containing 1 1.509077 0.001 10171
MED12L mediator complex subunit 12-like 1.50899 0.00845126
ATP-binding cassette, sub-family A (ABCl),
ABCA4 member 4 1.508877 0.0360565
CTPS CTP synthase 1.508758 0.03235272
UGP2 UDP -glucose pyrophosphorylase 2 1.50845 0.04195768
UDP-N-acetyl-alpha-D- galactosamine:polypeptide N- acetylgalactosaminyltransferase 14 (GalNAc-
GALNT14 T14) 1.508233 0.00975996
C16orf82 chromosome 16 open reading frame 82 1.508071 0.01412293
ZMYND8 zinc finger, MYND-type containing 8 1.507935 0.0154587
GBA glucosidase, beta, acid 1.507121 0.0186475
MANSC1 MANSC domain containing 1 1.506913 0.03010828
MBD1 methyl-CpG binding domain protein 1 1.506387 0.01403498
C7orf50 chromosome 7 open reading frame 50 1.505924 0.01147375
NIMA (never in mitosis gene a)-related
NEK1 kinase 1 1.505029 0.00488555
TAF1 1 R A polymerase II, TATA box
binding protein (TBP)-associated factor,
TAF1 1 28kDa 1.504602 0.04250863
B 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
ST7L suppression of tumorigenicity 7 like 0.01399733
DNAH9 dynein, axonemal, heavy chain 9 0.04054231
TNP02 transportin 2 0.00026096
PSD4 pleckstrin and Sec7 domain containing 4 0.04978432
ABLIM3 actin binding LIM protein family, member 3 0.0297663
C6orfl42 chromosome 6 open reading frame 142 0.01949794 sulfotransferase family, cytosolic, 1A, phenol-
SULT1A3 preferring, member 3 0.04257144 CAPN3 calpain 3, (p94) 0.01986647 thymocyte selection-associated high mobility
TOX group box 0.02915765 ZNF205 zinc finger protein 205 0.00100172 chymotrypsin-like elastase family, member
CELA2A 2A 0.00239408
DLX5 distal-less homeobox 5 0.00306021
CCDC88A coiled-coil domain containing 88A 0.04767025
STOML1 stomatin (EPB72)-like 1 0.0280494
MID2 midline 2 0.0169234
CSGLCA-T Chondroitin sulfate glucuronyltransferase 0.01010816
P4HA2 prolyl 4-hydroxylase, alpha polypeptide II 0.0292032
MY06 myosin VI 0.04628552
GEMIN8 gem (nuclear organelle) associated protein 8 0.01700446
R ASEH2B ribonuclease H2, subunit B 0.02568195 solute carrier family 12 (potassium/chloride
SLC12A5 transporter), member 5 1.498932 0.04182994 cytochrome P450, family 20, subfamily A,
CYP20A1 polypeptide 1 0.00860486
BPTF bromodomain PHD finger transcription factor 0.0230048
PHTF2 Putative homeodomain transcription factor 2 0.01305125
ZBTB7A zinc finger and BTB domain containing 7A 0.01106742
PDK1 pyruvate dehydrogenase kinase, isozyme 1 0.01511556
KRTAPlO-10 keratin associated protein 10-10 0.01929623 SAP130 Sin3A-associated protein, 130kDa 0.0309965 C20orfl 1 chromosome 20 open reading frame 11 0.03218343 GPR162 G protein-coupled receptor 162 0.00727074
ArfGAP with RhoGAP domain, ankyrin
ARAP3 repeat and PH domain 3 0.03446676 FAM120B family with sequence similarity 120B 0.02053027 protein kinase, DNA-activated, catalytic
PRKDC polypeptide 1.496476 0.04042323 actin related protein 2/3 complex, subunit 1 A,
ARPC1A 41kDa 0.0273321
ATPase, Na+/K+ transporting, alpha 4
ATP1A4 polypeptide 0.00959306
TESSP2 Testis serine protease 2 0.04986434
ARHGDIB Rho GDP dissociation inhibitor (GDI) beta 0.04171769
TBC1D5 TBC1 domain family, member 5 0.04532486
SLTM SAFB-like, transcription modulator 0.02071 192
ALPK1 alpha-kinase 1 0.00084307
SLC37A1 solute carrier family 37 (glycerol-3 -phosphate 0.00887469
DB1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value transporter), member 1
VAV3 vav 3 guanine nucleotide exchange factor 1.49455 0.00863513 calcium channel, voltage-dependent, L type,
CACNA1D alpha ID subunit 1.494529 0.04770073 C17orf39 chromosome 17 open reading frame 39 1.494082 0.02305828 ventricular zone expressed PH domain
VEPH1 homolog 1 (zebrafish) 1.493979 0.00237279 VDAC1 voltage-dependent anion channel 1 1.493692 0.00815443 GADD45GIP growth arrest and DNA-damage-inducible,
1 gamma interacting protein 1 1.493655 0.02061236
GRN granulin 1.493607 0.03683456 IDUA iduronidase, alpha-L- 1.493505 0.00362299 olfactory receptor, family 11, subfamily H,
OR11H1 member 1 1.493333 0.02470052
EYA2 eyes absent homolog 2 (Drosophila) 1.492952 0.04100083 CCDC123 coiled-coil domain containing 123 1.492601 0.00411613 solute carrier family 35 (CMP-sialic acid
SLC35A1 transporter), member A 1 1.492421 0.03009839 SLC25A37 solute carrier family 25, member 37 1.492148 0.02969246 tumor necrosis factor receptor superfamily,
TNFRSF10B member 10b 1.492041 0.0473876
CUGBP2 CUG triplet repeat, R A binding protein 2 1.491452 0.00976238
FBX042 F-box protein 42 1.491338 0.03781683
WDYHV1 WDYHV motif containing 1 1.491315 0.0290555
TLR9 toll-like receptor 9 1.491057 0.02533605
STRN3 striatin, calmodulin binding protein 3 1.490937 0.04429151
JRKL jerky homolog-like (mouse) 1.490843 0.03773327
WDR65 WD repeat domain 65 1.489954 0.02181211 ubiquinol-cytochrome c reductase, Rieske
UQCRFS1 iron-sulfur polypeptide 1 1.489845 0.02452908 ASPN asporin 1.489751 0.02227567 L3MBTL2 l(3)mbt-like 2 (Drosophila) 1.489618 0.00853662 HESX1 HESX homeobox 1 1.48897 0.01313614 upstream transcription factor 2, c-fos
USF2 interacting 1.488893 0.02332004
RIT1 Ras-like without CAAX 1 1.488704 0.01691638
CXCR7 chemokine (C-X-C motif) receptor 7 1.48836 0.04469999 solute carrier family 3 (cystine, dibasic and
neutral amino acid transporters, activator of
cystine, dibasic and neutral amino acid
SLC3A1 transport), member 1 1.488117 0.00445729
CI lor© chromosome 11 open reading frame 9 1.487813 0.04541662
CSAD cysteine sulfinic acid decarboxylase 1.487784 0.04360266
N4BP2 NEDD4 binding protein 2 1.487665 0.04561429
BMPR1B bone morphogenetic protein receptor, type IB 1.487422 0.01325305
MY015B Myosin XVB pseudogene 1.487292 0.03221572
DEAD (Asp-Glu-Ala-Asp) box polypeptide
DDX20 20 1.487244 0.0038332 phosphatidylinositol-3,4,5-trisphosphate-
PREX2 dependent Rac exchange factor 2 1.486892 0.02762766
DBl/ 694375] 6.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
E2F6 E2F transcription factor 6 0.04873563 CCDC38 coiled-coil domain containing 38 0.04585151 C9 complement component 9 0.03138149 ILK integrin-linked kinase 0.03627245 AD54L RAD54-like (S. cerevisiae) 0.00858123
LAMB1 laminin, beta 1 0.00653142
CIB1 calcium and integrin binding 1 (calmyrin) 0.01107503
HIST1H2AC histone cluster 1 , H2ac 0.02826414
KIAA0319L KIAA0319-like 0.00321669
KIF5C kinesin family member 5C 0.03417717
GSK3A glycogen synthase kinase 3 alpha 0.01122827
KDM6A lysine (K)-specific demethylase 6A 0.02741398
GUSB glucuronidase, beta 0.00747287
QPCT glutaminyl-peptide cyclotransferase 0.04104095
BCAS4 breast carcinoma amplified sequence 4 0.02197508
BTN2A1 butyrophilin, subfamily 2, member Al 0.00038605
SYCP1 synaptonemal complex protein 1 0.04266731
KRBA1 KRAB-A domain containing 1 0.00220749 poly (ADP-ribose) polymerase family,
PARP4 member 4 0.00301927
SI 2 single-minded homolog 2 (Drosophila) 0.04804004
ATRNL1 attractin-like 1 0.03262769
SWI/SNF related, matrix associated, actin
dependent regulator of chromatin, subfamily
SMARCB1 b, member 1 0.0117909 ZZEF1 zinc finger, ZZ-type with EF-hand domain 1 0.02785441 pseudouridylate synthase 7 homolog (S.
PUS7 cerevisiae) 0.04277312
KDM4B lysine (K)-specific demethylase 4B 0.0292299
ZNF238 zinc finger protein 238 0.01726056 transglutaminase 3 (E polypeptide, protein-
TGM3 glutamine-gamma-glutamyltransferase) 0.02530872
ERGIC3 ERGIC and golgi 3 0.00847787
SLC41A3 solute carrier family 41, member 3 0.03315266 integrin, alpha 5 (fibronectin receptor, alpha
ITGA5 polypeptide) 0.01069824 NSBP1 Nucleosomal binding protein 1 0.03963054 NAV1 neuron navigator 1 0.0407588 FOSL2 FOS-like antigen 2 0.00031436 nuclear factor of kappa light polypeptide gene
NFKBID enhancer in B -cells inhibitor, delta 0.00732586
GGT1 gamma-glutamyltransferase 1 0.00264442
DOCK3 dedicator of cytokinesis 3 0.04456291
POU5F1 POU class 5 homeobox 1 0.0205725
ZNF776 zinc finger protein 776 0.01308106
PCTK3 PCTAIRE protein kinase 3 0.04215809 family with sequence similarity 171, member
FAM171B B 0.01422667 phosphoinositide-3 -kinase, regulatory subunit
PIK3R4 4 0.04851308
DB l/ 09437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
MED23 mediator complex subunit 23 0.04028339
LPIN2 lipin 2 0.04844938
PIAS2 protein inhibitor of activated STAT, 2 0.02186057
ZNF346 zinc finger protein 346 0.01112805
CCNL2 cyclin L2 0.02934899
ZNF317 Zinc finger protein 317 0.02908138
CUBN cubilin (intrinsic factor-cobalamin receptor) 0.03940218
ZNF669 zinc finger protein 669 0.008801 1
LRRC28 leucine rich repeat containing 28 0.04717917 signal transducer and activator of
STAT2 transcription 2, 113kDa 0.00464306
KATNAl katanin p60 (ATPase-containing) subunit A 1 0.03371068
KIAA1407 KIAA1407 0.04081785
PCID2 PCI domain containing 2 0.02600855
E 01LB EROl-like beta (S. cerevisiae) 0.02510508
HEATR7B2 HEAT repeat family member 7B2 0.0474
PTGR2 prostaglandin reductase 2 0.01576499
EP300 El A binding protein p300 0.03674569 sema domain, seven thrombospondin repeats
(type 1 and type 1-like), transmembrane
domain (TM) and short cytoplasmic domain,
SEMA5A (semaphorin) 5 A 0.03564324
TYSND1 trypsin domain containing 1 0.03841107
FASTKD1 FAST kinase domains 1 0.01426259 nucleotide-binding oligomerization domain
NOD2 containing 2 0.00327639 RNF167 ring finger protein 167 0.031 12976
DEAH (Asp-Glu-Ala-His) box polypeptide
DHX29 29 0.01019979 GSDMD gasdermin D 0.04369056
Microtubule-associated protein 1 light chain 3
MAP1LC3A alpha 0.04249948 TEAD3 TEA domain family member 3 0.03096314 family with sequence similarity 126, member
FAM126B B 0.03569178 LIPA lipase A, lysosomal acid, cholesterol esterase 0.02558128 advanced glycosylation end product-specific
AGER receptor 0.03465146 phytanoyl-CoA 2-hydroxylase interacting
PHYHIPL protein-like 0.02514305 solute carrier organic anion transporter
SLC04C1 family, member 4C 1 0.01184326
LDHD lactate dehydrogenase D 0.00975421
KRT28 keratin 28 0.01816292
IQ motif containing GTPase activating
IQGAP3 protein 3 0.01554435 nudix (nucleoside diphosphate linked moiety
NUDT3 X)-type motif 3 0.00899816 coiled-coil-helix-coiled-coil-helix domain
CHCHD2 containing 2 0.01172654 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells Gene Symbol Gene Description Fold Ttest P
value
ARHGAP9 Rho GTPase activating protein 9 1.466942 0.0280099
Family with sequence similarity 62 (C2
FAM62B domain containing) member B 1.466889 0.01377577
GCLC glutamate-cysteine ligase, catalytic subunit 1.466645 0.02679587
ARR3 arrestin 3, retinal (X-arrestin) 1.466048 0.01696652 regulator of G protein signaling 9 binding
RGS9BP protein 1.465883 0.03961413 phospholipase A2, group VI (cytosolic,
PLA2G6 calcium-independent) 1.465765 0.02742349
BAALC Brain and acute leukemia, cytoplasmic 1.46535 0.00024952
LRRN4 leucine rich repeat neuronal 4 1.465336 0.00738088
EXD3 exonuclease 3'-5' domain containing 3 1.464634 0.02526724 insulin-like growth factor 2 mRNA binding
IGF2BP2 protein 2 1.464327 0.04162595
FOXQ1 forkhead box Ql 1.464178 0.00212678 solute carrier family 39 (zinc transporter),
SLC39A13 member 13 1.464156 0.01844752
RASA2 RAS p21 protein activator 2 1.463718 0.00740884
KIF16B kinesin family member 16B 1.463596 0.011 15288
KRTAP10-8 keratin associated protein 10-8 1.463269 0.000559
CRTC2 CREB regulated transcription coactivator 2 1.463094 0.04358035 protein phosphatase, Mg2+/Mn2+ dependent,
PPM1H 1H 1.462605 0.01356042
S 100A16 S 100 calcium binding protein A 16 1.462571 0.04659033
TBL1X transducin (beta)-like lX-linked 1.462548 0.02846753
ZNF35 zinc finger protein 35 1.462328 0.01374461 peptidase domain containing associated with
PAMR1 muscle regeneration 1 1.461975 0.0389447
ADCY5 adenylate cyclase 5 1.461874 0.01746332
X-prolyl aminopeptidase (aminopeptidase P)
XPNPEP2 2, membrane-bound 1.461415 0.02555418 dual-specificity tyrosine-(Y)-phosphorylation
DYRK1A regulated kinase 1A 1.461295 0.02525277 cytochrome P450, family 3, subfamily A,
CYP3A7 polypeptide 7 1.461 141 0.03694454
MAPK14 mitogen-activated protein kinase 14 1.461055 0.00495656
NBEA neurobeachin 1.460973 0.03240274
C7orf42 chromosome 7 open reading frame 42 1.460876 0.02721132 semaphorin 7A, GPI membrane anchor (John
SEMA7A Milton Hagen blood group) 1.460443 0.04669342
RUNX1 runt-related transcription factor 1 1.46004 0.04954951
P1POX pipecolic acid oxidase 1.459566 0.01220641
COL16A1 collagen, type XVI, alpha 1 1.459324 0.00255753
CCDC155 coiled-coil domain containing 155 1.459029 0.00173523
ELSPBP1 epididymal sperm binding protein 1 1.458425 0.04218641
PRDM14 PR domain containing 14 1.458395 0.04902037 thyroid hormone receptor, beta (erythroblastic
leukemia viral (v-erb-a) oncogene homolog 2,
THRB avian) 1.457783 0.02863261
UHRF1BP1 UHRF1 binding protein 1 1.457743 0.04933297
Bl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
ATP synthase mitochondrial Fl complex
ATPAF2 assembly factor 2 0.04978588
UCK1 uridine-cytidine kinase 1 0.02615271
SPTBN2 spectrin, beta, non-erythrocytic 2 0.01348539 fumarylacetoacetate hydrolase
FAH (fumarylacetoacetase) 0.03082082 CCDC78 coiled-coil domain containing 78 0.00779009 protein kinase, AMP-activated, beta 1 non-
PRKAB1 catalytic subunit 1.456934 0.00674298
NADH dehydrogenase (ubiquinone) 1 alpha
NDUFA13 subcomplex, 13 0.04645714
KAT2A K(lysine) acetyltransferase 2A 0.00222147
RPL28 ribosomal protein L28 0.03220045 mannosyl (alpha-l,3-)-glycoprotein beta- 1,4-
MGAT4B N-acetylglucosaminyltransferase, isozyme B 0.04076649
FBN1 fibrillin 1 0.02322272
ULK4 unc- 1-like kinase 4 (C. elegans) 0.04272579
X-linked Kx blood group (McLeod
XK syndrome) 0.02239272
UPK2 uroplakin 2 0.04753193
CEP68 centrosomal protein 68kDa 0.03508992 platelet-derived growth factor receptor, alpha
PDGFRA polypeptide 0.0179518 USP51 Ubiquitin specific peptidase 51 0.03331138
Sema domain, seven thrombospondin repeats
(type 1 and type 1-like), transmembrane
domain (TM) and short cytoplasmic domain,
SEMA5B (semaphorin) 5B 1.454976 0.02313882 elongation factor Tu GTP binding domain
EFTUD2 containing 2 0.01886939
FR D4A FEPvM domain containing 4A 0.01579827
UHM 1 U2AF homology motif (UHM) kinase 1 0.03607354
DMXL2 Dmx-like 2 0.00874766
ZWI T ZW10 interactor 0.00942131
OSBP oxysterol binding protein 0.04350568
SBF2 SET binding factor 2 0.01078788
C12orf48 chromosome 12 open reading frame 48 0.02655996
SLC15A3 solute carrier family 15, member 3 0.0045492
CAPSL calcyphosine-like 0.02075975
FBXL17 F-box and leucine-rich repeat protein 17 0.03278551
C2orf53 chromosome 2 open reading frame 53 0.04970591
SRR serine racemase 0.03543625
EDN2 endothelin 2 0.03828423 cAMP responsive element binding protein 3-
CREB3L2 like 2 0.02761724 vacuolar protein sorting 33 homolog A (S.
VPS33A cerevisiae) 0.03534595 calmodulin regulated spectrin-associated
CAMS API protein 1 0.03807689 ADCY2 Adenylate cyclase 2 (brain) 0.02341994 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
1-aminocyclopropane-l -carboxylate synthase
ACCS homolog (Arabidopsis)(non-functional) 1.450606 0.0041161 1
SRM spermidine synthase 1.450314 0.0386075
KIF1B kinesin family member IB 1.450105 0.00795995
CLINT1 clathrin interactor 1 1.450089 0.03162318
HERC2P2 Hect domain and RLD 2 pseudogene 2 1.449895 0.03248465 protein phosphatase 1, regulatory (inhibitor)
PPP1R3D subunit 3D 1.449813 0.02244246
Plectin 1 , intermediate filament binding
PLEC1 protein 500kDa 1.449738 0.04213924
Clorf92 chromosome 1 open reading frame 92 1.44966 0.01543183
FLCN folliculin 1.449054 0.0230347
BRD7 bromodomain containing 7 1.448578 0.00933436 postmeiotic segregation increased 2-like 2
PMS2L2 pseudogene 1.448546 0.00505112
NCR1 natural cytotoxicity triggering receptor 1 1.448542 0.04855739
C10orfl04 Chromosome 10 open reading frame 104 1.448491 0.00267935
SSPN sarcospan (Kras oncogene-associated gene) 1.44845 0.03302467
RNA pseudouridylate synthase domain
RPUSD3 containing 3 1.448408 0.00998086
DRP2 dystrophin related protein 2 1.448236 0.00721484 latent transforming growth factor beta binding
LTBP2 protein 2 1.448086 0.02740361
TMEM14C transmembrane protein 14C 1.447908 0.01223887 aldehyde dehydrogenase 1 family, member
ALDH1L1 LI 1.447745 0.03397317
SMC IB structural maintenance of chromosomes IB 1.447653 0.01700052
CCDC45 coiled-coil domain containing 45 1.447508 0.01193568
FRMD6 FERM domain containing 6 1.447341 0.04706103
TRIM27 tripartite motif-containing 27 1.447185 0.04931 129
JMJD4 jumonji domain containing 4 1.446898 0.01389272
LEMD3 LEM domain containing 3 1.44673 0.04092375
ANXA6 annexin A6 1.446179 0.02394412
Olfactory receptor, family 2, subfamily W,
OR2W3 member 3 1.445748 0.02959812 tRNA methyltransferase 61 homolog B (S.
TRMT61B cerevisiae) 1.445655 0.04102036
C22orf24 chromosome 22 open reading frame 24 1.445618 0.04413586
SYCP2 synaptonemal complex protein 2 1.44557 0.01896128
UNC5C unc-5 homolog C (C. elegans) 1.445531 0.03566415
ADRBK1 adrenergic, beta, receptor kinase 1 1.445273 0.03231885 antagonist of mitotic exit network 1 homolog
AMN1 (S. cerevisiae) 1.445051 0.033402
RBPMS RNA binding protein with multiple splicing 1.44501 0.03858333
BMP6 bone morphogenetic protein 6 1.444856 0.02522336
IKZF4 IKAROS family zinc finger 4 (Eos) 1.444792 0.04121343
HEATR3 HEAT repeat containing 3 1.444721 0.0101094
LOXHD1 lipoxygenase homology domains 1 1.4447 0.00078933
DGKH Diacylglycerol kinase, eta 1.444408 0.0205564
KIAA1191 KIAA1191 1.444339 0.03985924 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
SPATA7 spermatogenesis associated 7 1.444215 0.01031062 transmembrane and tetratricopeptide repeat
TMTC4 containing 4 1.443929 0.02091397
SEC24C SEC24 family, member C (S. cerevisiae) 1.443774 0.03113679
LOC400940 hypothetical LOC400940 1.443742 0.04018813 sodium channel, voltage-gated, type XI, alpha
SCN11A subunit 1.44344 0.0435613 translocase of outer mitochondrial membrane
TOMM70A 70 homolog A (S. cerevisiae) 1.442531 0.03272251 toll-interleukin 1 receptor (TIR) domain
TIRAP containing adaptor protein 1.442305 0.0353389
MAML1 mastermind-like 1 (Drosophila) 1.442288 0.03228402 family with sequence similarity 115, member
FAM115C C 1.442232 0.03824025
SIGLEC9 sialic acid binding Ig-like lectin 9 1.442189 0.00149336
C15orf41 chromosome 15 open reading frame 41 1.442137 0.04387507
SMAD1 SMAD family member 1 1.442081 0.01612332
DMC1 dosage suppressor of mckl homolog,
meiosis-specific homologous recombination
DMC1 (yeast) 1.441914 0.01212361
SLC35B3 solute carrier family 35, member B3 1.441522 0.0071 1122
Cytochrome P450, family 2, subfamily C,
CYP2C19 polypeptide 19 1.441363 0.0170018
MOGAT3 monoacylglycerol O-acyltransferase 3 1.441283 0.03555083 mitochondrial carrier triple repeat 1
LOC494141 pseudogene 1.441004 0.01257991
UBXN10 UBX domain protein 10 1.440741 0.00806327
Clorf65 chromosome 1 open reading frame 65 1.440539 0.04575707
CRIP2 cysteine-rich protein 2 1.440525 0.03552207
CFB complement factor B 1.440334 0.02702825
C16orf45 chromosome 16 open reading frame 45 1.440058 0.01337094
CKLF chemokine-like factor 1.440038 0.04099922
MORN! MORN repeat containing 1 1.439966 0.04582123
KIAA0125 IAA0125 1.43966 0.04041667
GEMIN5 gem (nuclear organelle) associated protein 5 1.439594 0.0397608 tRNA splicing endonuclease 54 homolog (S.
TSEN54 cerevisiae) 1.439572 0.04851051
REPS1 RALBPl associated Eps domain containing 1 1.439539 0.0313097
CSMD2 CUB and Sushi multiple domains 2 1.439487 0.00017482 eukaryotic translation elongation factor 1
EEF1A1 alpha 1 1.439448 0.03794699
MCHR1 melanin-concentrating hormone receptor 1 1.439291 0.00549179
NKX3-1 NK3 homeobox 1 1.439246 0.00916252 protein C (inactivator of coagulation factors
PROC Va and Villa) 1.439197 0.03744441
14-Sep N/A 1.439028 0.02172227
Neural precursor cell expressed,
NEDD4L developmentally down-regulated 4-like 1.438929 0.03498104 protein phosphatase 1 , regulatory (inhibitor)
PPP1R14D subunit 14D 1.438585 0.03281531
)B 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upreguiated by Lactate in MCF7 Cells Gene Symbol Gene Description Fold Ttest P
Change value
solute carrier family 12
(sodium/potassium/chloride transporters),
SLC12A1 member 1 1.438116 0.02379177
PSG2 pregnancy specific beta- 1 -glycoprotein 2 1.437935 0.04206079
DPT dermatopontin 1.437896 0.04729978
ARMC9 armadillo repeat containing 9 1.437839 0.02857529
EPAS1 endothelial PAS domain protein 1 1.437838 0.02537747
ATL1 atlastin GTPase 1 1.437797 0.02539355
ZNF419 Zinc finger protein 419 1.437381 0.03921324
TRNT1 tRNA nucleotidyl transferase, CCA-adding, 1 1.436917 0.01566898
RNASEH2C ribonuclease H2, subunit C 1.436884 0.04326723
UBXN1 UBX domain protein 1 1.436743 0.01261269
AHCY adenosylhomocysteinase 1.436738 0.0251681
CI orf51 chromosome 1 open reading frame 51 1.43641 0.0452643
DTL denticleless homolog (Drosophila) 1.436258 0.00228503
SPAG7 sperm associated antigen 7 1.435961 0.02176801 nuclear receptor subfamily 1, group H,
NR1H4 member 4 1.43593 0.01391427
CLASP 1 cytoplasmic linker associated protein 1 1.435908 0.02537964
DDHD1 DDHD domain containing 1 1.435652 0.02093535
KIF1A kinesin family member 1A 1.435186 0.04232803
DFNB31 Deafness, autosomal recessive 31 1.434434 0.0130253 kinase non-catalytic C-lobe domain (KIND)
KNDC1 containing 1 1.43423 0.04860364
SMOC1 SPARC related modular calcium binding 1 1.434133 0.01865818 roundabout homolog 4, magic roundabout
ROB04 (Drosophila) 1.433999 0.0402941
WDR68 WD repeat domain 68 1.433988 0.01943028
KRT6B keratin 6B 1.433946 0.04035729
CTPS2 CTP synthase II 1.433712 0.00451117
Arginyl aminopeptidase (aminopeptidase B)-
RNPEPL1 like 1 1.433653 0.0127466
RPL23A ribosomal protein L23a 1.433396 0.03929183
PI4KA phosphatidylinositol 4-kinase, catalytic, alpha 1.433153 0.01035201
ADRBK2 adrenergic, beta, receptor kinase 2 1.432822 0.03410394
LOC1001304 similar to PI gene for c subunit of human
92 mitochondrial ATP synthase 1.432758 0.02573644
G-protein signaling modulator 1 (AGS3-like,
GPSM1 C. elegans) 1.432471 0.01972055
SCRIB scribbled homolog (Drosophila) 1.431988 0.04023653
WFDC1 WAP four-disulfide core domain 1 1.431673 0.01610888
LMAN1L Lectin, mannose-binding, 1 like 1.431654 0.04178231
6-phosphofructo-2-kinase/fructose-2,6-
PF FB3 biphosphatase 3 1.431618 0.04427076 gamma-aminobutyric acid (GABA) B
GABBR2 receptor, 2 1.431377 0.01905578
TRM5 tRNA methyltransferase 5 homolog
TRMT5 (S. cerevisiae) 1.431236 0.01264871
SYT15 synaptotagmin XV 1.431127 0.0468319
RBM6 RNA binding motif protein 6 1.43099 0.0074634
DB1/ 69437516.1
Supplemental Table 1. Gene Transcripts Up regulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value complement component 4A (Rodgers blood
C4A group) 1.430559 0.01 175462
ATP -binding cassette, sub-family B
ABCB1 (MDR/TAP), member 1 1.430367 0.02609242
ZNF174 zinc finger protein 174 1.430263 0.02382622
ASAM adipocyte-specific adhesion molecule 1.429698 0.01575073
SULF2 sulfatase 2 1.429509 0.03707728
PCSK1 proprotein convertase subtilisin/kexin type 1 1.429504 0.00675947
DEXI Dexi homolog (mouse) 1.4295 0.00979015
CREB5 cAMP responsive element binding protein 5 1.429176 0.03559724
ITK IL2-inducible T-cell kinase 1.429076 0.04169545
PGAP1 post-GPI attachment to proteins 1 1.429043 0.02809428 cadherin, EGF LAG seven-pass G-type
CELSR1 receptor 1 (flamingo homolog, Drosophila) 1.428928 0.01308152 FOXM1 forkhead box Ml 1.428823 0.00664337 sialic acid binding Ig-like lectin 1 ,
SIGLECl sialoadhesin 1.428823 0.03063211
DTX2 deltex homolog 2 (Drosophila) 1.428784 0.01838192
PRRT1 proline-rich transmembrane protein 1 1.428698 0.00624586
C14orfl33 Chromosome 14 open reading frame 133 1.428084 0.01192022
GRM5 glutamate receptor, metabotropic 5 1.428 0.00569792 general transcription factor IIF, polypeptide 2,
GTF2F2 30kDa 1.427729 0.03320271 XRRA1 X-ray radiation resistance associated 1 1.42764 0.02680118 sodium channel, voltage-gated, type V, alpha
SCN5A subunit 1.427595 0.04117775 YST2 MYST histone acetyltransferase 2 1.427383 0.0315683
FZD5 frizzled homolog 5 (Drosophila) 1.427287 0.00237956
SYNE2 spectrin repeat containing, nuclear envelope 2 1.427261 0.02730996
ZNF787 zinc finger protein 787 1.427139 0.04991913 gamma-aminobutyric acid (GABA) A
GABRD receptor, delta 1.426991 0.00917325
OPRLl opiate receptor-like 1 1.426883 0.00697309
FZD6 frizzled homolog 6 (Drosophila) 1.426781 0.02987967
KRTAP21-2 keratin associated protein 21-2 1.426314 0.01330069 TMEM63A transmembrane protein 63A 1.426248 0.02568617 leukocyte immunoglobulin-like receptor,
subfamily B (with TM and ITIM domains),
LILRB1 member 1 1.425524 0.04811093 solute carrier family 24
(sodium/potassium/calcium exchanger),
SLC24A6 member 6 1.425131 0.00428639
MY05B myosin VB 1.424893 0.04053217
UBE2Z ubiquitin-conjugating enzyme E2Z 1.424388 0.04566522 major facilitator super family domain
MFSD3 containing 3 1.424253 0.03529744 ankyrin repeat, SAM and basic leucine zipper
ASZ1 domain containing 1 1.423832 0.00549437
MORC3 MORC family CW-type zinc finger 3 1.423767 0.0282166
COQ6 coenzyme Q6 homolog, monooxygenase (S. 1.423745 0.01763509
DB1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value cerevisiae)
ITGB4 integrin, beta 4 1.423742 0.00487711
SRP54 signal recognition particle 54kDa 1.423741 0.02741312
VPRBP Vpr (HIV-1) binding protein 1.423671 0.01590628
SCRN3 secernin 3 1.423637 0.00924737
TMEM196 transmembrane protein 196 1.423504 0.03912515
PAX4 paired box 4 1.4234 0.03546965
H3F3B H3 histone, family 3B (H3.3B) 1.423228 0.0202904
LYNX1 Ly6/neurotoxin 1 1.423037 0.0006764
IL21R interleukin 21 receptor 1.42299 0.0210596
VAC 14 Vac 14 homolog (S. cerevisiae) 1.422842 0.03352068
Purinergic receptor P2Y, G-protein coupled,
P2RY12 12 1.42284 0.03032864 solute carrier family 39 (zinc transporter),
SLC39A7 member 7 1.422776 0.00564315
RAB11FIP5 RAB11 family interacting protein 5 (class I) 1.422343 0.02262736 polyamine modulated factor 1 binding protein
PMFBP1 1 1.422189 0.04357855
GPR115 G protein-coupled receptor 115 1.422028 0.03195424
RRAGB Ras-related GTP binding B 1.421971 0.04892957
MNX1 motor neuron and pancreas homeobox 1 1.421965 0.02578174
CCDC27 coiled-coil domain containing 27 1.421938 0.00474015 low density lipoprotein receptor-related
LRP1B protein IB 1.421678 0.00833432
INPP5E inositol polyphosphate-5 -phosphatase, 72 kDa 1.421631 0.00536565 vacuolar protein sorting 53 homolog (S.
VPS53 cerevisiae) 1.421566 0.04694093
TIMP4 TIMP metallopeptidase inhibitor 4 1.421302 0.00096167 procollagen-lysine 1, 2-oxoglutarate 5-
PLOD1 dioxygenase 1 1.421203 0.03569493
DKFZp451A2
11 DKFZp451A211 protein 1.421088 0.04583309
C4orf29 chromosome 4 open reading frame 29 1.421085 0.03705249 pleckstrin homology domain containing,
PLEKHB1 family B (evectins) member 1 1.420822 0.00910407
XAGEIA X antigen family, member 1 A 1.420684 0.00468609 ring finger and CHY zinc finger domain
RCHY1 containing 1 1.420477 0.00583725
FGL2 fibrinogen-like 2 1.419858 0.02205817
DOCK6 dedicator of cytokinesis 6 1.419724 0.00615545
GIGYF2 GRB10 interacting GYF protein 2 1.419681 0.04428945 degenerative spermatocyte homolog 1 , lipid
DEGS1 desaturase (Drosophila) 1.419499 0.017395
Bactericidal/permeability-increasing protein¬
BPIL2 like 2 1.419455 0.02723426
LPHN3 latrophilin 3 1.419388 0.04837424
TMEM67 transmembrane protein 67 1.419169 0.04411419 ectonucleoside triphosphate
ENTPD5 diphosphohydrolase 5 1.419164 0.02048402
CEP72 centrosomal protein 72kDa 1.419136 0.02292996
)B1/ 09437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
AMOTL1 angiomotin like 1 1.418766 0.01087323
ATPase, Ca++ transporting, plasma
ATP2B2 membrane 2 1.418552 0.04957391
VGLL4 vestigial like 4 (Drosophila) 1.41834 0.04794193 solute carrier family 37 (glycerol-3-phosphate
SLC37A3 transporter), member 3 1.41767 0.0252969
ZNF658 zinc finger protein 658 1.417326 0.01854368
FTSJD2 FtsJ methyltransferase domain containing 2 1.417106 0.04306268
ADIPOR1 adiponectin receptor 1 1.417013 0.02325571
ArfGAP with RhoGAP domain, ankyrin
ARAP1 repeat and PH domain 1 1.41686 0.01952002
KDM4C lysine (K)-specific demethylase 4C 1.416713 0.01518097
MRPL48 mitochondrial ribosomal protein L48 1.416469 0.03672311
BOLA3 bolA homolog 3 (E. coli) 1.416326 0.04327928
VGF VGF nerve growth factor inducible 1.416295 0.01054276
NRAP nebulin-related anchoring protein 1.416244 0.03451808
ABHD11 abhydrolase domain containing 11 1.416205 0.04257664 cutA divalent cation tolerance homolog (E.
CUTA coli) 1.41605 0.00410166
OTUB2 OTU domain, ubiquitin aldehyde binding 2 1.415713 0.0037679 rabaptin, RAB GTPase binding effector
RABEP2 protein 2 1.415527 0.01931713
EXOC2 exocyst complex component 2 1.41514 0.00306119
C5orf44 chromosome 5 open reading frame 44 1.415138 0.00720595
ENGASE endo-beta-N-acetylglucosaminidase 1.414899 0.01551833
HSD17B7 hydroxysteroid (17-beta) dehydrogenase 7 1.414871 0.02314324 family with sequence similarity 59, member
FAM59A A 1.414685 0.01858809
ATP -binding cassette, sub-family A (ABCl),
ABCA5 member 5 1.414504 0.01366697
ADPRHL1 ADP-ribosylhydrolase like 1 1.41442 0.04904569
TCEAL2 transcription elongation factor A (Sll)-like 2 1.414201 0.02452442 phosphodiesterase 4D, cAMP-specific
(phosphodiesterase E3 dunce homolog,
PDE4D Drosophila) 1.414178 0.0113491
TUBE1 tubulin, epsilon 1 1.414105 0.00144696
MYOCD myocardin 1.414081 0.04496923
CKMT2 creatine kinase, mitochondrial 2 (sarcomeric) 1.414046 0.0128032
CYFIP2 cytoplasmic FMR1 interacting protein 2 1.413943 0.01863851
CUZD1 CUB and zona pellucida-like domains 1 1.413924 0.00851985
FM03 flavin containing monooxygenase 3 1.4139 0.02493988
ABLIM1 actin binding LIM protein 1 1.413544 0.04823307 tankyrase, TRF1 -interacting ankyrin-related
TNKS2 ADP-ribose polymerase 2 1.413046 0.03105238
CPNE1 copine I 1.412965 0.00879491
BTBD7 BTB (POZ) domain containing 7 1.412938 0.0451493 protein phosphatase, EF-hand calcium
PPEF2 binding domain 2 1.412887 0.01372869
TMEM45B transmembrane protein 45B 1.412854 0.02498117
NECAB2 N-terminal EF-hand calcium binding protein 1.412734 0.00482513
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells Gene Symbol Gene Description Fold Ttest P
Change value
2
signal-induced proliferation-associated 1 like
SIPA1L1 1 1.412649 0.03131075
TTC13 tetratricopeptide repeat domain 13 1.412549 0.02575639 epithelial cell transforming sequence 2
ECT2 oncogene 1.412257 0.00609004 mitogen-activated protein kinase kinase
MAP3K5 kinase 5 1.412219 0.0127853
IL17RC interleukin 17 receptor C 1.412013 0.01 14419 ectonucleotide
ENPP6 pyrophosphatase/phosphodiesterase 6 1.411987 0.02580456 menage a trois homolog 1, cyclin H assembly
MNAT1 factor (Xenopus laevis) 1.411922 0.02407525
CLCA3P chloride channel accessory 3 (pseudogene) 1.411853 0.04263647 calcium channel, voltage-dependent, beta 2
CACNB2 subunit 1.411807 0.0276152
CASC5 cancer susceptibility candidate 5 1.411558 0.00946303
HK1 hexokinase 1 1.411 14 0.04448314
CALR calreticulin 1.411 0.04006515
C8orf38 chromosome 8 open reading frame 38 1.410974 0.02540992
FLJ45950 FLJ45950 protein 1.410895 0.03436742 inositol polyphosphate-4-phosphatase, type II,
I PP4B 105kDa 1.41084 0.03007155
C5orf24 chromosome 5 open reading frame 24 1.41066 0.02510297
LY6H lymphocyte antigen 6 complex, locus H 1.410606 0.0133544
PTH1R parathyroid hormone 1 receptor 1.410543 0.00783519 intraflagellar transport 57 homolog
IFT57 (Chlamydomonas) 1.410484 0.02169174
DY C112 dynein, cytoplasmic 1 , intermediate chain 2 1.410334 0.0279939 pregnancy specific beta- 1 -glycoprotein 7
PSG7 (gene/pseudogene) 1.410282 0.03956582
FGFRL1 fibroblast growth factor receptor-like 1 1.410036 0.04769822
DAO D-amino-acid oxidase 1.409682 0.01256402
SULF1 sulfatase 1 1.409417 0.02525754 protein phosphatase 2, regulatory subunit B',
PPP2R5D delta 1.409369 0.02720365
ECHDC2 enoyl CoA hydratase domain containing 2 1.409332 0.0282362 cylicin, basic protein of sperm head
CYLC2 cytoskeleton 2 1.409008 0.03520158
C3orf20 chromosome 3 open reading frame 20 1.408985 0.01768384
TKTL1 transketolase-like 1 1.408946 0.01008055
C5orf26 Chromosome 5 open reading frame 26 1.408597 0.00536435
FNDC4 fibronectin type III domain containing 4 1.408025 0.02248347 superkiller viralicidic activity 2-like (S.
SKIV2L cerevisiae) 1.407726 0.00726796
DVL1 dishevelled, dsh homolog 1 (Drosophila) 1.407381 0.01421061
SRD5A3 steroid 5 alpha-reductase 3 1.407294 0.04982272
GPR98 G protein-coupled receptor 98 1.407268 0.01027858
NLGN1 neuroligin 1 1.407195 0.01186509
UQCRC1 ubiquinol-cytochrome c reductase core 1.407184 0.01608345
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value protein I
OSBPL9 Oxysterol binding protein-like 9 1.406858 0.02191181
UBTD2 ubiquitin domain containing 2 1.406757 0.02310731
TARSL2 threonyl-tRNA synthetase-like 2 1.406743 0.03616151
DPF2 D4, zinc and double PHD fingers family 2 1.406662 0.00964088 asparagine-linked glycosylation 9, alpha- 1,2-
ALG9 mannosyltransferase homo log (S. cerevisiae) 1.406114 0.02876208
MXD4 MAX dimerization protein 4 1.406008 0.0335339
ZNF517 zinc finger protein 517 1.405979 0.0127863
C13orf31 chromosome 13 open reading frame 31 1.405851 0.02596859
JTV1 JTV1 gene 1.405782 0.00950045
SASH1 SAM and SH3 domain containing 1 1.404986 0.01632024 solute carrier family 6 (neurotransmitter
SLC6A8 transporter, creatine), member 8 1.404866 0.03216539
H2AFV H2A histone family, member V 1.40403 0.03700618
CUL7 cullin 7 1.403988 0.01660501
ST7 suppression of tumorigenicity 7 1.403839 0.01748328
RP1L1 retinitis pigmentosa 1 -like 1 1.40353 0.03560601
La ribonucleoprotein domain family, member
LARP4 4 1.403388 0.02344304 sodium channel, voltage-gated, type IV, alpha
SCN4A subunit 1.402997 0.00767131
DOK6 docking protein 6 1.402978 0.04549792 nucleolar complex associated 3 homolog (S.
NOC3L cerevisiae) 1.402952 0.03708411
NECAP2 NECAP endocytosis associated 2 1.402829 0.032084
LMCD1 LIM and cysteine-rich domains 1 1.402766 0.03712631
N-deacetylase/N-sulfotransferase (heparan
NDST1 glucosaminyl) 1 1.402735 0.03263743
TBCKL N/A 1.402699 0.03188772
ZNF770 zinc finger protein 770 1.402633 0.00386837 IAA1797 KIAA1797 1.402343 0.00803293
CENPC1 centromere protein C 1 1.402049 0.0016592
WEE1 WEE1 homolog (S. pombe) 1.401628 0.01546795
GLT25D1 glycosyltransferase 25 domain containing 1 1.401591 0.0059023
COL1A2 collagen, type I, alpha 2 1.401494 0.03357532
SH3BP5L SH3 -binding domain protein 5 -like 1.401407 0.0460964
GRRPl glycine/arginine rich protein 1 1.400911 0.02169507
FBXL18 F-box and leucine-rich repeat protein 18 1.400868 0.03213365
TMEM5 transmembrane protein 5 1.400644 0.02448413
PRKCD protein kinase C, delta 1.400535 0.00850696
MEIS1 Meis homeobox 1 1.400454 0.04054264 nuclear factor of kappa light polypeptide gene
NFKBIL1 enhancer in B-cells inhibitor-like 1 1.400366 0.02647057
SLC35A5 solute carrier family 35, member A5 1.400233 0.00237093 solute carrier family 36 (proton/amino acid
SLC36A1 symporter), member 1 1.399675 0.02076631
ANXA2P1 annexin A2 pseudogene 1 1.399533 0.02940857
ANKRD5 ankyrin repeat domain 5 1.399432 0.0007459
PARVG parvin, gamma 1.399324 0.00164838
DB1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value mitogen-activated protein kinase kinase
MAP4K5 kinase kinase 5 1.399107 0.02479176
ZNF100 Zinc finger protein 100 1.398985 0.00625826
CATSPER2 cation channel, sperm associated 2 1.398976 0.00496629
C6orfl05 chromosome 6 open reading frame 05 1.398805 0.04529836 serum/glucocorticoid regulated kinase family,
SG 3 member 3 1.398376 0.04615825
Protein tyrosine phosphatase, non-receptor
PTPN5 type 5 (striatum-enriched) 1.398369 0.00577337
TNKS1BP1 tankyrase 1 binding protein 1, 182kDa 1.398288 0.00506839
DENND5A DENN/MADD domain containing 5A 1.398194 0.0134378
SMAD5 SMAD family member 5 1.397969 0.04112916
GPR85 G protein-coupled receptor 85 1.397847 0.01995992 retinol dehydrogenase 11 (all-trans/9-cis/l 1-
RDH11 cis) 1.397657 0.0050891
ZNF92 Zinc finger protein 92 1.397295 0.01910671
C6orfl23 Chromosome 6 open reading frame 123 1.397278 0.01660509
TULP4 tubby like protein 4 1.397015 0.02174879
GAS2L2 growth arrest-specific 2 like 2 1.396857 0.00769112
MON2 MON2 homolog (S. cerevisiae) 1.396562 0.02277165
NCKAP1L NCK-associated protein 1 -like 1.396475 0.03478304
RAB28 RAB28, member RAS oncogene family 1.396447 0.02485702
WASH2P WAS protein family homolog 2 pseudogene 1.396235 0.01601012
C2orf43 chromosome 2 open reading frame 43 1.396214 0.03663188
ZFHX4 zinc finger homeobox 4 1.395673 0.03745583 killer cell immunoglobulin-like receptor, two
KIR2DL4 domains, long cytoplasmic tail, 4 1.395657 0.03599348
IKZF2 IKAROS family zinc finger 2 (Helios) 1.395479 0.03064697
Olfactory receptor, family 2, subfamily H,
OR2H2 member 2 1.395417 0.04713191 olfactory receptor, family 2, subfamily B,
OR2B2 member 2 1.395263 0.00597808 PTN kaptin (actin binding protein) 1.395175 0.00347347
LOC1001343
96 similar to zinc finger protein 799 1.39516 0.04812719
CDH2 cadherin 2, type 1, N-cadherin (neuronal) 1.395061 0.04529743 translocase of inner mitochondrial membrane
TIMM44 44 homolog (yeast) 1.394702 0.02292879
ATP-binding cassette, sub-family F (GCN20),
ABCF2 member 2 1.394627 0.03672061
ZNF193 zinc finger protein 193 1.393586 0.00256927
MOSPD2 motile sperm domain containing 2 1.393409 0.00750667
AMELX amelogenin, X-linked 1.393182 0.01706607
C20orfl49 Chromosome 20 open reading frame 149 1.392992 0.03940517
BLM Bloom syndrome, RecQ helicase-like 1.392962 0.02331052
PRMT8 protein arginine methyltransferase 8 1.392528 0.04848671
FOXP1 forkhead box PI 1.392398 0.03455442
ATP-binding cassette, sub-family G
ABCG4 (WHITE), member 4 1.392177 0.02679048
ST13 suppression of tumorigenicity 13 (colon 1.392146 0.02567641 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value carcinoma) (Hsp70 interacting protein)
GTF2A1L general transcription factor IIA, 1 -like 1.392143 0.0445689
Clorf25 chromosome 1 open reading frame 25 1.391853 0.00399888
BBS2 Bardet-Biedl syndrome 2 1.391766 0.0482488 solute carrier family 34 (sodium phosphate),
SLC34A2 member 2 1.391721 0.00394565
PPIA peptidylprolyl isomerase A (cyclophilin A) 1.391479 0.00135116 secreted protein, acidic, cysteine-rich
SPARC (osteonectin) 1.391088 0.04346937
LIMD1 LIM domains containing 1 1.390887 0.01945038
BAG2 BCL2-associated athanogene 2 1.390864 0.00399346
CNDP dipeptidase 2 (metallopeptidase M20
CNDP2 family) 1.39074 0.04661699
SGK2 serum/glucocorticoid regulated kinase 2 1.39068 0.03191632
PDE3A phosphodiesterase 3A, cGMP -inhibited 1.390545 0.04174219
FNDC7 fibronectin type III domain containing 7 1.390462 0.0021826
FLNC filamin C, gamma 1.390381 0.00718939 alcohol dehydrogenase 4 (class II), pi
ADH4 polypeptide 1.390243 0.02064603
C6orfl0 chromosome 6 open reading frame 10 1.389954 0.0360883
ST6 beta-galactosamide alpha-2,6-
ST6GAL1 sialyltranferase 1 1.389745 0.03513611
HELQ helicase, POLQ-like 1.389705 0.03292837
GGCX gamma-glutamyl carboxylase 1.38939 0.0460239
PI15 peptidase inhibitor 15 1.389099 0.02507614 nuclear receptor subfamily 1, group I,
NR1I2 member 2 1.388937 0.00647909
PGPEP1 Pyroglutamyl-peptidase I 1.388913 0.00818542 family with sequence similarity 174, member
FAM174B B 1.388897 0.0283348
PYCARD PYD and CARD domain containing 1.388828 0.02722781
SLC38A4 solute carrier family 38, member 4 1.388811 0.04897691
CENPP centromere protein P 1.388721 0.02320842
FCRL5 Fc receptor-like 5 1.388699 0.01992709
TM7SF3 transmembrane 7 superfamily member 3 1.388536 0.01990459
SLPI secretory leukocyte peptidase inhibitor 1.38852 0.04288421
SORT1 sortilin 1 1.388421 0.00563762
SIPA1 signal-induced proliferation-associated 1 1.388256 0.00350995
RAD52 RAD52 homolog (S. cerevisiae) 1.388195 0.01704318 sodium channel, voltage-gated, type III, alpha
SCN3A subunit 1.387952 0.03410646
Cl lorfl6 chromosome 11 open reading frame 16 1.387896 0.01527868
KDELC2 KDEL (Lys-Asp-Glu-Leu) containing 2 1.387517 0.03464133
SYTL4 synaptotagmin-like 4 1.3871 18 0.02970297
POTEA POTE ankyrin domain family, member A 1.387003 0.04607794
C4orf8 Chromosome 4 open reading frame 8 1.386989 0.03542979
LTA4H leukotriene A4 hydrolase 1.386545 0.03548382
C14orfl77 chromosome 14 open reading frame 177 1.386309 0.00984611
GBP4 guanylate binding protein 4 1.386077 0.04580035
RRP9 ribosomal RNA processing 9, small subunit 1.386013 0.00671923
DB1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
(SSU) processome component, homolog
(yeast)
SIK2 salt-inducible kinase 2 0.04197294
NKD1 naked cuticle homolog 1 (Drosophila) 0.03408552
UBE3B ubiquitin protein ligase E3B 0.04875568
RYR1 ryanodine receptor 1 (skeletal) 0.02386302
MAK male germ cell-associated kinase 0.04875467
Ras protein-specific guanine nucleotide-
RASGRF1 releasing factor 1 0.04400616
ULK3 unc-51-like kinase 3 (C. elegans) 0.04520021
NKTR natural killer-tumor recognition sequence 0.03433816
C5orf51 chromosome 5 open reading frame 51 0.01685538
MYCBP2 MYC binding protein 2 0.02599111
MEX3B mex-3 homolog B (C. elegans) 0.01461286 family with sequence similarity 50, member
FAM50A A 0.02964922 NVL nuclear VCP-like 0.02522613 CD96 CD96 molecule 0.00301321 Cl lorGO chromosome 11 open reading frame 30 0.01287423
ST6 (alpha-N-acetyl-neuraminyl-2,3 -beta-
ST6GALNAC galactosyl-l,3)-N-acetylgalactosaminide
3 alpha-2,6-sialyltransferase 3 0.01459722
CD99L2 CD99 molecule-like 2 0.02914173
ALAD aminolevulinate dehydratase 0.04249311
FLU Friend leukemia virus integration 1 0.04745503 kelch repeat and BTB (POZ) domain
BTBD2 containing 2 0.02264339 myosin, light chain 12A, regulatory, non-
MYL12A sarcomeric 0.01246539 v-erb-a erythroblastic leukemia viral
ERBB4 oncogene homolog 4 (avian) 0.02315776 KPNA3 karyopherin alpha 3 (importin alpha 4) 0.0289694
WW domain binding protein 4 (formin
WBP4 binding protein 21) 0.04909614
KIF13B kinesin family member 13B 0.04347903
SPOCD1 SPOC domain containing 1 0.02601498 sarcoglycan, alpha (50kDa dystrophin-
SGCA associated glycoprotein) 0.00441295 SNX19 Sorting nexin 19 0.03833771 solute carrier family 12 (potassium/chloride
SLC12A6 transporters), member 6 0.02817791 CAMTA1 calmodulin binding transcription activator 1 0.04779083 EFHD2 EF-hand domain family, member D2 0.01067716 MDM4 Mdm4 p53 binding protein homolog (mouse) 0.04659048 amyloid beta (A4) precursor protein-binding,
APBB3 family B, member 3 0.03664956 GPR135 G protein-coupled receptor 135 0.04040497 mitochondrial rRNA methyltransferase 1
MRM1 homolog (S. cerevisiae) 0.0007521 HTRA2 HtrA serine peptidase 2 0.04940812
DB1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
KIRREL3 kin of IRRE like 3 (Drosophila) 1.381017 0.00737628 syntrophin, beta 2 (dystrophin-associated
SNTB2 protein Al, 59kDa, basic component 2) 1.380994 0.02123007
M S1 Meckel syndrome, type 1 1.380991 0.04213353
HERC6 hect domain and RLD 6 1.380985 0.01442056
CPLX2 complexin 2 1.380866 0.04521856
IP6K3 inositol hexakisphosphate kinase 3 1.38025 0.00952223
PDZRN3 PDZ domain containing ring finger 3 1.380245 0.00918114
AQP6 aquaporin 6, kidney specific 1.379963 0.03940188
USP8 ubiquitin specific peptidase 8 1.379749 0.01506322
CCDC93 coiled-coil domain containing 93 1.379414 0.03060352 leukocyte immunoglobulin-like receptor,
LILRA3 subfamily A (without TM domain), member 3 1.37924 0.04854274
PI-3-kinase-related kinase SMG-1
LOC595101 pseudogene 1.379113 0.03181381
FGFR4 fibroblast growth factor receptor 4 1.379071 0.02539936
ZNF16 zinc finger protein 16 1.37864 0.02760601
MTSS1 metastasis suppressor 1 1.378356 0.01047276
RNFT2 ring finger protein, transmembrane 2 1.37832 0.01084488
PIPSL PIP5K1 A and PSMD4-like 1.37826 0.03426384
ZNF597 zinc finger protein 597 1.378182 0.01974716
PH domain and leucine rich repeat protein
PHLPP phosphatase 1.378024 0.03544604 nuclear factor related to kappaB binding
NFRKB protein 1.377916 0.00803175
UTP6, small subunit (SSU) processome
UTP6 component, homolog (yeast) 1.377461 0.04338852
GIMAP5 GTPase, IMAP family member 5 1.377391 0.00262894 ribosomal protein S6 kinase, 90kDa,
RPS6KA2 polypeptide 2 1.377333 0.03489272
PRKCB protein kinase C, beta 1.377304 0.0430421 zinc finger, RAN-binding domain containing
ZRANB3 3 1.377256 0.02630989
GPR133 G protein-coupled receptor 133 1.377234 0.02937482
DEAD (Asp-Glu-Ala-Asp) box polypeptide
DDX60 60 1.377194 0.01933972
UDP-N-acetyl-alpha-D- galactosamine.'polypeptide N- acetylgalactosaminyltransferase 11 (GalNAc-
GALNT11 Tl l) 1.37695 0.04489588
FOXD1 forkhead box Dl 1.376873 0.00527696
PTDSS1 phosphatidylserine synthase 1 1.376364 0.01628131
COL12A1 collagen, type XII, alpha 1 1.376147 0.04737272
CALB1 calbindin 1, 28kDa 1.37604 0.02319277
F9 coagulation factor IX 1.375946 0.04016998
TNXA tenascin XA pseudogene 1.375903 0.02711531
CD8A CD8a molecule 1.375754 0.01878319
NGFI-A binding protein 1 (EGR1 binding
NAB1 protein 1) 1.375422 0.02338057
FERMT3 fermitin family homolog 3 (Drosophila) 1.375379 0.03007465
)B 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
ZNF394 Zinc finger protein 394 1.375341 0.0292037
DNAH10 Dynein, axonemal, heavy chain 10 1.375307 0.02636417
USP38 ubiquitin specific peptidase 38 1.37522 0.04727816
PH G1 phosphorylase kinase, gamma 1 (muscle) 1.37485 0.03284559
YY1AP1 YY1 associated protein 1 1.374742 0.02095981 inositol polyphosphate-5 -phosphatase,
I PP5D 145kDa 1.374524 0.00364048
CLSTN2 calsyntenin 2 1.374429 0.00355959
ECM1 extracellular matrix protein 1 1.374408 0.0430531
USP25 ubiquitin specific peptidase 25 1.374384 0.01432184
CHKA choline kinase alpha 1.374342 0.02812555
Rho guanine nucleotide exchange factor
ARHGEF10L (GEF) 10-like 1.374329 0.04034993
WDR6 WD repeat domain 6 1.374259 0.04345138
TFCP2 transcription factor CP2 1.373815 0.0381982
PMS2L11 N/A 1.373707 0.01103585
KDELC1 KDEL (Lys-Asp-Glu-Leu) containing 1 1.37365 0.0092781
MEDI O mediator complex subunit 10 1.373572 0.01287145 family with sequence similarity 135, member
FAM135A A 1.373455 0.03341903
BCL2L1 BCL2-like 1 1.373446 0.02246357
ADAM metallopeptidase with
ADAMTS2 thrombospondin type 1 motif, 2 1.373402 0.03624825
CLCN7 chloride channel 7 1.373344 0.03694279
C3orf23 chromosome 3 open reading frame 23 1.373321 0.03609232 phospholipase Dl, phosphatidylcholine-
PLD1 specific 1.373202 0.04783635 cytidine monophosphate (UMP-CMP) kinase
CMPK2 2, mitochondrial 1.373034 0.04652844 membrane protein, palmitoylated 5 (MAGUK
MPP5 p55 subfamily member 5) 1.372794 0.01412992
C21orf67 chromosome 21 open reading frame 67 1.372758 0.03063945
H0XC8 homeobox C8 1.372535 0.03904603
PSTK phosphoseryl-tRNA kinase 1.372512 0.0045338
TM2D1 TM2 domain containing 1 1.372504 0.03854133
Amyotrophic lateral sclerosis 2 (juvenile)
ALS2CR8 chromosome region, candidate 8 1.372445 0.006561 caspase 6, apoptosis-related cysteine
CASP6 peptidase 1.372269 0.04203738
MGC16385 Hypothetical protein MGC 16385 1.372209 0.03824835
SFRS17A splicing factor, arginine/serine-rich 17A 1.371645 0.04315668
RXRG retinoid X receptor, gamma 1.371558 0.01357285
ACACB acetyl-CoA carboxylase beta 1.371543 0.01865922
KIAA1310 KIAA1310 1.371445 0.03626434
VEGFA vascular endothelial growth factor A 1.371401 0.00112732
Family with sequence similarity 74, member
FAM74A3 A3 1.371 195 0.04290608
Neural precursor cell expressed,
NEDD1 developmentally down-regulated 1 1.371 19 0.0359751
OR2T3 Olfactory receptor, family 2, subfamily T, 1.371188 0.0318152
DB I/ 69437516. I
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value member 3
solute carrier family 16, member 10 (aromatic
SLC16A10 amino acid transporter) 1.371154 0.02266337 vacuolar protein sorting 24 homolog (S.
VPS24 cerevisiae) 1.371119 0.04148419
CD44 CD44 molecule (Indian blood group) 1.370793 0.00355826
TAT tyrosine aminotransferase 1.370675 0.01325271
CLCNKA chloride channel Ka 1.370649 0.00486945
NOTCH2 Notch homolog 2 (Drosophila) 1.370623 0.0341 1534 solute carrier family 5 (sodium/glucose
SLC5A10 cotransporter), member 10 1.37042 0.04271008 purinergic receptor P2Y, G-protein coupled,
P2 Y13 13 1.370289 0.00291615
NCAPH non-SMC condensin I complex, subunit H 1.370164 0.01932908
PRSS22 protease, serine, 22 1.370127 0.04061674
TMEM87B transmembrane protein 87B 1.369897 0.0223541
PTPRH protein tyrosine phosphatase, receptor type, H 1.369696 0.03119341 janus kinase and microtubule interacting
JAKMIP1 protein 1 1.369683 0.01769588 intrafiagellar transport 74 homolog
IFT74 (Chlamydomonas) 1.369324 0.01094548
TBC1D4 TBC1 domain family, member 4 1.369181 5.58E-05
NUP210L nucleoporin 210kDa-like 1.369063 0.02464659
Olfactory receptor, family 6, subfamily W,
OR6W1P member 1 pseudogene 1.369057 0.04445932
SNAP29 synaptosomal-associated protein, 29kDa 1.368977 0.04802207
Golgi autoantigen, golgin subfamily a, 2-like,
GOLGA2LY1 Y-linked 1 1.368455 0.00642459
CDC 14 cell division cycle 14 homolog B (S.
CDC14B cerevisiae) 1.368453 0.04864209
TRIM45 tripartite motif-containing 45 1.36841 0.02057028
Cl lorf2 chromosome 11 open reading frame 2 1.368238 0.04591136
MERTK c-mer proto-oncogene tyrosine kinase 1.368201 0.01656551
Basic, immunoglobulin-like variable motif
BIVM containing 1.36808 0.02640504
NADPH oxidase, EF-hand calcium binding
NOX5 domain 5 1.367954 0.04018162
MEF2B myocyte enhancer factor 2B 1.367631 0.03665346
ANGPTL4 Angiopoietin-like 4 1.36763 0.03038604
RGS22 regulator of G-protein signaling 22 1.367621 0.01221356
CTN BL1 catenin, beta like 1 1.367091 0.01718999 neutral sphingomyelinase (N-SMase)
NSMAF activation associated factor 1.367032 0.03987999
HAMP hepcidin antimicrobial peptide 1.366953 0.01646212
PRDX6 peroxiredoxin 6 1.366944 0.04515275
ATP-binding cassette, sub-family A (ABC1),
ABCA1 member 1 1.366742 0.00856212
TTL tubulin tyrosine ligase 1.366725 0.02531198
C4orf41 chromosome 4 open reading frame 41 1.366403 0.01849862
C17orf63 chromosome 17 open reading frame 63 1.366389 0.03570733
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
SOX13 SPvY (sex determining region Y)-box 13 1.36636 0.01564496 pre-B-cell leukemia homeobox interacting
PBXIP1 protein 1 1.366227 0.00453036
TCTN1 tectonic family member 1 1.366123 0.010648
PRKD1 protein kinase Dl 1.366096 0.02015636
NFE2L1 nuclear factor (erythroid-derived 2)-like 1 1.366058 0.00030326
GRB2 -binding adaptor protein,
GAPT transmembrane 1.366056 0.00139747
TNF tumor necrosis factor 1.365785 0.01449054
IK IK cytokine, down-regulator of HLA II 1.365648 0.01056745
PTPRD protein tyrosine phosphatase, receptor type, D 1.365298 0.02363435
ZZZ3 zinc finger, ZZ-type containing 3 1.36524 0.02901362
ODF1 outer dense fiber of sperm tails 1 1.365172 0.02776627
NTRK2 neurotrophic tyrosine kinase, receptor, type 2 1.365093 0.02245205
KIAA0195 KIAA0195 1.365032 0.02929526
DUSP5P dual specificity phosphatase 5 pseudogene 1.364973 0.04615392
POLR1D polymerase (RNA) I polypeptide D, 16kDa 1.364918 0.02725572
ENPEP glutamyl aminopeptidase (aminopeptidase A) 1.364897 0.0451536 adenylate cyclase activating polypeptide 1
ADCYAPIRI (pituitary) receptor type I 1.364667 0.0398011
FAM65B family with sequence similarity 65, member B 1.364604 0.02320728
CENPK centromere protein K 1.364588 0.03575031
MTERFD2 MTERF domain containing 2 1.36445 0.01687718
ATP8B2 ATPase, class I, type 8B, member 2 1.364282 0.01260885 pleckstrin homology domain containing,
PLEKHH2 family H (with MyTH4 domain) member 2 1.364214 0.02614524
NFU1 iron-sulfur cluster scaffold homolog
NFU1 (S. cerevisiae) 1.364152 0.02126921
Rho/Rac guanine nucleotide exchange factor
ARHGEF2 (GEF) 2 1.364141 0.0009248
METTL3 methyltransferase like 3 1.364042 0.00405217
NGFI-A binding protein 2 (EGR1 binding
NAB2 protein 2) 1.364006 0.02567161 bile acid CoA: amino acid N-acyltransferase
BAAT (glycine N-choloyltransferase) 1.363683 0.02579747
WDR44 WD repeat domain 44 1.363614 0.02783348
UDP-GlcNAc:betaGal beta-l,3-N-
B3GNTL1 acetylglucosaminyltransferase-like 1 1.363544 0.00190917
EMILIN3 elastin microfibril interfacer 3 1.363472 0.00980223
C15orf40 chromosome 15 open reading frame 40 1.363453 0.04965862 methylenetetrahydrofolate dehydrogenase
MTHFD1L (NADP+ dependent) 1-like 1.363389 0.00547608
TDRD5 tudor domain containing 5 1.363085 0.02402684
PCDHB5 protocadherin beta 5 1.363007 0.01410305 cytochrome P450, family 2, subfamily A,
CYP2A7 polypeptide 7 1.36287 0.03869986 polymerase (RNA) II (DNA directed)
POLR2C polypeptide C, 33kDa 1.362858 0.04997226 adenosine deaminase, RNA-specific, B2
ADARB2 (RED2 homolog rat) 1.362617 0.02314728
)B 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells Gene Symbol Gene Description Fold Ttest P
Change value
solute carrier family 11 (proton-coupled
SLC11A2 divalent metal ion transporters), member 2 1.362551 0.00212935 regulator of chromosome condensation
(RCC1) and BTB (POZ) domain containing
RCBTB2 protein 2 1.362522 0.0387415
SUSD4 sushi domain containing 4 1.362469 0.04400647
NPC1 Niemann-Pick disease, type CI 1.362315 0.04477366
ADAMDEC1 ADAM-like, decysin 1 1.362129 0.03679769
GMPPA GDP-mannose pyrophosphorylase A 1.362062 0.03362215
MYO10 myosin X 1.361879 0.04208556
DOCK1 dedicator of cytokinesis 1 1.361725 0.006188
ASB16 ankyrin repeat and SOCS box-containing 16 1.361515 0.02673649 leucine rich repeat and fibronectin type III
LRFN5 domain containing 5 1.361441 0.00683786
SCOC short coiled-coil protein 1.361401 0.02982515
FLJ43950 FAM75-like protein FLJ46321 pseudogene 1.36124 0.03910104
PRKCZ protein kinase C, zeta 1.360589 0.0125831
BRPF1 bromodomain and PHD finger containing, 1 1.360487 0.03928809
PTPRJ protein tyrosine phosphatase, receptor type, J 1.360438 0.03523859 tumor necrosis factor (ligand) superfamily,
TNFSF1 1 member 11 1.360371 0.01940588
FZD3 frizzled homolog 3 (Drosophila) 1.36018 0.03737165
PITX3 paired-like homeodomain 3 1.360032 0.03254832
ZCCHC2 zinc finger, CCHC domain containing 2 1.359997 0.03782226
Pantothenate kinase 2 (Hallervorden-Spatz
PANK2 syndrome) 1.359972 0.01813668
UDP-N-acteylglucosamine
UAP1 pyrophosphorylase 1 1.359785 0.01606561
C8orf37 chromosome 8 open reading frame 37 1.359433 0.01568876
ESR2 estrogen receptor 2 (ER beta) 1.359245 0.02848424
DEAH (Asp-Glu-Ala-His) box polypeptide
DHX38 38 1.359196 0.04968719
ZXDC ZXD family zinc finger C 1.359056 0.04434111
TATA box binding protein (TBP)-associated
TAF1B factor, RNA polymerase I, B, 63kDa 1.35891 0.00465628
COL11A1 collagen, type XI, alpha 1 1.358775 0.01500244 leucine-rich repeat-containing G protein-
LGR4 coupled receptor 4 1.358736 0.02256386
VIL1 villin 1 1.358667 0.03021292
GLIS2 GLIS family zinc finger 2 1.358655 0.02208258
IL1R2 Interleukin 1 receptor, type II 1.358531 0.04399534
CKB creatine kinase, brain 1.358461 0.01419595
Rtfl, Pafl/RNA polymerase II complex
RTF1 component, homolog (S. cerevisiae) 1.358008 0.00507983 solute carrier family 34 (sodium phosphate),
SLC34A1 member 1 1.357953 0.01540008
RLF rearranged L-myc fusion 1.357779 0.00608573 dual-specificity tyrosine-(Y)-phosphorylation
DYRK4 regulated kinase 4 1.357452 0.01059005
SLC30A8 solute carrier family 30 (zinc transporter), 1.357366 0.04578163
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value member 8
poliovirus receptor-related 1 (herpesvirus
PVRL1 entry mediator C) 0.01512735 HFE hemochromatosis 0.03804853
3'-phosphoadenosine 5'-phosphosulfate
PAPSS2 synthase 2 0.01527324
USP5 ubiquitin specific peptidase 5 (isopeptidase T) 0.02266555
PDLIM5 PDZ and LIM domain 5 0.03327639
DEAD (Asp-Glu-Ala-Asp) box polypeptide
DDX25 25 0.00745677 CDH18 cadherin 18, type 2 0.01178932
ER degradation enhancer, mannosidase alpha¬
EDEM3 like 3 1.356732 0.04196012
CD59 molecule, complement regulatory
CD59 protein 0.00238596 LLGL1 lethal giant larvae homolog 1 (Drosophila) 0.03396635 HARS histidyl-tRNA synthetase 0.03079558 GPR111 G protein-coupled receptor 111 0.01129072 solute carrier family 28 (sodium-coupled
SLC28A3 nucleoside transporter), member 3 0.01558433
SC65 synaptonemal complex protein SC65 0.0041156
ZNF544 zinc fmger protein 544 0.03669101
TNNT3 troponin T type 3 (skeletal, fast) 0.01223845
ZNF236 zinc finger protein 236 0.00612352
KIAA0664 KIAA0664 0.00939652 integrin-linked kinase-associated
ILKAP serine/threonine phosphatase 2C 1.35462 0.00485523 fibroblast growth factor 3 (murine mammary
tumor virus integration site (v-int-2) oncogene
FGF3 homolog) 0.04298606 PELI1 pellino homolog 1 (Drosophila) 0.01691951 ZNHIT2 zinc finger, HIT type 2 0.04183563 SIRPB1 signal-regulatory protein beta 1 0.01437671 leucine-rich repeats and calponin homology
LRCH1 (CH) domain containing 1 0.00280028 aryl-hydrocarbon receptor nuclear
ARNT2 translocator 2 0.00923458
ATP-binding cassette, sub-family C
ABCC2 (CFTR/MRP), member 2 0.01324965
ADAM23 ADAM metallopeptidase domain 23 0.00519005
NLRC5 NLR family, CARD domain containing 5 0.0138878
UDP-N-acetyl-alpha-D- galactosamine:polypeptide N-
GALNTL2 acetylgalactosaminyltransferase-like 2 0.03969585 CIDEC cell death-inducing DFFA-like effector c 0.01386864 solute carrier family 9 (sodium/hydrogen
SLC9A7 exchanger), member 7 1.352213 0.03119589 family with sequence similarity 87, member
FAM87A A 0.02843837 MME membrane metallo-endopeptidase 0.04281673 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
PPIL2 peptidylprolyl isomerase (cyclophiiin)-like 2 0.03170762 FBXL4 F-box and leucine-rich repeat protein 4 0.00412396 carcinoembryonic antigen-related cell
CEACAM20 adhesion molecule 20 1.35193 0.01783611 serum response factor (c-fos serum response
S F element-binding transcription factor) 0.02938074 PIP prolactin-induced protein 0.02836164
ANKRD30A ankyrin repeat domain 3 OA 0.03178457
SNCAIP synuclein, alpha interacting protein 0.00842294
GTPBP1 GTP binding protein 1 0.01449782 growth factor independent IB transcription
GFI1B repressor 0.04386037
ATM ataxia telangiectasia mutated 0.02307203
LYST lysosomal trafficking regulator 0.00716237
OXTR oxytocin receptor 0.02047591
ATP synthase, H+ transporting, mitochondrial
ATP5L2 F0 complex, subunit G2 0.02899822 DEN D3 DENN/MADD domain containing 3 0.00428396 nucleolar complex associated 2 homolog (S.
NOC2L cerevisiae) 1.350431 0.04666038 synaptonemal complex central element
SYCE1 protein 1 0.04034105 KIAA0415 IAA0415 0.04599724 CXXC1 CXXC finger 1 (PHD domain) 0.03108404 NUAK1 NUAK family, SNFl -like kinase, 1 0.04767112 v-maf musculoaponeurotic fibrosarcoma
MAF oncogene homolog (avian) 1.349925 0.03533849
ADAM metallopeptidase with
ADAMTS10 thrombospondin type 1 motif, 10 0.00906533
KLF5 Kruppel-like factor 5 (intestinal) 0.03913202
PAPD4 PAP associated domain containing 4 0.01316031
RGS17 regulator of G-protein signaling 17 0.03025957
KCNIP2 Kv channel interacting protein 2 0.02853969
RASAL2 RAS protein activator like 2 0.04056111
CNRIP1 cannabinoid receptor interacting protein 1 0.0092194
TARBP2 TAR (HIV-1) RNA binding protein 2 0.0213518
AVL9 AVL9 homolog (S. cerevisiase) 0.03542439 sema domain, immunoglobulin domain (Ig),
SEMA3B short basic domain, secreted, (semaphorin) 3B 0.0227655
ZNF451 zinc finger protein 451 0.04749371
MIP major intrinsic protein of lens fiber 0.00400498
DNAI1 dynein, axonemal, intermediate chain 1 0.01203404
SLC38A5 solute carrier family 38, member 5 0.04248543
ZFYVE26 zinc finger, FYVE domain containing 26 0.04363
ODF2L outer dense fiber of sperm tails 2-like 0.01729239
ITPR2 inositol 1,4,5-triphosphate receptor, type 2 0.04400182
ZNF764 zinc finger protein 764 0.00620326
ADCK4 aarF domain containing kinase 4 0.02276393
EFHA1 EF-hand domain family, member Al 0.01216572
DIAPH3 diaphanous homolog 3 (Drosophila) 0.03802677 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
KIF9 kinesin family member 9 1.346678 0.02665295 kelch repeat and BTB (POZ) domain
KBTBD10 containing 10 1.346583 0.04517275 v-akt murine thymoma viral oncogene
AKT2 homolog 2 1.346576 0.040245
ATPase, H+ transporting, lysosomal
ATP6V1B1 56/58kDa, VI subunit Bl 1.345892 0.03333946
F12 coagulation factor XII (Hageman factor) 1.345592 0.0046184
KIF13A kinesin family member 13A 1.345497 0.00072713
TRBV7-2 T cell receptor beta variable 7-2 1.345457 0.00970627
SCLT1 sodium channel and clathrin linker 1 1.345172 0.02022515
ATP synthase, H+ transporting, mitochondrial
ATP5S F0 complex, subunit s (factor B) 1.344751 0.01699017
NT5E 5'-nucleotidase, ecto (CD73) 1.344379 0.01792402 syntrophin, beta 1 (dystrophin-associated
SNTB1 protein Al, 59kDa, basic component 1) 1.344235 0.03577983
C20orfl60 chromosome 20 open reading frame 160 1.34407 0.03316357 hairy/enhancer-of-split related with YRPW
HEY2 motif 2 1.343975 0.03234805
SCMH1 sex comb on midleg homolog 1 (Drosophila) 1.34362 0.04399927
DLL1 delta-like 1 (Drosophila) 1.343162 0.02388195
KRT81 keratin 81 1.342955 0.03566106 alveolar soft part sarcoma chromosome
ASPSCR1 region, candidate 1 1.342913 0.03671779
LYPD4 LY6/PLAUR domain containing 4 1.342848 0.04666735 procollagen-lysine, 2-oxoglutarate 5-
PLOD3 dioxygenase 3 1.342835 0.02428522
CES2 Carboxylesterase 2 (intestine, liver) 1.342819 0.01927775
TFF3 trefoil factor 3 (intestinal) 1.342781 0.03513944 protein disulfide isomerase family A, member
PDIA5 5 1.34214 0.03101883
HSPG2 heparan sulfate proteoglycan 2 1.341774 0.03447131
KLHDC10 kelch domain containing 10 1.34146 0.04514183
RBM7 R A binding motif protein 7 1.341205 0.01218817
DENND1C DENN/MADD domain containing 1C 1.341178 0.03422802
ATG16 autophagy related 16-like 1 (S.
ATG16L1 cerevisiae) 1.34111 0.03484506
TMEM35 transmembrane protein 35 1.340953 0.04831484 myocilin, trabecular meshwork inducible
MYOC glucocorticoid response 1.340916 0.03716645
SMOC2 SPARC related modular calcium binding 2 1.340814 0.03545095
CDCA8 Cell division cycle associated 8 1.340746 0.04499828
ZNF433 zinc finger protein 433 1.340633 0.00429054
LOC339524 hypothetical LOC339524 1.339964 0.04932416
KIAA1383 KIAA1383 1.339459 0.00376021
FLJ43860 FLJ43860 protein 1.339306 0.02548869
TMEM187 transmembrane protein 187 1.338988 0.01389232 protein tyrosine phosphatase-like (proline
PTPLA instead of catalytic arginine), member A 1.338969 0.037401
MTX2 metaxin 2 1.338733 0.0334663
DB1/ 69437516.1
Supplemental Tabic 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value family with sequence similarity 73, member
FAM73A A 1.338713 0.00397283
LCP1 lymphocyte cytosolic protein 1 (L-plastin) 1.338614 0.04071473
TET1 tet oncogene 1 1.338454 0.03052802
CCL16 chemokine (C-C motif) ligand 16 1.338375 0.02109751
POU2AF1 POU class 2 associating factor 1 1.338032 0.02411808
ZNF575 zinc finger protein 575 1.338017 0.0417702
DNAH11 dynein, axonemal, heavy chain 11 1.337979 0.01880007 von Willebrand factor A domain containing
VWA5B1 5B1 1.337776 0.00609771
MAD1L1 MAD 1 mitotic arrest deficient-like 1 (yeast) 1.337675 0.0490912 family with sequence similarity 71 , member
FAM71F1 Fl 1.33763 0.00878194
TRAPPC9 N/A 1.337554 0.01651589
Clorf201 chromosome 1 open reading frame 201 1.337552 0.0498056
OR52E5 N/A 1.3375 0.03682626 polymerase (R A) III (DNA directed)
POLR3C polypeptide C (62kD) 1.337476 0.01864437
PRMT3 protein arginine methyltransferase 3 1.337342 0.03303852
KIF17 kinesin family member 17 1.336691 0.01760912
LIPC lipase, hepatic 1.336691 0.0039318
ARMC4 armadillo repeat containing 4 1.336666 0.04505778
CCDC60 coiled-coil domain containing 60 1.336495 0.00361605
EGLN1 egl nine homolog 1 (C. elegans) 1.336453 0.03867409
CATSPER1 cation channel, sperm associated 1 1.336405 0.0332202
SETDB2 SET domain, bifurcated 2 1.336084 0.02125444 nucleolar complex associated 4 homolog (S.
NOC4L cerevisiae) 1.335968 0.0161945
CDYL chromodomain protein, Y-like 1.335878 0.02791548 calcium/calmodulin-dependent protein kinase
CAMK2B II beta 1.335812 0.04798184 methylenetetrahydrofolate dehydrogenase
MTHFD2L (NADP+ dependent) 2-like 1.335717 0.04103293
IGHG2 N/A 1.335709 0.04491141
FBX024 F-box protein 24 1.335484 0.01106863
PCBP1 poly(rC) binding protein 1 1.33547 0.01595027
MPDZ multiple PDZ domain protein 1.335134 0.04286986 protein phosphatase 2, regulatory subunit B',
PPP2R5B beta 1.335088 0.02170275 family with sequence similarity 172, member
FAM172A A 1.335005 0.02084294
COG2 component of oligomeric golgi complex 2 1.334892 0.04709598
ICMT isoprenylcysteine carboxyl methyltransferase 1.334878 0.03860215
KIAA0430 KIAA0430 1.334773 0.01020301 cyclin-dependent kinase inhibitor 2C (pi 8,
CDKN2C inhibits CDK4) 1.33462 0.04260088
STIL SCL/TAL1 interrupting locus 1.334613 0.03388643
PRSS7 Protease, serine, 7 (enterokinase) 1.334333 0.01142169
XRCC6BP 1 XRCC6 binding protein 1 1.334324 0.02789105
EPS8L3 EPS8-like 3 1.334213 0.04695945
DB1/ 69437516.1
Supplemental Table 1. Gene Transcripts Up regulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
DNAL1 dynein, axonemal, light chain 1 0.00728948
MVP major vault protein 0.01031094
C14orfl53 chromosome 14 open reading frame 153 0.01271846
GPNMB glycoprotein (transmembrane) nmb 0.03873986
MRPL14 mitochondrial ribosomal protein L14 0.04564392
PRIM2 primase, DNA, polypeptide 2 (58kDa) 0.04472306
C12orf53 chromosome 12 open reading frame 53 0.04842264
ARRB1 arrestin, beta 1 0.04064721
MYOIE myosin IE 0.02617532 acyl-CoA synthetase long-chain family
ACSLl member 1 1.332807 0.04712455 family with sequence similarity 48, member
FAM48A A 0.03909798 NLR 12 NLR family, pyrin domain containing 12 0.02016962 YTHDF1 YTH domain family, member 1 6.74E-05 TE TEK tyrosine kinase, endothelial 0.02096853 heterogeneous nuclear ribonucleoprotein U-
H RNPUL1 like 1 0.03824297 C17orf68 chromosome 17 open reading frame 68 0.01659617 COL4A6 collagen, type IV, alpha 6 0.02055205 ADAM 15 ADAM metallopeptidase domain 15 0.04166114 ZNF230 zinc finger protein 230 0.03172799 leucine-rich repeats and immunoglobulin-like
LRIG1 domains 1 1.332089 0.02564779 major histocompatibility complex, class II,
HLA-DOB DO beta 0.02622731 GST02 glutathione S-transferase omega 2 0.04470831
SIN3 homolog A, transcription regulator
SIN3A (yeast) 0.02326265 CNT 1 contactin 1 0.0209712 TMPRSS3 transmembrane protease, serine 3 0.00957193 MAGEA4 melanoma antigen family A, 4 0.0305814
Cytidine monophosphate N-acetylneuraminic
CMAS acid synthetase 1.330734 0.01823308 family with sequence similarity 156, member
F AM 156 A A 0.03781504
SPG11 Spastic paraplegia 11 (autosomal recessive) 0.02444527
SLC26A10 solute carrier family 26, member 10 0.01287172
ASB7 ankyrin repeat and SOCS box -containing 7 0.04772905
MPRIP myosin phosphatase Rho interacting protein 0.04741189
ZNF221 zinc finger protein 221 0.02107807 spen homolog, transcriptional regulator
SPEN (Drosophila) 0.00217947 PMV phosphomevalonate kinase 0.04833547
Nephrosis 2, idiopathic, steroid-resistant
NPHS2 (podocin) 0.02886971
SNAP23 synaptosomal-associated protein, 23kDa 0.03566571
MIPEP mitochondrial intermediate peptidase 0.02939542
UNC5CL unc-5 homolog C (C. elegans)-like 0.03819333
I PPL1 inositol polyphosphate phosphatase-like 1 0.00979076 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
NCF2 neutrophil cytosolic factor 2 1.32983 0.03949076
DTX3L deltex 3 -like (Drosophila) 1.329799 0.00180118 hCG 2020170 HCG2020170 1.329766 0.01539661
WDR25 WD repeat domain 25 1.329556 0.02098528
U C84A Unc-84 homolog A (C. elegans) 1.329388 0.00510734
PXMP4 peroxisomal membrane protein 4, 24kDa 1.329312 0.04663567
RHBG Rh family, B glycoprotein (gene/pseudogene) 1.329034 0.03111524
ZHX1 zinc fingers and omeoboxes 1 1.328792 0.02722766
Smith-Magenis syndrome chromosome
SMC 7L region, candidate 7-like 1.328557 0.00411243 protein associated with topoisomerase II
PATL1 homolog 1 (yeast) 1.328315 0.03968027
SLC9A11 solute carrier family 9, member 1 1 1.328309 0.0193753 family with sequence similarity 105, member
F AM 105 A A 1.32814 0.00467247
PSRC1 proline/serine-rich coiled-coil 1 1.328033 0.04722541 dapper, antagonist of beta-catenin, homolog 3
DACT3 (Xenopus laevis) 1.327948 0.02331086 family with sequence similarity 38, member
FAM38A A 1.327903 0.00802084
CDC2L1 N/A 1.327887 0.0153454
CCM2 Cerebral cavernous malformation 2 1.327782 0.02434867
Glycerophosphodiester pho sphodiesterase
GDPD1 domain containing 1 1.32778 0.00292559
TRIM41 tripartite motif-containing 41 1.327768 0.01154423
COL15A1 collagen, type XV, alpha 1 1.327586 0.020284
TMEM161B transmembrane protein 161B 1.32758 0.04183431
ACAD 11 acyl-CoA dehydrogenase family, member 11 1.327511 0.01857637
DPPA4 Developmental pluripotency associated 4 1.32749 0.00698447
PRR13 proline rich 13 1.327383 0.02554162 microtubule-associated protein, RP/EB
MAPRE3 family, member 3 1.327354 0.03360774
NSUN4 NOP2/Sun domain family, member 4 1.327342 0.03660922
ZNF500 zinc finger protein 500 1.327317 0.00726811 membrane-spanning 4-domains, subfamily A,
MS4A14 member 14 1.327271 0.02715879
MBD6 methyl-CpG binding domain protein 6 1.326963 0.01599676
MCTP2 multiple C2 domains, transmembrane 2 1.326518 0.04849203
ATP-binding cassette, sub-family C
ABCC9 (CFTR MRP), member 9 1.326231 0.03610157
EHF ets homologous factor 1.326027 0.04824006
GIF gastric intrinsic factor (vitamin B synthesis) 1.325988 0.01793027
SLC24A5 Solute carrier family 24, member 5 1.325788 0.02700464
ZNF282 zinc finger protein 282 1.325592 0.04251978
ICAIL islet cell autoantigen l,69kDa-like 1.325277 0.01671185
PLG plasminogen 1.325181 0.02059755
ZNF461 zinc finger protein 461 1.325137 0.03479437
C14orfl 78 chromosome 14 open reading frame 178 1.325086 0.03532542
AN RD53 ankyrin repeat domain 53 1.325033 0.0308792
ZNF318 zinc finger protein 318 1.324888 0.04057492
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Ceils Gene Symbol Gene Description Fold Ttest P
Change value
KIF20B kinesin family member 20B 0.00916296 CT45A2 cancer/testis antigen family 45, member A2 0.01496868 TRIML2 tripartite motif family-like 2 0.02904986 FBX05 F-box protein 5 0.0080861 1 serpin peptidase inhibitor, clade H (heat shock
protein 47), member 1 , (collagen binding
SERPI H1 protein 1) 0.01919945
HAUS5 HAUS augmin-like complex, subunit 5 0.00324377
PKD1L2 polycystic kidney disease 1 -like 2 0.03252629
Chromodomain helicase DNA binding protein
CHD5 5 0.03775408
ADAM metallopeptidase domain 19 (meltrin
ADAM 19 beta) 0.01218115
CCR4-NOT transcription complex, subunit 6-
CNOT6L like 0.01210832
KCNT2 Potassium channel, subfamily T, member 2 0.04130177
HORMAD2 HORMA domain containing 2 0.04105609
PEX6 peroxisomal biogenesis factor 6 0.00710564
CCDC79 coiled-coil domain containing 79 0.03779917
BTN3A2 butyrophilin, subfamily 3, member A2 0.04746066
C9orf9 chromosome 9 open reading frame 9 0.00782996 adaptor-related protein complex 4, epsilon 1
AP4E1 subunit 0.00619788
ATN1 atrophin 1 0.02343773
C18orf22 chromosome 18 open reading frame 22 0.04587944
LEPR leptin receptor 0.04430447
MED1 mediator complex subunit 1 0.04246086
C10orf4 Chromosome 10 open reading frame 4 0.01735236 benzodiazapine receptor (peripheral)
BZRAP1 associated protein 1 0.03558951 HS6ST1 heparan sulfate 6-O-sulfotransferase 1 0.01662026 latent transforming growth factor beta binding
LTBP4 protein 4 0.0357762 MANBA mannosidase, beta A, lysosomal 0.0144055
TBC1 domain family, member 8B (with
TBC1D8B GRAM domain) 1.321661 0.02024654 acyl-CoA synthetase bubblegum family
ACSBG2 member 2 0.02038367 PMS2L5 postmeiotic segregation increased 2-like 5 0.04674914
Asthma-associated alternatively spliced gene
AAA1 1 0.0125656 TOP3B topoisomerase (DNA) III beta 0.0448924 ZBTB44 zinc finger and BTB domain containing 44 0.00360563 SMO smoothened homolog (Drosophila) 0.03439192 ectonucleoside triphosphate
ENTPD3 diphosphohydrolase 3 0.01633764
MSLN mesothelin 0.03681721
WDR72 WD repeat domain 72 0.02144796
TMEM144 transmembrane protein 144 0.01405535
MED7 mediator complex subunit 7 0.04881557
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value aryl hydrocarbon receptor nuclear
ARNTL translocator-like 1.320026 0.01245522 protein tyrosine phosphatase, non-receptor
PTPN23 type 23 1.320026 0.00645288
FSTL4 follistatin-like 4 1.319819 0.02501339
TMEM219 transmembrane protein 219 1.319745 0.02673344 phosphoribosylglycinamide
formyltransferase,
phosphoribosylglycinamide synthetase,
GART phosphoribosylaminoimidazole synthetase 1.31974 0.04033209
PHKA2 phosphorylase kinase, alpha 2 (liver) 1.31943 0.04301133
DMGDH dimethylglycine dehydrogenase 1.319296 0.03413839
C14orfl47 chromosome 14 open reading frame 147 1.319192 0.03875552
TRIM22 tripartite motif-containing 22 1.319187 0.04164827 glutamic pyruvate transaminase (alanine
GPT2 aminotransferase) 2 1.31914 0.00699189
SSH1 slingshot homolog 1 (Drosophila) 1.318798 0.0307019
EMB embigin homolog (mouse) 1.318438 0.03974458
MSTOl misato homolog 1 (Drosophila) 1.318428 0.01888897
PRKCQ protein kinase C, theta 1.318396 0.03206098
ADAM metallopeptidase with
ADAMTS13 thrombospondin type 1 motif, 13 1.318309 0.02353973
PDRG1 p53 and DNA-damage regulated 1 1.318285 0.04255131
SNRK SNF related kinase 1.318247 0.02386553
C9orfl00 chromosome 9 open reading frame 100 1.318221 0.01355025
TRIM56 tripartite motif-containing 56 1.318199 0.03539142
GCNT1 glucosaminyl (N-acetyl) transferase 1, core 2 1.318145 0.0106976
ARHGEF5L N/A 1.318054 0.03589274
CPNE7 copine VII 1.318018 0.04033407
UBE2S ubiquitin-conjugating enzyme E2S 1.317991 0.03399721
ZNF321 Zinc finger protein 321 1.317951 0.03230609
ZNF143 zinc finger protein 143 1.317349 0.04315744
RNF144B ring finger protein 144B 1.317336 0.00626051
USP24 ubiquitin specific peptidase 24 1.317279 0.04933808
Clorfl22 chromosome 1 open reading frame 122 1.317239 0.02093694
ZFP28 zinc finger protein 28 homolog (mouse) 1.3171 18 0.00740862
GUCY1B3 guanylate cyclase 1 , soluble, beta 3 1.317051 0.00086926
PRDM16 PR domain containing 16 1.317007 0.04796125
KCP kielin chordin-like protein 1.316988 0.0088902
PCSK5 proprotein convertase subtilisin/kexin type 5 1.316956 0.01056173
BCL2/adenovirus E1B 19kD interacting
BNIPL protein like 1.316952 0.03989385 solute carrier family 22 (organic anion/urate
SLC22A12 transporter), member 12 1.31688 0.04811674 RAI2 retinoic acid induced 2 1.316758 0.03820596
OLFML2B olfactomedin-like 2B 1.31662 0.01997839
C8orf45 chromosome 8 open reading frame 45 1.316541 0.04426162
KLKB1 kallikrein B, plasma (Fletcher factor) 1 1.316373 0.0385414
TEX14 testis expressed 14 1.316226 0.03827991
PON3 paraoxonase 3 1.315951 0.03474527 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
DOCK4 dedicator of cytokinesis 4 1.315887 0.02646044 nuclear factor of kappa light polypeptide gene
NFKBIL2 enhancer in B-cells inhibitor-like 2 1.315349 0.01640883
CCNB1 cyclin Bl 1.315053 0.02415274
RNF213 ring finger protein 213 1.31469 0.00272093
CDH9 cadherin 9, type 2 (Tl-cadherin) 1.314628 0.0156202 solute carrier family 15 (H+/peptide
SLC15A2 transporter), member 2 1.314537 0.01002407
GPATCH8 G patch domain containing 8 1.314467 0.03038614
IRX1 iroquois homeobox 1 1.313925 0.01156482
LPHN2 latrophilin 2 1.313747 0.00687677
TMEM146 transmembrane protein 146 1.313705 0.02082781
CDK3 cyclin-dependent kinase 3 1.313305 0.01672594 low density lipoprotein receptor-related
LRP2 protein 2 1.313296 0.00968269
TG thyroglobulin 1.313285 0.00185045
GPR171 G protein-coupled receptor 171 1.313243 0.04135709
C14orfl45 chromosome 14 open reading frame 145 1.312749 0.03212212 growth factor independent 1 transcription
GFI1 repressor 1.312642 0.01046655
EIF4H eukaryotic translation initiation factor 4H 1.312594 0.00452783
ACPP acid phosphatase, prostate 1.312577 0.03492758 nudix (nucleoside diphosphate linked moiety
NUDT15 X)-type motif 15 1.312551 0.04340014
ArfGAP with SH3 domain, ankyrin repeat
ASAP3 and PH domain 3 1.312499 0.03870607
PIAS3 protein inhibitor of activated STAT, 3 1.312445 0.02652922
PAN3 poly(A) specific ribonuclease subunit
PAN3 homolog (S. cerevisiae) 1.312377 0.01230948 radial spoke head 10 homolog B
RSPH10B (Chlamydomonas) 1.311911 0.01401368
UROC1 urocanase domain containing 1 1.311867 0.04595685
C6orfl82 Chromosome 6 open reading frame 182 1.311566 0.02633846
S100A7 S 100 calcium binding protein A7 1.311542 0.0142408 myosin, heavy chain 8, skeletal muscle,
MYH8 perinatal 1.31154 0.0245483
LMX1B LIM homeobox transcription factor 1 , beta 1.311513 0.02368958
AHCYL2 adenosylhomocysteinase-like 2 1.311322 0.04070981
CCDC135 coiled-coil domain containing 135 1.311143 0.02857
WHSC2 Wolf-Hirschhorn syndrome candidate 2 1.311082 0.03526217
COL8A2 collagen, type VIII, alpha 2 1.310946 0.02539666
Usher syndrome 2A (autosomal recessive,
USH2A mild) 1.310913 0.04391246
ORAOV1 Oral cancer overexpressed 1 1.310757 0.01014515
NUP35 nucleoporin 35kDa 1.310688 0.03504381 calcium channel, voltage-dependent, T type,
CACNA1I alpha 11 subunit 1.310393 0.02761535
SCARA3 scavenger receptor class A, member 3 1.310298 0.04660373 queuine tRNA-ribosyltransferase domain
QTRTD1 containing 1 1.310073 0.03897065
)B 1 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
ADAL adenosine deaminase-like 1.309891 0.0379593
PRMT7 protein arginine methyltransferase 7 1.309419 0.01323269 prematurely terminated mRNA decay factor¬
LOC91431 like 1.309402 0.04138642
INADL InaD-like (Drosophila) 1.309387 0.00981621
SYS1 Golgi-localized integral membrane
SYS1 protein homolog (S. cerevisiae) 1.30937 0.0448041 kelch repeat and BTB (POZ) domain
KBTBD11 containing 11 1.309312 0.01421923
TMEM107 transmembrane protein 107 1.309287 0.01165641
ATPase, H+/K+ exchanging, alpha
ATP4A polypeptide 1.309252 0.03384388
C4orf35 chromosome 4 open reading frame 35 1.309181 0.00329241 family with sequence similarity 55, member
FAM55A A 1.309086 0.02141947
SNIP1 Smad nuclear interacting protein 1 1.30902 0.04305763 potassium voltage-gated channel, KQT-like
KCNQ5 subfamily, member 5 1.308923 0.01452584 solute carrier family 20 (phosphate
SLC20A1 transporter), member 1 1.308554 0.01655305
ZNF479 zinc finger protein 479 1.308537 0.03375878
TCN2 transcobalamin II 1.308533 0.01433225
MUT methylmalonyl CoA mutase 1.308487 0.02319145
IRF1 interferon regulatory factor 1 1.308463 0.04031537 testis-specific transcript, Y-linked 14 (non¬
TTTY14 protein coding) 1.308338 0.02764961
MGC4294 hypothetical protein MGC4294 1.308291 0.00833659
HK3 hexokinase 3 (white cell) 1.307948 0.00984782
CNP 2',3'-cyclic nucleotide 3' phosphodiesterase 1.307669 0.03190761
ARHGAP19 Rho GTPase activating protein 19 1.307466 0.02820484
BOC Boc homolog (mouse) 1.307464 0.04120587
HPSE2 heparanase 2 1.307142 0.02069281
HOXA11 homeobox Al 1 1.3071 17 0.02978879
IGSF8 immunoglobulin superfamily, member 8 1.307107 0.04802534
APAF1 apoptotic peptidase activating factor 1 1.306905 0.03041618
GJA8 gap junction protein, alpha 8, 50kDa 1.306617 0.0301685
ENG endoglin 1.306576 0.03736587
PCNA proliferating cell nuclear antigen 1.306526 0.02897492
ZNF234 zinc finger protein 234 1.30646 0.01321066 latent transforming growth factor beta binding
LTBP3 protein 3 1.306433 0.02949493
PRDM4 PR domain containing 4 1.30643 0.04352244
INSL5 insulin-like 5 1.306233 0.01876093
JMJD8 jumonji domain containing 8 1.306173 0.04275968
DnaJ (Hsp40) homolog, subfamily C, member
DNAJC28 28 1.306141 0.0464148
RNF123 ring finger protein 123 1.305908 0.0316032
TEKT1 tektin 1 1.305715 0.01698729
ETN 1 ethanolamine kinase 1 1.305688 0.01828431
PPP2 2D protein phosphatase 2, regulatory subunit B, 1.305577 0.0421285 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
delta isoform
large subunit GTPase 1 homolog (S.
LSG1 cerevisiae) 1.30556 0.02208307
CD40 molecule, TNF receptor superfamily
CD40 member 5 1.305475 0.029036 sulfotransferase family, cytosolic, 1C,
SULT1C4 member 4 1.305438 0.0172204 TMEM190 transmembrane protein 190 1.305362 0.01501063 polymerase (RNA) III (DNA directed)
POLR3D polypeptide D, 44kDa 1.30532 0.01376665 amylo-alpha-1, 6-glucosidase, 4-alpha-
AGL glucanotransferase 1.305308 0.02445334 pleckstrin homology domain containing,
PLEKHG6 family G (with RhoGef domain) member 6 1.305225 0.00992449 xenotropic and polytropic retrovirus receptor
XPR1 1 1.305053 0.00184251 ankyrin repeat and BTB (POZ) domain
ABTB2 containing 2 1.305043 0.02396353
TGM5 transglutaminase 5 1.304837 0.02979951
CDC25B cell division cycle 25 homolog B (S. pombe) 1.304806 0.03726143
TMOD2 tropomodulin 2 (neuronal) 1.30475 0.01772342
TMEM185B transmembrane protein 185B (pseudogene) 1.30461 0.00257445
PHKA1 phosphorylase kinase, alpha 1 (muscle) 1.304453 0.047388
COL19A1 collagen, type XIX, alpha 1 1.304251 0.01176413
SLC26A6 solute carrier family 26, member 6 1.304206 0.01790112 protein tyrosine phosphatase, receptor type, f
polypeptide (PTPRF), interacting protein
PPFIA2 (liprin), alpha 2 1.304138 0.04810995 PNKD Paroxysmal nonkinesigenic dyskinesia 1.304131 0.02809504
Rap guanine nucleotide exchange factor
RAPGEF4 (GEF) 4 1.303909 0.02695454
NLGN4X neuroligin 4, X-linked 1.303813 0.03148034
CLCA1 chloride channel accessory 1 1.303717 0.03919733 polymerase (RNA) II (DNA directed)
POLR2I polypeptide I, 14.5kDa 1.303374 0.04830243
C14orf48 chromosome 14 open reading frame 48 1.303225 0.00358584
VILL villin-like 1.302715 0.04757931 membrane associated guanylate kinase, WW
MAGI2 and PDZ domain containing 2 1.30264 0.02027315 cytochrome P450, family 2, subfamily B,
CYP2B6 polypeptide 6 1.30263 0.01340493
LATS, large tumor suppressor, homolog 1
LATS1 (Drosophila) 1.3025 0.03933197
DOK5 docking protein 5 1.302469 0.01233959
ACACA acetyl-CoA carboxylase alpha 1.302373 0.02462743
PRKD3 protein kinase D3 1.302343 0.04005699
DAPK3 death-associated protein kinase 3 1.302229 0.03626214
C5orfl3 chromosome 5 open reading frame 13 1.302196 0.04509051
WWOX WW domain containing oxidoreductase 1.302119 0.02600082
FA2H fatty acid 2-hydroxylase 1.302021 0.02502105
DB l/ 69437516.1
Supplemental Table 1. Gene Transcripts Upreguiated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
PKN3 protein kinase N3 1.30192 0.0296009
STEAP3 STEAP family member 3 1.301879 0.0185418
MYPN myopalladin 1.301792 0.04028135
PSD pleckstrin and Sec7 domain containing 1.301792 0.00332964
TOX high mobility group box family member
TOX2 2 1.301788 0.00829846
CDC7 cell division cycle 7 homolog (S. cerevisiae) 1.301589 0.03056512
RWDD1L1 N/A 1.301455 0.00671015
SP9 Sp9 transcription factor homolog (mouse) 1.301235 0.04540898 vacuolar protein sorting 41 homolog (S.
VPS41 cerevisiae) 1.301232 0.03671784 sarcoglycan, delta (35kDa dystrophin-
SGCD associated glycoprotein) 1.301221 0.02934646
TRIM36 tripartite motif-containing 36 1.301203 0.01262691
PRR4 proline rich 4 (lacrimal) 1.301132 0.03615856
DnaJ (Hsp40) homolog, subfamily B, member
DNAJB12 12 1.300681 0.04334606 origin recognition complex, subunit 3 -like
ORC3L (yeast) 1.300652 0.01020332
NIMA (never in mitosis gene a)- related
NEK 10 kinase 10 1.300415 0.01710128 translocase of inner mitochondrial membrane
TIMM50 50 homolog (S. cerevisiae) 1.300325 4.55E-05
PCDHGA8 protocadherin gamma subfamily A, 8 1.300313 0.02404996
TECPR1 tectonin beta-propeller repeat containing 1 1.300191 0.03405406
ZNF789 zinc finger protein 789 1.300153 0.03424549
MKRN1 makorin ring finger protein 1 1.299966 0.01476264
MLF1IP MLF1 interacting protein 1.29929 0.03391614
GPR45 G protein-coupled receptor 45 1.29928 0.04904797 progestin and adipoQ receptor family member
PAQR5 V 1.299268 0.00317122
FHDC1 FH2 domain containing 1 1.299248 0.02931807 eukaryotic translation elongation factor 1
EEF1D delta (guanine nucleotide exchange protein) 1.299174 0.02232024
SPAG16 sperm associated antigen 16 1.299145 0.02531261
ZNF175 zinc finger protein 175 1.299129 0.02599533
MSR1 macrophage scavenger receptor 1 1.298769 0.02013449
THOC3 THO complex 3 1.298749 0.02818972 solute carrier family 12 (sodium/chloride
SLC12A3 transporters), member 3 1.298657 0.04427049
TMEM175 transmembrane protein 175 1.298598 0.00703759 eukaryotic translation initiation factor 2-alpha
EIF2AK3 kinase 3 1.298331 0.04888608
TSSC1 tumor suppressing subtransferable candidate 1 1.298268 0.04784076 dihydrolipoamide branched chain transacylase
DBT E2 1.298264 0.03189072
DnaJ (Hsp40) homolog, subfamily C, member
DNAJC14 14 1.297893 0.04993902
SPAG4L Sperm associated antigen 4-like 1.297362 0.00528533
MCC mutated in colorectal cancers 1.297264 0.02171935
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
COP9 constitutive photomorphogenic
COPS7A homolog subunit 7A (Arabidopsis) 1.297234 0.01501032
MRT04 mRNA turnover 4 homolog (S. cerevisiae) 1.29723 0.02704754
RHD Rh blood group, D antigen 1.297189 0.02262032
TYR03 TYR03 protein tyrosine kinase 1.297133 0.04325744
ATF6 activating transcription factor 6 1.297079 0.04257111
DUSP15 dual specificity phosphatase 15 1.297006 0.02529751
LOC541473 FK506 binding protein 6, 36kDa pseudogene 1.296923 0.00600023
CEND1 cell cycle exit and neuronal differentiation 1 1.296588 0.04442424 interferon regulatory factor 2 binding protein
IRF2BP1 1 1.296464 0.0403163
TMEM179 transmembrane protein 179 1.296444 0.0217629
SPATA12 spermatogenesis associated 12 1.296108 0.01940578
Olfactory receptor, family 2, subfamily W,
OR2W5 member 5 1.296004 0.04316118
GIGYF1 GRB10 interacting GYF protein 1 1.295491 0.03956304
YEATS4 YEATS domain containing 4 1.295452 0.03794617 solute carrier family 10 (sodium/bile acid
SLC10A7 cotransporter family), member 7 1.295385 0.0235016
C17orf55 chromosome 17 open reading frame 55 1.295284 0.0171084
INVS inversin 1.295193 0.00903241
SLC46A3 solute carrier family 46, member 3 1.295174 0.04864538
EMILIN1 elastin microfibril interfacer 1 1.295009 0.0181214
NAALAD2 N-acetylated alpha-linked acidic dipeptidase 2 1.294984 0.0325433
STAB2 stabilin 2 1.294843 0.02909169
CCDC141 coiled-coil domain containing 141 1.294841 0.03543174
PFDN2 prefoldin subunit 2 1.294826 0.02783804
PGM1 phosphoglucomutase 1 1.294817 0.04011517 wingless-type MTV integration site family,
WNT2B member 2B 1.294816 0.01338583
ArfGAP with coiled-coil, ankyrin repeat and
AC API PH domains 1 1.294712 0.00969179
UFC1 ubiquitin-fold modifier conjugating enzyme 1 1.294642 0.04198936
MCF.2 cell line derived transforming
MCF2 sequence 1.294591 0.04438568
MAGEB3 melanoma antigen family B, 3 1.294585 0.01466257 v-src sarcoma (Schmidt-Ruppin A-2) viral
SRC oncogene homolog (avian) 1.294388 0.02949684
POLH polymerase (DNA directed), eta 1.293916 0.04809113
HAP1 huntingtin-associated protein 1 1.293825 0.01962217 runt-related transcription factor 1 ;
RUNX1T1 translocated to, 1 (cyclin D-related) 1.293798 0.00514469
TP53BP2 tumor protein p53 binding protein, 2 1.293725 0.00778505
ESRP2 epithelial splicing regulatory protein 2 1.293654 0.00638682
CRIP3 Cysteine-rich protein 3 1.293478 0.00371955
A2M alpha-2-macroglobulin 1.293429 0.00961782
CCDC114 coiled-coil domain containing 114 1.293346 0.03959844
DnaJ (Hsp40) homolog, subfamily B, member
DNAJB2 2 1.293323 0.00219792
SLC25A40 solute carrier family 25, member 40 1.293282 0.03909541
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
SPINT2 serine peptidase inhibitor, Kunitz type, 2 1.293191 0.04918457
HIF3A Hypoxia inducible factor 3, alpha subunit 1.293096 0.04351659
TGFBR1 transforming growth factor, beta receptor 1 1.293066 0.01642541
TRIM49 tripartite motif-containing 49 1.293012 0.01757071
NADH dehydrogenase (ubiquinone) 1 alpha
NDUFA10 subcomplex, 10, 42kDa 1.292946 0.04491656 cystic fibrosis transmembrane conductance
regulator (ATP-binding cassette sub-family C,
CFTR member 7) 1.292942 0.01840615
BAT4 HLA-B associated transcript 4 1.292895 0.02567915 amyloid beta (A4) precursor protein-binding,
APBB1 family B, member 1 (Fe65) 1.292641 0.01662514
RBM25 RNA binding motif protein 25 1.292556 0.04894338
HERPUD2 HERPUD family member 2 1.292034 0.04837984
MAP2K2 mitogen-activated protein kinase kinase 2 1.291915 0.00765513
AKAP8L A kinase (PRKA) anchor protein 8 -like 1.291794 0.04370944
RREBl ras responsive element binding protein 1 1.291689 0.00827326
FAM53C family with sequence similarity 53, member C 1.291657 0.01840381
MSH5 mutS homolog 5 (E. coli) 1.291503 0.00094657
EFR3B EFR3 homolog B (S. cerevisiae) 1.291499 0.03382682
MGC24975 Hypothetical protein MGC24975 1.291206 0.01978755
MAN1B1 mannosidase, alpha, class IB, member 1 1.290923 0.03761272
KRT7 keratin 7 1.290891 0.04257891
RBP3 retinol binding protein 3, interstitial 1.290772 0.00495777
NLRP4 NLR family, pyrin domain containing 4 1.290637 0.03772813
CHDH choline dehydrogenase 1.290568 0.02570163
C14orf83 chromosome 14 open reading frame 83 1.290438 0.03660187
SOX30 SRY (sex determining region Y)-box 30 1.290387 0.02018918
MGC21881 hypothetical locus MGC21881 1.290175 0.03433103
HNMT histamine N-methyltransferase 1.290102 0.00921103
KIF24 inesin family member 24 1.290062 0.03501299
GPR176 G protein-coupled receptor 176 1.289767 0.04432081
SFRS16 splicing factor, arginine/serine-rich 16 1.289527 0.00918842
PDE3B phosphodiesterase 3B, cGMP-inhibited 1.289111 0.02490519
ATP-binding cassette, sub-family C
ABCC10 (CFTR/MRP), member 10 1.28892 0.00730162 olfactory receptor, family 2, subfamily C,
OR2C3 member 3 1.288831 0.04451079 calcium/calmodulin-dependent protein kinase
CAMKK2 kinase 2, beta 1.288582 0.00401144
HBXIP hepatitis B virus x interacting protein 1.288507 0.03684191
FERMT1 fermitin family homolog 1 (Drosophila) 1.288475 0.01992465
PCSK2 proprotein convertase subtilisin/kexin type 2 1.288199 0.01907613 cysteine-rich secretory protein LCCL domain
CRISPLD1 containing 1 1.288049 0.02520263 complement component 1, q subcomponent,
C1QB B chain 1.287998 0.00958669
MGC29506 plasma cell-induced ER protein 1 1.287906 0.03621649 guanine nucleotide binding protein (G
GNG5 protein), gamma 5 1.287847 0.0044331
)B1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
MAGED1 melanoma antigen family D, 1 1.287519 0.02569332 CASKIN2 CASK interacting protein 2 1.287506 0.03214233 mitogen-activated protein kinase kinase
MAP3K11 kinase 11 1.287394 0.00590728 C12orf27 chromosome 12 open reading frame 27 1.287284 0.03594103
SMEK homo log 3, suppressor of mekl
SMEK3P (Dictyostelium) pseudogene 1.287218 0.01213296 C8orf41 chromosome 8 open reading frame 41 1.287147 0.02624243
StAR-related lipid transfer (START) domain
STARD3 containing 3 1.287005 0.02329359
RPL14 ribosomal protein LI 4 1.286996 0.04389132
ELMOD3 ELMO/CED-12 domain containing 3 1.286807 0.02853122 IAA0513 KIAA0513 1.286421 0.03234515
DIDOl death inducer-obliterator 1 1.28637 0.02217596
SLC43A3 solute carrier family 43, member 3 1.286291 0.00818887
NPC2 Niemann-Pick disease, type C2 1.286232 0.01035146
SIGLEC8 sialic acid binding Ig-like lectin 8 1.285973 0.0432303 core-binding factor, runt domain, alpha
CBFA2T2 subunit 2; translocated to, 2 1.28571 0.00793092
MYH6 myosin, heavy chain 6, cardiac muscle, alpha 1.285655 5.89E-05
C12orf63 chromosome 12 open reading frame 63 1.285351 0.02001726
SHOX2 short stature homeobox 2 1.285337 0.01608284
IFLTD1 intermediate filament tail domain containing 1 1.285219 0.0251623
CT45A5 cancer/testis antigen family 45, member A5 1.285076 0.02092369
CDC42 effector protein (Rho GTPase
CDC42EP4 binding) 4 1.284956 0.01468179 required for meiotic nuclear division 5
RMND5A homolog A (S. cerevisiae) 1.284948 0.01304799 FBXW2 F-box and WD repeat domain containing 2 1.284946 0.03658627 VHL von Hippel-Lindau tumor suppressor 1.284754 0.00453337 MYOM2 myomesin (M-protein) 2, 165kDa 1.284592 0.03781633
CDK5 regulatory subunit associated protein
CDKAL1 1-like 1 1.28459 0.00136589 integrin, alpha X (complement component 3
ITGAX receptor 4 subunit) 1.284505 0.01564835 sema domain, immunoglobulin domain (Ig),
SEMA3E short basic domain, secreted, (semaphorin) 3E 1.284324 0.00568937 chondroitin sulfate proteoglycan 5
CSPG5 (neuroglycan C) 1.284094 0.0016048
DPP9 dipeptidyl-peptidase 9 1.284052 0.04672429
EXOC3 exocyst complex component 3 1.284045 0.04170658 phosphatidylinositol glycan anchor
PIGN biosynthesis, class N 1.283912 0.01937258 selectin P (granule membrane protein
SELP 140kDa, antigen CD62) 1.283742 0.0326095 CGB1 chorionic gonadotropin, beta polypeptide 1 1.283709 0.04475474 PCDHA1 protocadherin alpha 1 1.283621 0.0032591 STK11IP serine/threonine kinase 11 interacting protein 1.283586 0.04232222 phosphoinositide kinase, FYVE finger
PIKFYVE containing 1.283542 0.02186269
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
AGFG2 ArfGAP with FG repeats 2 1.283524 0.04847402 cleavage stimulation factor, 3' pre-RNA,
CSTF2 subunit 2, 64kDa 1.283423 0.02479593
MTCP1 mature T-cell proliferation 1 1.283365 0.02616361
HDGF hepatoma-derived growth factor 1.283264 0.03225054
SLC38A9 solute carrier family 38, member 9 1.283074 0.01870351
UROD uroporphyrinogen decarboxylase 1.283017 0.00763977
CRX cone-rod homeobox 1.282794 0.04267342
C5orf42 chromosome 5 open reading frame 42 1.282748 0.01191994
TPMT thiopurine S-methyltransferase 1.282727 0.0166767
TLR3 toll-like receptor 3 1.282615 0.01532234
FHL1 four and a half LIM domains 1 1.282345 0.00644461 CNK5 potassium channel, subfamily K, member 5 1.282262 0.0289603
PLAC4 placenta-specific 4 1.282113 0.01069166 guanylate cyclase 2C (heat stable enterotoxin
GUCY2C receptor) 1.281951 0.01787448
CABIN 1 calcineurin binding protein 1 1.28167 0.03449354
BMF Bcl2 modifying factor 1.281669 0.01524191
CCDC68 coiled-coil domain containing 68 1.281411 0.04189215
DYM dymeclin 1.281358 0.03128598
ZNF804B zinc finger protein 804B 1.281045 0.01404671
Clorf228 chromosome 1 open reading frame 228 1.280803 0.01893027 pro-platelet basic protein (chemokine (C-X-C
PPBP motif) ligand 7) 1.280777 0.01782109 XCL1 chemokine (C motif) ligand 1 1.280574 0.04413665 translocase of outer mitochondrial membrane
TOMM40L 40 homolog (yeast)-like 1.280371 0.02338092
RASGEFIC RasGEF domain family, member 1C 1.280162 0.0280827
JPH4 junctophilin 4 1.28015 0.04280613 family with sequence similarity 54, member
FAM54A A 1.279955 0.03734787 potassium channel tetramerisation domain
KCTD5 containing 5 1.27975 0.02869465
Olfactory receptor, family 13, subfamily C,
OR13C2 member 2 1.279711 0.03442259
ZC3H18 zinc finger CCCH-type containing 18 1.27964 0.04636705
CAPN10 calpain 10 1.279257 0.00198792
ING5 inhibitor of growth family, member 5 1.27892 0.04661732
RGS8 regulator of G-protein signaling 8 1.278832 0.00174233
AC02 aconitase 2, mitochondrial 1.27882 0.04484345
FKBP10 FK506 binding protein 10, 65 kDa 1.278655 0.0175814
Olfactory receptor, family 6, subfamily C,
OR6C3 member 3 1.278611 0.01752476
RCAN2 regulator of calcineurin 2 1.278387 0.03588298
PGCP plasma glutamate carboxypeptidase 1.2781 0.01883749
TERT telomerase reverse transcriptase 1.278023 0.01279226
ADAM28 ADAM metallopeptidase domain 28 1.277873 0.00355689 fibroblast growth factor 9 (glia-activating
FGF9 factor) 1.277817 0.03562992 SIGLEC7 sialic acid binding Ig-like lectin 7 1.277801 0.04178277
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
CD300A CD300a molecule 1.27763 0.01498091
FRMD3 FERM domain containing 3 1.277627 0.01554986
Cl lorf39 chromosome 11 open reading frame 39 1.277453 0.00448246
KIAA1772 IAA1772 1.277126 0.03375901 wingless-type MMTV integration site family,
W T5B member 5B 1.27708 0.0226936
HHATL hedgehog acyltransferase-like 1.277057 0.04379471
MDC1 mediator of DNA-damage checkpoint 1 1.277011 0.03028642
DDR2 discoidin domain receptor tyrosine kinase 2 1.276973 0.03395236
Rap guanine nucleotide exchange factor
RAPGEF1 (GEF) 1 1.276884 0.01192098
ELK3, ETS-domain protein (SRF accessory
ELK3 protein 2) 1.276704 0.00360868
CFH complement factor H 1.276522 0.01729259
KIF6 Kinesin family member 6 1.275939 0.00729677
PALLD palladin, cytoskeletal associated protein 1.275797 0.00096629
ZNF512 zinc finger protein 512 1.275728 0.04504732 aldehyde dehydrogenase 16 family, member
ALDH16A1 Al 1.275703 0.04010194
WDR23 WD repeat domain 23 1.275664 0.00341463
SLC47A1 solute carrier family 47, member 1 1.275285 0.04228358
CCDC132 coiled-coil domain containing 132 1.275185 0.02473214
IMPACT Impact homolog (mouse) 1.275025 0.03467059
HPSE heparanase 1.274968 0.03689874
LHX6 LIM homeobox 6 1.274965 0.01865077 major facilitator superfamily domain
MFSD8 containing 8 1.27465 0.02330326 osteoclast associated, immunoglobulin-like
OSCAR receptor 1.27438 0.02518541
BMP2K BMP2 inducible kinase 1.274379 0.04885737
Olfactory receptor, family 8, subfamily S,
OR8S1 member 1 1.274174 0.03604905
ZNF329 Zinc finger protein 329 1.274083 0.04612534
GATA5 GATA binding protein 5 1.273996 0.00282524
FHL2 four and a half LIM domains 2 1.273898 0.00514596 polycystic kidney disease 1 (autosomal
PKD1 dominant) 1.273857 0.00447694
WDR33 WD repeat domain 33 1.273789 0.00149716
KIAA0831 KIAA0831 1.273734 0.04652461
SP110 SP110 nuclear body protein 1.273585 0.00042015
STIM2 stromal interaction molecule 2 1.273451 0.02757475
CNPY4 canopy 4 homolog (zebrafish) 1.273357 8.71E-05
N-acylsphingosine amidohydrolase (acid
ASAH1 ceramidase) 1 1.273185 0.03366104
GYPB glycophorin B (M S blood group) 1.273166 0.00262253 origin recognition complex, subunit 1-like
ORC1L (yeast) 1.273124 0.03331651
FES feline sarcoma oncogene 1.273069 0.04620132
CNGB1 cyclic nucleotide gated channel beta 1 1.272862 0.0377707
VPS13D vacuolar protein sorting 13 homolog D (S. 1.272795 0.0243252
>B1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value cerevisiae)
NAPSA napsin A aspartic peptidase 1.272758 0.03131851
EPB41L3 Erythrocyte membrane protein band 4.1 -like 3 1.272611 0.03658226
ANKRD23 ankyrin repeat domain 23 1.272549 0.02940823
PFTK1 PFTAIRE protein kinase 1 1.272423 0.01977383 budding uninhibited by benzimidazoles 1
BUB1 homolog (yeast) 1.272392 0.01439459 calcium channel, voltage-dependent, T type,
CACNA1G alpha 1G subunit 1.27238 0.03676087 solute carrier family 7 (cationic amino acid
SLC7A7 transporter, y+ system), member 7 1.272137 0.00085848
FLJ43826 FLJ43826 protein 1.271965 0.03776522
DAP3 death associated protein 3 1.271808 0.02339598 ral guanine nucleotide dissociation stimulator¬
RGL2 like 2 1.271306 0.0133294
SEC16B SEC 16 homolog B (S. cerevisiae) 1.27129 0.01950576 caspase 10, apoptosis-related cysteine
C ASP 10 peptidase 1.271252 0.01758932
SEPP1 selenoprotein P, plasma, 1 1.271193 0.01057495 interleukin 16 (lymphocyte chemoattractant
IL16 factor) 1.270979 0.03838038
KRT222P Keratin 222 pseudogene 1.270266 0.01755372
DOCK9 dedicator of cytokinesis 9 1.270219 0.03743694
ZNF45 zinc finger protein 45 1.269929 0.00158253
CTNNA3 Catenin (cadherin-associated protein), alpha 3 1.269856 0.01638294
C20orfl2 chromosome 20 open reading frame 12 1.269786 0.02471881
PLXNA2 plexin A2 1.269566 0.02525014
MAMDC4 MAM domain containing 4 1.269402 0.03698598
CCDC13 coiled-coil domain containing 13 1.269384 0.04620048
SH2D3A SH2 domain containing 3A 1.26919 0.04955038
ZNF233 zinc finger protein 233 1.269046 0.04749038
ZNF187 zinc finger protein 187 1.269039 0.04979211
XP04 exportin 4 1.268991 0.02555127
LIG1 ligase I, DNA, ATP-dependent 1.268785 0.01252088 platelet-activating factor acetylhydrolase lb,
PAFAH1B3 catalytic subunit 3 (29kDa) 1.268768 0.02361777
BRD9 bromodomain containing 9 1.268707 0.03008722
NLRC4 NLR family, CARD domain containing 4 1.268671 0.04980405
PAK1IP1 PAK1 interacting protein 1 1.26866 0.0392548
ARMCX4 Armadillo repeat containing, X-linked 4 1.268576 0.04715846
C9orf96 chromosome 9 open reading frame 96 1.268235 0.04998496 protein tyrosine phosphatase, non-receptor
PTPN3 type 3 1.268219 0.00406255
GPR87 G protein-coupled receptor 87 1.268184 0.0186203
EFNA3 ephrin-A3 1.268123 0.00940622 discs, large (Drosophila) homolog-associated
DLGAP1 protein 1 1.268032 0.02595138
WDFY4 WDFY family member 4 1.267986 0.03854549
PF4 platelet factor 4 1.267797 0.00548331
ERC2 ELKS/RAB6-interacting/CAST family 1.267697 0.00443263
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value member 2
PRP38 pre-mR A processing factor 38
PRPF38A (yeast) domain containing A 1.267458 0.0372219 phosphoinositide-3 -kinase, catalytic, delta
P1K3CD polypeptide 1.267128 0.03911769
C19orf34 chromosome 19 open reading frame 34 1.266845 0.00685461
ITFG1 integrin alpha FG-GAP repeat containing 1 1.266819 0.01601937
Olfactory receptor, family 8, subfamily B,
OR8B12 member 12 1.266802 0.04584406
Olfactory receptor, family 5, subfamily K,
OR5K2 member 2 1.266728 0.02286792
ANK3 ankyrin 3, node of Ranvier (ankyrin G) 1.266635 0.00897063
NXF4 nuclear RNA export factor 4 pseudogene 1.266614 0.04825277
TRAF1 TNF receptor-associated factor 1 1.266585 0.00887076
ANKH ankylosis, progressive homolog (mouse) 1.266464 0.01 161282 xylosylprotein beta 1,4-galactosyltransferase,
B4GALT7 polypeptide 7 (galactosyltransferase I) 1.266262 0.03999451
FBX025 F-box protein 25 1.26606 0.00840386
TMX2 thioredoxin-related transmembrane protein 2 1.266034 0.04371312
C6orfl36 chromosome 6 open reading frame 136 1.265831 0.04085107
IGK@ immunoglobulin kappa locus 1.265694 0.03342056
C15orf42 chromosome 15 open reading frame 42 1.265572 0.00284937
TBCD tubulin folding cofactor D 1.265504 0.04275692
MRPL37 mitochondrial ribosomal protein L37 1.265484 0.03009753 excision repair cross-complementing rodent
repair deficiency, complementation group 1
ERCC1 (includes overlapping antisense sequence) 1.265089 0.0424201 1
FLT4 fms-related tyrosine kinase 4 1.265003 0.03423229
TRIM5 tripartite motif-containing 5 1.264801 0.02508482
REG1P regenerating islet-derived 1 pseudogene 1.264619 0.00304221
NCRNAOOIO
5 non-protein coding RNA 105 1.264585 0.03283363
NCOR1 nuclear receptor co-repressor 1 1.264318 0.04431849 TGFBR3 transforming growth factor, beta receptor III 1.264265 0.00830997 leucine-rich repeats and death domain
LRDD containing 1.26396 0.04144039 RTAP17-1 keratin associated protein 17-1 1.26364 0.02127454
SLC26A8 Solute carrier family 26, member 8 1.263636 0.00328375
KIAA1199 KIAA1 199 1.263474 0.00299676
GOLGA1 golgin Al 1.263419 0.01217355 bromodomain and WD repeat domain
BRWD3 containing 3 1.263346 0.00890564
TBRG1 transforming growth factor beta regulator 1 1.263335 0.04770941
SURF1 surfeit 1 1.263306 0.03347953
CD6 CD6 molecule 1.263225 0.03078951
KLHL2 kelch-like 2, Mayven (Drosophila) 1.263015 0.04091952
TRAJ17 T cell receptor alpha joining 17 1.263008 0.03624336
PLK3 polo-like kinase 3 (Drosophila) 1.262955 0.03572863
SST somatostatin 1.262923 0.04839899
SFXN1 sideroflexin 1 1.262718 0.02940824
DB l/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
SWI/SNF related, matrix associated, actin
dependent regulator of chromatin, subfamily
SMARCD3 d, member 3 1.26252 0.03847378
SEZ6L Seizure related 6 homolog (mouse)-like 1.262417 0.03785276
Cl lorf45 chromosome 11 open reading frame 45 1.262314 0.04663807
ATPase, H+ transporting, lysosomal 38kDa,
ATP6V0D2 V0 subunit d2 1.262176 0.04861804
DTNB dystrobrevin, beta 1.262109 0.03182453
SLIT2 slit homolog 2 (Drosophila) 1.261927 0.03785233
DEFA3 defensin, alpha 3, neutrophil-specific 1.261861 0.00224643
CDH16 cadherin 16, KSP-cadherin 1.261774 0.04225288
OXCT1 3-oxoacid CoA transferase 1 1.261625 0.02520766
RILPL2 Rab interacting lysosomal protein-like 2 1.261574 0.04999934 squamous cell carcinoma antigen recognized
SART3 by T cells 3 1.261361 0.02103018
NIMA (never in mitosis gene a)- related
NEK11 kinase 11 1.261331 0.00276633
ASB3 ankyrin repeat and SOCS box-containing 3 1.260703 0.01934422
AASS aminoadipate-semialdehyde synthase 1.260648 0.0152571
DCDC5 doublecortin domain containing 5 1.260575 0.03489532 leukocyte immunoglobulin-like receptor
LILRP2 pseudogene 2 1.26038 0.02068243
LAP3 leucine aminopeptidase 3 1.260347 0.04343932
CCDC81 coiled-coil domain containing 81 1.260205 0.02935852
HPX hemopexin 1.26013 0.03974206
LCT lactase 1.260111 0.04553083 inhibitor of DNA binding 1, dominant
ID1 negative helix-loop-helix protein 1.259904 0.02807979 protein phosphatase 2, regulatory subunit A,
PPP2R1A alpha 1.25989 0.02451023
FLT3LG fms-related tyrosine kinase 3 ligand 1.259681 0.02655841 solute carrier organic anion transporter
SLC01C1 family, member 1C1 1.259636 0.01324903
SBN02 strawberry notch homolog 2 (Drosophila) 1.259623 0.00161167
DENND4A DENN/MADD domain containing 4A 1.259615 0.01542732
FBX04 F-box protein 4 1.259492 0.0287693
MYOIA myosin IA 1.259388 0.02597957
AGXT2L2 alanine-glyoxylate aminotransferase 2-like 2 1.259298 0.02693991
C3orf58 chromosome 3 open reading frame 58 1.259091 0.04608467
MAGEA3 melanoma antigen family A, 3 1.259048 0.00534565
ABHD5 abhydrolase domain containing 5 1.259035 0.00596344
AU RNA binding protein/enoyl-CoA
AUH hydratase 1.259026 0.00182977
ATPase, Ca++ transporting, cardiac muscle,
ATP2A1 fast twitch 1 1.258936 0.03883481
HTATIP2 HIV-1 Tat interactive protein 2, 30kDa 1.258927 0.00915241
Cl lorf65 chromosome 11 open reading frame 65 1.258777 0.03677547 sema domain, transmembrane domain (TM),
SEMA6D and cytoplasmic domain, (semaphorin) 6D 1.258565 0.01420403
RARRES1 retinoic acid receptor responder (tazarotene 1.258483 0.04067531
DB1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value induced) 1
WSCD1 WSC domain containing 1 1.258403 0.00833534
PDE8A phosphodiesterase 8A 1.258003 0.01337859
FLJ46020 FLJ46020 protein 1.257828 0.04452509
UDP-N-acetyl-alpha-D- galactosamine:polypeptide N- acetylgalactosaminyltransferase 2 (GalNAc-
GALNT2 T2) 1.257702 0.02625265
P antigen family, member 5 (prostate
PAGE5 associated) 1.257566 0.01814344
ARSE arylsulfatase E (chondrodysplasia punctata 1) 1.257193 0.04391929
ELN elastin 1.257191 0.01340862
RBKS ribokinase 1.256993 0.0264602 signal transducer and activator of
STAT4 transcription 4 1.25671 0.03391 138
NLRP8 NLR family, pyrin domain containing 8 1.256625 0.01782726
DEAD/H (Asp-Glu-Ala-Asp/His) box
DDX26B polypeptide 26B 1.256569 0.03026909
RADIL Ras association and DIL domains 1.256547 0.04544739
NT5C1A 5'-nucleotidase, cytosolic IA 1.256494 0.03504009
CUGBP1 CUG triplet repeat, RNA binding protein 1 1.256281 0.01282044
SVIL supervillin 1.256071 0.02925793
COL25A1 collagen, type XXV, alpha 1 1.256013 0.02472257
QSOX1 quiescin Q6 sulfhydryl oxidase 1 1.255929 0.04328222
RPL13AP3 N/A 1.255772 0.04531485 reversion-inducing-cysteine-rich protein with
RECK kazal motifs 1.255739 0.03604279
KIFC2 kinesin family member C2 1.25571 0.03033769
WDR21A WD repeat domain 21 A 1.255693 0.03791939
WD repeat domain, phosphoinositide
WIPI1 interacting 1 1.255604 0.01893768
TP53TG3 //
LOC729355 N/A 1.255549 0.0020767
Olfactory receptor, family 5, subfamily A,
OR5A2 member 2 1.255506 0.01179942
Protein tyrosine phosphatase, non-receptor
PTPN20B type 20B 1.255418 0.00627889
DDIT4 DNA-damage-inducible transcript 4 1.255402 0.025832 potassium voltage-gated channel, subfamily H
KCNH7 (eag-related), member 7 1.255352 0.02113436
NPFFR2 neuropeptide FF receptor 2 1.255223 0.04185481 potassium voltage-gated channel, shaker-
KCNAB1 related subfamily, beta member 1 1.254744 0.01451986
MYOF myoferlin 1.254717 0.00140488
KIF21A kinesin family member 21 A 1.254658 0.04178249
BST2 bone marrow stromal cell antigen 2 1.254582 0.04913527
ANKRD6 ankyrin repeat domain 6 1.254334 0.03832837
NPTN neuroplastin 1.25423 0.03097989
TMC06 transmembrane and coiled-coil domains 6 1.25402 0.02030981
C6orfl70 chromosome 6 open reading frame 170 1.253451 0.02398408
Bl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
C5orfl7 Chromosome 5 open reading frame 17 1.253056 0.04253337 C10orfl l9 chromosome 10 open reading frame 119 1.25289 0.02257121
TAF1 RNA polymerase II, TATA box
binding protein (TBP)-associated factor,
TAF1L 210kDa-like 1.252848 0.00267541 DLX1 Distal-less homeobox 1 1.252657 0.02709251
CATSPERB cation channel, sperm-associated, beta 1.252615 0.02413714
ATP-binding cassette, sub-family C
ABCC11 (CFTR/MRP), member 11 1.252585 0.03516509 sodium channel, voltage-gated, type I, alpha
SCN1A subunit 1.252542 0.03944445 cystatin 8 (cystatin-related epididymal
CST8 specific) 1.252505 0.0416996 CD 109 CD 109 molecule 1.252274 0.03737299 UNQ6484 N/A 1.252122 0.04830452 PCDH20 Protocadherin 20 1.251784 0.04956578 PHF17 PHD finger protein 17 1.25171 0.00222868 missing oocyte, meiosis regulator, homolog
MIOS (Drosophila) 1.25141 0.01816732 MFN1 mitofusin 1 1.251298 0.03838396 ZNF615 zinc finger protein 615 1.251296 0.00735893 solute carrier family 29 (nucleoside
SLC29A3 transporters), member 3 1.251202 0.04813668
NELL1 NEL-like 1 (chicken) 1.251 108 0.03206594
RBM8A RNA binding motif protein 8 A 1.250975 0.00571058
ZNF34 Zinc finger protein 34 1.250962 0.04253855
CRABP2 cellular retinoic acid binding protein 2 1.250729 0.02425808
TMEM116 transmembrane protein 116 1.250651 0.02323204
TMEM19 transmembrane protein 19 1.250607 0.02521007
HSDL2 hydroxysteroid dehydrogenase like 2 1.250353 0.0421 1176
CLDN9 claudin 9 1.25029 0.03369131
HYOU1 hypoxia up-regulated 1 1.250242 0.04870764
TBC1D19 TBC1 domain family, member 19 1.250161 0.02438511
FOXR1 forkhead box Rl 1.250011 0.03306343
TM6SF2 transmembrane 6 superfamily member 2 1.249824 0.04033987
BEST3 bestrophin 3 1.249729 0.04319492 polymerase (RNA) III (DNA directed)
POLR3E polypeptide E (80kD) 1.249658 0.02249824
Sodium channel, voltage-gated, type VII,
SCN7A alpha 1.249531 0.01527615 nudix (nucleoside diphosphate linked moiety
NUDT21 X)-type motif 21 1.249476 0.04665571 COL4A4 collagen, type IV, alpha 4 1.249356 0.00608043 NPAS3 neuronal PAS domain protein 3 1.249345 0.03665376 cell adhesion molecule with homology to
CHLl LI CAM (close homolog of LI) 1.249314 0.04459813
MTMR4 myotubularin related protein 4 1.249254 0.03144312
MYOZ2 myozenin 2 1.249074 0.00446696
IER2 immediate early response 2 1.248976 0.02301345
YRDC yrdC domain containing (E. coli) 1.248842 0.03258699 1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
C10orf79 chromosome 10 open reading frame 79 1.248821 0.00924585
PSEN1 presenilin 1 1.24867 0.03671699
C5 complement component 5 1.248575 0.02374031
ACCN4 amiloride-sensitive cation channel 4, pituitary 1.248535 0.03166102 AKAP10 A kinase (PRKA) anchor protein 10 1.248322 0.0276429 PER3 period homolog 3 (Drosophila) 1.247536 0.03416167 CYTSA cytospin A 1.247512 0.01152395
5-hydroxytryptamine (serotonin) receptor 3,
HTR3E family member E 1.247383 0.04654415 TGDS TDP-glucose 4,6-dehydratase 1.247366 0.03307131 RPLPO ribosomal protein, large, P0 1.247362 0.01263738 CDH7 cadherin 7, type 2 1.247353 0.02363331
S1 3 homolog B, transcription regulator
SIN3B (yeast) 1.247232 0.0053172
ATP10D ATPase, class V, type 10D 1.247181 0.00263839
MED22 mediator complex subunit 22 1.24695 0.02500488 myeloid/lymphoid or mixed-lineage leukemia
(trithorax homolog, Drosophila); translocated
MLLT6 to, 6 1.246925 0.02638247 general transcription factor IIIC, polypeptide
GTF3C5 5, 63kDa 1.246715 0.02038165
LAMA1 Laminin, alpha 1 1.246648 0.03326858
EXOSC2 exosome component 2 1.246267 0.04580224
KIAA1524 KIAA1524 1.24618 0.02323518
EMP3 epithelial membrane protein 3 1.246123 0.04739262
ACTR8 ARP8 actin-related protein 8 homolog (yeast) 1.245862 0.04051028
PTPRA protein tyrosine phosphatase, receptor type, A 1.24583 0.00032856
C9or 7 Chromosome 9 open reading frame 97 1.245606 0.04273148
LRRC56 leucine rich repeat containing 56 1.245143 0.02420723
StAR-related lipid transfer (START) domain
STARD8 containing 8 1.244687 0.01282923 ZNF417 Zinc finger protein 417 1.244519 0.01805726 cytochrome P450, family 11, subfamily B,
CYP11B2 polypeptide 2 1.244442 0.00970924
C17orfl01 chromosome 17 open reading frame 101 1.244439 0.00858935
KHSRP KH-type splicing regulatory protein 1.244419 0.018
SCGB1C1 secretoglobin, family 1C, member 1 1.244323 0.01092525
TMEM117 transmembrane protein 117 1.24416 0.02746787
UBA7 ubiquitin-like modifier activating enzyme 7 1.243926 0.04828025
GYG2 glycogenin 2 1.243761 0.03227631
MYBPH myosin binding protein H 1.243565 0.00017673
ILF3 interleukin enhancer binding factor 3, 90kDa 1.243423 0.02255549
RIGS Rho GTPase-activating protein 1.243378 0.03389494
SIGLEC10 sialic acid binding Ig-like lectin 10 1.243329 0.00809374 STRN4 striatin, calmodulin binding protein 4 1.243233 0.02055198 sodium channel, voltage-gated, type IX, alpha
SCN9A subunit 1.243131 0.00576424 MDFIC MyoD family inhibitor domain containing 1.242969 0.03261241 NPHP1 nephronophthisis 1 (juvenile) 1.242624 0.0094737 BAIAP2L2 BAI1 -associated protein 2-like 2 1.242568 0.02808724
DB1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
RTTN rotatin 1.242297 0.03280613
R F26 ring finger protein 26 1.242143 0.04297931
GYLTL1B glycosyltransferase-like IB 1.241949 0.03596241
PEX19 peroxisomal biogenesis factor 19 1.241849 0.03167719
MYLK2 myosin light chain kinase 2 1.241836 0.03570873
PRDM11 PR domain containing 1 1 1.241577 0.027784
SLC44A5 solute carrier family 44, member 5 1.241513 0.02358223
POLR1A polymerase (RNA) I polypeptide A, 194kDa 1.241458 0.0372547
NFASC neurofascin homolog (chicken) 1.241441 0.04145633
KIAA1609 KIAA1609 1.24138 0.02715623
CNTN4 Contactin 4 1.241357 0.04543522
PQLC2 PQ loop repeat containing 2 1.241309 0.01358148
CCDC83 coiled-coil domain containing 83 1.24103 0.04831954
MFAP5 microfibrillar associated protein 5 1.240745 0.04278633
NEURL4 neuralized homolog 4 (Drosophila) 1.240582 0.00550729
5-hydroxytryptamine (serotonin) receptor 7
HTR7 (adenylate cyclase-coupled) 1.239826 0.00939692
AI CF APOBEC1 complementation factor 1.239591 0.00588546 family with sequence similarity 1 14, member
FAM1 14A1 Al 1.239459 0.01022173
FOXL2 forkhead box L2 1.239076 0.01996097
TRIM39 tripartite motif-containing 39 1.239033 0.02655088
AMDHD1 amidohydrolase domain containing 1 1.238857 0.0060976
CLSTN3 calsyntenin 3 1.238825 0.02663447
CRIPT cysteine-rich PDZ-binding protein 1.238761 0.0415393
SERHL Serine hydrolase-like 1.238545 0.03856226
INHBB inhibin, beta B 1.238504 0.00822597
SAMD3 sterile alpha motif domain containing 3 1.238401 0.01760916
YAF2 YY1 associated factor 2 1.238376 0.03121256
HERC3 hect domain and RLD 3 1.238202 0.01 12952
IL1F7 interleukin 1 family, member 7 (zeta) 1.238071 0.03715499
SFTPD surfactant protein D 1.238055 0.02607706
UTP18, small subunit (SSU) processome
UTP18 component, homolog (yeast) 1.23789 0.01561913 serine peptidase inhibitor-like, with Kunitz
SPINLW1 and WAP domains 1 (eppin) 1.237717 0.03300332
TPH2 tryptophan hydroxylase 2 1.237646 0.04347964
SNX8 sorting nexin 8 1.237644 0.0299587
CCNK cyclin K 1.237567 0.03657386
CYTH4 cytohesin 4 1.237449 0.04776589
TEAD4 TEA domain family member 4 1.237242 0.03223393
HKDC1 Hexokinase domain containing 1 1.237239 0.014991
ZBTB32 zinc finger and BTB domain containing 32 1.237223 0.00738703
LRRC25 leucine rich repeat containing 25 1.237094 0.0317678
ADCY10 adenylate cyclase 10 (soluble) 1.23699 0.02988935
MBD3L2 Methyl-CpG binding domain protein 3-like 2 1.236936 0.03597342
CCDC110 coiled-coil domain containing 110 1.236882 0.03089214
NCRNA0016
1 non-protein coding RNA 161 1.236863 0.04879846
CYP11A1 cytochrome P450, family 11, subfamily A, 1.236533 0.0107929
)B1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value polypeptide 1
FAAH2 fatty acid amide hydrolase 2 1.236528 0.04272511
SYMPK symplekin 1.236523 0.00753091
NLRP14 NLR family, pyrin domain containing 14 1.235995 0.02067863
SPATA13 spermatogenesis associated 13 1.235982 0.01841387
FLJ14100 hypothetical protein FLJ14100 1.235981 0.01346477
BMS1P5 BMS1 pseudogene 5 1.235944 0.02398758
ZNF428 zinc finger protein 428 1.235923 0.02032021
GALNAC4S-
6ST B cell RAG associated protein 1.235856 0.00316015
TNRC6A trinucleotide repeat containing 6A 1.235851 0.04134624 nuclear receptor subfamily 2, group F,
NR2F1 member 1 1.235843 0.04550788 TMC3 transmembrane channel-like 3 1.235688 0.00186255 IL4R interleukin 4 receptor 1.235665 0.0349981 ribonuclease L (2',5'-oligoisoadenylate
RNASEL synthetase-dependent) 1.235518 0.02035331
PRELID2 PRELI domain containing 2 1.235512 0.04554335
PCNX pecanex homolog (Drosophila) 1.235013 0.04108437
ZNF79 zinc finger protein 79 1.235001 0.04024746
PLXNA1 plexin Al 1.234965 0.04264428
METTL13 methyltransferase like 13 1.234935 0.01797137
CGN cingulin 1.234766 0.04962725
BTB and CNC homology 1 , basic leucine
BACH1 zipper transcription factor 1 1.234722 0.01598341 GADL1 glutamate decarboxylase-like 1 1.234581 0.03999796
G protein-coupled receptor, family C, group
GPRC6A 6, member A 1.234368 0.03671451 OTX1 orthodenticle homeobox 1 1.234312 0.03872799 adaptor-related protein complex 1 , sigma 2
AP1S2 subunit 1.234244 0.04050856 Clorfl62 chromosome 1 open reading frame 162 1.233765 0.04205373 GIMAP8 GTPase, IMAP family member 8 1.233485 0.04245494 PRKCE protein kinase C, epsilon 1.233257 0.02306676 aldo-keto reductase family 1 , member C2
(dihydrodiol dehydrogenase 2; bile acid
binding protein; 3 -alpha hydroxy steroid
AKR1C2 dehydrogenase, type III) 1.232654 0.03067469 upper zone of growth plate and cartilage
UCMA matrix associated 1.232605 0.0148044
FLJ26850 FLJ26850 protein 1.232564 0.00472674
PTDSS2 phosphatidylserine synthase 2 1.232397 0.01211942
LAPTM5 lysosomal protein transmembrane 5 1.232132 0.04167828
E2F8 E2F transcription factor 8 1.232086 0.00048585
AMY1A amylase, alpha 1A (salivary) 1.231974 0.03097984
BBS9 Bardet-Biedl syndrome 9 1.231838 0.04666133 butyrobetaine (gamma), 2-oxoglutarate
dioxygenase (gamma-butyrobetaine
BBOX1 hydroxylase) 1 1.231478 0.01092679 SERHL2 serine hydrolase-like 2 1.231232 0.02799732
DB1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
SERAC1 serine active site containing 1 1.231142 0.04286629
TROAP trophinin associated protein (tastin) 1.231035 0.03471954
DUS3L dihydrouridine synthase 3-like (S. cerevisiae) 1.230713 0.01696831
Ganglioside-induced differentiation-
GDAP1L1 associated protein 1 -like 1 1.230631 0.01765892 solute carrier family 25 (mitochondrial
SLC25A23 carrier; phosphate carrier), member 23 1.230625 0.02786495
PDI 1L PDLIM1 interacting kinase 1 like 1.230556 0.01222398
OTOR otoraplin 1.230331 0.0006035
UPF3 regulator of nonsense transcripts
UPF3A homolog A (yeast) 1.23028 0.0287505 solute carrier family 25 (mitochondrial
SLC25A12 carrier, Aralar), member 12 1.230237 0.014549
LSM7 homolog, U6 small nuclear RNA
LSM7 associated (S. cerevisiae) 1.230163 0.02583374 leukocyte immunoglobulin-like receptor,
subfamily B (with TM and ITIM domains),
LILRB2 member 2 1.229932 0.03151425
DnaJ (Hsp40) homolog, subfamily C, member
DNAJC10 10 1.229817 0.03064105
RASGEF1A RasGEF domain family, member 1 A 1.22916 0.0460017
ZNF679 zinc finger protein 679 1.229125 0.04788786 cholinergic receptor, nicotinic, alpha 1
CHRNAl (muscle) 1.229101 0.01837677 DPYSL5 dihydropyrimidinase-like 5 1.229031 0.01631308 FCHSD1 FCH and double SH3 domains 1 1.229024 0.02041655 NKIRAS1 NFKB inhibitor interacting Ras-like 1 1.228784 0.01403705 steroid-5-alpha-reductase, alpha polypeptide 2
(3-oxo-5 alpha-steroid delta 4-dehydrogenase
SRD5A2 alpha 2) 1.228617 0.01614202 mannosyl (alpha- 1 ,6-)-glycoprotein beta- 1,6-
MGAT5B N-acetyl-glucosaminyltransferase, isozyme B 1.228543 0.00058875 GK 1 gastrokine 1 1.228174 0.00324149
Cas-Br-M (murine) ecotropic retroviral
CBLC transforming sequence c 1.228113 0.0475787
CXorf50B N/A 1.227824 0.00097768
LRRC36 leucine rich repeat containing 36 1.227789 0.04154441
UTS2D urotensin 2 domain containing 1.227373 0.02920385
OPN5 opsin 5 1.227325 0.0068055
PCDHB10 protocadherin beta 10 1.227223 0.04429794
ArfGAP with coiled-coil, ankyrin repeat and
ACAP2 PH domains 2 1.227105 0.03728326
CAP, adenylate cyclase-associated protein, 2
CAP2 (yeast) 1.226974 0.04016996
FHIT fragile histidine triad gene 1.226757 0.04422508
C2CD2 C2 calcium-dependent domain containing 2 1.226726 0.00134391
R3HDM2 R3H domain containing 2 1.226641 0.01355409
AHCYL1 adenosylhomocysteinase-like 1 1.226394 0.00961029
CCL21 chemokine (C-C motif) ligand 21 1.226341 0.00087255
MCM10 minichromosome maintenance complex 1.226335 0.03173039
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value component 10
myosin, light chain 3, alkali; ventricular,
MYL3 skeletal, slow 1.226334 0.04743267
ZNF14 zinc finger protein 14 1.226214 0.00392558
FLJ44635 TPTl-like protein 1.226008 0.04428207
FOXD3 forkhead box D3 1.226 0.04097072
SWI/SNF related, matrix associated, actin
dependent regulator of chromatin, subfamily
SMARCA1 a, member 1 1.225814 0.02792728
GLTP glycolipid transfer protein 1.225619 0.02234763 v-crk sarcoma virus CT10 oncogene homolog
CRKL (avian)-like 1.22546 0.02004339
FBXL12 F-box and leucine-rich repeat protein 12 1.225415 0.02509421
TRAF5 T F receptor-associated factor 5 1.225339 0.00872158
HOXD11 homeobox Dl 1 1.225316 0.00666115
RAD51L1 RAD51-like 1 (S. cerevisiae) 1.225063 0.03158881 kelch repeat and BTB (POZ) domain
KBTBD3 containing 3 1.225048 0.00868803
LUZP4 leucine zipper protein 4 1.225036 0.01539111
DEAH (Asp-Glu-Ala-His) box polypeptide
DHX34 34 1.224813 0.03617669
CNPY2 canopy 2 homolog (zebrafish) 1.224602 0.04495685
PRP39 pre-mRNA processing factor 39
PRPF39 homolog (S. cerevisiae) 1.22453 0.01035303
ASGR2 asialoglycoprotein receptor 2 1.224014 0.0055253
PRKG1 protein kinase, cGMP-dependent, type I 1.223879 0.04519305 disabled homolog 2, mitogen-responsive
DAB2 phosphoprotein (Drosophila) 1.223839 0.00800414 olfactory receptor, family 5, subfamily H,
OR5H1 member 1 1.223542 0.0050431
SRPK2 SFRS protein kinase 2 1.22325 0.01501723 small nuclear ribonucleoprotein 35kDa
SNR P35 (U11/U12) 1.222875 0.00777022
Olfactory receptor, family 2, subfamily M,
OR2M7 member 7 1.222822 0.03207624
TCOF1 Treacher Collins-Franceschetti syndrome 1 1.222738 0.00826843
ANK2 ankyrin 2, neuronal 1.222676 0.00634497
G2E3 G2/M-phase specific E3 ubiquitin ligase 1.222631 0.00185943 solute carrier family 39 (zinc transporter),
SLC39A6 member 6 1.22186 0.0061314
ZNF425 Zinc finger protein 425 1.221839 0.03781226
POPDC2 popeye domain containing 2 1.221836 0.00725864
KCNE1L KCNEl-like 1.221821 0.01817093
TSC22D2 TSC22 domain family, member 2 1.221814 0.022301 excision repair cross-complementing rodent
ERCC6 repair deficiency, complementation group 6 1.221669 0.02154465 solute carrier family 1 (glutamate transporter),
SLC1A7 member 7 1.221415 0.03713144
ATP-binding cassette, sub-family A (ABCl),
ABCA10 member 10 1.220669 0.00882892
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Up regulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value pantothenate kinase 1 1.220656 0.01608154 solute carrier family 12 (potassium/chloride
transporters), member 9 1.22038 0.04903245 transmembrane protein 156 1.220203 0.03900463
Ca++-dependent secretion activator 1.219984 0.04382195
SPARC-like 1 (hevin) 1.219852 0.03913905
Sorbin and SH3 domain containing 1 1.219499 0.01097803 tubulin folding cofactor C 1.219283 0.02493064 hyaluronan and proteoglycan link protein 1 1.219148 0.02616776 forkhead box D4 1.219085 0.02737425
COMM domain containing 9 1.218971 0.03277739 lymphocyte antigen 9 1.218677 0.04751694 lysyl oxidase-like 3 1.218312 0.02203561 tudor domain containing 9 1.218186 0.0036461
Gardner-Rasheed feline sarcoma viral (v-fgr)
oncogene homolog 1.218069 0.00514118 mucin 13, cell surface associated 1.218026 0.01253442
F-box and leucine-rich repeat protein 13 1.217916 0.00963049 zinc finger, DHHC-type containing 15 1.217781 0.00404771 kinesin family member 2B 1.217704 0.0006307 melanoma antigen family D, 4 1.217564 0.02132055 microsomal triglyceride transfer protein 1.217075 0.04306468 chromosome 1 open reading frame 109 1.216927 0.03071822
N-acylaminoacyl-peptide hydrolase 1.21679 0.04407907
THO complex 4 1.216787 0.0403008
MMS19 nucleotide excision repair homolog
(S. cerevisiae) 1.216589 0.03922461 receptor (TNFRSF)-interacting serine- threonine kinase 1 1.216346 0.01773695
MCF.2 cell line derived transforming
sequence-like 2 1.216222 0.03044115 neogenin homolog 1 (chicken) 1.216163 0.03251328
Hypothetical LOC442092 1.215765 0.01544065 centrosomal protein 1 lOkDa 1.215556 0.03730905 potassium voltage-gated channel, KQT-like
subfamily, member 3 1.215354 0.03121697 oxoeicosanoid (OXE) receptor 1 1.215246 0.02868055 forkhead box J2 1.214929 0.04716483 tripartite motif-containing 31 1.214792 0.04103994 proteasome (prosome, macropain) 26 S
subunit, non-ATPase, 13 1.214569 0.00673002
Solute carrier family 35, member E2 1.214523 0.03901927 alcohol dehydrogenase IB (class I), beta
polypeptide 1.214395 0.00100821
Microtubule associated serine/threonine
kinase family member 4 1.214111 0.0028083 fibrous sheath interacting protein 1 1.213903 0.04737353 zinc finger CCCH-type containing 14 1.213594 0.01712715 xin actin-binding repeat containing 2 1.213568 0.03649298 dynein, axonemal, heavy chain 8 1.213317 0.01764265
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value sortilin-related VPS 10 domain containing
SORCS1 receptor 1 1.213159 0.03788062
RAS guanyl releasing protein 2 (calcium and
RASGRP2 DAG-regulated) 1.21309 0.01101469 vacuolar protein sorting 13 homolog C (S.
VPS 13C cerevisiae) 1.213066 0.03233575
GSDMB gasdermin B 1.212917 0.02996031 carbamoyl-phosphate synthase 1 ,
CPS1 mitochondrial 1.21283 0.04907995
FLJ10404 Hypothetical protein FLJ 10404 1.212673 0.00191574
PHF16 PHD finger protein 16 1.212564 0.01756385
C8orf78 chromosome 8 open reading frame 78 1.212201 0.02255807
MEP1A meprin A, alpha (PABA peptide hydrolase) 1.211724 0.04853678
ADCY1 adenylate cyclase 1 (brain) 1.211412 0.02100712
TSPAN12 tetraspanin 12 1.211375 0.02651059 potassium voltage-gated channel, KQT-like
CNQ4 subfamily, member 4 1.211356 0.0320885
ATPase, H+ transporting, lysosomal
ATP6V1H 50/57kDa, VI subunit H 1.21 1331 0.026815 caspase 8, apoptosis-related cysteine
CASP8 peptidase 1.211198 0.01464514
RNF141 ring finger protein 141 1.211196 0.02991816 ectonucleotide
ENPP2 pyrophosphatase/phosphodiesterase 2 1.211 162 0.0425432
HINT1 histidine triad nucleotide binding protein 1 1.210712 0.04891515
C8orfl7 chromosome 8 open reading frame 17 1.210297 0.04478836 sphingomyelin phosphodiesterase 3, neutral
SMPD3 membrane (neutral sphingomyelinase II) 1.210189 0.04469751
COL6A2 collagen, type VI, alpha 2 1.210041 0.0485979
ZAN zonadhesin 1.209973 0.039782 transmembrane (C -terminal) protease, serine
TMPRSS12 12 1.209923 0.00684086
CALN1 calneuron 1 1.209429 0.03581015
RAGE renal tumor antigen 1.209223 0.0471772
FOLR1 folate receptor 1 (adult) 1.209123 0.04577546
PCSK9 Proprotein convertase subtilisin/kexin type 9 1.209005 0.00561032
LZTFL1 leucine zipper transcription factor-like 1 1.208827 0.03900355
FLJ41327 FLJ41327 protein 1.208808 0.01584038 protein phosphatase, EF-hand calcium
PPEF1 binding domain 1 1.208483 0.00013434
MAPK1 mitogen-activated protein kinase 1 1.208451 0.02953756
X-ray repair complementing defective repair
XRCC2 in Chinese hamster cells 2 1.208432 0.04292725
SCNN1D sodium channel, nonvoltage-gated 1 , delta 1.208383 0.02079827
CEP250 centrosomal protein 250kDa 1.208013 0.0236764
OPTN Optineurin 1.207919 0.00521899
PCTK2 PCTAIRE protein kinase 2 1.207796 0.02335376
ZNF619 zinc finger protein 619 1.207776 0.04679568
OSBP2 oxysterol binding protein 2 1.207761 0.01456842
CCDC84 coiled-coil domain containing 84 1.207745 0.03929433
>B1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
GPR112 G protein-coupled receptor 112 1.207628 0.00260127
RRAGC Ras-related GTP binding C 1.207521 0.03659237
KLK8 kallikrein-related peptidase 8 1.207414 0.01697536
GYS1 glycogen synthase 1 (muscle) 1.207255 0.0073425
RTN1 reticulon 1 1.207216 0.0192233
PAK3 p21 protein (Cdc42/Rac)-activated kinase 3 1.207161 0.04030197 obscurin, cytoskeletal calmodulin and titin-
OBSCN interacting RhoGEF 1.206772 0.02149618
TEX28 testis expressed 28 1.206549 0.04484958
ANKRD29 ankyrin repeat domain 29 1.206277 0.02225841 phosphatidylinositol transfer protein,
PITPNM1 membrane-associated 1 1.20625 0.04758375
X , Kell blood group complex subunit-
XKR3 related family, member 3 1.205822 0.04528149
ZNF528 zinc finger protein 528 1.205598 0.02553913 doublesex and mab-3 related transcription
DMRT2 factor 2 1.205569 0.01802004
MEP1B meprin A, beta 1.205569 0.00113685
SH3 -domain GRB2-like (endophilin)
SGIP1 interacting protein 1 1.205394 0.03094877
IGSF9 immunoglobulin superfamily, member 9 1.205277 0.02384311
IGH@ immunoglobulin heavy locus 1.205258 0.01282709
TBL2 transducin (beta)-like 2 1.205045 0.04332468 general transcription factor IIH, polypeptide
GTF2H3 3, 34kDa 1.204669 0.0151408
MCOLN3 mucolipin 3 1.204651 0.00181367 minichromosome maintenance complex
MCM3 component 3 1.204643 0.02501993
TRIM16 tripartite motif-containing 16 1.204583 0.02110382
RHOBTB1 Rho-related BTB domain containing 1 1.204574 0.0231 1136
TSNARE1 t-SNARE domain containing 1 1.204487 0.00549102
Caspase 14, apoptosis-related cysteine
CASP14 peptidase 1.204455 0.02818916
CDH26 cadherin 26 1.204397 0.01957364
TTLL7 tubulin tyrosine ligase-like family, member 7 1.204374 0.00056749
EDA ectodysplasin A 1.203475 0.04743863 olfactory receptor, family 2, subfamily T,
OR2T27 member 27 1.203472 0.01128284
TAF12 RNA polymerase II, TATA box
binding protein (TBP)-associated factor,
TAF12 20kDa 1.203286 0.02106946 cytochrome P450, family 24, subfamily A,
CYP24A1 polypeptide 1 1.202964 0.01758295
GNRH2 gonadotropin-releasing hormone 2 1.202871 0.00455354 transient receptor potential cation channel,
TRPC4AP subfamily C, member 4 associated protein 1.202778 0.0247338
Protein phosphatase 2 (formerly 2A),
PPP2R3B regulatory subunit B", beta 1.20235 0.0467168
Similar to ubiquitin-conjugating enzyme E2Q
FLJ43276 2 1.202268 0.03190402
DB1/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
BTNL3 butyrophilin-like 3 1.202192 0.00231857
RGSL1 regulator of G-protein signaling like 1 1.202077 0.00594699
TPO thyroid peroxidase 1.202069 0.01017159
SCEL sciellin 1.201887 0.00233167
SYNJ2 synaptojanin 2 1.201541 0.01137583
EHD1 EH-domain containing 1 1.201044 0.02330411
ACINI apoptotic chromatin condensation inducer 1 1.201026 0.02887224
IL20 interleukin 20 1.20095 0.03008605 family with sequence similarity 90, member
FAM90A1 Al 1.200927 0.00186085
ROD1 regulator of differentiation 1 (S.
ROD1 pombe) 1.200754 0.0474292
UDP-GlcNAc:betaGal beta-l,3-N-
B3GNT5 acetylglucosaminyltransferase 5 1.200695 0.01960692 cAMP responsive element binding protein 3-
CREB3L1 like 1 1.200668 0.01419674
SPON1 spondin 1 , extracellular matrix protein 1.200668 0.02924293
DEPDC5 DEP domain containing 5 1.200388 0.04198871 solute carrier family 4, sodium bicarbonate
SLC4A7 cotransporter, member 7 1.200374 0.01216306
Excision repair cross-complementing rodent
ERCC8 repair deficiency, complementation group 8 1.200211 0.01619386
SARI A SARI homolog A (S. cerevisiae) 1.200178 0.02654978
CCHCR1 coiled-coil alpha-helical rod protein 1 1.200107 0.00917738 acyl-CoA dehydrogenase, short/branched
ACADSB chain 1.20001 0.02790511
MEIS2 Meis homeobox 2 1.199965 0.02108226
DBF4B DBF4 homolog B (S. cerevisiae) 1.199619 0.03549086 interleukin 2 receptor, gamma (severe
IL2RG combined immunodeficiency) 1.199506 0.00788149
CRAMP 1L Crm, cramped-like (Drosophila) 1.199274 0.03778153
CAPN12 Calpain 12 1.199157 0.00757691
KIAA0141 KIAA0141 1.198884 0.03352701 triggering receptor expressed on myeloid
TREML1 cells-like 1 1.198054 0.04780684
NINL ninein-like 1.197949 0.02748427
SLC46A2 solute carrier family 46, member 2 1.197672 0.02290017
ALB albumin 1.197399 0.0411184 transition protein 2 (during histone to
TNP2 protamine replacement) 1.19722 0.00193066
RNA binding motif, single stranded
RBMS3 interacting protein 3 1.196392 0.03757412
EFCAB5 EF-hand calcium binding domain 5 1.196327 0.00695507
RPH3A rabphilin 3 A homolog (mouse) 1.196274 0.03001022
3 -Mar N/A 1.196125 0.01527518
ZNF227 zinc finger protein 227 1.19555 0.01396527
Solute carrier family 22 (organic anion/cation
SLC22A10 transporter), member 10 1.195396 0.04256239
TUBGCP5 tubulin, gamma complex associated protein 5 1.195396 0.02824091
KIAA0317 KIAA0317 1.195135 0.04304959
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells Gene Symbol Gene Description Fold Ttest P
value
SIK1 salt-inducible kinase 1 1.195008 0.0327209
DnaJ (Hsp40) homolog, subfamily B, member
DNAJB5 5 1.194948 0.02080713
WDR59 WD repeat domain 59 1.194575 0.02706941
WDR90 WD repeat domain 90 1.194397 0.00265406
MOXD1 monooxygenase, DBH-like 1 1.194103 0.02778465
STAB1 stabilin 1 1.193369 0.03979409
MTMR6 myotubularin related protein 6 1.193367 0.03304742 differentially expressed in FDCP 8 homolog
DEF8 (mouse) 1.193266 0.0366666
KRT3 keratin 3 1.19301 0.00261699
C17orf47 chromosome 17 open reading frame 47 1.192946 0.01988324
F13B coagulation factor XIII, B polypeptide 1.192215 0.03738782 protein phosphatase 1, regulatory (inhibitor)
PPP1R3A subunit 3A 1.191818 0.04093887
CLIC5 chloride intracellular channel 5 1.191528 0.02173546
ZDHHC8 zinc finger, DHHC-type containing 8 1.191091 0.018042
DCL 1 doublecortin-like kinase 1 1.190858 0.01408673
CLCN4 chloride channel 4 1.190833 0.03606835
SPATS 1 spermatogenesis associated, serine-rich 1 1.189964 0.02817104
FRMD5 FERM domain containing 5 1.18974 0.02059221 eukaryotic translation initiation factor 3,
EIF3C subunit C 1.18965 0.03850882
C7orf27 chromosome 7 open reading frame 27 1.189607 0.04936258 family with sequence similarity 178, member
FAM178A A 1.189489 0.03542246
UDP glucuronosyltransferase 2 family,
UGT2B4 polypeptide B4 1.18914 0.02762916
C22orf31 chromosome 22 open reading frame 31 1.188471 0.04342905
CFHR3 complement factor H-related 3 1.188091 0.01982027 protein phosphatase 2, regulatory subunit B,
PPP2R2B beta 1.188035 0.02405195
ITPK1 inositol 1,3,4-triphospliate 5/6 kinase 1.187707 0.02648192 wingless-type MMTV integration site family,
W T5A member 5 A 1.187286 0.03638738
GSX2 GS homeobox 2 1.187258 0.04749432
FLJ44048 FLJ44048 protein 1.187132 0.02872413
CAPRIN2 caprin family member 2 1.187106 0.0381396 potassium voltage-gated channel, subfamily H
KCNH6 (eag-related), member 6 1.186893 0.00325637
IMP (inosine 5 '-monophosphate)
IMPDH2 dehydrogenase 2 1.186305 0.02984448
FGG fibrinogen gamma chain 1.18591 0.03549757 solute carrier family 27 (fatty acid
SLC27A3 transporter), member 3 1.185586 0.02812566
TEX11 testis expressed 11 1.18556 0.02007695 patatin-like phospholipase domain containing
PNPLA1 1 1.185535 0.02326484
CDP-diacylglycerol synthase (phosphatidate
C cytidylyltransferase) 1
nR1 /DfiQS/m1516 i 1.184946 0.02636899
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
Solute carrier family 27 (fatty acid
SLC27A6 transporter), member 6 0.03970073
DPYSL2 dihydropyrimidinase-like 2 0.02182736
MCTP1 multiple C2 domains, transmembrane 1 0.03360385
TRIB1 tribbles homolog 1 (Drosophila) 0.02736849
IFI16 interferon, gamma-inducible protein 16 0.0074908
CDH3 cadherin 3, type 1, P-cadherin (placental) 0.01625922
DnaJ (Hsp40) homolog, subfamily C, member
DNAJC16 16 0.0261288
DGKG diacylglycerol kinase, gamma 90kDa 0.039706
BPY2 basic charge, Y-linked, 2 0.03254044
ZNF583 zinc finger protein 583 0.02485305
ADAM30 ADAM metallopeptidase domain 30 0.00616206
DTNA dystrobrevin, alpha 0.02930348
CASR calcium-sensing receptor 0.03323074
ZNF345 zinc finger protein 345 0.00924459
ZNF509 Zinc finger protein 509 0.04998016
ZNRF1 zinc and ring finger 1 0.0099705
DPY19L3 dpy-19-like 3 (C. elegans) 0.01666136
ATP13A1 ATPase type 13 Al 0.04005452
W K4 WNK lysine deficient protein kinase 4 0.04657409
NPSR1 neuropeptide S receptor 1 0.02172977
ZNF687 zinc finger protein 687 0.02918329 alanyl-tRNA synthetase 2, mitochondrial
AARS2 (putative) 1.180396 0.02086541
Golgi autoantigen, golgin subfamily a-like
FLJ401 13 pseudogene 1.180388 0.00047194 adaptor-related protein complex 4, beta 1
AP4B1 subunit 0.01384674
KPNA5 karyopherin alpha 5 (importin alpha 6) 0.02793043
IMPG1 interphotoreceptor matrix proteoglycan 1 0.03330314
COL9A1 collagen, type IX, alpha 1 0.02346278
WDR46 WD repeat domain 46 0.01295145
HYI hydroxypyruvate isomerase homolog (E. coli) 0.03586758
Golgi associated, gamma adaptin ear
GGA1 containing, ARF binding protein 1 0.01209954
MAB21L2 mab-21-like 2 (C. elegans) 0.01490822
PDZD2 PDZ domain containing 2 0.04742919
KIAA0467 KIAA0467 0.00480777
MY09B myosin IXB 0.00019001
PAX3 paired box 3 0.02956595
NIDI nidogen 1 0.02300942
ALOXE3 Arachidonate lipoxygenase 3 0.04581467
1 -acylglycerol-3 -phosphate O-acyltransf erase
4 (lysophosphatidic acid acyltransferase,
AGPAT4 delta) 0.00637736
RNF25 Ring finger protein 25 0.02427105
FOXP2 forkhead box P2 0.02296124
PNMAL1 PNMA-like 1 0.04671811
TRPV6 transient receptor potential cation channel, 0.00208195
DBl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value subfamily V, member 6
ZNF607 zinc finger protein 607 1.17363 0.01986909
DSC3 desmocollin 3 1.173507 0.00852276
Histidine acid phosphatase domain containing
HISPPD2A 2A 1.173422 0.04406193
AHNAK AHNAK nucleoprotein 1.173278 0.0004565 pleckstrin homology domain containing,
PLEKH02 family O member 2 1.17267 0.01898245
PLCB4 phospholipase C, beta 4 1.172513 0.04330856
C16orf68 chromosome 16 open reading frame 68 1.17127 0.01823989 signal transducer and activator of
STAT5A transcription 5A 1.170663 0.01131636
CLEC18A C-type lectin domain family 18, member A 1.17033 0.0455398 intraflagellar transport 52 homolog
IFT52 (Chlamydomonas) 1.16959 0.01712765
NOL6 nucleolar protein family 6 (RNA-associated) 1.169534 0.04780299
LON peptidase N-terminal domain and ring
LONRF1 finger 1 1.169296 0.03987327
C6orf58 chromosome 6 open reading frame 58 1.168817 0.03032013
NPHP4 nephronophthisis 4 1.168254 0.03145141
GNPAT glyceronephosphate O-acyltransferase 1.167893 0.02519736
KIAA0355 KIAA0355 1.167416 0.01082776
PABPC3 poly(A) binding protein, cytoplasmic 3 1.167305 0.02673658
SPACA3 Sperm acrosome associated 3 1.16728 0.0489063
C20orfl l7 chromosome 20 open reading frame 117 1.167178 0.04091815
PRR18 proline rich 18 1.167034 0.01554887
SEC23A Sec23 homolog A (S. cerevisiae) 1.166758 0.0064721
ZNF783 zinc finger family member 783 1.166506 0.01530829 epidermal growth factor receptor
(erythroblastic leukemia viral (v-erb-b)
EGFR oncogene homolog, avian) 1.166192 0.04292096
THAP9 THAP domain containing 9 1.166034 0.02042772 folliculogenesis specific basic helix-loop-
FIGLA helix 1.165536 0.04868311
KLHDC9 kelch domain containing 9 1.165134 0.0305178
PIWIL2 piwi-like 2 (Drosophila) 1.164572 0.02796603 cleavage and polyadenylation specific factor
CPSF7 7, 59kDa 1.164181 0.04438468
HSH2D hematopoietic SH2 domain containing 1.163909 0.02101095
MAN2B1 mannosidase, alpha, class 2B, member 1 1.163671 0.0230003
TMEM40 transmembrane protein 40 1.163525 0.01127356
Adhesion molecule, interacts with CXADR
AMICA1 antigen 1 1.162197 0.03518972
NAT 11 N-acetyltransferase 11 1.161757 0.00136992
NOSTRIN nitric oxide synthase trafficker 1.161744 0.04875515
WDR77 WD repeat domain 77 1.161034 0.0464362
SEZ6 Seizure related 6 homolog (mouse) 1.160645 0.00582668
HSFY2 heat shock transcription factor, Y linked 2 1.160551 0.04492153
GMPS guanine monphosphate synthetase 1.160098 0.02920418
PDCD1 1 programmed cell death 11 1.159681 0.03268893
Bl/ 69437516.1
Supplemental Table 1. Gene Transcripts Upregulated by Lactate in MCF7 Cells
Gene Symbol Gene Description Fold Ttest P
Change value
KIF27 kinesin family member 27 1.159524 0.00724317 fms-related tyrosine kinase 1 (vascular
endothelial growth factor/vascular
FLT1 permeability factor receptor) 1.158691 0.02251696
ESR1 estrogen receptor 1 1.158432 0.04355614
IP013 importin 13 1.158266 0.04110354
CD1D CD Id molecule 1.157526 0.0488465
C16orf58 chromosome 16 open reading frame 58 1.157353 0.01567337
RXFP2 relaxin/insulin-like family peptide receptor 2 1.157118 0.03208373
POTEG POTE ankyrin domain family, member G 1.15675 0.0279091
ZW10, kinetochore associated, homolog
ZW10 (Drosophila) 1.156689 0.04370405
HFM1, ATP-dependent DNA helicase
HFM1 homolog (S. cerevisiae) 1.155649 0.01725609
ZNF620 zinc finger protein 620 1.155478 0.01498643
EFCAB7 EF-hand calcium binding domain 7 1.155364 0.04868796 neighbor of BRCA1 gene 2 (non-protein
NBR2 coding) 1.154574 0.0342684 translocase of inner mitochondrial membrane
TIMM8A 8 homolog A (yeast) 1.154276 0.01892605
GOSR2 golgi SNAP receptor complex member 2 1.154174 0.02083885
HVCN1 hydrogen voltage-gated channel 1 1.153664 0.04150092 integrin, alpha L (antigen CD11A (pi 80),
lymphocyte function-associated antigen 1 ;
ITGAL alpha polypeptide) 1.153175 0.0121027
TCP10L T-complex 10 (mouse)-like 1.153159 0.02041266
CILP2 cartilage intermediate layer protein 2 1.153042 0.0248711 1
HIST1H4F histone cluster 1 , H4f 1.152071 0.0381848
SORBS3 sorbin and SH3 domain containing 3 1.151912 0.0398458
IL22RA1 interleukin 22 receptor, alpha 1 1.151869 0.03723606
PPP4R1 protein phosphatase 4, regulatory subunit 1 1.151406 0.0099078
C3orf35 chromosome 3 open reading frame 3 1.151345 0.01326453 cytochrome P450, family 2, subfamily C,
CYP2C18 polypeptide 18 1.151319 0.04873183 FLJ25715 hypothetical protein FLJ25715 1.150845 0.03539013 DGKB diacylglycerol kinase, beta 90kDa 1.150602 0.02125358 AKAP2 A kinase (PRKA) anchor protein 2 1.150537 0.02056527 intraflagellar transport 172 homolog
IFT172 (Chlamydomonas) 1.150365 0.02101366
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells Gene Gene Description Fold Ttest P
Symbol Change value
CECR6 cat eye syndrome chromosome region, candidate 6 4.533043 0.00120481 THOC5 THO complex 5 4.256919 0.00876836 APPL2 adaptor protein, phosphotyrosine interaction, PH 3.836681 0.04778387 domain and leucine zipper containing 2
PSMG2 proteasome (prosome, macropain) assembly 3.493733 0.03165942
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P
Symbol Change value
chaperone 2
Clorfl07 chromosome 1 open reading frame 107 3.395923 0.00436079
CHMP7 CHMP family, member 7 3.295925 0.04618667
DOCK1 dedicator of cytokinesis 1 3.213632 0.03198286
MDN1 MDNl. midasin homolog (yeast) 3.211667 0.02237256
RBM43 #N/A 3.196485 0.00631414
CCNT1 cyclin Tl 3.106008 0.0342957
IFT52 intraflagellar transport 52 homolog 3.046151 0.01229609
(Chi amydomonas)
ABCA12 ATP-binding cassette, sub-family A (ABC1), 3.02442 0.00623101 member 12
FBX025 F-box protein 25 3.021057 0.00368625
G3BP1 GTPase activating protein (SH3 domain) binding 2.994202 0.01682477 protein 1
ITPR1 inositol 1,4, -triphosphate receptor, type 1 2.988401 0.00625779
MED1 mediator complex subunit 1 2.96932 0.0409564
Clorf54 #N/A 2.955018 0.00026548
ELK1 ELK1, member ofETS oncogene family 2.954365 0.01660971
NUP214 nucleoporin 214kDa 2.948931 0.0326838
INADL InaD-like (Drosophila) 2.899368 0.00507621
HCN4 hyperpolarization activated cyclic nucleotide-gated 2.889932 0.02627041 potassium channel 4
ALKBH5 alkB, alkylation repair homolog 5 (E. coli) 2.85896 0.03354708
DOLK dolichol kinase 2.854543 0.01302542
ATP8B2 ATPase, class I, type 8B, member 2 2.850312 0.04602733
ERRFIl ERBB receptor feedback inhibitor 1 2.848611 0.03785734
CTNNBL catenin, beta like 1 2.847563 0.04508615 1
STIM2 stromal interaction molecule 2 2.835404 0.0459367
TNK2 tyrosine kinase, non-receptor, 2 2.830558 0.03729109
BAX BCL2-associated X protein 2.80332 0.04525024
PI4K2A #N/A 2.796562 0.0050034
FUNDC2 FUN14 domain containing 2 2.773584 0.00524994
MAP3K2 mitogen-activated protein kinase kinase kinase 2 2.768704 0.04766367
N T nicotinamide nucleotide transhydrogenase 2.768045 0.00941208
RAB30 RAB30, member RAS oncogene family 2.747985 0.04482544
CTSA cathepsin A 2.746964 0.03877969
AFF1 AF4/FMR2 family, member 1 2.739383 0.04907813
DDHD2 DDHD domain containing 2 2.735836 0.04539782
NUDT9 nudix (nucleoside diphosphate linked moiety X)- 2.735101 0.00850058 type motif 9
BRAF v-raf murine sarcoma viral oncogene homolog B 1 2.734356 0.03364438
THBS3 thrombospondin 3 2.718379 0.02243978
DHX57 DEAH (Asp-Glu-Ala-Asp/His) box polypeptide 2.71681 0.01686649
57
C6orfl68 chromosome 6 open reading frame 168 2.709293 0.02722808
R3HDM2 R3H domain containing 2 2.709092 0.00453719
SMURF1 SMAD specific E3 ubiquitin protein ligase 1 2.701271 0.01558087
UTRN utrophin 2.695947 0.01243512
BRD8 bromodomain containing 8 2.694947 0.00909826 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
IL1RAP interleukin 1 receptor accessory protein 2.694309 0.02831857
NBEA neurobeachin 2.693884 0.02193306
DIAPH1 diaphanous homolog 1 (Drosophila) 2.685718 0.03000495
MKRN1 makorin ring finger protein 1 2.685032 0.00157199
SYT10 Synaptotagmin X 2.65176 0.01295566
DENND5 DENN/MADD domain containing 5 A 2.651474 0.00964955
A
CCNA1 cyclin Al 2.633936 0.01471915 L CH1 leucine-rich repeats and calponin homology (CH) 2.632229 0.00031883 domain containing 1
DUSP8 dual specificity phosphatase 8 2.6292 0.01137426 TIA 1 T-cell lymphoma invasion and metastasis 1 2.626128 0.03662284
CLPTM1 CLPTMl-like 2.601228 0.03868694 L
STIL SCL/TAL1 interrupting locus 2.59729 0.0397914
TNP03 transportin 3 2.593873 0.00926626
SYMPK symplekin 2.587307 0.03074672
CCNT2 cyclin T2 2.569067 0.04655543
NRP1 neuropilin 1 2.560962 0.02981305
SHQ1 SHQ1 homolog (S. cerevisiae) 2.555645 0.02299193
MAP7D1 MAP7 domain containing 1 2.54933 0.01099938
TECPR2 tectonin beta-propeller repeat containing 2 2.542771 0.04968312
MED23 mediator complex subunit 23 2.540537 0.04879873
ATXN10 ataxin 10 2.539384 0.03524992
DGKA diacylglycerol kinase, alpha 80kDa 2.529001 0.0313754
KIAA024 KIAA0247 2.523791 0.00087761
7
SNAP29 synaptosomal-associated protein, 29kDa 2.51839 0.04622785
RAB31 RAB31 , member RAS oncogene family 2.516195 0.01067045
SSH3 slingshot homolog 3 (Drosophila) 2.50875 0.04233709
C12orf41 chromosome 12 open reading frame 41 2.503165 0.03954708
TTLL1 #N/A 2.496067 0.01179622
HIP 2 Homeodomain interacting protein kinase 2 2.494198 0.01556645
DDOST dolichyl-diphosphooligosaccharide—protein 2.491522 0.04739844 glycosyltransferase
PRPF38A PRP38 pre-mRNA processing factor 38 (yeast) 2.486744 0.03023817 domain containing A
PFKM phosphofructokinase, muscle 2.486039 0.01023407
SEC23B Sec23 homolog B (S. cerevisiae) 2.485522 0.01805283
ABHD11 abhydrolase domain containing 11 2.485291 0.0361806
CCNL2 cyclin L2 2.48232 0.03744227
MTRR 5-methyltetrahydrofolate-homocysteine 2.481257 0.02012838 methyltransferase reductase
NRCAM neuronal cell adhesion molecule 2.480739 0.04752255 UBR4 ubiquitin protein ligase E3 component n-recognin 2.479947 0.01080766
4
CDC42BP CDC42 binding protein kinase beta (DMPK-like) 2.475429 0.03133293 B
DPP3 dipeptidyl-peptidase 3 2.475017 0.03076931 FN1 fibronectin 1 2.470361 0.04517357 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells Gene Gene Description Fold Ttest P Symbol Change value
MTERFD MTERF domain containing 2 2.468774 0.0476033 2
MRPL20 Mitochondrial ribosomal protein L20 2.457955 0.03422195
TD D5 tudor domain containing 5 2.453438 0.02693238 TUB A3 E #N/A 2.448859 0.03693353
WWP2 WW domain containing E3 ubiquitin protein 2.447361 0.01863292 ligase 2
CDC 16 #N/A 2.444693 0.04661557 SLC28A2 #N/A 2.443784 0.00364928
Magmas Mitochondria-associated protein involved in 2.443612 0.01427752 granulocyte-macrophage colony-stimulating factor
signal transduction
CDKL5 cyclin-dependent kinase-like 5 2.442396 0.03637012
PCSK7 proprotein convertase subtilisin/kexin type 7 2.441475 0.00070709
KCTD7 potassium channel tetramerisation domain 2.439878 0.0215569 containing 7
FAM129B family with sequence similarity 129, member B 2.436956 0.02104844
IFITM3 #N/A 2.435717 0.04163527
BAI2 brain-specific angiogenesis inhibitor 2 2.42976 0.00770509
MCRS1 microspherule protein 1 2.42666 0.04946973
LAD1 ladinin 1 2.425137 0.03088459
EDF1 #N/A 2.424154 0.04204104
KLHL 12 kelch-like 12 (Drosophila) 2.414911 0.01191345
NUBPL nucleotide binding protein-like 2.410654 0.01757646
LCN10 #N/A 2.410291 0.00584889
ULBP2 #N/A 2.405626 0.02840472
HMCN1 hemicentin 1 2.404099 0.00163052
CD44 CD44 molecule (Indian blood group) 2.403065 0.0344324
INVS inversin 2.402863 0.01659962
ITGB6 integrin, beta 6 2.391807 0.02136789
RFX3 #N/A 2.390793 0.01644792
MCF2L #N/A 2.388832 0.00513299
NICNl nicolin 1 2.388529 0.00908688
PCGF1 poly comb group ring finger 1 2.386976 0.03418426
TNPOl transportin 1 2.3849 0.03820035
TECPR1 tectonin beta-propeller repeat containing 1 2.383271 0.04004739 FEZ1 #N/A 2.382444 0.01408375
YY1AP1 YY1 associated protein 1 2.382036 0.0456202
CPE carboxypeptidase E 2.379491 0.02678441
EHMT1 euchromatic histone-lysine N-methyltransferase 1 2.378332 0.00038361
NDUFAF NADH dehydrogenase (ubiquinone) 1 alpha 2.378237 0.00163131
1 subcomplex, assembly factor 1
MLH3 mutL homolog 3 (E. coli) 2.376897 0.00584984 CKAP2L cytoskeleton associated protein 2-like 2.375931 0.04127031 PYROXD pyridine nucleotide-disulphide oxidoreductase 2.370243 0.04256643
2 domain 2
WDFY2 WD repeat and FYVE domain containing 2 2.369515 0.01867335
NANOS1 nanos homolog 1 (Drosophila) 2.369388 0.02870312
SUMF2 sulfatase modifying factor 2 2.365256 0.04452999
MYST2 MYST histone acetyltransferase 2 2.363382 0.0251515 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
ZNF287 zinc finger protein 287 2.355907 0.04074512 CDS2 CDP-diacylglycerol synthase (phosphatidate 2.352796 0.04019579 cytidylyltransferase) 2
EPHX1 epoxide hydrolase 1, microsomal (xenobiotic) 2.352754 0.01354618
SNAPIN SNAP-associated protein 2.35105 0.04268937
THAP1 1 THAP domain containing 1 1 2.350904 0.02869954
HSD17B7 Hydroxysteroid (17-beta) dehydrogenase 7 2.346188 0.02274892
P2 pseudogene 2
TNIP2 TNFAIP3 interacting protein 2 2.342348 0.03096003
SFX 1 sideroflexin 1 2.34231 0.04322009
RNFT2 ring finger protein, transmembrane 2 2.341714 0.02755541
SOLH small optic lobes homolog (Drosophila) 2.33619 0.04058995
LRBA LPS-responsive vesicle trafficking, beach and 2.334046 0.03741658 anchor containing
ANK D1 ankyrin repeat domain 1 1 2.332943 0.01490882 1
SPDYE8P speedy homolog E8 (Xenopus laevis), pseudogene 2.327864 0.04429203
PHC3 polyhomeotic homolog 3 (Drosophila) 2.327043 0.04774561
PPP5C protein phosphatase 5, catalytic subunit 2.32173 0.04246803
DFNB31 Deafness, autosomal recessive 31 2.321165 0.00480601
SLC25A3 solute carrier family 25, member 35 2.319554 0.01088912
5
HISPPD2 Histidine acid phosphatase domain containing 2A 2.316541 0.03473277 A
SLC25A4 #N/A 2.315244 0.0324995 3
LYG2 lysozyme G-like 2 2.313446 0.03256065 SUSD2 sushi domain containing 2 2.308653 0.00076784 TTC4 tetratricopeptide repeat domain 4 2.305393 0.01134933 PIP5K1A phosphatidylinositol-4-phosphate 5-kinase, type I, 2.30314 0.00122676 alpha
MZF1 myeloid zinc finger 1 2.300058 0.0424067
TNNT3 troponin T type 3 (skeletal, fast) 2.299284 0.00978502
ELOVL6 ELOVL family member 6, elongation of long 2.298864 0.02905437 chain fatty acids (FENl/Elo2, SUR4/Elo3-like,
yeast)
KIAA009 KIAA0090 2.294906 0.00981731 0
BFAR bifunctional apoptosis regulator 2.293413 0.00416696 IFT122 intraflagellar transport 122 homolog 2.286489 0.04948514
(Chlamydomonas)
CDCA7L cell division cycle associated 7-like 2.28315 0.00620642
A APC1 anaphase promoting complex subunit 1 2.282745 0.0410648
C5orf25 chromosome 5 open reading frame 25 2.282417 0.04256676
AP3M2 #N/A 2.281407 0.02326857
R F115 ring finger protein 1 15 2.28131 0.04092934
OSBPL1A oxysterol binding protein-like 1A 2.28078 0.03304009
SMARCB SWI/SNF related, matrix associated, actin 2.279405 0.0346208
1 dependent regulator of chromatin, subfamily b,
member 1
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
FAM53C family with sequence similarity 53, member C 2.279002 0.02147619 SLC4A7 solute carrier family 4, sodium bicarbonate 2.276701 0.00738148 cotransporter, member 7
CYB5R3 cytochrome b5 reductase 3 2.273478 0.00146646 ΗΓΝΤ2 histidine triad nucleotide binding protein 2 2.272342 0.02016666 CTNNB 1 catenin (cadherin-associated protein), beta 1 , 2.268497 0.00091218
88kDa
LRP IB low density lipoprotein receptor-related protein 1 B 2.268244 0.01037608
SYTL2 Synaptotagmin-like 2 2.266834 0.04720219
Clorf55 chromosome 1 open reading frame 55 2.266459 0.02062753
DOT1L DOTl-like, histone H3 methyltransferase (S. 2.266164 0.04398079 cerevisiae)
PRUNE prune homolog (Drosophila) 2.261951 0.04105039 TCP1 1L2 t-complex 11 (mouse)-like 2 2.260427 0.03597573 ABCG2 ATP-binding cassette, sub-family G (WHITE), 2.258303 0.02678408 member 2
NDUFA1 NADH dehydrogenase (ubiquinone) 1 alpha 2.255936 0.0162317 3 subcomplex, 13
EIF2B5 eukaryotic translation initiation factor 2B, subunit 2.254942 0.04669815
5 epsilon, 82kDa
TCP11L1 #N/A 2.252361 0.02498018 TULP3 tubby like protein 3 2.252197 0.03918548
PLCG2 phospholipase C, gamma 2 (phosphatidylinositol- 2.251615 0.03035352 specific)
CLEC2D C-type lectin domain family 2, member D 2.250092 0.03239425
MAPKAP #N/A 2.247765 0.01969152
K5
DCTN1 dynactin 1 (pi 50, glued homolog, Drosophila) 2.247297 0.0361356 NF1 neurofibromin 1 2.246597 0.04162672
SIPA1L2 signal-induced proliferation-associated 1 like 2 2.244631 0.03842635
C9orf97 Chromosome 9 open reading frame 97 2.244268 0.00859059
CTSH #N/A 2.244056 0.03205423
CDKN 1 A cyclin-dependent kinase inhibitor 1 A (p21 , Cip 1 ) 2.238879 0.01566499
SYNJ2 synaptojanin 2 2.238072 0.02730281
NCOA1 nuclear receptor coactivator 1 2.235876 0.0373691
SLC37A3 solute carrier family 37 (glycerol-3 -phosphate 2.235513 0.04866478 transporter), member 3
MGAT4B mannosyl (alpha-l,3-)-glycoprotein beta-l,4-N- 2.233658 0.04886326 acetylglucosaminyltransferase, isozyme B
ABLIM3 actin binding LIM protein family, member 3 2.231371 0.0235566 MAP 1 B microtubule-associated protein 1 B 2.227853 0.00050307 GPR87 G protein-coupled receptor 87 2.225246 0.04203909 SGSM2 small G protein signaling modulator 2 2.223093 0.01792753 HSDL2 hydroxysteroid dehydrogenase like 2 2.220989 0.04626046 WARS2 tryptophanyl tRNA synthetase 2, mitochondrial 2.216981 0.00420204 PIGA #N/A 2.215978 0.02372293 HAGHL Hydroxyacylglutathione hydrolase-like 2.210443 0.04351155 ARAP2 ArfGAP with RhoGAP domain, ankyrin repeat 2.210235 0.03732842 and PH domain 2
OP A3 Optic atrophy 3 (autosomal recessive, with chorea 2.209787 0.00171029
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
and spastic paraplegia)
CHRM3 #N/A 2.209625 0.02107095
C3orf23 chromosome 3 open reading frame 23 2.209375 0.01667732
PHF8 PHD finger protein 8 2.206374 0.0307203
TMEM18 transmembrane protein 189 2.206157 0.02937023
9
ZFYVE27 #N/A 2.205437 0.0258554 DENND2 DEN /MADD domain containing 2C 2.203543 0.04263647 C
STRADA STE20-related kinase adaptor alpha 2.203056 0.02903358
TCTN1 tectonic family member 1 2.200135 0.02398527
MUT methylmalonyl CoA mutase 2.19871 1 0.04875338
RICS Rho GTPase-activating protein 2.198536 0.03531902
SEC14L2 SEC14-like 2 (S. cerevisiae) 2.197791 0.02157167
GIMAP6 GTPase, IMAP family member 6 2.197772 0.01959113
BCORL1 BCL6 co-repressor-like 1 2.19311 1 0.02543076
C19orf62 chromosome 19 open reading frame 62 2.191676 0.03154505
FIG4 FIG4 homolog, SAC1 lipid phosphatase domain 2.191472 0.01514057 containing (S. cerevisiae)
FBXL13 F-box and leucine-rich repeat protein 13 2.18993 0.02806166
ECE1 endothelin converting enzyme 1 2.189231 0.01296876
NT5DC2 5 '-nucleotidase domain containing 2 2.188765 0.028676
CNOT6L CCR4-NOT transcription complex, subunit 6-like 2.188121 0.00901903
TCEA2 transcription elongation factor A (SII), 2 2.187952 0.04357233
ERLIN2 ER lipid raft associated 2 2.184886 0.01319339
ITIH5L inter-alpha (globulin) inhibitor H5-like 2.183908 0.04573874
ZNF384 zinc finger protein 384 2.181926 0.0096138
ADCY1 adenylate cyclase 1 (brain) 2.180825 0.04306117
MSI1 #N/A 2.180303 0.01207864
WDR22 WD repeat domain 22 2.180082 0.02028217
FBXL3 F-box and leucine-rich repeat protein 3 2.176911 0.01974647
NPR1 natriuretic peptide receptor A/guanylate cyclase A 2.176805 0.02348208
(atrionatriuretic peptide receptor A)
NBAS neuroblastoma amplified sequence 2.176022 0.03688986 ERCC3 excision repair cross-complementing rodent repair 2.175934 0.00899813 deficiency, complementation group 3 (xeroderma
pigmentosum group B complementing)
C6orfl06 chromosome 6 open reading frame 106 2.174662 0.01419501 CACNA1 calcium channel, voltage-dependent, L type, alpha 2.170782 0.00748575 D ID subunit
C7orf41 chromosome 7 open reading frame 41 2.170586 0.04491985
DENND4 DENN/MADD domain containing 4C 2.170566 0.01230614
C
MYCBP2 MYC binding protein 2 2.168534 0.02526474 KIAA056 KIAA0562 2.167178 0.01401037 2
EFTUD1 elongation factor Tu GTP binding domain 2.166378 0.01642407 containing 1
SP140 SP140 nuclear body protein 2.164286 0.04002558 MRPL19 mitochondrial ribosomal protein LI 9 2.163857 0.02878438
DB1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
IRF7 interferon regulatory factor 7 2.163552 0.01010416
SCFD2 seel family domain containing 2 2.163273 0.04389159
GDAP1L1 Ganglioside-induced differentiation-associated 2.162375 0.03060397 protein 1 -like 1
TMEM67 transmembrane protein 67 2.161969 0.02357079 PSME3 proteasome (prosome, macropain) activator 2.161553 0.03295222 subunit 3 (PA28 gamma; Ki)
KIF1B kinesin family member 1 B 2.160942 0.02563078
RUVBL1 RuvB-like 1 (E. coli) 2.159586 0.03309362
PTGR1 prostaglandin reductase 1 2.158659 0.00752827
COG5 component of oligomeric golgi complex 5 2.157755 0.0404852
RPAP1 RNA polymerase II associated protein 1 2.156564 0.01591496
TMEM18 transmembrane protein 184A 2.155301 0.02641933
4A
Clorfl57 #N/A 2.15439 0.03582529 PSMA2 proteasome (prosome, macropain) subunit, alpha 2.153033 0.01873174 type, 2
FNBP1 formin binding protein 1 2.152364 0.02691663
PAK3 p21 protein (Cdc42/Rac)-activated kinase 3 2.151948 0.01846905
CHST10 carbohydrate sulfotransferase 10 2.151551 0.02781973
HIST1H2 #N/A 2.151105 0.03021859
AI
TP53BP2 tumor protein p53 binding protein, 2 2.150413 0.0349378
PEX11A peroxisomal biogenesis factor 11 alpha 2.150314 0.03310421
CLTCL1 clathrin, heavy chain-like 1 2.149373 0.03834021
MAP3 5 mitogen-activated protein kinase kinase kinase 5 2.14786 0.00358042
TBC1D5 TBC1 domain family, member 5 2.146839 0.00272191
LRRC16A leucine rich repeat containing 16A 2.14675 0.02601013
ZNF318 zinc finger protein 318 2.146698 0.04063381
CNTFR ciliary neurotrophic factor receptor 2.146664 0.03768583
ARHGEF Rho guanine nucleotide exchange factor (GEF) 12 2.145732 0.00866423
12
CALCA #N/A 2.145508 0.03035912
DOCK7 dedicator of cytokinesis 7 2.144975 0.01593592
CCT3 chaperonin containing TCP1, subunit 3 (gamma) 2.143663 0.03791006
FANCI Fanconi anemia, complementation group I 2.143024 0.03029496
ST3GAL5 ST3 beta-galactoside alpha-2,3-sialyltransferase 5 2.141182 0.00246875
BCL2L14 BCL2-like 14 (apoptosis facilitator) 2.140794 0.04084361
PRKCI protein kinase C, iota 2.14033 0.01913295
LIG3 ligase III, DNA, ATP-dependent 2.139885 0.00637983
KRT16 keratin 16 2.136947 0.0357481
STARD5 StAR-related lipid transfer (START) domain 2.135108 0.01409282 containing 5
TPD52 tumor protein D52 2.134887 0.03438915
TNS1 tensin 1 2.133585 0.02192764
NACAP1 nascent-polypeptide-associated complex alpha 2.13347 0.04814159 polypeptide pseudogene 1
ANTXR1 anthrax toxin receptor 1 2.131767 0.03135031 KCNK18 #N/A 2.131568 0.03880469 NIACRl #N/A 2.130256 0.01031739
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells Gene Gene Description Fold Ttest P
Symbol Change value
CHD1L chromodomain helicase DNA binding protein 1- 2.12969 0.00196612 like
PHLDB2 pleckstrin homology-like domain, family B, 2.129192 0.0359393 member 2
TGFBI transforming growth factor, beta-induced, 68kDa 2.12691 0.03594676
DDX42 DEAD (Asp-Glu- Ala-Asp) box polypeptide 42 2.125766 0.03480201
TULP4 tubby like protein 4 2.12511 0.00579006
EXOC4 exocyst complex component 4 2.124352 0.03322826
TAF 1 A TATA box binding protein (TBP)-associated 2.123803 0.01221043 factor, RNA polymerase I, A, 48kDa
C3orf34 chromosome 3 open reading frame 34 2.123355 0.0105264 DOCK6 dedicator of cytokinesis 6 2.123338 0.00285469
ETFDH electron-transferring-flavoprotein dehydrogenase 2.122325 0.02860394 KDM5A lysine (K)-specific demethylase 5A 2.121029 0.01623086 T IT1 tR A isopentenyltransferase 1 2.120578 0.02390976 KIR2DS4 #N/A 2.1 1998 0.01305444 LATS2 LATS, large tumor suppressor, homolog 2 2.119657 0.02938295
(Drosophila)
ANKRD2 ankyrin repeat domain 27 (VPS9 domain) 2.11918 0.02611183 7
ANKS 1 A ankyrin repeat and sterile alpha motif domain 2.1 19086 0.04136303 containing 1A
ASXL2 additional sex combs like 2 (Drosophila) 2.116091 0.04307021 MAN2A1 mannosidase, alpha, class 2 A, member 1 2.115693 0.03192584 PE 1 peroxisomal biogenesis factor 1 2.114996 0.00307576
TUB tubby homolog (mouse) 2.114292 0.00094413
MAP3K4 mitogen-activated protein kinase kinase kinase 4 2.1 14067 0.02121523 ZNF235 zinc finger protein 235 2.113243 0.04503107 HARBI1 #N/A 2.113096 0.03103975 POLR3C polymerase (RNA) III (DNA directed) polypeptide 2.11243 0.04340473
C (62kD)
FLOT2 #N/A 2.111448 0.04280161 PARN poly(A)-specific ribonuclease (deadenylation 2.1 11073 0.03680447 nuclease)
TRIP 12 thyroid hormone receptor interactor 12 2.109385 0.0351422
LSG1 large subunit GTPase 1 homolog (S. cerevisiae) 2.107797 0.03808136
LHPP #N/A 2.10708 0.04218035
H2AFY H2A histone family, member Y 2.106526 0.03868839
GLB1 galactosidase, beta 1 2.105544 0.0320468
CNOT4 CCR4-NOT transcription complex, subunit 4 2.103723 0.02611243 SPG20 spastic paraplegia 20 (Troyer syndrome) 2.103392 0.00306415 DAP3 death associated protein 3 2.103304 0.03983598
UBR1 Ubiquitin protein ligase E3 component n-recognin 2.103247 0.04650921
1
MPDU1 mannose-P-dolichol utilization defect 1 2.102917 0.01760447 P4HA2 prolyl 4-hydroxylase, alpha polypeptide II 2.102565 0.03821474 PHF23 #N/A 2.10236 0.00738597 ABCC4 ATP-binding cassette, sub-family C (CFTR/MRP), 2.100129 0.028971 member 4
GM2A GM2 ganglioside activator 2.099143 0.03785905
DB1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upreguiated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
ZFYVE26 zinc finger, FYVE domain containing 26
PARP1 poly (ADP-ribose) polymerase 1
DPYSL5 dihydropyrimidinase-like 5
EXOC6 exocyst complex component 6
FAM48A family with sequence similarity 48, member A
RPA2 replication protein A2, 32kDa
ANKH ankylosis, progressive homolog (mouse)
MRPS22 Mitochondrial ribosomal protein S22
SLC5A8 #N/A
SPR sepiapterin reductase (7,8- dihydrobiopterin:NADP+ oxidoreductase)
FBXW11 F-box and WD repeat domain containing 11
PCSK4 Proprotein convertase subtilisin/kexin type 4
SPON1 spondin 1, extracellular matrix protein
HJURP Holliday junction recognition protein
DNAJB6 DnaJ (Hsp40) homolog, subfamily B, member 6
BDH2 3-hydroxybutyrate dehydrogenase, type 2
LTB4R2 leukotriene B4 receptor 2
ZNF638 zinc finger protein 638
THAP1 THAP domain containing, apoptosis associated
protein 1
PRKCD protein kinase C, delta
TMC2 transmembrane channel-like 2
PITPNM1 phosphatidylinositol transfer protein, membrane- associated 1
FAM1 14A family with sequence similarity 114, member Al
1
FIS1 fission 1 (mitochondrial outer membrane)
homolog (S. cerevisiae)
DYM dymeclin
PPARA peroxisome proliferator-activated receptor alpha
HOXB2 #N/A
GGA3 #N/A
FARP1 FERM, RhoGEF (ARHGEF) and pleckstrin
domain protein 1 (chondrocyte-derived)
GNPDA1 glucosamine-6-phosphate deaminase 1
C16orf35 chromosome 16 open reading frame 35
SLC25A3 #N/A
3
ABCC5 ATP-binding cassette, sub-family C (CFTR/MRP),
member 5
MYH11 myosin, heavy chain 11 , smooth muscle
DCLRE1 DNA cross-link repair 1 A (PS02 homolog, S.
A cerevisiae)
C4orf41 chromosome 4 open reading frame 41
MYH9 myosin, heavy chain 9, non-muscle
SNCAIP synuclein, alpha interacting protein
FAM117A family with sequence similarity 117, member A
PRDX3 peroxiredoxin 3
RP9 retinitis pigmentosa 9 (autosomal dominant)
DB l/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells Gene Gene Description Fold Ttest P
Symbol Change value
LRP10 low density lipoprotein receptor-related protein 10 2.065981 0.04553922 ERAL1 #N/A 2.065922 0.04248234 GPR125 G protein-coupled receptor 125 2.064453 0.01530749 ZP3 zona pellucida glycoprotein 3 (sperm receptor) 2.064019 0.00642625
TRAF3IP TNF receptor-associated factor 3 interacting 2.063173 0.03736506 1 protein 1
GTPBP1 GTP binding protein 1 2.063154 0.02305996
MACF1 microtubule-actin crosslinking factor 1 2.062381 0.03102047
CLGN calmegin 2.062335 0.00884516
SH2B1 SH2B adaptor protein 1 2.061791 0.00890218
JAG1 Jagged 1 (Alagille syndrome) 2.061732 0.04527461
CAST calpastatin 2.061296 0.04598394
ERG v-ets erythroblastosis virus E26 oncogene 2.060672 0.00751355 homolog (avian)
SCPEP1 serine carboxypeptidase 1 2.060543 0.03705332
COPA coatomer protein complex, subunit alpha 2.060237 0.01659317
WDR17 WD repeat domain 17 2.059102 0.03201935
NKAIN1 #N/A 2.057883 0.03463659
DDX19B DEAD (Asp-Glu-Ala-As) box polypeptide 19B 2.057343 0.02376143
SMARCA SWI/SNF related, matrix associated, actin 2.057319 0.02557869
LI dependent regulator of chromatin, subfamily a-like
1
PCGF3 polycomb group ring finger 3 2.057016 0.01483219
CAPN2 calpain 2, (m/II) large subunit 2.056544 0.0491258
FLJ40504 keratin 18 pseudogene 2.05585 0.04756887
BRI3 brain protein 13 2.055766 0.04249244
PPP2R5C protein phosphatase 2, regulatory subunit B', 2.055208 0.02721621 gamma
GANAB Glucosidase, alpha; neutral AB 2.054564 0.04775384
TSPAN1 tetraspanin 1 2.052889 0.02243325
HACL1 2-hydroxyacyl-CoA lyase 1 2.052224 0.04582893
CCDC126 coiled-coil domain containing 126 2.05198 0.00386287
MCM9 minichromosome maintenance complex 2.051018 0.01929319 component 9
POLR2A polymerase (RNA) II (DNA directed) polypeptide 2.049273 0.01201635
A, 220kDa
MATK megakaryocyte-associated tyrosine kinase 2.048784 0.04855365
TBC1D10 #N/A 2.046411 0.04126805
A
FOXJ3 forkhead box J3 2.045612 0.02462986
KIAA184 KIAA1841 2.04433 0.02550558
1
TBC1D19 TBC1 domain family, member 19 2.043551 0.00198919 BOD1 biorientation of chromosomes in cell division 1 2.043392 0.03367415 SENP8 #N/A 2.043162 0.01143988 SLC16A4 solute carrier family 16, member 4 2.043144 0.03742794
(monocarboxylic acid transporter 5)
TMEM50 transmembrane protein 50B 2.0431 0.03853038 B
C9orf96 chromosome 9 open reading frame 96 2.039984 0.01602301
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
ENTPD1 #N/A 2.039157 0.0157279
TGFBRA transforming growth factor, beta receptor 2.039078 0.02002439
PI associated protein 1
FRMD6 FERM domain containing 6 2.038562 0.03525536 POLR3A polymerase (RNA) III (DNA directed) polypeptide 2.037793 0.04734161
A, 155kDa
NUP133 nucleoporin 133kDa 2.036795 0.03118442
ICOSLG #N/A 2.036312 0.01273721
DDIT3 DNA-damage-inducible transcript 3 2.035672 0.01260509
DULLAR dullard homolog (Xenopus laevis) 2.034606 0.02967567
D
KIAA132 KIAA1324-like 2.034493 0.00645901 4L
TEL02 TEL2, telomere maintenance 2, homolog (S. 2.033902 0.01009688 cerevisiae)
AGFG2 ArfGAP with FG repeats 2 2.031856 0.03916018
CFH complement factor H 2.030595 0.03036614
C9orf5 chromosome 9 open reading frame 5 2.030239 0.03586119
TMEM18 transmembrane protein 183 A 2.029282 0.01736117
3A
CRTAC1 #N/A 2.027223 0.01696305 HIST1H2 histone cluster 1, H2be 2.024897 0.0278084 BE
DDX10 DEAD (Asp-Glu- Ala-Asp) box polypeptide 10 2.02467 0.03369673
DCBLD2 discoidin, CUB and LCCL domain containing 2 2.023168 0.02449477
WDR54 WD repeat domain 54 2.023059 0.0430325
IGSF1 immunoglobulin superfamily, member 1 2.022907 0.0217968
FAM65A family with sequence similarity 65, member A 2.022344 0.00515737
NDUFA1 NADH dehydrogenase (ubiquinone) 1 alpha 2.021916 0.02265365
0 subcomplex, 10, 42kDa
CTPS CTP synthase 2.020961 0.0454319
PAPD4 PAP associated domain containing 4 2.019495 0.04008597
GALNT2 UDP-N-acetyl-alpha-D-galactosamine:polypeptide 2.019375 0.0343144
N-acetylgalactosaminyltransferase 2 (GalNAc-T2)
CUL7 cullin 7 2.019007 0.02526261
PLEKHG pleckstrin homology domain containing, family G 2.018739 0.0133122
2 (with RhoGef domain) member 2
SERI C5 serine incorporator 5 2.018135 0.0401226
TTC37 tetratricopeptide repeat domain 37 2.015973 0.01897095
LIMK2 LIM domain kinase 2 2.015851 0.01966932
BTBD12 #N/A 2.015237 0.03720552
FAM5B family with sequence similarity 5, member B 2.014759 0.01820992
DOCK8 dedicator of cytokinesis 8 2.014412 0.00434593
RILPL1 #N/A 2.013918 0.02071449
GLUL glutamate-ammonia ligase 2.013353 0.01359148
ALDH9A aldehyde dehydrogenase 9 family, member Al 2.013125 0.03374331
1
SQRDL sulfide quinone reductase-like (yeast) 2.012745 0.00681842 PIGN phosphatidylinositol glycan anchor biosynthesis, 2.012066 0.03637931 class N
DB U 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
EFHC1 EF-hand domain (C-terminal) containing 1 2.01 173 0.01468961 VPS13D vacuolar protein sorting 13 homolog D (S. 2.01 1571 0.01703863 cerevisiae)
AHI1 Abelson helper integration site 1 2.011165 0.04965523 ZFYVE9 zinc finger, FYVE domain containing 9 2.010537 0.03963952 MED 15 mediator complex subunit 15 2.009871 0.0046975 TARS2 threonyl-tRNA synthetase 2, mitochondrial 2.009722 0.04831308
(putative)
RNASE4 #N/A 2.009656 0.00740801
HDAC6 histone deacetylase 6 2.009034 0.02420665
ATG9B ATG9 autophagy related 9 homolog B (S. 2.008936 0.04422972 cerevisiae)
CXCL5 #N/A 2.00891 0.03149128
I PP5J inositol polyphosphate-5 -phosphatase J 2.008428 0.00203254
PEX19 peroxisomal biogenesis factor 19 2.008181 0.00973182
TRIM24 tripartite motif-containing 24 2.007807 0.03950043
TRAF3IP TRAF3 interacting protein 2 2.007532 0.01812111
2
10-Sep #N/A 2.005107 0.04938754 ELF2 E74-like factor 2 (ets domain transcription factor) 2.004646 0.01763801 FLJ20674 Hypothetical protein FLJ20674 2.004557 0.00432274 OSMR oncostatin M receptor 2.002788 0.0407116 CLEC18A C-type lectin domain family 18, member A 2.002304 0.04924147 BET1L #N/A 2.00183 0.04957609 PAOX polyamine oxidase (exo-N4-amino) 1.99911 0.00673077 PRICKLE prickle homolog 3 (Drosophila) 1.999055 0.01952605 3
HPCAL1 hippocalcin-like 1 1.998674 0.0076982
TSPAN31 tetraspanin 31 1.998064 0.04403488
KIR3DL2 killer cell immunoglobulin-like receptor, three 1.997355 0.0368632 domains, long cytoplasmic tail, 2
FBRSL1 fibrosin-like 1 1.996861 0.01347891 C17orf81 chromosome 17 open reading frame 81 1.996773 0.04433268 LOC2205 #N/A 1.996635 0.01160697 94
MAP3K12 mitogen-activated protein kinase kinase kinase 12 1.995475 0.02641934
ATP9B ATPase, class II, type 9B 1.995294 0.04583778
F8A1 #N/A 1.99508 0.04250009
ACSL1 acyl-CoA synthetase long-chain family member 1 1.995074 0.00089481
CELA3B #N/A 1.99442 0.01533788
SLC30A7 solute carrier family 30 (zinc transporter), member 1.993271 0.03666306
7
PRMT3 protein arginine methyltransferase 3 1.992162 0.00863879
PAM peptidylglycine alpha-amidating monooxygenase 1.991505 0.00094873
PDHX pyruvate dehydrogenase complex, component X 1.991377 0.04243255
ADCY3 adenylate cyclase 3 1.991273 0.00529787
FAM114A family with sequence similarity 114, member A2 1.990681 0.01035328
2
NKX3-1 NK3 homeobox 1 1.990583 0.01359758 MPPED2 metallophosphoesterase domain containing 2 1.989438 0.04218865
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Uprcgulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
WDR19 WD repeat domain 19 1.988941 0.03821171
FRAS1 Fraser syndrome 1 1.988111 0.03074444
MCCC2 Methylcrotonoyl-Coenzyme A carboxylase 2 1.986557 0.01821922
(beta)
ANO10 anoctamin lO 1.985731 0.00025163
SEMA3A sema domain, immunoglobulin domain (Ig), short 1.984479 0.00549881 basic domain, secreted, (semaphorin) 3A
SIL1 SIL1 homolog, endoplasmic reticulum chaperone 1.984176 0.0093771
(S. cerevisiae)
LONRF1 LON peptidase N- terminal domain and ring finger 1.983508 0.00345862
1
WDR85 #N/A 1.983297 0.03091787
ITFG3 integrin alpha FG-GAP repeat containing 3 1.983129 0.04260644
ERBB3 v-erb-b2 erythroblastic leukemia viral oncogene 1.981818 0.04875523 homolog 3 (avian)
PREB prolactin regulatory element binding 1.981672 0.02852565
ENPP1 ectonucleotide pyrophosphatase/phosphodiesterase 1.981336 0.01844171
1
CSPP1 centrosome and spindle pole associated protein 1 1.981269 0.04082699
SDHB succinate dehydrogenase complex, subunit B, iron 1.980256 0.00952515 sulfur (Ip)
MIF #N/A 1.979778 0.01765393
ELAC2 elaC homolog 2 (E. coli) 1.979383 0.00409566
APC adenomatous polyposis coli 1.978957 0.02642031
LOC2601 Viral DNA polymerase-transactivated protein 6 1.978739 0.04497948 0
SLC39A1 solute carrier family 39 (zinc transporter), member 1.978355 0.02888006 2 12
STX12 syntaxin l2 1.977998 0.03106077
TMEM19 transmembrane protein 198 1.977707 0.0168314
SHROOM shroom family member 3 1.977414 0.01628976 3
SGCG sarcoglycan, gamma (35kDa dystrophin-associated 1.976029 0.04872242 glycoprotein)
CD109 CD 109 molecule 1.975962 0.03780495 TRPV5 transient receptor potential cation channel, 1.975926 0.01142992 subfamily V, member 5
NFX1 nuclear transcription factor, X-box binding 1 1.974681 0.03204951
RASAL2 RAS protein activator like 2 1.974273 0.00945316
MYOIC myosin IC 1.973502 0.03292925
FAT1 FAT tumor suppressor homolog 1 (Drosophila) 1.973257 0.03471174
APP amyloid beta (A4) precursor protein 1.973232 0.03396235
TRPM6 transient receptor potential cation channel, 1.972804 0.02966632 subfamily M, member 6
CEP 192 centrosomal protein 192kDa 1.972566 0.04466506
ARHGAP Rho GTPase activating protein 18 1.971624 0.03244688
18
C14orfl #N/A 1.97125 0.03550573 ADAR adenosine deaminase, RNA-specific 1.970478 0.02323278
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
PFKFB2 6-phosphofructo-2-kinase/fructose-2,6- 1.970015 0.00399819 biphosphatase 2
RLF rearranged L-myc fusion 1.969754 0.01353227
SSFA2 sperm specific antigen 2 1.968486 0.01548873 hCG_1640 #N/A 1.966671 0.03863105
171
FOS #N/A 1.965857 0.03362548
CLMN calmin (calponin-like, transmembrane) 1.965204 0.00532298
EIF4E2 eukaryotic translation initiation factor 4E family 1.965165 0.0200992 member 2
MAML1 mastermind-like 1 (Drosophila) 1.965045 0.02968616
HIST2H4 histone cluster 2, H4a 1.964463 0.04156608
A
TMEM20 transmembrane protein 208 1.963724 0.01715938 8
MED 12 mediator complex subunit 12 1.963442 0.04534554
OPTN Optineurin 1.963237 0.02282148
EXOC7 exocyst complex component 7 1.962978 0.00819659
ZNF530 #N/A 1.962974 0.02809778
DST dystonin 1.962826 0.0356846
DOPEY 1 dopey family member 1 1.962635 0.00936706
ZNF669 zinc finger protein 669 1.962251 0.01307985
ZNF664 zinc finger protein 664 1.961938 0.02541237
TTC21B tetratricopeptide repeat domain 2 IB 1.960637 0.00300804
PPM1K protein phosphatase, Mg2+/Mn2+ dependent, IK 1.960567 0.03170998
PDE8A phosphodiesterase 8A 1.960537 0.01873747
SPDEF SAM pointed domain containing ets transcription 1.960452 0.0390656 factor
C13orf34 chromosome 13 open reading frame 34 1.960428 0.03422755 PMEPA1 prostate transmembrane protein, androgen induced 1.959469 0.03570985
1
MEDIO mediator complex subunit 10 1.9594 0.03380336
AMELX amelogenin, X-linked 1.959231 0.04580962
AGA aspartylglucosaminidase 1.958962 0.02627481
COL6A2 collagen, type VI, alpha 2 1.95896 0.03531084
UXS1 UDP-glucuronate decarboxylase 1 1.958751 0.03336713
UGCG UDP-glucose ceramide glucosyltransferase 1.958597 0.01999611
WD 93 WD repeat domain 93 1.958538 0.01358497
CPLX2 complexin 2 1.957912 0.04856893
CHFR Checkpoint with forkhead and ring finger domains 1.957518 0.01016181
S AMD 10 sterile alpha motif domain containing 10 1.956836 0.03784731
KCNH1 potassium voltage-gated channel, subfamily H 1.95678 0.01184592
(eag-related), member 1
KIAA124 KIAA1244 1.956128 0.02848508 4
SMAD7 SMAD family member 7 1.955983 0.016347
NCAPG2 non-SMC condensin II complex, subunit G2 1.955733 0.00123487
KIF13B kinesin family member 13B 1.954903 0.00695187
ZFP36L2 #N/A 1.954851 0.0013625
SIDT1 SID1 transmembrane family, member 1 1.954674 0.04160414 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
ATXN1 ataxin l 1.954585 0.02056391 SDF4 #N/A 1.9541 0.01455397 TMEM14 transmembrane protein 144 1.954001 0.02002059 4
EIF3F eukaryotic translation initiation factor 3, subunit F 1.953937 0.04942974
CCNJ cyclin J 1.953568 0.0307558
BMP6 bone morphogenetic protein 6 1.953407 0.00565919
EXOC2 exocyst complex component 2 1.952472 0.01339535
ASB1 ankyrin repeat and SOCS box-containing 1 1.952381 0.03633353
EML2 #N/A 1.952229 0.00541735
PUM1 pumilio homolog 1 (Drosophila) 1.951866 0.0158386
LMLN leishmanolysin-like (metallopeptidase M8 family) 1.951368 0.02521616
TMEM70 transmembrane protein 70 1.950205 0.02384912
SLC25A1 solute carrier family 25, member 13 (citrin) 1.949537 0.04388595
3
FASN fatty acid synthase 1.948427 0.02462526 PCDHB16 #N/A 1.948418 0.04667535 VTN vitronectin 1.948149 0.00804688 QTRTD1 queuine tRNA-ribosyltransferase domain 1.947974 0.04351918 containing 1
UGT1A1 UDP glucuronosyltransferase 1 family, 1.947405 0.03804037 polypeptide Al
GAL Galanin prepropeptide 1.947374 0.03405624 ALG9 asparagine-linked glycosylation 9, alpha- 1,2- 1.947258 0.04996388 mannosyltransferase homolog (S. cerevisiae)
FBXL5 F-box and leucine-rich repeat protein 5 1.946953 0.03780512
DEPDC6 DEP domain containing 6 1.946724 0.02824042
TRAK2 trafficking protein, kinesin binding 2 1.946558 0.00194833
CHD3 chromodomain helicase DNA binding protein 3 1.945989 0.02579796
ANKHD1 ANKHDl-EIF4EBP3 readthrough 1.945791 0.03987177
EIF4EBP3
ZNF512 zinc finger protein 512 1.944769 0.03883459
NPFFR1 neuropeptide FF receptor 1 1.944368 0.00508591
DEN D3 DENN/MADD domain containing 3 1.943696 0.03849635
BST1 bone marrow stromal cell antigen 1 1.943471 0.01376543
BCL2L11 BCL2-like 11 (apoptosis facilitator) 1.943373 0.01340632
RASAl RAS p21 protein activator (GTPase activating 1.943062 0.01887466 protein) 1
WNT2B wingless-type MMTV integration site family, 1.942845 0.03051607 member 2B
DCLRE1 DNA cross-link repair 1C (PS02 homolog, S. 1.942843 0.01560169 C cerevisiae)
ETS2 v-ets erythroblastosis virus E26 oncogene 1.942073 0.00217845 homolog 2 (avian)
DNASE2 deoxyribonuclease II, lysosomal 1.942024 0.01200752
TRAFD1 TRAF-type zinc finger domain containing 1 1.941885 0.02871056
PEX12 #N/A 1.941744 0.04737382
LIMA1 LIM domain and actin binding 1 1.941669 0.04567907
IMPDH2 IMP (inosine 5'-monophosphate) dehydrogenase 2 1.941513 0.0365507 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P
Symbol Change value
MYPN myopalladin 1.940856 0.00327924
BECN1 beclin 1, autophagy related 1.939624 0.03134078
TRMT12 tR A methyltransferase 12 homolog (S. 1.939237 0.0271696 cerevisiae)
WDR47 WD repeat domain 47 1.939015 0.01410477
GLS2 glutaminase 2 (liver, mitochondrial) 1.938232 0.00793526
WDFY4 WDFY family member 4 1.938099 0.03267152
OR8D2 Olfactory receptor, family 8, subfamily D, member 1.938013 0.00598943
9
NCAPD3 non-SMC condensin II complex, subunit D3 1.937119 0.04972044
FAT2 FAT tumor suppressor homolog 2 (Drosophila) 1.93697 0.00379669
ROBOl roundabout, axon guidance receptor, homolog 1 1.9367 0.03725501
(Drosophila)
FAM131C #N/A 1.936587 0.03934531
PRMT2 protein arginine methyltransferase 2 1.935965 0.01672214
ATP6V0A ATPase, H+ transporting, lysosomal VO subunit a4 1.935551 0.01584305
MY05B myosin VB 1.935376 0.00697742
TTPAL #N/A 1.934954 0.01866925
POLR1A polymerase (RNA) I polypeptide A, 194kDa 1.933999 0.01513979
RPP40 #N/A 1.933671 0.00757301
C20orfl96 chromosome 20 open reading frame 196 1.933501 0.0312781 1
SMYD4 SET and MYND domain containing 4 1.932889 0.0209559
SYNGR4 #N/A 1.932569 0.04184076
MED22 mediator complex subunit 22 1.932531 0.00073511
BCKDK #N/A 1.932472 0.03091836
CPEB4 cytoplasmic polyadenylation element binding 1.932187 0.02043112 protein 4
HOXB3 homeobox B3 1.932022 0.03389903
PDE9A phosphodiesterase 9A 1.930898 0.00997
ILKAP integrin-linked kinase-associated serine/threonine 1.930093 0.04312904 phosphatase 2C
FBX032 #N/A 1.928699 0.00876792
OSBPL11 oxysterol binding protein-like 11 1.927606 0.0141209
ZMYM3 #N/A 1.92728 0.0069445
ZZEF1 zinc finger, ZZ-type with EF-hand domain 1 1.927149 0.01667368
ORC1L origin recognition complex, subunit 1-like (yeast) 1.926446 0.04566535
PRR1 proline rich 14 1.925862 0.03753863
SRBD1 SI RNA binding domain 1 1.925412 0.04260049
GNA12 guanine nucleotide binding protein (G protein) 1.924993 0.00879528 alpha 12
MAPKAP mitogen-activated protein kinase-activated protein 1.924941 0.02799185
K2 kinase 2
HMGCR 3 -hydroxy-3 -methyl glutaryl-CoA reductase 1.924533 0.03145288
SGEF Src homology 3 domain-containing guanine 1.924356 0.02658412 nucleotide exchange factor
IAA074 KIAA0748 1.923943 0.00099504 o
o
GPD2 glycerol-3 -phosphate dehydrogenase 2 1.923915 0.02166602
(mitochondrial)
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
PRAME Preferentially expressed antigen in melanoma 1.923708 0.03028361
DFNA5 deafness, autosomal dominant 5 1.923557 0.01859714
ZNF764 zinc finger protein 764 1.92335 0.01449098
VPS13C vacuolar protein sorting 13 homolog C (S. 1.923146 0.0079469 cerevisiae)
FAT4 FAT tumor suppressor homolog 4 (Drosophila) 1.922318 0.02481653
COQ9 coenzyme Q9 homolog (S. cerevisiae) 1.921458 0.01957612
ABLIM2 #N/A 1.920353 0.04876135
IL11RA interleukin 11 receptor, alpha 1.919985 0.01904984
PPP2R3A protein phosphatase 2 (formerly 2 A), regulatory 1.919842 0.04499205 subunit B", alpha
CNN3 calponin 3, acidic 1.919589 0.01326361
GNE glucosamine (UDP-N-acetyl)-2-epimerase/N- 1.919289 0.01680644 acetylmannosamine kinase
DPY19L3 dpy-19-like 3 (C. elegans) 1.919167 0.01045808
LRP12 #N/A 1.919116 0.01579065
EP400 E1A binding protein p400 1.918726 0.01295417
ZNF782 zinc finger protein 782 1.917801 0.04972236
SLC9A9 Solute carrier family 9 (sodium/hydrogen 1.917704 0.02162075 exchanger), member 9
C8orf82 chromosome 8 open reading frame 82 1.917694 0.03256964
EEF2 eukaryotic elongation factor-2 kinase 1.917587 0.00471823
CLN3 ceroid-lipofuscinosis, neuronal 3 1.916668 0.01064925
NEDD4L Neural precursor cell expressed, developmentally 1.916554 0.03460953 down-regulated 4-like
CLDN11 #N/A 1.91655 0.00517708
TAS1R1 taste receptor, type 1, member 1 1.916462 0.02473007
MCOLN3 mucolipin 3 1.916366 0.04747661
KRT85 #N/A 1.916104 0.01633036
NRDl nardilysin (N-arginine dibasic convertase) 1.915686 0.00426155
LMBR1L limb region 1 homolog (mouse)-like 1.915079 0.00394172
NPTN neuroplastin 1.914001 0.03145238
ZFYVE21 zinc finger, FYVE domain containing 21 1.913658 0.04051534
C1QTNF6 Clq and tumor necrosis factor related protein 6 1.913538 0.03897987
KIF13A kinesin family member 13A 1.913366 0.02177671
PIAS3 protein inhibitor of activated STAT, 3 1.912841 0.01839942
ZNF767 zinc finger family member 767 1.911872 0.02293369
BRWD2 Bromodomain and WD repeat domain containing 1.911198 0.02211182
2
FTSJ3 FtsJ homolog 3 (E. coli) 1.910659 0.0455875
LMBR1 limb region 1 homolog (mouse) 1.909391 0.03414052
KAT2B K(lysine) acetyltransferase 2B 1.909382 0.04214866
NODI nucleotide-binding oligomerization domain 1.909185 0.02204213 containing 1
CTSB cathepsin B 1.909121 0.0417279
THBD #N/A 1.908547 0.03756521
TLE1 transducin-like enhancer of split 1 (E(spl) 1.908118 0.04074464 homolog, Drosophila)
PCOLCE2 procollagen C-endopeptidase enhancer 2 1.90722 0.00629512
HERPUD HERPUD family member 2 1.906892 0.02572507
DBU 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
2
BAZ2B bromodomain adjacent to zinc finger domain, 2B 1.906596 0.03547602
OSGEP O-sialoglycoprotein endopeptidase 1.906341 0.02084514
FM03 flavin containing monooxygenase 3 1.906176 0.04859884
STRADB STE20-related kinase adaptor beta 1.906072 0.0150799
PNPLA4 patatin-like phospholipase domain containing 4 1.905541 0.04312986
CNOT2 CCR4-NOT transcription complex, subunit 2 1.90473 0.03898023
XRCC6B XRCC6 binding protein 1 1.90444 0.04717261
PI
IQSEC1 IQ motif and Sec7 domain 1 1.903414 0.02704439
YRDC yrdC domain containing (E. coli) 1.90296 0.00382355
C15orf39 chromosome 15 open reading frame 39 1.902875 0.00696556
C20orfl2 chromosome 20 open reading frame 12 1.90269 0.00583575
APBB2 amyloid beta (A4) precursor protein-binding, 1.90255 0.03919277 family B, member 2
CCDC138 coiled-coil domain containing 138 1.902246 0.02695231
FAM117B family with sequence similarity 117, member B 1.901772 0.01897273
P2RY6 #N/A 1.901728 0.01023842
ACAA1 #N/A 1.901316 0.01060867
BBX bobby sox homolog (Drosophila) 1.900909 0.01500846
PAXIP1 PAX interacting (with transcription-activation 1.900506 0.03772507 domain) protein 1
TRIO triple functional domain (PTPRF interacting) 1.899678 0.0063113 HPS5 Hermansky-Pudlak syndrome 5 1.899503 0.00150148 PLK2 polo-like kinase 2 (Drosophila) 1.89847 0.02392197 MYBBP1 MYB binding protein (PI 60) la 1.897963 0.01696392
A
SDR42E1 #N/A 1.897472 0.0275267
GMDS GDP-mannose 4,6-dehydratase 1.89713 0.00751708
KIF16B kinesin family member 16B 1.896905 0.02455102
PHF12 #N/A 1.896855 0.04395523
ZNF565 #N/A 1.896339 0.01266803
SLC6A13 solute carrier family 6 (neurotransmitter 1.896275 0.04426482 transporter, GAB A), member 13
FAM57A family with sequence similarity 57, member A 1.895465 0.00415853
FAM115A family with sequence similarity 115, member A 1.895377 0.02770417
DVL2 dishevelled, dsh homolog 2 (Drosophila) 1.895338 0.01917641
THTPA #N/A 1.89522 0.01954414
TIMP3 TIMP metallopeptidase inhibitor 3 1.895168 0.04628139
CHM choroideremia (Rab escort protein 1) 1.894444 0.0046574
TESSP2 Testis serine protease 2 1.893707 0.02721581
UROC1 urocanase domain containing 1 1.893215 0.00237883
RNASEN ribonuclease type III, nuclear 1.892763 0.01417458
GPR98 G protein-coupled receptor 98 1.892624 0.01326612
RPL22 ribosomal protein L22 1.892541 0.00202954
COL27A1 collagen, type XXVII, alpha 1 1.892027 0.03196172
IQGAP1 IQ motif containing GTPase activating protein 1 1.891881 0.04620746
GNAZ guanine nucleotide binding protein (G protein), 1.890976 0.03305613 alpha z polypeptide
PCTK3 PCTAIRE protein kinase 3 1.889217 0.04404937
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
CACNG4 #N/A 1.888787 0.04519699
C14orfl 79 chromosome 14 open reading frame 179 1.888348 0.04330074
PAPSS2 3'-phosphoadenosine 5'-phosphosulfate synthase 2 1.888307 0.02252546
APAF1 apoptotic peptidase activating factor 1 1.887923 0.02230552
CBX4 chromobox homolog 4 (Pc class homolog, 1.887855 0.04890595
Drosophila)
ZNF544 zinc finger protein 544 1.887464 0.03641561 SMOC1 SPARC related modular calcium binding 1 1.88737 0.02939271 RASGEF1 RasGEF domain family, member 1 A 1.887156 0.03052987 A
DCTD dCMP deaminase 1.887005 0.0238736
MAST2 microtubule associated serine/threonine kinase 2 1.886936 0.0432921
SLIT2 slit homolog 2 (Drosophila) 1.88609 0.01870651
FGD5 FYVE, RhoGEF and PH domain containing 5 1.886022 0.00617006
MBOAT1 membrane bound O-acyltransferase domain 1.886004 0.04598058 containing 1
DNAJC13 DnaJ (Hsp40) homolog, subfamily C, member 13 1.885103 0.00977761 MET met proto-oncogene (hepatocyte growth factor 1.884783 0.02601866 receptor)
ALKBH8 alkB, alkylation repair homolog 8 (E. coli) 1.883827 0.03014588
FADS2 Fatty acid desaturase 2 1.883525 0.0107778
RBM5 RNA binding motif protein 5 1.882901 0.00067389
ZNF266 zinc finger protein 266 1.882654 0.01663134
ARMC10 armadillo repeat containing 10 1.881877 0.00093444
RNF4 ring finger protein 4 1.881628 0.00674585
PCNX pecanex homolog (Drosophila) 1.880739 0.0295066
MEGF11 multiple EGF-like-domains 11 1.880138 0.00593701
DGKD diacylglycerol kinase, delta 130kDa 1.879797 0.01825987
SFRS8 splicing factor, arginine/serine-rich 8 (suppressor- 1.879646 0.03974937 of-white-apricot homolog, Drosophila)
DNTTIP1 deoxynucleotidyltransferase, terminal, interacting 1.87932 0.0331851 protein 1
C16orf70 chromosome 16 open reading frame 70 1.878726 0.04099413
NCRNAO non-protein coding RNA 105 1.878536 0.00912885
0105
SMYD3 SET and MYND domain containing 3 1.877778 0.03988187
KRTAP5- Keratin associated protein 5-9 1.877195 0.0195685
9
ATP6V1B ATPase, H+ transporting, lysosomal 56/58kDa, 1.877107 0.02190657 1 VI subunit Bl
CCDC114 coiled-coil domain containing 1 14 1.876977 0.00807659
VEGFA vascular endothelial growth factor A 1.876933 0.03850214
PAIP1 poly(A) binding protein interacting protein 1 1.876158 0.0161617
COL15A1 collagen, type XV, alpha 1 1.875908 0.03575299
MIF4GD MIF4G domain containing 1.87574 0.04359308
EIF4G1 eukaryotic translation initiation factor 4 gamma, 1 1.874885 0.03844546
BLM Bloom syndrome, RecQ helicase-like 1.874742 0.03470524
SGK196 protein kinase-like protein SgKl 96 1.87418 0.02399226
HSD1 1B2 hydroxysteroid (1 1 -beta) dehydrogenase 2 1.873772 0.019067
MRPS27 Mitochondrial ribosomal protein S27 1.873698 0.03964852
DB l/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
GPR137B G protein-coupled receptor 137B 1.872329 0.04698515
MANBA mannosidase, beta A, lysosomal 1.872158 0.02873341
LY6G5B #N/A 1.871825 0.03504443
AGXT2L2 alanine-glyoxylate aminotransferase 2-like 2 1.871678 0.01131574
I IRH3 histamine receptor H3 1.871571 0.03851706
ACTR8 ARP8 actin-related protein 8 homolog (yeast) 1.871091 0.02472616
FAM82A2 family with sequence similarity 82, member A2 1.870417 0.00217246
SYNE2 spectrin repeat containing, nuclear envelope 2 1.870394 0.01818784
OCRL oculocerebrorenal syndrome of Lowe 1.869419 0.01895175
CRYGA #N/A 1.869382 0.01865733
ACAD 11 acyl-CoA dehydrogenase family, member 11 1.868666 0.04806959
ZKSCAN zinc finger with KRAB and SCAN domains 3 1.867916 0.00078552
3
GALNT11 UDP-N-acetyl-alpha-D-galactosamine:polypeptide 1.867621 0.03529265
N-acetylgalactosaminyltransferase 11 (GalNAc-
Tl l)
PTPN3 protein tyrosine phosphatase, non-receptor type 3 1.867552 0.03410731
CDC42BP CDC42 binding protein kinase alpha (DMPK-like) 1.867402 0.0258652
A
IGHG1 Immunoglobulin heavy constant gamma 1 (Glm 1.867311 0.03631848 marker)
VAV3 vav 3 guanine nucleotide exchange factor 1.86696 0.01798735 STEAP3 STEAP family member 3 1.8661 0.00278677 ST5 suppression of tumorigenicity 5 1.865484 0.02806159 WWP1 WW domain containing E3 ubiquitin protein 1.865067 0.03347901 ligase 1
C9orf93 chromosome 9 open reading frame 93 1.864745 0.00700856 MTR 5-methyltetrahydrofolate-homocysteine 1.864588 0.02616119 methyltransferase
ZNF509 Zinc finger protein 509 1.86424 0.04624603
C14orfi02 chromosome 14 open reading frame 102 1.864093 0.00110785
CAT catalase 1.863965 0.02233098
SORT1 sortilin 1 1.863904 0.00679365
GAL3ST2 galactose-3-O-sulfotransferase 2 1.863453 0.03871831
WDFY3 WD repeat and FYVE domain containing 3 1.862532 0.02303744
OR2T3 Olfactory receptor, family 2, subfamily T, member 1.862085 0.0318299
3
GTF2H4 general transcription factor IIH, polypeptide 4, 1.861583 0.032341 3
52kDa
CCDC23 coiled-coil domain containing 23 1.861564 0.03409132
ADCY9 adenylate cyclase 9 1.86108 0.00469599
POLE polymerase (DNA directed), epsilon 1.860575 0.0261064
DDX50 DEAD (Asp-Glu- Ala-Asp) box polypeptide 50 1.860454 0.04904022
TRAPPC9 #N/A 1.859816 0.02729074
SORBS1 Sorbin and SH3 domain containing 1 1.859486 0.02920018
FRMD3 FERM domain containing 3 1.85812 0.03794642
DDX28 #N/A 1.85746 0.00748255
HTT huntingtin 1.857258 0.00520267
POMT2 protein-O-mannosyltransferase 2 1.856647 0.03166017
HSD17B8 hydroxysteroid (17-beta) dehydrogenase 8 1.856477 0.0175483 1/ 69437516.1
Supplemental Table 2 Gene Transcripts TJpregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
ALPP alkaline phosphatase, placental (Regan isozyme) 1.855804 0.01259775
SERPINB serpin peptidase inhibitor, clade B (ovalbumin), 1.855648 0.03528406
1 member 1
TTC28 tetratricopeptide repeat domain 28 1.854215 0.02108348 FAM86B1 family with sequence similarity 86, member Bl 1.854169 0.0460832 GUCY1B guanylate cyclase 1 , soluble, beta 2 1.854083 0.0275397 2
ACTR1A ARP1 actin-related protein 1 homolog A, 1.853348 0.03328455 centractin alpha (yeast)
TLR5 toll-like receptor 5 1.853333 0.03051119
BRCC3 BRCAl/BRCA2-containing complex, subunit 3 1.852606 0.03453754
HI ATI hippocampus abundant transcript 1 1.852532 0.0176408
ARMCX6 armadillo repeat containing, X-linked 6 1.852514 0.03240179
NBR1 neighbor of BRCA1 gene 1 1.852291 0.04358667
TNIK TRAF2 and NCK interacting kinase 1.852078 0.03009865
ALCAM activated leukocyte cell adhesion molecule 1.851831 0.00018223
ITPRIPL1 #N/A 1.851726 0.01392265
ESRP2 epithelial splicing regulatory protein 2 1.85125 0.00626719
ATP1A2 ATPase, Na+/K+ transporting, alpha 2 polypeptide 1.851162 0.04430596
ACP2 acid phosphatase 2, lysosomal 1.851041 0.00870894
MED12L mediator complex subunit 12-like 1.850755 0.01680082
RBM47 RNA binding motif protein 47 1.850449 0.01839222
IL2RB interleukin 2 receptor, beta 1.85013 0.02832439
RNF135 ring finger protein 135 1.849442 0.01864435
PHIP Pleckstrin homology domain interacting protein 1.849173 0.04670099
TYW1 tRNA-yW synthesizing protein 1 homolog (S. 1.84902 0.0295001 cerevisiae)
CCDC83 coiled-coil domain containing 83 1.848439 0.00716519
KIAA074 KIAA0746 protein 1.848377 0.04864065
6
1-Sep #N/A 1.848267 0.04618615 MOV10L MovlOll, Moloney leukemia virus 10-like 1, 1.848163 0.02783992 1 homolog (mouse)
GSTM4 glutathione S -transferase mu 4 1.84803 0.00686783
KIF12 kinesin family member 12 1.847663 0.01009945
PLAGL1 pleiomorphic adenoma gene-like 1 1.847369 0.03548168
CAPN1 calpain 1, (mu/I) large subunit 1.846754 0.04642925
OBFC1 oligonucleotide/oligosaccharide-binding fold 1.846418 0.0466534 containing 1
IFT172 intraflagellar transport 172 homolog 1.846383 0.03441771
(Chlamydomonas)
AGL amylo-alpha-1, 6-glucosidase, 4-alpha- 1.846345 0.02053249 glucanotransferase
CENPT centromere protein T 1.845845 0.00201983
EPB49 erythrocyte membrane protein band 4.9 (dematin) 1.845428 0.00956853
TLR9 toll-like receptor 9 1.845098 0.02451265
HOXC10 #N/A 1.844827 0.04141346
LIN54 lin-54 homolog (C. elegans) 1.844811 0.02042053
ATAD3C ATPase family, AAA domain containing 3C 1.844768 0.03050448
ACP6 acid phosphatase 6, lysophosphatidic 1.844688 0.02891276
DB1/ 694375 I6.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
ASAP3 ArfGAP with SH3 domain, ankyrin repeat and PH 1.84451 0.03401894 domain 3
WNK2 WNK lysine deficient protein kinase 2 1.843708 0.00016938 ITGAV integrin, alpha V (vitronectin receptor, alpha 1.842934 0.04834292 polypeptide, antigen CD51)
HTRA2 HtrA serine peptidase 2 1.842614 0.04774984
FBN2 fibrillin 2 1.841767 0.01227486
TM9SF4 transmembrane 9 superfamily protein member 4 1.841715 0.01879455
F2RL2 #N/A 1.841701 0.04986855
CSTF2 cleavage stimulation factor, 3' pre-RNA, subunit 2, 1.841567 0.02747869
64kDa
HHAT hedgehog acyltransferase 1.839619 0.02416417 FOXF2 forkhead box F2 1.839498 0.00811451 TNKS2 tankyrase, TRF1 -interacting ankyrin-related ADP- 1.839248 0.04496397 ribose polymerase 2
RILPL2 Rab interacting lysosomal protein-like 2 1.838902 0.00996151
C19orfl5 Chromosome 19 open reading frame 15 1.838587 0.04290152
FAM125A #N/A 1.837462 0.00701827
FAM73A family with sequence similarity 73, member A 1.83721 0.02226641
CPSF3L cleavage and polyadenylation specific factor 3 -like 1.837104 0.02063626
IQCK IQ motif containing K 1.836879 0.01496829
GNA14 #N/A 1.836489 0.01469786
RALGPS1 Ral GEF with PH domain and SH3 binding motif 1.836329 0.01923287
1
DBT dihydrolipoamide branched chain transacylase E2 1.836241 0.01951718
NAV2 neuron navigator 2 1.835983 0.04928384
MITF microphthalmia-associated transcription factor 1.835952 0.03068625
ELL2 elongation factor, RNA polymerase II, 2 1.835366 0.02073358
SCNN1B sodium channel, nonvoltage-gated 1, beta 1.835334 0.01750623
FZD7 #N/A 1.83521 0.0115498
MAPK12 mitogen-activated protein kinase 12 1.835192 0.02403095
IGSF10 immunoglobulin superfamily, member 10 1.835125 0.01577639
GPATCH G patch domain containing 4 1.834496 0.00899436
4
SMPD4 sphingomyelin phosphodiesterase 4, neutral 1.834372 0.00439255 membrane (neutral sphingomyelinase-3)
B4GALT2 UDP-Gal:betaGlcNAc beta 1,4- 1.8338 0.00400978 galactosyltransferase, polypeptide 2
TMEM39 transmembrane protein 39A 1.833209 0.02356189 A
PPP2R2C protein phosphatase 2, regulatory subunit B, 1.833122 0.00845584 gamma
MYBPH myosin binding protein H 1.833019 0.00486753
BBS1 Bardet-Biedl syndrome 1 1.8329 0.045751
LOCIOOI #N/A 1.832811 0.00342114
30131
AHCY adenosylhomocysteinase 1.832479 0.02432264
EXOSC10 exosome component 10 1.832263 0.04306411
GJC2 gap junction protein, gamma 2, 47kDa 1.832077 0.03543578
AHCTF1 AT hook containing transcription factor 1 1.83198 0.037359631/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P
Symbol Change value
GSN gelsolin 1.831593 0.04413044
ATR attractin 1.831417 0.0236229
R F44 Ring finger protein 44 1.831055 0.03914601
PFN2 profilin 2 1.83014 0.02326769
LRLE1 liver-related low express protein 1 1.829773 0.02418802
GIT2 G protein-coupled receptor kinase interacting 1.829511 0.0311222
ArfGAP 2
ΓΝΡΡ4Α inositol polyphosphate-4-phosphatase, type I, 1.828306 0.03231606
107kDa
SSBP4 single stranded DNA binding protein 4 1.827991 0.0091075
KLK14 kallikrein-related peptidase 14 1.827705 0.03124541
RTN2 #N/A 1.827064 0.01318014
CISH cytokine inducible SH2-containing protein 1.827041 0.03183502
CLSTN2 calsyntenin 2 1.826481 0.0373253
C9orf3 Chromosome 9 open reading frame 3 1.826206 0.02088969
RORA RAR-related orphan receptor A 1.825839 0.01004205
ZNF692 zinc finger protein 692 1.8258 0.04823366
PAN2 PAN2 poly(A) specific ribonuclease subunit 1.825211 0.03779317 homolog (S. cerevisiae)
IFIH1 interferon induced with helicase C domain 1 1.824823 0.04845467
GPN1 GPN-loop GTPase 1 1.823987 0.03073224
SIPA1L1 signal-induced proliferation-associated 1 like 1 1.823875 0.0169873
RI T1 RAD50 interactor 1 1.82387 0.039958
RGS20 regulator of G-protein signaling 20 1.82288 0.02277215
ZNF236 zinc finger protein 236 1.822775 0.04724938
PHF14 PHD finger protein 14 1.822563 0.03727438
KIF2C kinesin family member 2C 1.82231 0.018931
PLEC1 Plectin 1, intermediate filament binding protein 1.821867 0.04362901
500kDa
SLC20A1 solute carrier family 20 (phosphate transporter), 1.821633 0.01516049 member 1
CNOT8 CCR4-NOT transcription complex, subunit 8 1.821121 0.02498699
RAP1GD RAP1, GTP-GDP dissociation stimulator 1 1.819878 0.01679424
¾ 1
SACM1L SACl suppressor of actin mutations 1 -like (yeast) 1.819681 0.00093656
SMG5 Smg-5 homolog, nonsense mediated mRNA decay 1.819608 0.01248203 factor (C. elegans)
CADPS Ca++-dependent secretion activator 1.819099 0.01745439
CLYBL citrate lyase beta like 1.819068 0.03252962
SCCPDH saccharopine dehydrogenase (putative) 1.818406 1.08E-05
METRNL meteorin, glial cell differentiation regulator-like 1.817181 0.02789795
CAMKK2 calcium/calmodulin-dependent protein kinase 1.817056 0.02728463 kinase 2, beta
MCM3AP minichromosome maintenance complex 1.816833 0.01036449 component 3 associated protein
URG4 Up-regulated gene 4 1.816744 0.03609274
ULK2 unc-51-like kinase 2 (C. elegans) 1.816684 0.01404583
STAB1 stabilin 1 1.816028 0.03390585
KDELC1 KDEL (Lys-Asp-Glu-Leu) containing 1 1.815854 0.03640204
EHHADH enoyl-CoA, hydratase/3 -hydroxy acyl Co A 1.815128 0.01072486
B l/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
dehydrogenase
GOLPH3 golgi phosphoprotein 3 (coat-protein) 1.814714 0.02678242
ARSB arylsulfatase B 1.814591 0.0476001
TTL tubulin tyrosine ligase 1.814429 0.02900906
CDC23 Cell division cycle 23 homo log (S. cerevisiae) 1.814312 0.01424556
NLN neurolysin (metallopeptidase M3 family) 1.814047 0.00363452
CDKN2A #N/A 1.813664 0.00782587
SEC14L5 SEC14-like 5 (S. cerevisiae) 1.813525 0.00778707
LOC1584 #N/A 1.813506 0.02379264
35
RNF160 ring finger protein 160 1.81331 0.01364145
VPS13B vacuolar protein sorting 13 homolog B (yeast) 1.813221 0.02323946
AXL AXL receptor tyrosine kinase 1.812906 0.01483759
C2orfl6 chromosome 2 open reading frame 16 1.812404 0.00257035
DI030S #N/A 1.812199 0.02990504
DRG2 developmentally regulated GTP binding protein 2 1.812069 0.01854784
XAB2 XPA binding protein 2 1.811657 0.02446796
XP07 exportin 7 1.81 1431 0.02173881
DOCK5 dedicator of cytokinesis 5 1.811424 0.03101188
ZSCAN16 zinc finger and SCAN domain containing 16 1.810978 0.02805285
GSDMA #N/A 1.810932 0.04439628
KIAA031 KIAA0319 1.810581 0.04796698
9
PCCB propionyl CoA carboxylase, beta polypeptide 1.81017 0.03327504
DARS2 aspartyl-tRNA synthetase 2, mitochondrial 1.809934 0.0004163
ZNRF4 #N/A 1.809753 0.0418607
NOL6 nucleolar protein family 6 (RNA-associated) 1.809392 0.01903122
BAIAP3 BAI1 -associated protein 3 1.808624 0.02837442
SLC25A1 solute carrier family 25 (mitochondrial carrier, 1.808516 0.04836052
2 Aralar), member 12
UFSP2 #N/A 1.808457 0.02242258
ABO #N/A 1.808305 0.01404044
C17orf58 chromosome 17 open reading frame 58 1.808026 0.00737566
CERCAM cerebral endothelial cell adhesion molecule 1.807599 0.04245661
FNDC3B fibronectin type III domain containing 3B 1.807337 0.04828007
LPHN1 latrophilin 1 1.807313 0.03455603
STOX1 storkhead box 1 1.807307 0.04072721
HPS3 Hermansky-Pudlak syndrome 3 1.806824 0.00162527
ACAD9 acyl-CoA dehydrogenase family, member 9 1.806784 0.0371985
C2 complement component 2 1.80667 0.03022582
SLC2A13 solute carrier family 2 (facilitated glucose 1.806614 0.03103435 transporter), member 13
RARS2 arginyl-tRNA synthetase 2, mitochondrial 1.805822 0.00425774 GDPD3 glycerophosphodiester phosphodiesterase domain 1.805808 0.0364083 containing 3
CAMK2G calcium/calmodulin-dependent protein kinase II 1.805609 0.04464108 gamma
ZNF641 zinc finger protein 641 1.805397 0.03755286 NFAT5 nuclear factor of activated T-cells 5, toniciry- 1.80533 0.02591485 responsive
1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells Gene Gene Description Fold Ttest P Symbol Change value
RICTOR RPTOR independent companion of MTOR, 1.8052 0.01457283 complex 2
EPB41 erythrocyte membrane protein band 4.1 1.804925 0.02384749
(elliptocytosis 1, RH-linked)
TMEM10 transmembrane protein 104 1.80478 0.01729592 4
CD70 #N/A 1.804706 0.02510777 RPS6KA2 ribosomal protein S6 kinase, 90kDa, polypeptide 2 1.804574 0.0184449 SLC39A1 #N/A 1.804555 0.01947493 1
CTSL2 #N/A 1.804045 0.00453175
USP11 ubiquitin specific peptidase 11 1.803911 0.01986362
KLHL5 Kelch-like 5 (Drosophila) 1.80375 0.04121789
OPA1 optic atrophy 1 (autosomal dominant) 1.803711 0.03903617
SLC47A2 solute carrier family 47, member 2 1.803291 0.03449051
PKN1 protein kinase l 1.803225 0.02628179
TMTC1 transmembrane and tetratricopeptide repeat 1.802521 0.04406318 containing 1
CLCN6 chloride channel 6 1.802064 0.01008228
TBR1 T-box, brain, 1 1.801116 0.04777212
EPHB2 EPH receptor B2 1.800882 0.00867104
PUS3 #N/A 1.80086 0.01529983
SHPK sedoheptulokinase 1.800252 0.00027963
OSBPL9 Oxysterol binding protein-like 9 1.799943 0.00284758
KIAA132 KIAA1324 1.799673 0.01824525
4
RBM41 RNA binding motif protein 41 1.799437 0.03296399 PITPNM2 phosphatidylinositol transfer protein, membrane- 1.799147 0.03440953 associated 2
STAMBP STAM binding protein-like 1 1.798892 0.04856885 LI
PDLIM5 PDZ and LIM domain 5 1.79811 0.01328438
PDDC1 Parkinson disease 7 domain containing 1 1.797687 0.02161418
TTC3 tetratricopeptide repeat domain 3 1.797303 0.02193066
FLJ1 1235 #N/A 1.797278 0.04835643
SERTAD1 #N/A 1.797206 0.03107296
Clorfl44 chromosome 1 open reading frame 144 1.797013 0.00876496
NCAPH non-SMC condensin I complex, subunit H 1.796877 0.02573221
VSIG6 #N/A 1.796635 0.01654433
KIF20A kinesin family member 20A 1.796555 0.00619896
KIAA052 KIAA0528 1.796529 0.04915525
ZNF793 #N/A 1.796318 0.00894016
NOG #N/A 1.796189 0.02642183
COPS7B COP9 constitutive photomorphogenic homolog 1.795644 0.00171403 subunit 7B (Arabidopsis)
CYYR1 Cysteine/tyrosine-rich 1 1.795609 0.02061148
ALS2 Amyotrophic lateral sclerosis 2 (juvenile) 1.795276 0.00416629
STK24 serine/threonine kinase 24 (STE20 homolog, 1.794633 0.04565266 yeast)
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P
Symbol Change value
HDHD2 haloacid dehalogenase-like hydrolase domain 1.794609 0.0439966 containing 2
ATP1B1 ATPase, Na+/K+ transporting, beta 1 polypeptide 1.794504 0.04608723
C17orf57 chromosome 17 open reading frame 57 1.794479 0.00928227
USP4 ubiquitin specific peptidase 4 (proto-oncogene) 1.794435 0.04240151
PPM1M protein phosphatase, Mg2+/Mn2+ dependent, 1M 1.794264 0.03533697
TNFRSF1 Tumor necrosis factor receptor superfamily, 1.794187 0.02680733
9 member 19
NAGK #N/A 1.793923 0.00154956
MKLN1 muskelin 1, intracellular mediator containing kelch 1.793833 0.00447919 motifs
ZNF561 zinc finger protein 561 1.793275 0.03392283
PCYT2 phosphate cytidylyltransferase 2, ethanolamine 1.792846 0.01623884
TMEM18 transmembrane protein 185 A 1.79283 0.02359851
J ^r Av
TMIGD1 transmembrane and immunoglobulin domain 1.792592 0.01374157 containing 1
TRIM69 tripartite motif-containing 69 1.792487 0.03262148
RAB3GA RAB3 GTPase activating protein subunit 2 (non- 1.792358 0.04858857
P2 catalytic)
ANK1 ankyrin 1, erythrocytic 1.792161 0.048551 1
PRKX protein kinase, X-linked 1.792078 0.02142469
RBM23 #N/A 1.791969 0.0206475
EIF2C4 eukaryotic translation initiation factor 2C, 4 1.791931 0.03041025
C13orfl5 Chromosome 13 open reading frame 15 1.791746 0.0365939
SPDYE7P speedy homolog E7 (Xenopus laevis), pseudogene 1.791364 0.00311628
SLC6A11 solute carrier family 6 (neurotransmitter 1.791296 0.02376178 transporter, GABA), member 11
C3orf75 chromosome 3 open reading frame 75 1.791217 0.04476106
AGK acylglycerol kinase 1.791188 0.02184074
LIMS2 LIM and senescent cell antigen-like domains 2 1.791155 0.03239708
FAM40A family with sequence similarity 40, member A 1.7911 14 0.04260628
BIRC6 baculoviral IAP repeat-containing 6 1.791019 0.04970096
STRN striatin, calmodulin binding protein 1.790869 0.00103203
RBMS1 RNA binding motif, single stranded interacting 1.790598 0.00484691 protein 1
PRKCA protein kinase C, alpha 1.790567 0.02417993
DGCR6L #N/A 1.790378 0.02948803
KCTD8 potassium channel tetramerisation domain 1.789556 0.03121183 containing 8
NFKBIL2 nuclear factor of kappa light polypeptide gene 1.789224 0.01393889 enhancer in B-cells inhibitor-like 2
SHKBP1 SH3KBP1 binding protein 1 1.789197 0.01337287
PCDHB5 protocadherin beta 5 1.788989 0.04106313
POP1 processing of precursor 1, ribonuclease P/MRP 1.788281 0.02037732 subunit (S. cerevisiae)
ARFGEF2 ADP-ribosylation factor guanine nucleotide- 1.788048 0.04903073 exchange factor 2 (brefeldin A-inhibited)
IL11 interleukin 11 1.78803 0.04701437
OR8G5 #N/A 1.78788 0.01935812 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
EIF2C1 eukaryotic translation initiation factor 2C, 1 1.787546 0.03013723
C7orf47 chromosome 7 open reading frame 47 1.787392 0.01406517
LGALS3 lectin, galactoside-binding, soluble, 3 1.786219 0.04531611
ATCAY #N/A 1.785867 0.02441094
CCDC21 coiled-coil domain containing 21 1.785799 0.01918401
STX1A syntaxin 1A (brain) 1.785679 0.02118002
RP4- #N/A 1.785668 0.0119943
692D3.1
SNX25 sorting nexin 25 1.78541 0.02564642
PLCB4 phospholipase C, beta 4 1.78505 0.02860976
WASH2P WAS protein family homolog 2 pseudogene 1.784848 0.00363915
SPARCL1 SPARC-like 1 (hevin) 1.784575 0.00678883
PI4KA phosphatidylinositol 4-kinase, catalytic, alpha 1.78394 0.041 19075
LILRA6 leukocyte immunoglobulin-like receptor, 1.783197 0.0073758 subfamily A (with TM domain), member 6
TMPRSS1 transmembrane protease, serine 1 IB 1.782781 0.04890759 IB
SH2D4A SH2 domain containing 4A 1.782601 0.00558183 CA3 carbonic anhydrase III, muscle specific 1.782466 0.04586045
ATG16L1 ATG16 autophagy related 16-like 1 (S. cerevisiae) 1.782453 0.02898332
GIGYF2 GRB10 interacting GYF protein 2 1.782209 0.04126325
Clorf57 chromosome 1 open reading frame 57 1.782172 0.03608043
CNTNAP contactin associated protein-like 4 1.782093 0.0035102
4
KPNA6 karyopherin alpha 6 (importin alpha 7) 1.781923 0.0310852
HERC5 hect domain and RLD 5 1.781794 0.00317627
PGM2 Phosphoglucomutase 2 1.781686 0.02399861
DGKG diacylglycerol kinase, gamma 90kDa 1.781287 0.01284394
RFC1 replication factor C (activator 1) 1, 145kDa 1.780866 0.03247922
HECTD2 HECT domain containing 2 1.780455 0.00275198
NCRNAO #N/A 1.780057 0.02102031
0153
PER2 period homolog 2 (Drosophila) 1.779887 0.04286856
KIAA171 KIAA1715 1.779871 0.01240973
5
BICD2 bicaudal D homolog 2 (Drosophila) 1.779762 0.0003449
AP1B1 adaptor-related protein complex 1 , beta 1 subunit 1.779553 0.01993621
FTSJD2 FtsJ methyltransferase domain containing 2 1.779443 0.04459761
C12orf40 #N/A 1.779386 0.02461062
NOC4L nucleolar complex associated 4 homolog (S. 1.77938 0.00519869 cerevisiae)
C9orf72 chromosome 9 open reading frame 72 1.779325 0.00116813
LASP1 LIM and SH3 protein 1 1.779305 0.02397077
INTS10 integrator complex subunit 10 1.779159 0.03963764
FHOD1 formin homology 2 domain containing 1 1.778196 0.01399849
C8B complement component 8, beta polypeptide 1.778159 0.03169858
C3orf24 chromosome 3 open reading frame 24 1.778132 0.00908447
ZNF621 #N/A 1.778004 0.00522172
WIPI2 WD repeat domain, phosphoinositide interacting 2 1.777875 0.04845168
DGCR2 DiGeorge syndrome critical region gene 2 1.777194 0.03677183 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P
Symbol Change value
PPP2R5A protein phosphatase 2, regulatory subunit B', alpha 1.776972 0.03961713
U C84A Unc-84 homolog A (C. elegans) 1.776587 0.04309932
RTN4 Reticulon 4 1.776363 0.01948926
MIPOL1 mirror-image Polydactyly 1 1.77569 0.03332746
XRCC3 X-ray repair complementing defective repair in 1.775659 0.04521804
Chinese hamster cells 3
ELL elongation factor RNA polymerase II 1.775647 0.02696673
Clorfl l4 #N/A 1.775577 0.04898113
C7orf54 #N/A 1.775088 0.03773488
FGGY FGGY carbohydrate kinase domain containing 1.774808 0.02179662
LVR #N/A 1.774804 0.00064064
KRT6A keratin 6A 1.774477 0.01592729
ATAD3A ATPase family, AAA domain containing 3A 1.774155 0.01641257
CAPN9 calpain 9 1.773901 0.00709331
SRGAP1 SLIT-ROBO Rho GTPase activating protein 1 1.77357 0.01567887
SEC23A Sec23 homolog A (S. cerevisiae) 1.772801 0.02654777
SOX13 SRY (sex determining region Y)-box 13 1.772618 0.04520642
MSL3 male-specific lethal 3 homolog (Drosophila) 1.772485 0.03587881
GBA glucosidase, beta, acid 1.772456 0.02752661
SMG1 SMG1 homolog, phosphatidylinositol 3-kinase- 1.771998 0.01037175 related kinase (C. elegans)
PLCB1 phospholipase C, beta 1 (phosphoinositide- 1.771847 0.03330809 specific)
NCF1 neutrophil cytosolic factor 1 1.771446 0.00609771
NCAPH2 non-SMC condensin II complex, subunit H2 1.771348 0.00192561
LRCH3 leucine-rich repeats and calponin homology (CH) 1.771288 0.02829728 domain containing 3
BPNT1 #N/A 1.771126 0.0442052
MPP7 membrane protein, palmitoylated 7 (M AGU p55 1.770808 0.03390227 subfamily member 7)
SLC24A1 solute carrier family 24 1.770405 0.01181665
(sodium/potassium/calcium exchanger), member 1
COL19A1 collagen, type XIX, alpha 1 1.769544 0.00758784
CTA- Hypothetical FLJ23584 1.769128 7.63E-06
216E10.6
MGLL monoglyceride lipase 1.769073 0.01765371
DUSP23 dual specificity phosphatase 23 1.769028 0.02176854
DCP1B DCP1 decapping enzyme homolog B (S. 1.768896 0.04886241 cerevisiae)
LDB1 LIM domain binding 1 1.768377 0.04418318
TNFRSF2 tumor necrosis factor receptor superfamily, 1.768189 0.0455518
1 member 21
RPS6KC1 ribosomal protein S6 kinase, 52kDa, polypeptide 1 1.767957 0.01187031
TARBP1 TAR (HIV-1) RNA binding protein 1 1.76731 0.04997674
JOSD1 Josephin domain containing 1 1.766767 0.04966897
BCAR3 breast cancer anti-estrogen resistance 3 1.766686 0.04741963
UBL4A #N/A 1.766604 0.01994057
KRT28 keratin 28 1.766388 0.0200145
MUC1 #N/A 1.766316 0.04988542
DNAJC16 DnaJ (Hsp40) homolog, subfamily C, member 16 1.765974 0.00128657
DB l/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells Gene Gene Description Fold Ttest P Symbol Change value
ACOl aconitase 1, soluble 1.765545 0.02519563
CCT6B chaperonin containing TCPl, subunit 6B (zeta 2) 1.765154 0.01441639
ZNF234 zinc finger protein 234 1.764221 0.04129703
WEE1 WEE1 homolog (S. pombe) 1.76422 0.0190755
UGT3A2 UDP glycosyltransferase 3 family, polypeptide A2 1.763886 0.00745899
TKTL2 #N/A 1.763472 0.00224344
GBA2 glucosidase, beta (bile acid) 2 1.76299 0.00583495
MLL5 myeloid/lymphoid or mixed-lineage leukemia 5 1.762872 0.03968122
(trithorax homolog, Drosophila)
RBM24 RNA binding motif protein 24 1.762854 0.00083583
ALK anaplastic lymphoma receptor tyrosine kinase 1.762772 0.02290011
AFTPH aftiphilin 1.762753 0.03581729
FGD2 FYVE, RhoGEF and PH domain containing 2 1.762355 0.0043171 1
RETN resistin 1.762318 0.01546848
RBKS ribokinase 1.76176 0.04351475
ZFHX4 zinc finger homeobox 4 1.761664 0.02954824
CBLC Cas-Br-M (murine) ecotropic retroviral 1.761662 0.010678 transforming sequence c
USHBP1 Usher syndrome 1C binding protein 1 1.761661 0.02372015
MTHFD2 methylenetetrahydrofolate dehydrogenase 1.761655 0.03894478
L ( ADP+ dependent) 2-like
KLF4 Kruppel-like factor 4 (gut) 1.761564 0.01640878
BCL6 #N/A 1.76123 0.0286744
NUDCD3 NudC domain containing 3 1.760927 0.0474457
KIAA201 #N/A 1.760852 0.02436456
3
RTN3 reticulon 3 1.760713 0.021 11797
SH2D3C SH2 domain containing 3C 1.760554 0.00272672
USP39 ubiquitin specific peptidase 39 1.760536 0.03374848
GOLGB1 golgin Bl 1.760309 0.0356427
GPR155 G protein-coupled receptor 155 1.759774 0.01942222
LENG8 Leukocyte receptor cluster (LRC) member 8 1.758963 0.0175276
RICH2 Rho-type GTPase-activating protein RICH2 1.758936 0.04179542
PAPSS1 3'-phosphoadenosine 5'-phosphosulfate synthase 1 1.758882 0.04546671
BMPR2 bone morphogenetic protein receptor, type II 1.758291 0.04976859
(serine/threonine kinase)
KIF26B #N/A 1.758279 0.03171182
MAP3K7I Mitogen-activated protein kinase kinase kinase 7 1.758279 0.02067163
P3 interacting protein 3
MLL4 myeloid/lymphoid or mixed-lineage leukemia 4 1.758142 0.00894005
ZNF225 zinc finger protein 225 1.757809 0.03519834
MBNL3 #N/A 1.757298 0.01480562
RAI14 retinoic acid induced 14 1.75729 0.03349575
ATF3 activating transcription factor 3 1.756661 0.0451451
FBX039 #N/A 1.756165 0.00121815
UBQLN4 ubiquilin 4 1.7561 14 0.02382911
FAM105A family with sequence similarity 105, member A 1.756019 0.02698624
B4GALN beta-l,4-N-acetyl-galactosaminyl transferase 3 1.755953 0.02418084
T3
ADAMTS ADAM metallopeptidase with thrombospondin 1.75562 0.04203138
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
19 type 1 motif, 19
LOC4402 similar to p40 1.755187 0.01646372 58
ZNF184 zinc finger protein 184 1.754955 0.02223986 ZNF445 zinc finger protein 445 1.754923 0.03286542 LRWD1 leucine-rich repeats and WD repeat domain 1.754383 0.01448462 containing 1
G6PD glucose-6-phosphate dehydrogenase 1.753382 0.02781807
TOPBP1 topoisomerase (DNA) II binding protein 1 1.753342 0.04355243
MAGEA5 melanoma antigen family A, 5 1.753252 0.02734386
Clorfl4 chromosome 1 open reading frame 14 1.753243 0.03546329
GSTA4 glutathione S-transferase alpha 4 1.753107 0.00541283
PLXNA3 Plexin A3 1.752528 0.0007546
C3orf52 #N/A 1.752221 0.02216849
SCN5A sodium channel, voltage-gated, type V, alpha 1.752179 0.02554011 subunit
C22orf9 #N/A 1.752071 0.04045017 SEC14L1 SEC14-like 1 (S. cerevisiae) 1.751624 0.0065086 CACNA2 calcium channel, voltage-dependent, alpha 2/delta 1.749697 0.01832449 D3 subunit 3
EIF3D eukaryotic translation initiation factor 3, subunit D 1.749589 0.03090098 DGAT1 diacylglycerol O-acyltransferase homolog 1 1.749071 0.03456439
(mouse)
COX4I1 #N/A 1.749039 0.03773461 EVI5 ecotropic viral integration site 5 1.748676 0.01688849 TGFA transforming growth factor, alpha 1.748632 0.03193993 SEMA6A Sema domain, transmembrane domain (TM), and 1.748458 0.01669209 cytoplasmic domain, (semaphorin) 6A
ZNF410 zinc finger protein 410 1.748024 0.01204823 NHLH1 #N/A 1.747231 0.03028152 COBLL1 COBL-like 1 1.747195 0.04850633 SLC23A2 solute carrier family 23 (nucleobase transporters), 1.747049 0.04342467 member 2
NPHP4 nephronophthisis 4 1.746754 0.03738345
CSRP2BP CSRP2 binding protein 1.746524 0.02273079
GAB1 GRB2-associated binding protein 1 1.746467 0.03029872
C20orfl32 chromosome 20 open reading frame 132 1.746253 0.035852
DOC2A double C2-like domains, alpha 1.74612 0.02490822
GTPBP2 #N/A 1.745407 0.02223491
ERF #N/A 1.74482 0.02510774
TNKS tankyrase, TRF1 -interacting ankyrin-related ADP- 1.744666 0.04627214 ribose polymerase
SEC24D SEC24 family, member D (S. cerevisiae) 1.744358 0.03911211
8-Sep #N/A 1.744145 0.00582905 GMIP GEM interacting protein 1.744115 0.03051105 EPHA3 EPH receptor A3 1.7441 1 0.02174902 PCDHGB protocadherin gamma subfamily B, 1 1.743643 0.03759205 1
STAT1 signal transducer and activator of transcription 1, 1.74348 0.04240031
91kDa
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
UNC50 unc-50 homolog (C. elegans) 1.743399 0.04456063
MY015A myosin XVA 1.742508 0.03231288
TDRD3 tudor domain containing 3 1.742328 0.04813857
TRIP 13 thyroid hormone receptor interactor 13 1.741503 0.03023358
PI FYVE phosphoinositide kinase, FYVE finger containing 1.741298 0.0125666
TMEM19 transmembrane protein 192 1.741076 0.02259603
2
AGFG1 ArfGAP with FG repeats 1 1.740148 0.00038148 IGFL4 #N/A 1.73996 0.03696647 RAB24 RAB24, member RAS oncogene family 1.739907 0.01928266 NDUFB11 NADH dehydrogenase (ubiquinone) 1 beta 1.73983 0.02005851 subcomplex, 1 1, 17.3kDa
MAB21L1 #N/A 1.739804 0.03588803 NKRF NFKB repressing factor 1.739686 0.04900439 Cl lorf74 #N/A 1.739683 0.02350089 NDUFS1 NADH dehydrogenase (ubiquinone) Fe-S protein 1.739642 0.021 14725
1, 75kDa (NADH-coenzyme Q reductase)
POU2F1 POU class 2 homeobox 1 1.739423 0.02085693 FAP2 microfibrillar-associated protein 2 1.739182 0.03267798
SEC22C SEC22 vesicle trafficking protein homolog C (S. 1.739063 0.00442219 cerevisiae)
ADAM2 ADAM metallopeptidase domain 2 1.738719 0.03982981 MTMR1 myotubularin related protein 1 1.738523 0.01841331 DR1 down-regulator of transcription 1, TBP-binding 1.738386 0.04902791
(negative cofactor 2)
EIF2C2 eukaryotic translation initiation factor 2C, 2 1.737381 0.02796271 DUSP3 dual specificity phosphatase 3 1.737377 0.00223923 ABCA2 ATP-binding cassette, sub-family A (ABC1), 1.736876 0.01473507 member 2
STK11IP serine/threonine kinase 11 interacting protein 1.736757 0.02103678
RAB3D RAB3D, member RAS oncogene family 1.736335 0.0302014
CADM4 #N/A 1.73612 0.03829267
CDK5RA CDK5 regulatory subunit associated protein 2 1.735693 0.02311894
P2
COPS5 COP9 constitutive photomorphogenic homolog 1.73531 0.01165778 subunit 5 (Arabidopsis)
TSC2 tuberous sclerosis 2 1.735243 0.04697442
PAX6 paired box 6 1.735007 5.01E-06
NVL nuclear VCP-like 1.734827 0.00569968
C19orf44 chromosome 19 open reading frame 44 1.734504 0.04317116
TTC39B tetratricopeptide repeat domain 39B 1.734211 0.04698457
TRAPPC1 #N/A 1.733987 0.02811378
0
DCHS2 dachsous 2 (Drosophila) 1.733625 0.03898632
ZBTB2 zinc finger and BTB domain containing 2 1.733558 0.02724021
LCA5 Leber congenital amaurosis 5 1.733514 0.01777422
FBXL17 F-box and leucine-rich repeat protein 17 1.733476 0.02285153
SFXN5 sideroflexin 5 1.733428 0.00361959
PEX26 peroxisomal biogenesis factor 26 1.733322 6.10E-05
RAB3IP RAB3A interacting protein (rabin3) 1.73291 0.03062512 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
BCL9 B-cell CLL/lymphoma 9 1.732645 0.01182714
SORD sorbitol dehydrogenase 1.732637 0.00609886
KDM5B lysine (K)-specific demethylase 5B 1.732628 0.04388569
MFSD3 major facilitator superfamily domain containing 3 1.732624 0.00186089
LRRC1 Leucine rich repeat containing 1 1.732577 0.01498779
G6PC2 #N/A 1.732403 0.02479933
TRAM2 translocation associated membrane protein 2 1.731537 0.0246794
PTK2 PT 2 protein tyrosine kinase 2 1.731098 0.03442737
RRP12 ribosomal RNA processing 12 homolog (S. 1.730868 0.01376982 cerevisiae)
PPARG peroxisome proliferator-activated receptor gamma 1.730854 0.02459021
KLC2 Kinesin light chain 2 1.730599 0.03664663
SLC19A1 solute carrier family 19 (folate transporter), 1.730571 0.01485065 member 1
LPCAT3 lysophosphatidylcholine acyltransferase 3 1.729979 0.04133057
ARHGEF Rho guanine nucleotide exchange factor (GEF) 3 1.729836 0.04145086
3
ACACA acetyl-CoA carboxylase alpha 1.729759 0.04237568 NUP210 nucleoporin 21 OkDa 1.729416 0.04084509 ANKMY1 ankyrin repeat and MYND domain containing 1 1.729163 0.0270179 OGT O-linked N-acetylglucosamine (GlcNAc) 1.728718 0.04340233 transferase (UDP-N- acetylglucosamine:polypeptide-N- acetylglucosaminyl transferase)
S100A9 #N/A 1.728669 0.00818468 RBM22 RNA binding motif protein 22 1.728626 0.01614761 ITSN2 intersectin 2 1.726993 0.04145017 OS9 osteosarcoma amplified 9, endoplasmic reticulum 1.725916 0.01749409 lectin
FAM38A family with sequence similarity 38, member A 1.72533 0.0335846 PIK3R1 phosphoinositide-3 -kinase, regulatory subunit 1 1.724967 0.04257376
(alpha)
PCCA propionyl CoA carboxylase, alpha polypeptide 1.724233 0.01410244
DOCK9 dedicator of cytokinesis 9 1.724079 0.02135059
GABRG3 gamma-aminobutyric acid (GABA) A receptor, 1.724029 0.03300689 gamma 3
DEFA5 defensin, alpha 5, Paneth cell-specific 1.723663 0.00578865
NOTCH3 Notch homolog 3 (Drosophila) 1.723621 0.03672981
CPEB2 cytoplasmic polyadenylation element binding 1.723351 0.00139721 protein 2
HECTD1 HECT domain containing 1 1.723184 0.04818697 PLXNC1 plexin CI 1.723158 0.01013153 ABCA4 ATP-binding cassette, sub-family A (ABC1), 1.722941 0.04232054 member 4
DCC #N/A 1.722929 0.00956524
LAMC1 laminin, gamma 1 (formerly LAMB2) 1.722821 0.02734652
OPN3 opsin 3 1.722424 0.03608216
KATNAL #N/A 1.722216 0.01175097
1
HOXC8 homeobox C8 1.721862 0.04974292 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells Gene Gene Description Fold Ttest P
Symbol Change value
NFXL1 Nuclear transcription factor, X-box binding-like 1 1.721555 0.02761823
PORCN porcupine homolog (Drosophila) 1.721067 0.04807794
APTX Aprataxin 1.720781 0.04496039
PLEKHM pleckstrin homology domain containing, family M 1.720765 0.04294087
2 (with RUN domain) member 2
MYO10 myosin X 1.72049 0.03749112
GRK6 G protein-coupled receptor kinase 6 1.71984 0.03663987
SSH2 slingshot homolog 2 (Drosophila) 1.719656 0.03325557
VAMP4 vesicle-associated membrane protein 4 1.719461 0.02416613
CRISPLD cysteine-rich secretory protein LCCL domain 1.719216 0.01 156081
2 containing 2
ANXAl annexin Al 1.719177 0.04489786 DMC1 DMC1 dosage suppressor of mckt homolog, 1.719172 0.00216327 meiosis-specific homologous recombination
(yeast)
NCOA2 nuclear receptor coactivator 2 1.71912 0.01425815 DUSP22 dual specificity phosphatase 22 1.718997 0.02891459 PRCC papillary renal cell carcinoma (translocation- 1.718941 0.04542483 associated)
COL4A5 collagen, type IV, alpha 5 1.718934 0.03131216 LONRF2 LON peptidase N-terminal domain and ring finger 1.718819 0.01 141586
2
COX4I2 #N/A 1.718641 0.03059842 SLC9A2 solute carrier family 9 (sodium/hydrogen 1.718166 0.02822742 exchanger), member 2
EXOG endo/exonuclease (5 '-3'), endonuclease G-Iike 1.717836 0.02194731
C12orf60 #N/A 1.71779 0.0298019
C5orf30 chromosome 5 open reading frame 30 1.717496 0.033414
COL21A1 collagen, type XXI, alpha 1 1.717491 0.00862176
HAS 3 #N/A 1.717446 0.04575845
BAI1 brain-specific angiogenesis inhibitor 1 1.717373 0.00815145
RERE arginine-glutamic acid dipeptide (RE) repeats 1.71735 0.0138092
WHSC1 Wolf-Hirschhorn syndrome candidate 1 1.717052 0.03095402
HERC2 hect domain and RLD 2 1.717048 0.03923331
PCSK6 proprotein convertase subtilisin/kexin type 6 1.716871 0.03369358
CEP97 centrosomal protein 97kDa 1.716708 0.01188736
MRPL55 Mitochondrial ribosomal protein L55 1.71648 0.03894057
HARS2 histidyl-tRNA synthetase 2, mitochondrial 1.715719 0.03591061
(putative)
SLC35B2 solute carrier family 35, member B2 1.715575 0.03768911 KIAA130 Raptor 1.715481 0.01002851 3
DNAJB5 DnaJ (Hsp40) homolog, subfamily B, member 5 1.71473 0.02289742 CCDC91 coiled-coil domain containing 91 1.71455 0.00648879 DE ND5 DENN/MADD domain containing 5B 1.714332 0.02185475 B
PSMD14 proteasome (prosome, macropain) 26S subunit, 1.713989 0.02500735 non-ATPase, 14
IRF6 interferon regulatory factor 6 1.713118 0.0205667 GPATCH G patch domain containing 1 1.712933 0.04344977
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
1
AJAP1 adherens junctions associated protein 1 1.712712 0.01253223
PCNXL2 Pecanex-like 2 (Drosophila) 1.712481 0.04600786
MAP4K4 mitogen-activated protein kinase kinase kinase 1.712186 0.04245277 kinase 4
TOX2 TOX high mobility group box family member 2 1.712142 0.01986638
CDK5 #N/A 1.712097 0.04453054
GPRC5C #N/A 1.71 1964 0.01376975
B9D2 #N/A 1.711881 0.03348781
RPS6KA1 ribosomal protein S6 kinase, 90kDa, polypeptide 1 1.711861 0.02549594
MYH6 myosin, heavy chain 6, cardiac muscle, alpha 1.711724 0.01693347
CETP #N/A 1.710863 0.01956263
ATP8B1 ATPase, aminophospholipid transporter, class I, 1.710738 0.02400154 type 8B, member 1
COQ7 coenzyme Q7 homolog, ubiquinone (yeast) 1.710519 0.02874881
ZNF202 #N/A 1.71042 0.01387536
MAP4K3 mitogen-activated protein kinase kinase kinase 1.710348 0.0179431 1 kinase 3
TPRG1L tumor protein p63 regulated 1 -like 1.709752 0.02459877
FBXL2 F-box and leucine-rich repeat protein 2 1.70972 0.04192718
SI sucrase-isomaltase (alpha-glucosidase) 1.709514 0.04940818
GRIN1 #N/A 1.709203 0.04015842
MY019 #N/A 1.709143 0.022694
SPOCD1 SPOC domain containing 1 1.709134 0.04237795
LPIN2 lipin 2 1.708429 0.00705372
MED 8 mediator complex subunit 8 1.708003 0.00678397
AP2A2 adaptor-related protein complex 2, alpha 2 subunit 1.707895 0.01275162
ADAMTS ADAMTS -like 4 1.70756 0.00646457
L4
HCFC1 host cell factor CI (VP16-accessory protein) 1.707475 0.0240554 GALNT7 UDP-N-acetyl-alpha-D-galactosamine:polypeptide 1.707402 0.01737331
N-acetylgalactosaminyltransferase 7 (GalNAc-T7)
FNIP1 Folliculin interacting protein 1 1.707247 0.04196063
YTHDC2 YTH domain containing 2 1.707026 0.03883546
GRHL2 grainyhead-like 2 (Drosophila) 1.706873 0.02848341
GGCX gamma-glutamyl carboxylase 1.706652 0.04784631
SLC05A1 #N/A 1.706296 0.0130894
HIST1H3 #N/A 1.706099 0.02187137
H
POMT1 protein-O-mannosyltransferase 1 1.705442 0.03660587
SYT12 synaptotagmin XII 1.705407 0.04558376
FLJ41423 hypothetical LOC399886 1.705362 0.02232278
PD1A5 protein disulfide isomerase family A, member 5 1.705199 0.02030493
KIF1C kinesin family member 1 C 1.704965 0.02851004
UGDH UDP-glucose 6-dehydrogenase 1.704915 0.02264137
RNPEP arginyl aminopeptidase (aminopeptidase B) 1.704725 0.0130882
YEATS2 YEATS domain containing 2 1.704584 0.03356943
SLC43A1 solute carrier family 43, member 1 1.704326 0.01980745
ZNF491 #N/A 1.704156 0.04566768
SUPT3H suppressor of Ty 3 homolog (S. cerevisiae) 1.703882 0.04472675
DB l/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
CNKSR2 connector enhancer of kinase suppressor of Ras 2 1.703803 0.00125035
TMED8 #N/A 1.703346 0.04469418
ACPI acid phosphatase 1, soluble 1.702812 0.01354428
PNPLA7 patatin-like phospholipase domain containing 7 1.702054 0.01823767
SPATA5 Spermatogenesis associated 5 1.701947 0.02535752
PPM1J protein phosphatase, Mg2+/Mn2+ dependent, 1 J 1.70186 0.00359878
TNFRSF1 #N/A 1.701542 0.01456482 7
ITPR2 inositol 1,4,5-triphosphate receptor, type 2 1.701366 0.04825517
FXYD5 FXYD domain containing ion transport regulator 5 1.701181 0.0201854
C6orf48 chromosome 6 open reading frame 48 1.70108 0.00120355
PSD4 pleckstrin and Sec7 domain containing 4 1.700869 0.04786245
RGS22 regulator ofG-protein signaling 22 1.700765 0.04004377
TRPC1 transient receptor potential cation channel, 1.700626 0.01678772 subfamily C, member 1
UBE2Q2 ubiquitin-conjugating enzyme E2Q family 1.700414 0.04847906 member 2
SGIP1 SH3-domain GRB2-like (endophilin) interacting 1.69988 0.02289891 protein 1
KBTBD11 kelch repeat and BTB (POZ) domain containing 1.699722 0.03785156
11
USP37 ubiquitin specific peptidase 37 1.699715 0.02291508
TMEM79 transmembrane protein 79 1.699667 0.01475681
MCC mutated in colorectal cancers 1.699002 0.01025102
LARGE like-glycosyltransferase 1.698708 0.03318614
ICA1 islet cell autoantigen 1 , 69kDa 1.698273 0.02068454
VPS4B vacuolar protein sorting 4 homolog B (S. 1.698022 0.02540869 cerevisiae)
LARS2 leucyl-tRNA synthetase 2, mitochondrial 1.697436 0.04425727
CELSR2 cadherin, EGF LAG seven-pass G-type receptor 2 1.69742 0.00621362
(flamingo homolog, Drosophila)
C4orf37 chromosome 4 open reading frame 37 1.697284 0.01673239
PLEKHG pleckstrin homology domain containing, family G 1.696324 0.02681379 7 (with RhoGef domain) member 7
BACH1 BTB and CNC homology 1, basic leucine zipper 1.696301 0.02582705 transcription factor 1
NINL ninein-like 1.696298 0.02549016
SMARCC SWI/SNF related, matrix associated, actin 1.695632 0.03476895 2 dependent regulator of chromatin, subfamily c,
member 2
NSUN2 NOP2/Sun domain family, member 2 1.695474 0.04200569
CREB3L4 cAMP responsive element binding protein 3-like 4 1.695449 0.0157779
UBFD1 ubiquitin family domain containing 1 1.695431 0.03678202
ZNF710 zinc finger protein 710 1.695233 0.03756483
PTGIS #N/A 1.694779 0.04036578
PTDSS1 phosphatidylserine synthase 1 1.694561 0.01229464
TMED4 transmembrane emp24 protein transport domain 1.694517 0.0165239 containing 4
DLG5 discs, large homolog 5 (Drosophila) 1.694485 0.03756438
RU DC2 #N/A 1.693796 0.04140832
DB l/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
A
LRIG1 leucine-rich repeats and immunoglobulin-like 1.692463 0.01701531 domains 1
RETSAT retinol saturase (all-trans-retinol 13,14-reductase) 1.692359 0.0411033
PCNT pericentrin 1.692233 0.01662058
ITGAE integrin, alpha E (antigen CD 103, human mucosal 1.692199 0.01863436 lymphocyte antigen 1 ; alpha polypeptide)
CYLD cylindromatosis (turban tumor syndrome) 1.691563 0.01414714
CCDC113 coiled-coil domain containing 1 13 1.69136 0.03077135
DSTYK dual serine/threonine and tyrosine protein kinase 1.691355 0.00539049
CSMD3 CUB and Sushi multiple domains 3 1.691102 0.02490313
BLVRA biliverdin reductase A 1.690993 0.01560663
DNASE1 deoxyribonuclease I 1.690872 0.04928682
DCTPP1 #N/A 1.690487 0.00930683
FANCD2 Fanconi anemia, complementation group D2 1.69041 0.04011305
MAN2B2 mannosidase, alpha, class 2B, member 2 1.690398 0.00707656
POLQ polymerase (DNA directed), theta 1.689642 0.03466341
CYP7B1 #N/A 1.689456 0.0346976
EDARAD EDAR-associated death domain 1.689192 0.00677352
D
CPOX coproporphyrinogen oxidase 1.689126 0.04043278
RIFl RAP1 interacting factor homolog (yeast) 1.688849 0.0479608
PRR20 #N/A 1.688646 0.00649377
FHDC1 FH2 domain containing 1 1.688589 0.00499825
GARNL4 GTPase activating Rap/RanGAP domain-like 4 1.688231 0.01702185
SLBP stem-loop binding protein 1.688073 0.00199265
EIF4A2 eukaryotic translation initiation factor 4A2 1.687964 0.03002884
C20orfl l2 chromosome 20 open reading frame 112 1.686882 0.01093454
TNP02 transportin 2 1.686825 0.01774808
WDR46 WD repeat domain 46 1.686755 0.00305649
BIN 2 bridging integrator 2 1.686613 0.04131404
ADAP2 ArfGAP with dual PH domains 2 1.686238 0.02583013
REG1P regenerating islet-derived 1 pseudogene 1.68621 0.02090773
ZNF302 zinc finger protein 302 1.686208 0.03888947
DOPEY2 dopey family member 2 1.686028 0.02777988
DNAJB12 DnaJ (Hsp40) homolog, subfamily B, member 12 1.685901 0.02182576
TMEM16 transmembrane protein 167B 1.684935 0.03744605
7B
B4GALT4 UDP-Gal:betaGlcNAc beta 1,4- 1.684828 0.04699694 galactosyltransferase, polypeptide 4
SEC31A SEC31 homolog A (S. cerevisiae) 1.684689 0.03088132
NR5A2 nuclear receptor subfamily 5, group A, member 2 1.684315 0.02466303
POLG2 polymerase (DNA directed), gamma 2, accessory 1.683536 0.00878715 subunit
TUSC5 tumor suppressor candidate 5 1.683376 0.03123336
IDH3A isocitrate dehydrogenase 3 (NAD+) alpha 1.683264 0.04905133
HNRNPL heterogeneous nuclear ribonucleoprotein L 1.683002 0.03736026
AN 3 ankyrin 3, node of Ranvier (ankyrin G) 1.682996 0.00341445
SLC12A4 solute carrier family 12 (potassium/chloride 1.682615 0.00691218 transporters), member 4
DB l/ 69437510.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
PVRL1 poliovirus receptor-related 1 (herpesvirus entry 1.682399 0.00467766 mediator C)
REPS1 RALBP1 associated Eps domain containing 1 1.682031 0.03344135
LAMA2 laminin, alpha 2 1.6818 0.04749907
BRF1 BRF1 homolog, subunit of RNA polymerase III 1.681429 0.0193653 transcription initiation factor IIIB (S. cerevisiae)
KCNC2 potassium voltage-gated channel, Shaw-related 1.681412 0.02312417 subfamily, member 2
PYGM phosphorylase, glycogen, muscle 1.681322 0.03291234
DHX38 DEAH (Asp-Glu-Ala-His) box polypeptide 38 1.681181 0.04157917
DDIT4L DNA-damage-inducible transcript 4-like 1.680862 0.02337816
BCMOl beta-carotene 15,15'-monooxygenase 1 1.680631 0.00020663
MPRIP myosin phosphatase Rho interacting protein 1.6798 0.01460054
ITGB3 integrin, beta 3 (platelet glycoprotein Ilia, antigen 1.679276 0.00090458
CD61)
GRSF1 G-rich RNA sequence binding factor 1 1.67919 0.0373075
LRP5 Low density lipoprotein receptor-related protein 5 1.678925 0.04639084
P4HA3 prolyl 4-hydroxylase, alpha polypeptide III 1.678915 0.0309688
PARP12 poly (ADP-ribose) polymerase family, member 12 1.678731 0.00841189
SLC6A3 solute carrier family 6 (neurotransmitter 1.678629 0.04572979 transporter, dopamine), member 3
MYOM3 myomesin family, member 3 1.678119 0.03670593
HIBADH 3 -hy droxyisobutyrate dehydro genase 1.67803 0.02993685
LAMB3 laminin, beta 3 1.677836 0.03071771
HMGXB4 HMG box domain containing 4 1.677641 0.02509293
C5orf42 chromosome 5 open reading frame 42 1.67753 0.03526079
KIR2DL4 killer cell immunoglobulin-like receptor, two 1.677121 0.01026487 domains, long cytoplasmic tail, 4
OBSCN obscurin, cytoskeletal calmodulin and titin- 1.676873 0.02544353 interacting RhoGEF
LTBP2 latent transforming growth factor beta binding 1.676579 0.03036016 protein 2
MKRN3 makorin ring finger protein 3 1.676295 0.01039506
MGC4580 #N/A 1.676225 0.03605379
0
PDZD2 PDZ domain containing 2 1.676118 0.02083215 DUS2L dihydrouridine synthase 2-like, SMM1 homolog 1.675614 0.03293131
(S. cerevisiae)
P2RX1 purinergic receptor P2X, ligand-gated ion channel, 1.675548 0.0278964
1
LBR #N/A 1.675495 0.04944818 BAZ1B bromodomain adj cent to zinc finger domain, IB 1.675443 0.006049 LRRC37A leucine rich repeat containing 37, member A2 1.67535 0.02758695 2
CDK9 #N/A 1.675113 0.04960095 GSTZ1 glutathione transferase zeta 1 1.674763 0.00927053 MAD 1 LI MAD1 mitotic arrest deficient-like 1 (yeast) 1.674637 0.02094092 CABIN 1 calcineurin binding protein 1 1.674503 0.00141662 TICAM2 toll-like receptor adaptor molecule 2 1.674473 0.02729191 GOLGA3 golgin A3 1.674292 0.04549478
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells Gene Gene Description Fold Ttest P
Symbol Change value
FLNB filamin B, beta 1.674149 0.00227185
PCDH15 Protocadherin 15 1.673851 0.0381 1484
PTPN13 protein tyrosine phosphatase, non-receptor type 13 1.673794 0.0149167
(APO-1/CD95 (Fas)-associated phosphatase)
SLC12A5 solute earner family 12 (potassium/chloride 1.673592 0.02038864 transporter), member 5
VPS39 vacuolar protein sorting 39 homolog (S. 1.673251 0.01561087 cerevisiae)
OR10G7 Olfactory receptor, family 10, subfamily G, 1.672903 0.00347311 member 7
SLC25A1 solute carrier family 25 (mitochondrial carrier, 1.672861 0.04304577 4 brain), member 14
MGAM maltase-glucoamylase (alpha-glucosidase) 1.672786 0.01935983
TTC17 tetratricopeptide repeat domain 17 1.672722 0.02732361
PTN pleiotrophin 1.672444 0.00274229
SURF2 #N/A 1.671991 0.04659518
IMMT inner membrane protein, mitochondrial 1.671288 0.00538103
MORF4L mortality factor 4 like 2 1.670879 0.00982228
2
ARHGAP Rho GTPase activating protein 30 1.670872 0.03033886 30
AADACL #N/A 1.670771 0.00609074 1
ZSWIM3 #N/A 1.67077 0.02358262
BAIAP2L BAI1 -associated protein 2-like 1 1.670402 0.02269513
1
AKAP12 A kinase (PRKA) anchor protein 12 1.670086 0.00481882
KHDRBS KH domain containing, RNA binding, signal 1.670006 0.01783706
2 transduction associated 2
SYNGR2 synaptogyrin 2 1.669943 0.00082102
C7orf70 chromosome 7 open reading frame 70 1.669605 0.0044761
TBCKL #N/A 1.669505 0.01902436
SGCE sarcoglycan, epsilon 1.669432 0.0239744
RAPH1 Ras association (RalGDS/AF-6) and pieckstrin 1.669251 0.01958833 homology domains 1
TRMT5 TRM5 tRNA methyltransferase 5 homolog (S. 1.668629 0.02094255 cerevisiae)
IKZF5 #N/A 1.668327 0.01 163852
SDR39U1 #N/A 1.668294 0.02074351
UBL7 ubiquitin-like 7 (bone marrow stromal cell- 1.668008 0.03185661 derived)
CD33 CD33 molecule 1.66771 1 0.01845913
DCDC2 doublecortin domain containing 2 1.667659 0.01155908
ZFAT zinc finger and AT hook domain containing 1.667636 0.03825848
TMC1 transmembrane channel-like 1 1.667431 0.01316726
FER fer (fps/fes related) tyrosine kinase 1.667235 0.01911994
TLR4 toll-like receptor 4 1.666932 0.02679148
CCDC22 coiled-coil domain containing 22 1.666931 0.02143564
PPP1R15 #N/A 1.666918 0.00530079
A
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P
Symbol Change value
MYB v-myb myeloblastosis viral oncogene homolog 1.666903 0.03996438
(avian)
HSD17B7 hydroxysteroid (17-beta) dehydrogenase 7 1.666809 0.02995118
SELL selectin L 1.666633 0.02162888
GPR151 #N/A 1.666506 0.00992773
MAP4K2 mitogen-activated protein kinase kinase kinase 1.666455 0.03099083 kinase 2
FGD3 FYVE, RhoGEF and PH domain containing 3 1.666356 0.01460297
PCDHB11 #N/A 1.666195 0.03077624
LYST lysosomal trafficking regulator 1.666014 0.03110142
OSBPL3 #N/A 1.666006 0.00703659
RHOT2 ras homolog gene family, member T2 1.66596 0.04459323
C12orf4 Chromosome 12 open reading frame 4 1.665847 0.04287477
SPEF1 sperm flagellar 1 1.665351 0.02507237
ETFA electron-transfer-flavoprotein, alpha polypeptide 1.665195 0.02149139
OLIG1 oligodendrocyte transcription factor 1 1.665143 0.00716005
NLRX1 NLR family member XI 1.665095 0.03340494
PDCD2 programmed cell death 2 1.664955 0.02292029
CHN2 chimerin (chimaerin) 2 1.66453 0.0487137
THADA thyroid adenoma associated 1.664419 0.03990602
GLT25D2 glycosyltransferase 25 domain containing 2 1.66425 0.03389155
SCAMP4 #N/A 1.664201 0.02354862
IDH1 isocitrate dehydrogenase 1 (NADP+), soluble 1.664042 0.02657377
MAOA monoamine oxidase A 1.663427 0.04092647
SYNE1 spectrin repeat containing, nuclear envelope 1 1.663154 0.046808
STAMBP STAM binding protein 1.663149 0.00820563
BRDT bromodomain, testis-specific 1.662949 0.04162642
STAG3L1 stromal antigen 3 -like 1 1.662675 0.02648026
ZNF45 zinc finger protein 45 1.662617 0.02932117
PTCH1 patched homolog 1 (Drosophila) 1.662359 0.01379689
EMB embigin homolog (mouse) 1.661962 0.03133711
ZDHHC4 zinc finger, DHHC-type containing 4 1.66193 0.04152488
AHCYL2 adenosylhomocysteinase-like 2 1.661859 0.02320016
DNAH9 dynein, axonemal, heavy chain 9 1.661616 0.044718
KIF15 kinesin family member 15 1.661378 0.04729327
PPP4R1 protein phosphatase 4, regulatory subunit 1 1.661341 0.02453422
C17orf85 chromosome 17 open reading frame 85 1.660959 0.03169091
SMG7 Smg-7 homolog, nonsense mediated mRNA decay 1.660735 0.03318053 factor (C. elegans)
SLC15A4 solute carrier family 15, member 4 1.660637 0.0335626
ROPN1L ropporin 1 -like 1.660604 0.04463225
POU2F3 POU class 2 homeobox 3 1.660559 0.00944756
IGF2R insulin-like growth factor 2 receptor 1.66019 0.03101422
BBS4 Bardet-Biedl syndrome 4 1.659758 0.02639537
OR13H1 #N/A 1.659414 0.00175343
PSMD2 proteasome (prosome, macropain) 26S subunit, 1.659115 0.01979753 non-ATPase, 2
TCEAL8 #N/A 1.65911 0.0160528
PBRM1 polybromo 1 1.659059 0.00602285
PLEK2 #N/A 1.65905 0.00937674
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregu ated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
ODZ1 odz, odd Oz/ten-m homolog 1 (Drosophila) 1.658837 0.03902684
ZYG11A zyg-11 homolog A (C. elegans) 1.658804 0.03693494
SLC7A7 solute carrier family 7 (cationic amino acid 1.658712 0.02160492 transporter, y+ system), member 7
ZXDC ZXD family zinc finger C 1.65836 0.03600102
FGD6 FYVE, RhoGEF and PH domain containing 6 1.657781 0.0134379
ClorfSO #N/A 1.65773 0.04545184
GPE G protein-coupled estrogen receptor 1 1.657069 0.04319093
USP31 ubiquitin specific peptidase 31 1.656917 0.04971698
SEL1L sel-1 suppressor of lin-12-like (C. elegans) 1.656769 0.00073657
LRRC32 #N/A 1.656648 0.01786459
LOC4011 WD repeat domain 5 pseudogene 1.656331 0.01809748
27
ZFR zinc finger RNA binding protein 1.656317 0.01174294
SFRS11 splicing factor, arginine/serine-rich 11 1.655749 0.03570373
DNMT3B #N/A 1.655462 0.0128301 1
LM07 LIM domain 7 1.655296 0.04488696
TMEM87 transmembrane protein 87A 1.654926 0.02492593
A
ATL1 atlastin GTPase 1 1.654834 0.04431799
ATP2C2 ATPase, Ca++ transporting, type 2C, member 2 1.654734 0.00487247
SETDB1 SET domain, bifurcated 1 1.654692 0.02047046
EML4 echinoderm microtubule associated protein like 4 1.654476 0.0281831 1
CAD carbamoyl-phosphate synthetase 2, aspartate 1.654177 0.02206911 transcarbamylase, and dihydroorotase
CADM3 cell adhesion molecule 3 1.65411 0.03872219
IL27RA interleukin 27 receptor, alpha 1.653973 0.01235155
BTBD8 #N/A 1.653912 0.04727336
KLC1 kinesin light chain 1 1.653855 0.02180894
EVI2B ecotropic viral integration site 2B 1.6538 0.0084494
PTCH2 patched homolog 2 (Drosophila) 1.653654 0.04484893
DCTN3 dynactin 3 (p22) 1.653642 0.04236378
ABL2 v-abl Abelson murine leukemia viral oncogene 1.653605 0.02086271 homolog 2 (arg, Abelson-related gene)
BMP7 #N/A 1.65329 0.04358522
TP53BP1 tumor protein p53 binding protein 1 1.653193 0.03890936
UBR2 ubiquitin protein ligase E3 component n-recognin 1.653146 0.04514582
SIK2 salt-inducible kinase 2 1.653097 0.03062801
RPS6KA5 ribosomal protein S6 kinase, 90kDa, polypeptide 5 1.652562 0.02190037
GCET2 germinal center expressed transcript 2 1.652415 0.01231915
GRIN3A #N/A 1.652095 0.00100969
PURG #N/A 1.651864 0.01098373
DPT dermatopontin 1.65179 0.00656735
OR6S1 #N/A 1.651297 0.03715299
FXYD6 FXYD domain containing ion transport regulator 6 1.651286 0.01650285
CCR4 #N/A 1.651135 0.00702746
GJA9 gap junction protein, alpha 9, 59kDa 1.6511 0.00476097
ADNP2 #N/A 1.650976 0.0250456
UBE2F #N/A 1.650727 0.0295403 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
ABCB8 ATP-binding cassette, sub-family B (MDR/TAP), 1.650682 0.03026619 member 8
CCT4 chaperonin containing TCP1, subunit 4 (delta) 1.650332 0.00525882
CCNB1 cyclin Bl 1.650164 0.00844464
RAB5B RAB5B, member RAS oncogene family 1.649778 0.01497692
POLH polymerase (DNA directed), eta 1.649547 0.02395011
TTYH3 tweety homolog 3 (Drosophila) 1.649217 0.03137991
RASGEF1 RasGEF domain family, member 1C 1.649112 0.00823154
C
SETD2 SET domain containing 2 1.648912 0.00785075
RNF216L ring finger protein 216-like 1.648794 0.04043329
FMNL1 formin-like 1 1.648619 0.03552219
CDRT1 CMT1A duplicated region transcript 1 1.6486 0.04368209
ZC3H12A zinc finger CCCH-type containing 12A 1.648404 0.02926977
SARDH #N/A 1.648399 0.03642761
WDR42A WD repeat domain 42A 1.64808 0.04915726
DLGAP1 discs, large (Drosophila) homolog-associated 1.648077 0.0199561 protein 1
SLC10A7 solute carrier family 10 (sodium/bile acid 1.647486 0.02876396 cotransporter family), member 7
HERC3 hect domain and RLD 3 1.647015 0.02552449
ESR2 estrogen receptor 2 (ER beta) 1.646951 0.0465466
TTF2 transcription termination factor, RNA polymerase 1.646301 0.02857324
II
SESN2 sestrin 2 1.646115 0.02586516 GCNT2 glucosaminyl (N-acetyl) transferase 2, 1-branching 1.645994 0.01314182 enzyme (I blood group)
GANC glucosidase, alpha; neutral C 1.645911 0.02361207 SHMT1 serine hydroxymethyltransferase 1 (soluble) 1.645215 0.02201527 TOR1AIP torsin A interacting protein 1 1.644946 0.03714375 1
C17orf68 chromosome 17 open reading frame 68 1.644674 0.0394161
ZNF280A #N/A 1.644647 0.02664814
Clorfl63 chromosome 1 open reading frame 163 1.644338 0.03337342
WBSCR2 #N/A 1.643667 0.03986954
2
PLCD1 phospholipase C, delta 1 1.643144 0.0318449
IARS2 isoleucyl-tRNA synthetase 2, mitochondrial 1.642147 0.03956772
NLRP14 NLR family, pyrin domain containing 14 1.642087 0.01706756
GNPAT glyceronephosphate O-acyltransferase 1.64205 0.04891731
ELM02 engulfment and cell motility 2 1.641987 0.0301485
KLHL24 kelch-like 24 (Drosophila) 1.641947 0.04076009
EFNA1 #N/A 1.641752 0.02231982
CSF2RB colony stimulating factor 2 receptor, beta, low- 1.64156 0.04305491 affinity (granulocyte-macrophage)
MPST #N/A 1.641559 0.03784384
LYPD1 LY6/PLAUR domain containing 1 1.641321 0.00389105
MFSD6 major facilitator superfamily domain containing 6 1.641239 0.01258127
ZMIZ2 zinc finger, MIZ-type containing 2 1.641094 0.01973167
C6orfl30 chromosome 6 open reading frame 130 1.641034 0.02116154
DB1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P
Symbol Change value
LRIG3 leucine-rich repeats and immunoglobulin-like 1.640951 0.01573077 domains 3
NDRG2 NDRG family member 2 1.640909 0.03953699
KRTAP9- #N/A 1.640856 0.01242767
ARMC9 armadillo repeat containing 9 1.640715 0.03382256
GK5 glycerol kinase 5 (putative) 1.640432 0.0302701
ABHD12 abhydrolase domain containing 12 1.640414 0.04682013
CD320 #N/A 1.640265 0.02338767
ESR1 estrogen receptor 1 1.639735 0.02625181
SCML2 sex comb on midleg-like 2 (Drosophila) 1.63955 0.02882134
JUP junction plakoglobin 1.639367 0.03601004
CCNE1 cyclin El 1.639327 0.02042491
SPTBN1 spectrin, beta, non-erythrocytic 1 1.63907 0.04864738
SMR3B submaxillary gland androgen regulated protein 3B 1.638949 0.04254077
MAP4 microtubule-associated protein 4 1.638744 0.02496588
ZNF655 zinc finger protein 655 1.638668 0.04149755
EML1 echinoderm microtubule associated protein like 1 1.638472 0.03243667
KLHL18 #N/A 1.638189 0.01732901
VWA5A von Willebrand factor A domain containing 5A 1.638175 0.02082048
FAM71C #N/A 1.638021 0.0465821
GKN1 gastrokine 1 1.637975 0.00765112
XP05 Exportin 5 1.637723 0.02103416
ZAN zonadhesin 1.637693 0.03842288
C2orf53 chromosome 2 open reading frame 53 1.637664 0.03147439
Cl lorf44 chromosome 11 open reading frame 44 1.637585 0.03718475
TDH L-threonine dehydrogenase 1.637032 0.03673551
SLC45A3 solute carrier family 45, member 3 1.63698 0.04169503
UGT1A8 #N/A 1.635808 0.0434691 1
ETNK2 ethanolamine kinase 2 1.635709 0.01409824
Clorfl l2 chromosome 1 open reading frame 112 1.635579 0.00992461
PGBD1 #N/A 1.635302 0.02192783
TAZ tafazzin 1.63491 0.01976788
SERPI A serpin peptidase inhibitor, clade A (alpha- 1 1.634757 0.01211292
J antiproteinase, antitrypsin), member 3
NOTUM #N/A 1.634692 0.03671723
C18orf8 chromosome 18 open reading frame 8 1.634415 0.00563552
CPSF4 cleavage and polyadenylation specific factor 4, 1.634271 0.0401902
30kDa
SBDSP Shwachman-Bodian-Diamond syndrome 1.634196 0.00277558 pseudogene
ATG7 ATG7 autophagy related 7 homolog (S. cerevisiae) 1.633882 0.03310848
CACNA1 calcium channel, voltage-dependent, R type, alpha 1.633405 0.03050823
E IE subunit
TMEM13 #N/A 1.633247 0.04015418 o
MTMR6 myotubularin related protein 6 1.633111 0.04210798
CCDC96 coiled-coil domain containing 96 1.632721 0.00132894
KLF8 Kruppel-like factor 8 1.632665 0.04518306
CREB3 cAMP responsive element binding protein 3 1.632661 0.0380793
Supplemental Table 2 Gene Transcripts Uprcgulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
IZUMOl izumo sperm-egg fusion 1 1.632556 0.0152677 CCDC151 coiled-coil domain containing 151 1.632357 0.02205364 EXTL3 #N/A 1.632321 0.04837552 ERBB4 v-erb-a erythroblastic leukemia viral oncogene 1.632268 0.01693918 homolog 4 (avian)
SETD4 SET domain containing 4 1.632159 0.04029087 MCM7 minichromosome maintenance complex 1.632054 0.02622018 component 7
GPX2 #N/A 1.631438 0.01078967
ZNHIT1 #N/A 1.630944 0.03475841
AMPD2 adenosine monophosphate deaminase 2 1.63062 0.04068794
PvNGTT R A guanylyltransferase and 5'-phosphatase 1.630394 0.03077662
ISY1 ISY1 splicing factor homolog (S. cerevisiae) 1.630243 0.00860759
RFX5 regulatory factor X, 5 (influences HLA class II 1.63004 0.02507788 expression)
DUSP14 #N/A 1.629513 0.03743221 PACSIN2 protein kinase C and casein kinase substrate in 1.629416 0.01854641 neurons 2
CDC2L5 Cell division cycle 2-like 5 (cholinesterase-related 1.629232 0.02372003 cell division controller)
AGBL4 ATP/GTP binding protein-like 4 1.62914 0.01689332
DCLRE1 DNA cross-link repair IB (PS02 homolog, S. 1.628759 0.04794598
B cerevisiae)
KLHL32 kelch-like 32 (Drosophila) 1.628517 0.04424856
BLK B lymphoid tyrosine kinase 1.628505 0.0313156
TRPM7 transient receptor potential cation channel, 1.628499 0.02783676 subfamily M, member 7
RNF170 ring finger protein 170 1.628178 0.03156258 MIER3 mesoderm induction early response 1, family 1.628174 0.01490144 member 3
MX1 myxovirus (influenza virus) resistance 1 , 1.628158 0.04340208 interferon-inducible protein p78 (mouse)
RABGAP RAB GTPase activating protein 1 -like 1.628143 0.04352724 1L
METTL2 methyltransferase like 2A 1.627822 0.01062648 A
CNOT10 CCR4-NOT transcription complex, subunit 10 1.627757 0.02486744 TCEB2 transcription elongation factor B (SHI), 1.627719 0.03178226 polypeptide 2 (18kDa, elongin B)
CUL1 cullin 1 1.627524 0.03912367
HSF2BP heat shock transcription factor 2 binding protein 1.627338 0.0129484
PDIK1L PDLIM1 interacting kinase 1 like 1.627183 0.03847401
DLG4 discs, large homolog 4 (Drosophila) 1.62656 0.03446465
AD adenosine kinase 1.626424 0.0464659
KIF3C kinesin family member 3C 1.626414 0.01997377
KRT86 #N/A 1.625703 0.02397988
ZNF543 zinc finger protein 543 1.625441 0.03427418
GBF1 golgi brefeldin A resistant guanine nucleotide 1.625387 0.02183229 exchange factor 1
ICAM5 intercellular adhesion molecule 5, telencephalin 1.625377 0.04795445
DB l/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
HOXB7 homeobox B7 1.625337 0.02032398
SLC39A1 solute carrier family 39 (zinc transporter), member 1.625181 0.02637379
3 13
PNKP polynucleotide kinase 3 '-phosphatase 1.624848 0.00781074 SILV silver homolog (mouse) 1.62477 0.00568004 CDH3 cadherin 3, type 1, P-cadherin (placental) 1.624713 0.01152246 PIK3R2 phosphoinositide-3-kinase, regulatory subunit 2 1.6247 0.04549777
(beta)
I TS7 integrator complex subunit 7 1.624478 0.04201484
TRIM16 tripartite motif-containing 16 1.624409 0.0204917
RSPH1 #N/A 1.624223 0.00789075
NGLY1 N-glycanase l 1.624181 0.01133855
OR8U1 #N/A 1.623929 0.01915999
PLXNA1 plexin Al 1.623848 0.01642974
TRPT1 TRNA phosphotransferase 1 1.623538 0.01647146
CLSTN1 calsyntenin l 1.623255 0.03128379
ATP2C1 ATPase, Ca++ transporting, type 2C, member 1 1.623069 0.02035012
DHX16 DEAH (Asp-Glu-Ala-His) box polypeptide 16 1.622514 0.03058077
ADAM 10 ADAM metallopeptidase domain 10 1.622498 0.02080203
CDC2L6 Cell division cycle 2-like 6 (CDK8-like) 1.622378 0.01975908
FLAD1 FAD1 flavin adenine dinucleotide synthetase 1.622301 0.03145574 homolog (S. cerevisiae)
CDC25A cell division cycle 25 homolog A (S. pombe) 1.621755 0.03357124 KIAA043 IAA0430 1.621552 0.01950306 0
IFRD2 interferon-related developmental regulator 2 1.621513 0.02552217 GLP1R glucagon-like peptide 1 receptor 1.621275 0.04657262 ACSS2 acyl-CoA synthetase short-chain family member 2 1.621256 0.03220868 AKR1C3 aldo-keto reductase family 1, member C3 (3-alpha 1.621068 0.03304111 hydroxysteroid dehydrogenase, type II)
FOXP1 forkhead bo Pl 1.621009 0.01077085
TRIML1 tripartite motif family-like 1 1.62081 0.04904316
AP3B2 adaptor-related protein complex 3, beta 2 subunit 1.620796 0.01152866
ACSL4 acyl-CoA synthetase long-chain family member 4 1.620361 0.01663773
UIMC1 ubiquitin interaction motif containing 1 1.619904 0.0123412
GSTK1 glutathione S-transferase kappa 1 1.619571 0.02169514
SLC30A5 solute carrier family 30 (zinc transporter), member 1.619372 0.00611784
5
GNRHR gonadotropin-releasing hormone receptor 1.619112 0.01836612 MAGI3 membrane associated guanylate kinase, WW and 1.619074 0.0347533
PDZ domain containing 3
KCNS3 #N/A 1.61907 0.0384468
GOLM1 golgi membrane protein 1 1.619055 0.02770539
PPIL2 peptidylprolyl isomerase (cyclophilin)-like 2 1.619019 0.03839263
BBS9 Bardet-Biedl syndrome 9 1.618971 0.02545215
C14orfl66 chromosome 14 open reading frame 166B 1.618766 0.01727413
B
FAM13A family with sequence similarity 13, member A 1.618222 0.04696473
ZNF337 zinc finger protein 337 1.618164 0.04917179
SCRN1 secernin l 1.618146 0.0234382
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P
Symbol Change value
RIOK1 RIO kinase 1 (yeast) 1.618073 0.02088876
ZDHHC2 Zinc finger, DHHC-type containing 20 1.617842 0.01970808 nj
KCNAB2 potassium voltage-gated channel, shaker-related 1.617684 0.03981078 subfamily, beta member 2
ATP7A ATPase, Cu++ transporting, alpha polypeptide 1.617624 0.00244911
ZNF350 zinc finger protein 350 1.617613 0.03540954
AK2 adenylate kinase 2 1.617525 0.02250204
ONECUT #N/A 1.617494 0.0193396
Δ 9
DOCK11 dedicator of cytokinesis 11 1.617408 0.01499409
THRSP thyroid hormone responsive (SPOT 14 homolog, 1.617243 0.01840825
L ai J
MATN2 matrilin 2 1.617111 0.03774538
NOL3 nucleolar protein 3 (apoptosis repressor with 1.616781 0.04753178
CARD domain)
CCDC64 coiled-coil domain containing 64 1.616608 0.01778892
TXNDC1 thioredoxin domain containing 12 (endoplasmic 1.616508 0.04404119
2 reticulum)
TAF11 TAF11 RNA polymerase II, TATA box binding 1.616355 0.04944223 protein (TBP)-associated factor, 28kDa
PRKAGl protein kinase, AMP-activated, gamma 1 non- 1.616205 0.01400252 catalytic subunit
TNFRSF1 tumor necrosis factor receptor superfamily, 1.6161 16 0.028242 oc member 10c, decoy without an intracellular
domain
SRD5A3 steroid 5 alpha-reductase 3 1.615868 0.02133345
COR02B coronin, actin binding protein, 2B 1.615597 0.02201055
ARMC2 armadillo repeat containing 2 1.615273 0.04917875
C15orf28 #N/A 1.615065 0.04881938
AD AMI 5 ADAM metallopeptidase domain 15 1.615013 0.04295632
GTF2IRD GTF2I repeat domain containing 2 1.614706 0.0087574
MATR3 matrin 3 1.614624 0.01811932
AMDHD1 amidohydrolase domain containing 1 1.613868 0.04706021
NAAA N-acylethanolamine acid amidase 1.613809 0.02682593
ANKRD2 ankyrin repeat domain 26 1.613804 0.02691717 f u.
PTCD3 Pentatricopeptide repeat domain 3 1.613309 0.04131451
ACOT4 acyl-CoA thioesterase 4 1.612309 0.01303749
BAT3 HLA-B associated transcript 3 1.612256 0.02485149
SLC1A2 #N/A 1.612239 0.02701275
GSDMC gasdermin C 1.612099 0.03494167
IL2RA #N/A 1.612085 0.0011411
MEGF8 multiple EGF-like-domains 8 1.611731 0.04800507
LTK leukocyte receptor tyrosine kinase 1.61166 0.03101757
SUCLG2 succinate-CoA ligase, GDP-forming, beta subunit 1.61146 0.01434601
WDR3 WD repeat domain 3 1.611359 0.04273902
TNFSF12 tumor necrosis factor (ligand) superfamily, 1.610842 0.03875184 member 12
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
ASH2L ash2 (absent, small, or homeotic)-like (Drosophila) 1.610829 0.02280295
CUZD1 CUB and zona pellucida-like domains 1 1.61066 0.036731 16
CDK7 cyclin-dependent kinase 7 1.61064 0.04970104
BSPRY #N/A 1.610422 0.03152908
SLC5A12 solute carrier family 5 (sodium/glucose 1.610288 0.02608645 cotransporter), member 12
DHX58 DEXH (Asp-Glu-X-His) box polypeptide 58 1.610267 0.00745079
CPB2 carboxypeptidase B2 (plasma) 1.610111 0.00791195
CLU clusterin 1.609789 0.01774065
C21orf81 Chromosome 21 open reading frame 81 1.609735 0.02571931
ADRBK1 adrenergic, beta, receptor kinase 1 1.60958 0.04747509
ASCC3 activating signal cointegrator 1 complex subunit 3 1.609556 0.03484109
HPSE heparanase 1.609469 0.02739996
CHD9 chromodomain helicase DNA binding protein 9 1.609356 0.04390294
CYP4B1 cytochrome P450, family 4, subfamily B, 1.60928 0.03068933 polypeptide 1
FBX04 F-box protein 4 1.609254 0.0305442
TRIM72 #N/A 1.609243 0.02288382
TMEM31 #N/A 1.60898 0.00892839
MEGF10 multiple EGF-like-domains 10 1.60862 0.03073571
ZNF567 zinc finger protein 567 1.608258 0.00974876
DDR1 discoidin domain receptor tyrosine kinase 1 1.608256 0.03840132
ZNHIT3 zinc finger, HIT type 3 1.608113 0.03646061
UQCC ubiquinol-cytochrome c reductase complex 1.608051 0.04468544 chaperone
ZMYM6 zinc finger, MYM-type 6 1.607937 0.03222668
LGALS8 lectin, galactoside-binding, soluble, 8 1.607202 0.03947108
C1QTNF5 Clq and tumor necrosis factor related protein 5 1.607031 0.01353479
DMKN dermokine 1.607017 0.01687905
ITGBL1 integrin, beta-like 1 (with EGF-like repeat 1.606994 0.0452156 domains)
C3orf67 #N/A 1.60672 0.03567027 CYP24A1 cytochrome P450, family 24, subfamily A, 1.606438 0.02869597 polypeptide 1
UHRF1BP UHRF1 binding protein 1 1.606348 0.03018077 1
ZFP30 #N/A 1.606079 0.04811928
AMY1A amylase, alpha 1A (salivary) 1.606035 0.04665085
BRD9 bromodomain containing 9 1.605968 0.02485162
SBN02 strawberry notch homolog 2 (Drosophila) 1.60563 0.02050891
LAMA3 laminin, alpha 3 1.60535 0.04047009
JUN jun oncogene 1.60477 0.01920584
DEN D2 DENN/MADD domain containing 2D 1.604585 0.0490579 D
HP1BP3 heterochromatin protein 1 , binding protein 3 1.604565 0.02598613 ITGAM integrin, alpha M (complement component 3 1.604305 0.03035087 receptor 3 subunit)
AMMEC AMME chromosomal region gene 1 -like 1.604173 0.01373426
R1L
Clorf93 chromosome 1 open reading frame 93 1.604147 0.04881347 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells Gene Gene Description Fold Ttest P
Symbol Change value
PMS2CL #N/A 1.60402 0.01335582 MY018B myosin XVIIIB 1.603928 0.04918494 OR4A16 olfactory receptor, family 4, subfamily A, member 1.60381 0.02967072
16
PDLIM2 PDZ and LIM domain 2 (mystique) 1.603215 0.02290454
SMYD1 #N/A 1.602613 0.03160765
VTA1 Vps20-associated 1 homolog (S. cerevisiae) 1.602593 0.04573813
ACSF2 acyl-CoA synthetase family member 2 1.602582 0.04822356
CEACAM carcinoembryonic antigen-related cell adhesion 1.602541 0.02459421
3 molecule 3
MTM1 #N/A 1.602123 0.03943243 AAAS achalasia, adrenocortical insufficiency, alacrimia 1.601908 0.0452572
(Allgrove, triple- A)
GFPT2 glutamine-fructose-6-phosphate transaminase 2 1.601761 0.00786173
NLGN2 neuroligin 2 1.601549 0.02665695
RBP3 retinol binding protein 3, interstitial 1.601508 0.04403107
ATF6 activating transcription factor 6 1.601489 0.03023811
MAN1B1 mannosidase, alpha, class IB, member 1 1.60138 0.02061913
CDH5 cadherin 5, type 2 (vascular endothelium) 1.601346 0.04208751
SLC1A4 solute carrier family 1 (glutamate/neutral amino 1.601111 0.01714116 acid transporter), member 4
TK2 thymidine kinase 2, mitochondrial 1.60101 0.04195181 CITED2 Cbp/p300-interacting transactivator, with 1.600362 0.04147867
Glu/Asp-rich carboxy-terminal domain, 2
FAF2 Fas associated factor family member 2 1.600215 0.00209179 ERP44 endoplasmic reticulum protein 44 1.600078 0.02573524 PLSCR3 #N/A 1.599948 0.00947326 CHTF18 CTF18, chromosome transmission fidelity factor 1.599627 0.04534168
18 homolog (S. cerevisiae)
MRC2 mannose receptor, C type 2 1.59955 0.01292167
C16orf82 chromosome 16 open reading frame 82 1.59918 0.02872845
KLB klotho beta 1.599102 0.01424179
DDR2 discoidin domain receptor tyrosine kinase 2 1.598951 0.03041582
AFAP1 actin filament associated protein 1 1.598905 0.04563362
AK3L1 adenylate kinase 3 -like 1 1.598791 0.01572813
C8orf33 chromosome 8 open reading frame 33 1.598778 0.03554831
TMEM20 transmembrane protein 206 1.598312 0.00827525
6
TSGA13 Testis specific, 13 1.597388 0.03964771
LRRK1 leucine-rich repeat kinase 1 1.596944 0.01369564
CASP1 caspase 1, apoptosis-related cysteine peptidase 1.596901 0.04141203
(interleukin 1 , beta, convertase)
PPAN- PPAN-P2RY11 readthrough 1.596832 0.02509514
P2RY11
APEH N-acylaminoacyl-peptide hydrolase 1.596762 0.03121484
FBX018 F-box protein, helicase, 18 1.59676 0.02376201
SLITRK3 SLIT and NTRK-like family, member 3 1.596757 0.031 19089
LOC1510 #N/A 1.596188 0.03293784
09
CDC14A CDC14 cell division cycle 14 homolog A (S. 1.595892 0.00154532
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
cerevisiae)
RP 1 L 1 retinitis pigmentosa 1 -like 1 1.59584 0.04913338 DACH2 dachshund homolog 2 (Drosophila) 1.595531 0.01838976 TMEM16 #N/A 1.595419 0.00108249
PGGT1B #N/A 1.59504 0.03890081
MTMR 10 myotubularin related protein 10 1.594912 0.01191
PvDHl 1 retinol dehydrogenase 11 (all-trans/9-cis/l 1-cis) 1.594865 0.03426753
SLC12A6 solute carrier family 12 (potassium/chloride 1.594721 0.01361639 transporters), member 6
PR AAl protein kinase, AMP-activated, alpha 1 catalytic 1.594463 0.04465486 subunit
TRRAP transformation/transcription domain-associated 1.593929 0.041873 protein
ANK2 ankyrin 2, neuronal 1.593848 0.04658378 TSC1 tuberous sclerosis 1 1.593378 0.0306092
C2CD2 C2 calcium-dependent domain containing 2 1.593314 0.04277642 URM1 #N/A 1.593008 0.0381188 FBXOl l F-box protein 11 1.592841 0.0041492
SH3BP5 SH3-domain binding protein 5 (BTK-associated) 1.592836 0.02379332
B9D1 B 9 protein domain 1 1.592734 0.00875643
AFF4 AF4/FMR2 family, member 4 1.592172 0.03735867
GRK7 G protein-coupled receptor kinase 7 1.592054 0.02158491
C9orfl40 chromosome 9 open reading frame 140 1.59201 0.03023132
NF2 neurofibromin 2 (merlin) 1.591993 0.03518012
ATP13 A3 ATPase type 13 A3 1.591824 0.04776691
PIK3R4 phosphoinositide-3-kinase, regulatory subunit 4 1.591757 0.04118887
UNQ6167 #N/A 1.591575 0.01460981
SMG6 Smg-6 homolog, nonsense mediated mRNA decay 1.591296 0.02366313 factor (C. elegans)
TEP1 telomerase-associated protein 1 1.591249 0.007113
ADAMTS ADAMTS-like 1 1.591238 0.0346295 LI
JTB jumping translocation breakpoint 1.59121 0.00645786
HEXB hexosaminidase B (beta polypeptide) 1.591 169 0.03643068 CDC42BP CDC42 binding protein kinase gamma (DMPK- 1.591157 0.03515532 G like)
UBR3 ubiquitin protein ligase E3 component n-recognin 1.591072 0.03510366
3 (putative)
TTC13 tetratricopeptide repeat domain 13 1.591059 0.01200634
CEP76 centrosomal protein 76kDa 1.59072 0.03796653
CTNND2 catenin (cadherin-associated protein), delta 2 1.590564 0.04139833
(neural plakophilin-related arm-repeat protein)
COG2 component of oligomeric golgi complex 2 1.590559 0.03938693 ZNF250 #N/A 1.590509 0.03867041 TWSG1 Twisted gastrulation homolog 1 (Drosophila) 1.590384 0.03366619 BBS 12 Bardet-Biedl syndrome 12 1.590323 0.04737214
ABCC8 ATP-binding cassette, sub-family C (CFTR/MRP), 1.589974 0.02165076 member 8
WNK1 WNK lysine deficient protein kinase 1 1.589806 0.03200462
DB l/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
C6orfl 14 #N/A 1.58954 0.01063591
LYSMD2 LysM, putative peptidoglycan-binding, domain 1.589339 0.02093268 containing 2
BRSK1 BR serine/threonine kinase 1 1.589014 0.03200387
PCDHGA protocadherin gamma subfamily A, 9 1.58873 0.02384119 q
EAF1 ELL associated factor 1 1.588657 0.02722721
TYW1B tRNA-yW synthesizing protein 1 homolog B (S. 1.588492 0.0202829 cerevisiae)
LPCAT2 lysophosphatidylcholine acyltransferase 2 1.588151 0.02446608
SPAG5 sperm associated antigen 5 1.588074 0.0223564
HNF1B HNF1 homeobox B 1.587917 0.0471151
RAB22A RAB22A, member RAS oncogene family 1.587841 0.00540586
CRX cone-rod homeobox 1.587767 0.02490908
TADA2L Transcriptional adaptor 2 (ADA2 homolog, yeast)- 1.587709 0.01967787
UJvC
SMC IB structural maintenance of chromosomes IB 1.587648 0.0335672
VPS8 vacuolar protein sorting 8 homolog (S. cerevisiae) 1.587643 0.02836086
HELLS helicase, lymphoid-specific 1.587547 0.04955739
QRICH2 glutamine rich 2 1.587423 0.04650146
EXTL1 exostoses (multiple)-like 1 1.587242 0.0062661 1
KCNK1 potassium channel, subfamily K, member 1 1.587052 0.03835799
CYP27B1 cytochrome P450, family 27, subfamily B, 1.586904 0.00724345 polypeptide 1
RAB2B #N/A 1.586842 0.02741108
ATP6V1C ATPase, H+ transporting, lysosomal 42kDa, V 1 1.586738 0.01862375
2 subunit C2
PHLDB3 #N/A 1.586628 0.04403771
PTPRF protein tyrosine phosphatase, receptor type, F 1.586443 0.00015476
ARMCX5 armadillo repeat containing, X-linked 5 1.586281 0.02579047
KLHL13 kelch-like 13 (Drosophila) 1.585801 0.03290522
LM02 #N/A 1.585683 0.01178633
MMP19 matrix metallopeptidase 19 1.585515 0.04827345
CCNYL1 cyclin Y-like 1 1.585471 0.02078159
IKBKE inhibitor of kappa light polypeptide gene enhancer 1.585318 0.02560331 in B-cells, kinase epsilon
FUR Fl 1 receptor 1.585065 0.04318684
GUCY2C guanylate cyclase 2C (heat stable enterotoxin 1.584901 0.0258845 receptor)
SAP130 Sin3A-associated protein, 130kDa 1.584898 0.02084365
C1QTNF4 #N/A 1.584857 0.00443819
CSMD2 CUB and Sushi multiple domains 2 1.584718 0.04266615
SDK2 sidekick homolog 2 (chicken) 1.584691 0.00472839
AD AM 17 ADAM metallopeptidase domain 17 1.584644 0.02422915
ATR ataxia telangiectasia and Rad3 related 1.584356 0.02047599
IFT88 intraflagellar transport 88 homolog 1.584235 0.03689187
(Chlamydomonas)
DNMT3L DNA (cytosine-5-)-methyltransferase 3-like 1.584131 0.02732209
TRIM2 tripartite motif-containing 2 1.583354 0.02097093
NAT 15 N-acetyltransf erase 15 (GCN5 -related, putative) 1.583249 0.01793565
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells Gene Gene Description Fold Ttest P
Symbol Change value
PPBP pro-platelet basic protein (chemokine (C-X-C 1.583184 0.04417932 motif) ligand 7)
SORCS1 sortilin-related VPS 10 domain containing receptor 1.583089 0.00145216
1
PTPRK protein tyrosine phosphatase, receptor type, K 1.582954 0.03883168 ERCC6 excision repair cross-complementing rodent repair 1.582855 0.03693582 deficiency, complementation group 6
C19orf45 chromosome 19 open reading frame 45 1.582827 0.01372364 NARG1L NMDA receptor regulated 1 -like 1.582732 0.01 1411 16 PPAP2A phosphatidic acid phosphatase type 2A 1.582666 0.00144035 DYSF dysferlin, limb girdle muscular dystrophy 2B 1.582554 0.02005849
(autosomal recessive)
ADAM23 ADAM metallopeptidase domain 23 1.582461 0.03598515 CDH8 cadherin 8, type 2 1.582411 0.01416816 COG3 component of oligomeric golgi complex 3 1.58219 0.03076747 PDE4D phosphodiesterase 4D, cAMP-specific 1.582152 0.03999691
(phosphodiesterase E3 dunce homolog,
Drosophila)
POT1 protection of telomeres 1 homolog (S. pombe) 1.582129 0.00425704
ATP1A1 ATPase, Na+/K+ transporting, alpha 1 polypeptide 1.582011 0.01059971
GRIK4 #N/A 1.581954 0.03740164
ZNF397 zinc finger protein 397 1.581557 0.0359701
CCDC50 coiled-coil domain containing 50 1.581327 0.02701904
FLJ13197 hypothetical FLJ13197 1.580835 0.02393229
EMD #N/A 1.580701 0.0428735
RASA3 RAS p21 protein activator 3 1.580655 0.03063955
FAM40B family with sequence similarity 40, member B 1.580347 0.014431 12
MME membrane metallo-endopeptidase 1.580337 0.00628201
AARSD1 alanyl-tRNA synthetase domain containing 1 1.580146 0.0094374
RDH12 retinol dehydrogenase 12 (all-trans/9-cis/l 1-cis) 1.579889 0.03674629
HTATIP2 HIV-1 Tat interactive protein 2, 30kDa 1.579603 0.03605033
SDCBP syndecan binding protein (syntenin) 1.579519 0.0221665
C10orfl40 chromosome 10 open reading frame 140 1.579379 0.02057772
CAPN11 calpain 11 1.579255 6.95E-05
KANK1 KN motif and ankyrin repeat domains 1 1.578484 0.0289754
ASPH aspartate beta-hydroxylase 1.57833 0.03437934
TSR1 TSR1, 20S rRNA accumulation, homolog (S. 1.578152 0.01061894 cerevisiae)
TRABD TraB domain containing 1.578042 0.00509686
EPHB4 EPH receptor B4 1.577896 0.04990407
ATP6V1A ATPase, H+ transporting, lysosomal 70kDa, VI 1.57784 0.02526282 subunit A
CELSR1 cadherin, EGF LAG seven-pass G-type receptor 1 1.577518 0.04498579
(flamingo homolog, Drosophila)
MFSD9 major facilitator superfamily domain containing 9 1.577044 0.00544493
ZDHHC2 zinc finger, DHHC-type containing 2 1.576589 0.00927643
DSC3 desmocollin 3 1.576479 0.02893414
CROCCL ciliary rootlet coiled-coil, rootletin-like 1 1.576179 0.02536792
1
TNFRSF6 #N/A 1.575991 0.03266746 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells Gene Gene Description Fold Ttest P
Symbol Change value
B
ATP2B2 ATPase, Ca++ transporting, plasma membrane 2 1.575985 0.03812112
APOB apolipoprotein B (including Ag(x) antigen) 1.575935 0.01844524
ID2 inhibitor of DNA binding 2, dominant negative 1.575791 0.03728961 helix-loop-helix protein
TMEM44 #N/A 1.575589 0.04537621
CACNA2 calcium channel, voltage-dependent, alpha 2/delta 1.575574 0.04508288
D2 subunit 2
LSAMP #N/A 1.575408 0.01726092
AFG3L1 AFG3 ATPase family gene 3-like 1 (S. cerevisiae) 1.575401 0.02287511
C17orf63 chromosome 17 open reading frame 63 1.575341 0.04826082
BACE2 beta-site APP-cleaving enzyme 2 1.575246 0.02393872
FAM160A family with sequence similarity 160, member A2 1.575216 0.04868855
ER 1 endoplasmic reticulum to nucleus signaling 1 1.575111 0.01643217
GNPTG N-acetylglucosamine- 1 -phosphate transferase, 1.575093 0.03895541 gamma subunit
GAGE1 G antigen 1 1.574721 0.01644645
SCAMPI secretory carrier membrane protein 1 1.57467 0.02157253
MAP3K10 mitogen-activated protein kinase kinase kinase 10 1.5746 0.01164556
GBE1 glucan (1,4-alpha-), branching enzyme 1 1.57458 0.04179094
CP ceruloplasmin (ferroxidase) 1.574574 0.03721093
E2F5 E2F transcription factor 5, pl30-binding 1.574504 0.04111575
POU5F1 POU class 5 homeobox 1 1.574427 0.03206344
GDF7 Growth differentiation factor 7 1.574369 0.01239241
USP12 ubiquitin specific peptidase 12 1.574275 0.0169693
SLC13A4 solute carrier family 13 (sodium/sulfate 1.573872 0.02546365 symporters), member 4
SNHG7 #N/A 1.573774 0.0131859
BAGE B melanoma antigen 1.573499 0.00573789
IQWD1 IQ motif and WD repeats 1 1.573388 0.00690926
POLE2 polymerase (DNA directed), epsilon 2 (p59 1.573351 0.0499254 subunit)
CDKL1 cyclin-dependent kinase-like 1 (CDC2 -related 1.573026 0.03198318 kinase)
SNAPC3 small nuclear R A activating complex, 1.572895 0.04873285 polypeptide 3, 50kDa
ALMS1 Alstrom syndrome 1 1.57257 0.03754191
USP20 ubiquitin specific peptidase 20 1.572495 0.00964908
OLA1 Obg-like ATPase 1 1.57241 0.02014899
SLC35B4 solute carrier family 35, member B4 1.572356 0.03579128
TRAF5 TNF receptor-associated factor 5 1.572202 0.0118116
SIM2 single-minded homolog 2 (Drosophila) 1.57188 0.0363994
KLK7 kallikrein-related peptidase 7 1.571556 0.00602879
FAM107B family with sequence similarity 107, member B 1.571462 0.0499209
MYL10 #N/A 1.571408 0.019907
UMODL1 uromodulin-like 1 1.571159 0.03245662
CTN A1 catenin (cadherin-associated protein), alpha 1 , 1.57067 0.03967257
102kDa
ZNF540 #N/A 1.5705 0.04629319 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells Gene Gene Description Fold Ttest P
Symbol Change value
VPS35 Vacuolar protein sorting 35 homolog (S. 1.570291 0.04981512 cerevisiae)
SLC37A1 solute carrier family 37 (glycerol-3-phosphate 1.570203 0.0479174 transporter), member 1
LOCI 001 similar to zinc finger protein 799 1.570005 0.03452717 34396
SLC7A11 solute carrier family 7, (cationic amino acid 1.569962 0.03388442 transporter, y+ system) member 11
EZH2 enhancer of zeste homolog 2 (Drosophila) 1.569822 0.03248874
TMEM22 #N/A 1.569714 0.04624286
2
PRPH peripherin 1.569551 0.03010769
DUSP13 dual specificity phosphatase 13 1.569365 0.00698188
IER5 Immediate early response 5 1.569239 0.03059287
JMJD8 jumonji domain containing 8 1.569201 0.00186703
EZH1 enhancer of zeste homolog 1 (Drosophila) 1.569122 0.03681327
ADCK2 aarF domain containing kinase 2 1.568919 0.00764036
MAN2B1 mannosidase, alpha, class 2B, member 1 1.568772 0.00431642
ITIH1 inter-alpha (globulin) inhibitor HI 1.568705 0.04038838
PRKAG3 protein kinase, AMP-activated, gamma 3 non- 1.568554 0.01129936 catalytic subunit
C6orf64 chromosome 6 open reading frame 64 1.568482 0.0473454 KRBA1 KRAB-A domain containing 1 1.568336 0.0353163 PREX2 phosphatidylinositol-3,4,5-trisphosphate- 1.568106 0.03016754 dependent Rac exchange factor 2
PARP14 poly (ADP-ribose) polymerase family, member 14 1.567929 0.04751239
GATSL3 GATS protein-like 3 1.567334 0.01 14682
UBE2CBP ubiquitin-conjugating enzyme E2C binding protein 1.5672 0.04470765
FAM124B #N/A 1.567171 0.01266934
NAT11 N-acetyltransferase 11 1.567117 0.0194771
NCOA6 nuclear receptor coactivator 6 1.567033 0.01622988
VPS26B vacuolar protein sorting 26 homolog B (S. pombe) 1.566785 0.04307642
VDAC3 voltage-dependent anion channel 3 1.566756 0.04059678
GPAM Glycerol-3 -phosphate acyltransf erase, 1.566595 0.01625274 mitochondrial
PARP4 poly (ADP-ribose) polymerase family, member 4 1.566571 0.04244339
TMC03 transmembrane and coiled-coil domains 3 1.566566 0.03901138
PPP2R5D protein phosphatase 2, regulatory subunit B', delta 1.566442 0.0111716
UBE3C ubiquitin protein ligase E3C 1.566387 0.00552304
OR4D6 #N/A 1.566317 0.04814622
SMPDL3 sphingomyelin phosphodiesterase, acid-like 3A 1.566308 0.03912803
A
C18orf45 chromosome 18 open reading frame 45 1.566288 0.00811821 Z F438 zinc finger protein 438 1.566126 0.00965156 RHBDF1 #N/A 1.565929 0.02802746 CDH15 cadherin 15, type 1, M-cadherin (myotubule) 1.565886 0.04710114 PCDH1 1X protocadherin 1 1 X-linked 1.565808 0.03880194 RTTN rotatin 1.565788 0.04473924 PEX3 peroxisomal biogenesis factor 3 1.565712 0.01551155 IQCBl IQ motif containing Bl 1.565602 0.01077869
DB Π 1//66!943751 .1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
TRPM2 transient receptor potential cation channel, 1.565244 0.02674605 subfamily M, member 2
STAT2 signal transducer and activator of transcription 2, 1.565101 0.00586589
113kDa
FLJ44048 FLJ44048 protein 1.564904 0.03758947
AFF3 AF4/FMR2 family, member 3 1.564708 0.0283746
O 3A4 #N/A 1.564682 0.04117352
DVL3 dishevelled, dsh homolog 3 (Drosophila) 1.564642 0.02434656
DNAH11 dynein, axonemal, heavy chain 11 1.564592 0.0414389
NT5C 5', 3 '-nucleotidase, cytosolic 1.56457 0.0446903
SPEN spen homolog, transcriptional regulator 1.564499 0.0233066
(Drosophila)
TMPRSS1 transmembrane protease, serine 13 1.564484 0.0368793 3
C20orfl49 Chromosome 20 open reading frame 149 1.564392 0.00222356
DGKH Diacylglycerol kinase, eta 1.564346 0.0367789
FYCOl FYVE and coiled-coil domain containing 1 1.564045 0.02623964
IL23R interleukin 23 receptor 1.563714 0.00338447
APBA1 amyloid beta (A4) precursor protein-binding, 1.563618 0.02990328 family A, member 1
CACNA1 calcium channel, voltage-dependent, T type, alpha 1.563523 0.01013023 G 1G subunit
SLC9A3R #N/A 1.563271 0.04801348 1
UBE4B ubiquitination factor E4B (UFD2 homolog, yeast) 1.563098 0.04789056 ST13 suppression of tumorigenicity 13 (colon 1.563085 0.02759531 carcinoma) (Hsp70 interacting protein)
THOC3 THO complex 3 1.562977 0.01573792 VTI1A vesicle transport through interaction with t- 1.562647 0.02759378
SNAREs homolog 1A (yeast)
CDK6 cyclin-dependent kinase 6 1.56261 0.02902345
YPEL2 #N/A 1.562551 0.04389314
ATRIP ATR interacting protein 1.562549 0.03935309
FAM170A family with sequence similarity 170, member A 1.562187 0.01403262
AGGF1 angiogenic factor with G patch and FHA domains 1.561939 0.01752432
1
LRP8 Low density lipoprotein receptor-related protein 8, 1.561638 0.01283334 apolipoprotein e receptor
CLEC17A C-type lectin domain family 17, member A 1.561512 0.03881722
TEC Tec protein tyrosine kinase 1.561419 0.04835099
UBE2J1 ubiquitin-conjugating enzyme E2, Jl (UBC6 1.561325 0.03932752 homolog, yeast)
LTBR lymphotoxin beta receptor (TNFR superfamily, 1.56131 0.01734089 member 3)
DBR1 debranching enzyme homolog 1 (S. cerevisiae) 1.560804 0.04423254
ADAM 19 ADAM metallopeptidase domain 19 (meltrin beta) 1.56073 0.01586926
EFHD1 EF-hand domain family, member Dl 1.560486 0.04485476
SGOL2 shugoshin-like 2 (S. pombe) 1.560043 0.03657261
TPP2 tripeptidyl peptidase II 1.559247 0.02199587
UCP2 #N/A 1.558711 0.02231615
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
FCAMR #N/A 1.558696 0.02610126
SPATA21 spermatogenesis associated 21 1.55863 0.04292467
SP100 SP100 nuclear antigen 1.558535 0.04252481
BAIAP2 BAI1 -associated protein 2 1.55851 1 0.02805553
COPZ1 Coatomer protein complex, subunit zeta 1 1.55847 0.02752252
ARFGEF1 ADP-ribosylation factor guanine nucleotide- 1.558221 0.00719994 exchange factor l(brefeldin A-inhibited)
HNF1A F1NF1 homeobox A 1.558103 0.02276896 AAG1 kidney associated antigen 1 1.557843 0.01686161 HUNK hormonally up-regulated Neu-associated kinase 1.557667 0.02915042 HK2 hexokinase 2 1.557123 0.01528673
ECHDC2 enoyl CoA hydratase domain containing 2 1.55701 0.03188733
FGFRIOP FGFR1 oncogene partner 1.556994 0.04220555
SLC20A2 solute carrier family 20 (phosphate transporter), 1.556953 0.02206856 member 2
FLU flightless I homolog (Drosophila) 1.556875 0.03932867
TMEM17 #N/A 1.556793 0.04308751 4
CELSR3 cadherin, EGF LAG seven-pass G-type receptor 3 1.556787 0.03262012
(flamingo homolog, Drosophila)
PSME4 proteasome (prosome, macropain) activator 1.556614 0.00839984 subunit 4
WDR26 WD repeat domain 26 1.556435 0.04076079 FLU Friend leukemia virus integration 1 1.556366 0.04141388
SPAG11A sperm associated antigen 11 A 1.55631 0.04413696
DIAPH2 diaphanous homolog 2 (Drosophila) 1.556277 0.02283721
PHF7 #N/A 1.556238 0.02309381
GDF1 growth differentiation factor 1 1.556024 0.01715961
PNPLA6 patatin-like phospholipase domain containing 6 1.555804 0.03083244
ITGA5 integrin, alpha 5 (fibronectin receptor, alpha 1.555713 0.03160453 polypeptide)
ZAK sterile alpha motif and leucine zipper containing 1.555553 0.04046045 kinase AZK
ZPBP zona pellucida binding protein 1.555489 0.03469015
OR1L6 #N/A 1.555362 0.04907249
BIRC7 baculoviral IAP repeat-containing 7 1.555356 0.00560653
PALB2 partner and localizer of BRCA2 1.554951 0.03269141
GOLPH3 golgi phosphoprotein 3-like 1.554927 0.02287013
L
COL1 1A2 collagen, type XI, alpha 2 1.554906 0.01062953
BTBD9 #N/A 1.554815 0.00414556
IQGAP3 IQ motif containing GTPase activating protein 3 1.554802 0.03180541
ZNF516 zinc finger protein 516 1.554729 0.03327762
INTU inturned planar cell polarity effector homolog 1.554677 0.01093947
(Drosophila)
VAT1L vesicle amine transport protein 1 homolog (T. 1.554477 0.02672044 californica)-like
GAS 8 growth arrest-specific 8 1.55427 0.0138367
PTBP2 polypyrimidine tract binding protein 2 1.553715 0.02025571
MERTK c-mer proto-oncogene tyrosine kinase 1.553644 0.00740715
DB l/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
USP24 ubiquitin specific peptidase 24 1.553516 0.04241653 ZNF703 zinc finger protein 703 1.553516 0.0157481 TMEM12 transmembrane protein 120 A 1.553488 0.03978529 OA
KDM4A lysine (K)-specific demethylase 4A 1.55346 0.00643308
NMI N-myc (and STAT) interactor 1.553368 0.03407941
SLC5A1 solute carrier family 5 (sodium/glucose 1.553159 0.04013204 cotransporter), member 1
FLJ20184 #N/A 1.55307 0.03693891
CCDC55 coiled-coil domain containing 55 1.552793 0.04222151
CCDC45 coiled-coil domain containing 45 1.552779 0.04177711
JAG2 jagged 2 1.552759 0.01734602
GFM1 G elongation factor, mitochondrial 1 1.55256 0.00540147
FCHSD2 FCH and double SH3 domains 2 1.552543 0.03357263
ACY3 aspartoacylase (aminocyclase) 3 1.552438 0.0317794
PSRC1 proline/serine-rich coiled-coil 1 1.552427 0.01596017
SMYD2 SET and MYND domain containing 2 1.552349 0.04941773
FAM164C #N/A 1.552223 0.013121 1
STYXL1 #N/A 1.551782 0.04061065
OSBP2 oxysterol binding protein 2 1.551576 0.00327305
KIAA031 KIAA0317 1.55151 0.0065551
7
ASNS asparagine synthetase (glutamine-hydrolyzing) 1.551478 0.04490557
IER3IP1 immediate early response 3 interacting protein 1 1.551439 0.03462929
IGF1R insulin-like growth factor 1 receptor 1.551408 0.0245575
RBM19 RNA binding motif protein 19 1.551308 0.04234767
TLN2 talin 2 1.550999 0.03609548
SERPINA serpin peptidase inhibitor, clade A (alpha- 1 1.55087 0.0466949
10 antiproteinase, antitrypsin), member 10
ACSL6 acyl-CoA synthetase long-chain family member 6 1.550367 0.02772304
STK32A serine/threonine kinase 32 A 1.549828 0.0158544
ERBB2 v-erb-b2 erythroblastic leukemia viral oncogene 1.549809 0.03913273 homolog 2, neuro/glioblastoma derived oncogene
homolog (avian)
ACER2 alkaline ceramidase 2 1.5498 0.00666805
YIPF3 Yi l domain family, member 3 1.549456 0.04816962
COX17 COX 17 cytochrome c oxidase assembly homolog 1.548985 0.00063577
(S. cerevisiae)
PSMD12 proteasome (prosome, macropain) 26S subunit, 1.54839 0.03297181 non-ATPase, 12
SELENBP selenium binding protein 1 1.548317 0.01943454 1
PSMG1 proteasome (prosome, macropain) assembly 1.548169 0.04325353 chaperone 1
GLB1L3 galactosidase, beta 1-like 3 1.548144 0.04116442
DDX51 DEAD (Asp-Glu- Ala-Asp) box polypeptide 51 1.548135 0.04765583
PRKACG #N/A 1.548002 0.01972037
GSK3A glycogen synthase kinase 3 alpha 1.547597 0.01055153
ELOVL2 elongation of very long chain fatty acids 1.547361 0.02213573
(FENl/Elo2, SUR4/Elo3, yeast)-like 2
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
DYNC1I1 dynein, cytoplasmic 1, intermediate chain 1 1.547255 0.0015712
CD207 CD207 molecule, langerin 1.5472 0.03436793
PIK3C2B phosphoinositide-3-kinase, class 2, beta 1.5472 0.02408928 polypeptide
TTC39A tetratricopeptide repeat domain 39A 1.547186 0.0477246 KIFC2 kinesin family member C2 1.547163 0.00481211 KIAA119 KIAA1199 1.547159 0.02909628 9
LIX1L Lixl homolog (mouse)-like 1.547006 0.03097144 LILRA1 leukocyte immunoglobulin-like receptor, 1.546952 0.02348155 subfamily A (with TM domain), member 1
MLLT10 myeloid/lymphoid or mixed-lineage leukemia 1.546189 0.01475505
(trithorax homolog, Drosophila); translocated to,
10
AP1GBP1 API gamma subunit binding protein 1 1.545631 0.04628375
OFD1 Oral-facial-digital syndrome 1 1.54549 0.02426386
FAM98A family with sequence similarity 98, member A 1.545402 0.02057287
LXN latexin 1.545208 0.04708531
TRA@ T cell receptor alpha locus 1.545191 0.00657499
ZNF189 zinc finger protein 189 1.545129 0.04371332
PTPN18 protein tyrosine phosphatase, non-receptor type 18 1.5449 0.04522658
(brain-derived)
UGCGL1 UDP-glucose ceramide glucosyltransferase-like 1 1.544741 0.01624691 KCNA3 potassium voltage-gated channel, shaker-related 1.544534 0.02801233 subfamily, member 3
C7orf67 #N/A 1.544427 0.03800144
MYLIP myosin regulatory light chain interacting protein 1.544082 0.02225968
C20orfl52 #N/A 1.543931 0.01685434
C6orf81 chromosome 6 open reading frame 81 1.543531 0.00896843
SLC25A3 solute carrier family 25, member 37 1.543338 0.04649296
7
TTC27 tetratricopeptide repeat domain 27 1.543211 0.03112533 PDE6G phosphodiesterase 6G, cGMP-specific, rod, 1.543173 0.01344947 gamma
IFT140 intraflagellar transport 140 homolog 1.543108 0.00515536
(Chlamydomonas)
C3orf20 chromosome 3 open reading frame 20 1.543101 0.04849387
ZBTB47 zinc finger and BTB domain containing 47 1.542984 0.00160036
RENBP renin binding protein 1.542802 0.01242357
TRIM29 tripartite motif-containing 29 1.54276 0.01564357
SEMA3F sema domain, immunoglobulin domain (Ig), short 1.542713 0.00446777 basic domain, secreted, (semaphorin) 3F
TES testis derived transcript (3 LIM domains) 1.542686 0.0424636 HACE1 HECT domain and ankyrin repeat containing, E3 1.542661 0.02637332 ubiquitin protein ligase 1
SPAM1 sperm adhesion molecule 1 (PH-20 hyaluronidase, 1.542344 0.01501086 zona pellucida binding)
LAT2 linker for activation of T cells family, member 2 1.542234 0.02423761
PDIA6 protein disulfide isomerase family A, member 6 1.541958 0.00282884
HGD homogentisate 1,2-dioxygenase 1.541734 0.03666332
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
ZWI T ZW10 inter actor 1.541193 0.00639813
SLC47A1 solute carrier family 47, member 1 1.540958 0.0236242
USP2 ubiquitin specific peptidase 2 1.540856 0.04579272
ADCY5 adenylate cyclase 5 1.540403 0.04203521
CCDC13 coiled-coil domain containing 13 1.540379 0.03994005
RNF112 #N/A 1.539982 0.03805617
WDR13 WD repeat domain 13 1.53985 0.02618777
AMICA1 Adhesion molecule, interacts with CXADR 1.539542 0.01280107 antigen 1
SLC4A10 solute carrier family 4, sodium bicarbonate 1.53954 0.03531248 transporter, member 10
DSC2 desmocollin 2 1.539479 0.04756335
HERV- #N/A 1.539437 0.04566891
FRD
ZNF643 zinc finger protein 643 1.53922 0.02783205
PARP16 poly (ADP-ribose) polymerase family, member 16 1.538958 0.04677215
HOXD13 homeobox D13 1.538795 0.00363393
DDX11 DEAD/H (Asp-Glu- Ala-Asp/His) box polypeptide 1.538718 0.04766504
11 (CHLl-like helicase homolog, S. cerevisiae)
HOXA11 homeobox Al l 1.538588 0.01564044
MDH1 malate dehydrogenase 1, NAD (soluble) 1.538547 0.0350328
FARSA #N/A 1.538532 0.04749653
OLIG2 #N/A 1.538087 0.01262021
PBX2 pre-B-cell leukemia homeobox 2 1.537608 0.01562364
PCDHGB #N/A 1.53751 0.04615183
3
TMEM17 transmembrane protein 173 1.537442 0.03398467 3
KLK13 #N/A 1.537286 0.00357254
HIP1 huntingtin interacting protein 1 1.537285 0.04332192
AOX1 aldehyde oxidase 1 1.537229 0.04739972
C20orf96 #N/A 1.537172 0.0308458
GRIN2C glutamate receptor, ionotropic, N-methyl D- 1.536935 0.02623653 aspartate 2C
STXBP5 syntaxin binding protein 5 (tomosyn) 1.536748 0.00536101
CYFIP2 cytoplasmic FMR1 interacting protein 2 1.536689 0.04088386
MED28 mediator complex subunit 28 1.53664 0.01080206
GRIA4 glutamate receptor, ionotrophic, AMPA 4 1.536595 0.01793461
HEATR4 HEAT repeat containing 4 1.536414 0.01645114
FANCA Fanconi anemia, complementation group A 1.536412 0.00551397
FAHD2A fumarylacetoacetate hydrolase domain containing 1.536351 0.00138557
2A
TBC1D13 #N/A 1.536327 0.04038732
ROR2 receptor tyrosine kinase-like orphan receptor 2 1.536322 0.04734429
ABCA1 ATP -binding cassette, sub-family A (ABC1), 1.53626 0.0201419 member 1
CEBPB CCAAT/enhancer binding protein (C/EBP), beta 1.536196 0.00556252 Clorf52 chromosome 1 open reading frame 52 1.536076 0.00413615 MORC3 MORC family CW-type zinc finger 3 1.535949 0.0052928 CDC42SE CDC42 small effector 1 1.535703 0.04839242
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
1
PIK3C2G phosphoinositide-3 -kinase, class 2, gamma 1.535554 0.03320153 polypeptide
PHF16 PHD finger protein 16 1.535433 0.01452813
KIAA121 KIAA1217 1.535428 0.03370106
7
POLA2 polymerase (DNA directed), alpha 2 (70kD 1.535227 0.01959815 subunit)
RBM42 #N/A 1.534781 0.0450143 TFE3 transcription factor binding to IGHM enhancer 3 1.534772 0.01746548 TMEM22 transmembrane protein 220 1.534598 0.01084762 0
Clorfl09 chromosome 1 open reading frame 109 1.534453 0.02284748 BCAT2 branched chain amino-acid transaminase 2, 1.534292 0.04597044 mitochondrial
U Q6493 #N/A 1.53402 0.01826442 TBKBP1 TBK1 binding protein 1 1.533859 0.01832024 PPP1R12 #N/A 1.533806 0.01552649 B
FANCM #N/A 1.533762 0.04244972
NID2 nidogen 2 (osteonidogen) 1.533745 0.04354743
AVIL advillin 1.533621 0.029517
C4orf23 chromosome 4 open reading frame 23 1.533607 0.04939469
CHPvD chordin 1.533076 0.00878228
SCN9A sodium channel, voltage-gated, type IX, alpha 1.532799 0.00567101 subunit
BACH2 BTB and CNC homology 1 , basic leucine zipper 1.53273 0.00813943 transcription factor 2
DISP1 dispatched homolog 1 (Drosophila) 1.532601 0.04747084
CACNA1 calcium channel, voltage-dependent, L type, alpha 1.532479 0.03917101
S IS subunit
NHEDC1 Na+/H+ exchanger domain containing 1 1.532385 0.04775145
EXOC3 exocyst complex component 3 1.53236 0.03192753
PH G2 phosphorylase kinase, gamma 2 (testis) 1.532241 0.03755378
LAPTM4 lysosomal protein transmembrane 4 beta 1.531927 0.01663365
B
SRPK2 SFRS protein kinase 2 1.531659 0.03108475 ClorflOl chromosome 1 open reading frame 101 1.531 197 0.03580263 MGC3340 #N/A 1.531067 0.03094266 7
CDH26 cadherin 26 1.530946 0.02848122
ATP6V0E ATPase, H+ transporting, lysosomal 9kDa, V0 1.530942 0.02829998
1 subunit el
CPNE3 copine III 1.530783 0.01178837
OCIAD2 #N/A 1.530762 0.03368961
ANKMY2 ankyrin repeat and MYND domain containing 2 1.530745 0.03959362
DGKZ diacylglycerol kinase, zeta 104kDa 1.530732 0.01213983
COX18 #N/A 1.530722 0.03748606
TRIM28 tripartite motif-containing 28 1.530532 0.03840176
ST7 suppression of tumorigenicity 7 1.530312 0.02388241
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
CNPY4 canopy 4 homolog (zebrafish) 1.530129 0.04723845 LSS lanosterol synthase (2,3-oxidosqualene-lanosterol 1.529869 0.02730441 cyclase)
MST02P misato homolog 2 pseudogene 1.529674 0.02938553
HRH2 #N/A 1.529572 0.02613059
DYNC1I2 dynein, cytoplasmic 1, intermediate chain 2 1.529406 0.03549435
PBX1 pre-B-cell leukemia homeobox 1 1.529339 0.00602163
WWOX WW domain containing oxidoreductase 1.529309 0.04842444
GTSE1 G-2 and S-phase expressed 1 1.529293 0.04317673
PRELID2 PPvELI domain containing 2 1.529074 0.04146019
PDLIM7 PDZ and LIM domain 7 (enigma) 1.528889 0.02434886
DONSON downstream neighbor of SON 1.528846 0.0376529
SNAPC4 small nuclear RNA activating complex, 1.528841 0.0292172 polypeptide 4, 190kDa
RASGRF2 Ras protein-specific guanine nucleotide-releasing 1.528519 0.02536069 factor 2
TBCCD 1 TBCC domain containing 1 1.528518 0.04802688
NMNAT1 nicotinamide nucleotide adenylyltransf erase 1 1.528446 0.02435834
GAGE2A #N/A 1.528331 0.00046436
XYLT1 xylosyltransf erase I 1.52831 0.02859266
ARL 15 ADP-ribosylation factor-like 15 1.528169 0.04972766
SLAMF6 SLAM family member 6 1.527986 0.03142929
BRWD3 bromodomain and WD repeat domain containing 3 1.527275 0.00310356 FLJ32065 Hypothetical protein FLJ32065 1.527232 0.03715658 EDEM1 ER degradation enhancer, mannosidase alpha-like 1.527109 0.009607
1
EFCAB4B #N/A 1.527087 0.03311729
MBOAT2 membrane bound O-acyltransferase domain 1.526811 0.04662587 containing 2
TP53TG3 #N/A 1.526577 0.01798109 RPGR retinitis pigmentosa GTPase regulator 1.526564 0.03311823 IVNS 1 AB influenza virus NS 1 A binding protein 1.526505 0.04656562 P
C3orfl Chromosome 3 open reading frame 1 1.526467 0.02580067 TCERGIL transcription elongation regulator 1-like 1.526411 0.03687745 RTEL1 regulator of telomere elongation helicase 1 1.526194 0.02923067 PIAS4 protein inhibitor of activated STAT, 4 1.526122 0.04829212 RRAGC Ras-related GTP binding C 1.525906 0.01474772 CIITA class II, major histocompatibility complex, 1.525854 0.04492051 transactivator
SCN2A sodium channel, voltage-gated, type II, alpha 1.5257 0.00243559 subunit
GALNT5 UDP-N-acetyl-alpha-D-galactosamine:polypeptide 1.525654 0.04313718
N-acetylgalactosaminyltransferase 5 (GalNAc-T5)
PCIF1 PDX1 C-terminal inhibiting factor 1 1.525599 0.01919144 SSX3 #N/A 1.525589 0.01438453 C 19orf61 chromosome 19 open reading frame 61 1.525428 0.02554083 SMEK1 SMEK homolog 1, suppressor of mekl 1.525278 0.02973042
(Dictyostelium)
AKAP4 #N/A 1.525002 0.02279171
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells Gene Gene Description Fold Ttest P
Symbol Change value
PELI2 pellino homolog 2 (Drosophila) 1.524603 0.00735412
HEATR1 HEAT repeat containing 1 1.524537 0.02752963
ARR3 arrestin 3, retinal (X-arrestin) 1.524478 0.0043137
UNC5C unc-5 homolog C (C. elegans) 1.524469 0.04499824
UGT2B15 #N/A 1.52436 0.02623177
SOX4 SRY (sex determining region Y)-box 4 1.524227 0.00886675
TTLL3 tubulin tyrosine ligase-like family, member 3 1.5241 11 0.00736764
FLT3LG fms-related tyrosine kinase 3 ligand 1.524077 0.01175394
SSH1 slingshot homolog 1 (Drosophila) 1.523977 0.04184018
VIM vimentin 1.523884 0.04124592
PODXL podocalyxin-like 1.523804 0.00861833
ZNF436 zinc finger protein 436 1.523707 0.04067693
ZNF433 zinc finger protein 433 1.523594 0.01444774
PPARGC1 peroxisome proliferator-activated receptor gamma, 1.523461 0.01858888
B coactivator 1 beta
COL9A1 collagen, type IX, alpha 1 1.523327 8.24E-05
PLCE1 phospholipase C, epsilon 1 1.523254 0.0115958
DNAJC4 DnaJ (Hsp40) homolog, subfamily C, member 4 1.523192 0.03186698
ZNF286A zinc finger protein 286A 1.522884 0.03164334
ANKRD2 ankyrin repeat domain 28 1.522866 0.0295649
8
C7orf42 chromosome 7 open reading frame 42 1.522728 0.04504565 TAF2 TAF2 RNA polymerase II, TATA box binding 1.522666 0.04512762 protein (TBP)-associated factor, 150kDa
TSC22D2 TSC22 domain family, member 2 1.522282 0.0030166
C4A complement component 4A (Rodgers blood group) 1.522279 0.04317567
RYR1 ryanodine receptor 1 (skeletal) 1.522278 0.0461507
RBPMS2 RNA binding protein with multiple splicing 2 1.522198 0.01969139
TGIF1 TGFB-induced factor homeobox 1 1.522064 0.01450587
AHSA2 AHA1, activator of heat shock 90kDa protein 1.522001 0.04031996
ATPase homolog 2 (yeast)
SCN3A sodium channel, voltage-gated, type III, alpha 1.521923 0.02607254 subunit
LIMD1 LIM domains containing 1 1.521911 0.04640935
ZMYND1 #N/A 1.521834 0.02496381
2
ITGA10 integrin, alpha 10 1.521524 0.00959363
HEXA hexosaminidase A (alpha polypeptide) 1.521441 0.03564508
ST8SIA4 ST8 alpha-N-acetyl-neuraminide alpha-2,8- 1.521432 0.01744928 sialyltransferase 4
CAV1 caveolin l. caveolae protein, 22kDa 1.521415 0.03791804
ALDH7A aldehyde dehydrogenase 7 family, member Al 1.521211 0.04933379
1
BEST3 bestrophin 3 1.521204 0.0388346 CACNB2 calcium channel, voltage-dependent, beta 2 1.521042 0.00676234 subunit
TGM1 #N/A 1.521018 0.03581708 ARMC6 armadillo repeat containing 6 1.520888 0.02893813 AD API ArfGAP with dual PH domains 1 1.520758 0.0364661 KCNK10 #N/A 1.520752 0.04920474
DBi; 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
CLASP2 #N/A 1.520681 0.04356009 TN I3 troponin I type 3 (cardiac) 1.520515 0.03944469 EIF4ENIF eukaryotic translation initiation factor 4E nuclear 1.520404 0.00348984 1 import factor 1
ZNF615 zinc finger protein 615 1.520245 0.02108454 FLT3 fms-related tyrosine kinase 3 1.520185 0.01322775 A2ML1 #N/A 1.519952 0.00890104 CR1 complement component (3b/4b) receptor 1 (Knops 1.519948 0.0278393 blood group)
EVC2 Ellis van Creveld syndrome 2 1.519929 0.02167464
IGHM #N/A 1.519861 0.04848814
DEPDC4 DEP domain containing 4 1.519762 0.03247166
HVCN1 hydrogen voltage-gated channel 1 1.51976 0.02238518
HSPB1 heat shock 27kDa protein 1 1.519678 0.02359025
RGS6 regulator of G-protein signaling 6 1.519587 0.04840437
AKD2 #N/A 1.519497 0.01294726
RIN3 Ras and Rab interactor 3 1.519438 0.03060739
IMPG2 Interphotoreceptor matrix proteoglycan 2 1.518982 0.01469147
SEPSECS Sep (O-phosphoserine) tRNA:Sec (selenocysteme) 1.518354 0.02087681 tRNA synthase
RGS7 regulator of G-protein signaling 7 1.518207 0.01586147 ZNF778 zinc finger protein 778 1.518154 0.01480456 OPRM1 opioid receptor, mu 1 1.518105 0.00314228 DOCK 10 dedicator of cytokinesis 10 1.518044 0.02778568 KIN KIN, antigenic determinant of recA protein 1.517916 0.03923584 homolog (mouse)
ZNF507 zinc finger protein 507 1.51731 0.00611545
TBC1D3 TBC1 domain family, member 3 1.517061 0.03974991
APOC2 #N/A 1.516825 0.03157728
GRAMD1 GRAM domain containing 1C 1.516205 0.04967244
C
PROCR protein C receptor, endothelial 1.516129 0.01491359
C3AR1 complement component 3 a receptor 1 1.515918 0.01581163
PDE4DIP phosphodiesterase 4D interacting protein 1.515754 0.01390453
CLEC1 1A #N/A 1.515747 0.0440781
KIAA171 KIAA1712 1.515593 0.04527365
2
PRY PTPN13-like, Y-linked 1.515345 0.01405544
PTGFR #N/A 1.515272 0.01227869
MLL2 myeloid/lymphoid or mixed-lineage leukemia 2 1.515093 0.01956442
EEF1A1 eukaryotic translation elongation factor 1 alpha 1 1.51498 0.0095039
SLC25A1 solute carrier family 25 (mitochondrial carrier; 1.514693 0.04630693
0 dicarboxylate transporter), member 10
MCOLN2 mucolipin 2 1.51452 0.04997968
Clorfl98 chromosome 1 open reading frame 198 1.514489 0.00459002
FAM176A family with sequence similarity 176, member A 1.514341 0.04276084
CBS #N/A 1.5142 0.04132355
MYST4 MYST histone acetyltransferase (monocytic 1.51419 0.04610093 leukemia) 4
EML5 echinoderm microtubule associated protein like 5 1.514188 0.01607303
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
SPG7 spastic paraplegia 7 (pure and complicated 1.51408 0.0262147 autosomal recessive)
METTL7 #N/A 1.514022 0.01042424 B
COL11A1 collagen, type XI, alpha 1 1.514014 0.00257131
PPFIBP2 #N/A 1.513922 0.01840277 TRPA1 transient receptor potential cation channel, 1.513861 0.01788238 subfamily A, member 1
OR5P3 #N/A 1.513725 0.02916868
NEK1 NIMA (never in mitosis gene a)-related kinase 1 1.513498 0.00670321
ABCA13 ATP-binding cassette, sub-family A (ABC1), 1.513479 0.02456736 member 13
ZNF3970 #N/A 1.513279 0.00197526 S
TAF4 TAF4 RNA polymerase II, TATA box binding 1.513223 0.03373199 protein (TBP)-associated factor, 135kDa
AGPAT6 #N/A 1.512954 0.03524408 SLC25A4 solute carrier family 25, member 45 1.512932 0.01025411 5
TDRD7 tudor domain containing 7 1.512892 0.03268637
C8orf46 chromosome 8 open reading frame 46 1.512723 0.03182585
PHF20 PHD finger protein 20 1.512697 0.02352271
PEF1 #N/A 1.51265 0.00099369
KLK2 kallikrein-related peptidase 2 1.512505 0.01798366
CYP2C8 #N/A 1.512442 0.03768932
RAPGEF2 Rap guanine nucleotide exchange factor (GEF) 2 1.512434 0.02678822
MRVI1 murine retrovirus integration site 1 homolog 1.512119 0.02275801
KCNMA1 potassium large conductance calcium-activated 1.512118 0.02490189 channel, subfamily M, alpha member 1
RFC4 replication factor C (activator 1) 4, 37kDa 1.51195 0.00433235
TES 2 #N/A 1.511917 0.03606908
TIAM2 T-cell lymphoma invasion and metastasis 2 1.511809 0.00026137
LAMA5 laminin, alpha 5 1.51 1632 0.02817024
ERAP1 #N/A 1.511626 0.02847767
CHN1 chimerin (chimaerin) 1 1.511498 0.03848462
TEX261 testis expressed 261 1.511333 0.04895197
EFNB2 ephrin-B2 1.511313 0.0281 1974
HSF2 heat shock transcription factor 2 1.511271 0.02081911
BLOC1 S2 biogenesis of lysosomal organelles complex- 1, 1.511216 0.02923129 subunit 2
C1QL2 complement component 1, q subcomponent-like 2 1.511113 0.0491 1363
THUMPD THUMP domain containing 3 1.510729 0.03991285
3
NUMA1 nuclear mitotic apparatus protein 1 1.510652 0.02466567 MAP4K1 mitogen-activated protein kinase kinase kinase 1.510576 0.01999283 kinase 1
GRAMD3 GRAM domain containing 3 1.510198 0.03505043 PET1 12L #N/A 1.509642 0.03583531 GSTTP1 glutathione S-transferase theta pseudogene 1 1.509243 0.01952154 ZNF18 zinc finger protein 18 1.509015 0.01040435
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
TNNI1 troponin I type 1 (skeletal, slow) 1.508775 0.02128511
NSAP1 1 nervous system abundant protein 11 1.508701 0.02008257
LARP6 #N/A 1.50845 0.0051241
DDB2 damage-specific DNA binding protein 2, 48kDa 1.50842 0.04650229
PGM3 phosphoglucomutase 3 1.508225 0.01688132
CCDC135 coiled-coil domain containing 135 1.50795 0.02160831
CARD 11 caspase recruitment domain family, member 11 1.507431 0.03283898
ACOT13 acyl-CoA thioesterase 13 1.507239 0.0425116
LPHN3 latrophilin 3 1.50705 0.01904418
IQCE IQ motif containing E 1.506926 0.03294537
NLRP6 #N/A 1.506865 0.00737172
WWC2 WW and C2 domain containing 2 1.506714 0.02348157
EIF4EBP3 #N/A 1.506626 0.00694641 hCG_2431 #N/A 1.506625 0.00885811
2
ZBTB11 zinc finger and BTB domain containing 11 1.506409 0.02793328 SFRS15 splicing factor, arginine/serine-rich 15 1.506266 0.01961157 ZNF354B zinc finger protein 354B 1.50625 0.02066909 RASGRP3 RAS guanyl releasing protein 3 (calcium and 1.506213 0.00673812
DAG-regulated)
RIC8A resistance to inhibitors of cholinesterase 8 1.506025 0.04323676 homolog A (C. elegans)
CD226 #N/A 1.505998 0.04475406 PPM1L protein phosphatase, Mg2+/Mn2+ dependent, 1L 1.505912 0.04544897 LNPEP leucyl/cystinyl aminopeptidase 1.505637 0.04502002 CLASP 1 cytoplasmic linker associated protein 1 1.505522 0.02046148 SMPD2 sphingomyelin phosphodiesterase 2, neutral 1.505414 0.04020793 membrane (neutral sphingomyelinase)
CREB3L3 #N/A 1.505349 0.03244781
MEMOl Mediator of cell motility 1 1.505264 0.0182921
NCR3 natural cytotoxicity triggering receptor 3 1.505256 0.00048627
DEN D1 DENN/MADD domain containing 1C 1.505248 0.03090044
C
C5orf24 chromosome 5 open reading frame 24 1.505156 0.04864502 ELM03 engulfment and cell motility 3 1.505156 0.01966598 LRRC37A leucine rich repeat containing 37, member A4 1.504995 0.04713156 4 (pseudogene)
TMEM8 Transmembrane protein 8 (five membrane- 1.504856 0.01099229 spanning domains)
GABRD gamma-aminobutyric acid (GABA) A receptor, 1.504786 0.00463672 delta
CPA3 carboxypeptidase A3 (mast cell) 1.504658 0.04232725
BAT4 HLA-B associated transcript 4 1.504622 0.04859982
TKT transketolase 1.504378 0.04523652
APOM apolipoprotein M 1.503803 0.0393742
BIRC3 #N/A 1.503709 0.00258758
USP40 ubiquitin specific peptidase 40 1.503395 0.00413796
CD86 #N/A 1.503289 0.03540023
IL27 #N/A 1.503053 0.04791632
C9orfl71 #N/A 1.502746 0.03462208
DBl/ 09437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
RSBN1 round spermatid basic protein 1 1.502467 0.01937463
COBL cordon-bleu homolog (mouse) 1.502347 0.02524997
ITGAL integrin, alpha L (antigen CD11 A ( i 80), 1.502314 0.00920043 lymphocyte function-associated antigen 1 ; alpha
polypeptide)
PLS 1 plastin 1 1.502107 0.03009453 DAAM2 dishevelled associated activator of morphogenesis 1.501909 0.02196621
2
ZNF595 zinc finger protein 595 1.501845 0.03326776
LAMB2 laminin, beta 2 (laminin S) 1.501796 0.0297375
LUZP6 leucine zipper protein 6 1.501732 0.03627483
ODF2L outer dense fiber of sperm tails 2-like 1.501589 0.02970323
TEKT1 tektin 1 1.501499 0.0160542
ZSCAN5 zinc finger and SCAN domain containing 5A 1.501432 0.01523309
A
DNAI1 dynein, axonemal, intermediate chain 1 1.501239 0.02589567
WDR72 WD repeat domain 72 1.501077 0.03810376
PRKD3 protein kinase D3 1.500973 0.04375189
GGT7 gamma-glutamyltransferase 7 1.500897 0.0300489
PRSS1 #N/A 1.500792 0.00210628
EPC1 enhancer of polycomb homolog 1 (Drosophila) 1.500699 0.03620974 LK12 kallikrein-related peptidase 12 1.500604 0.04722164
OR5K1 #N/A 1.500599 0.01846902
PCDHGA #N/A 1.500514 0.01932019
2
CREM cAMP responsive element modulator 1.500393 0.01481585
GPR177 G protein-coupled receptor 177 1.500203 0.04882108
IL16 interleukin 16 (lymphocyte chemoattractant factor) 1.499957 3.09E-06
ATP13A4 ATPase type 13A4 1.499852 0.02048198
RNF125 #N/A 1.499719 0.02868188
WDR78 WD repeat domain 78 1.499613 0.03715928
TSHZ2 #N/A 1.499495 0.03449735
MUM1L1 melanoma associated antigen (mutated) 1 -like 1 1.499362 0.02683646
Clorf97 #N/A 1.499283 0.00436052
LOXL2 lysyl oxidase-like 2 1.499279 0.00303413
C1GALT1 core 1 synthase, glycoprotein-N- 1.499215 0.03790968 acetylgalactosamine 3-beta-galactosyltransferase,
1
SLC44A1 solute carrier family 44, member 1 1.499123 0.00699643 DDX3X DEAD (Asp-Glu- Ala-Asp) box polypeptide 3, X- 1.498945 0.00547769 linked
HAUS6 HAUS augmin-like complex, subunit 6 1.498882 0.02557891
ClOorflO #N/A 1.498872 0.01613471
TBC1D3B #N/A 1.498802 0.01035539
CCDC93 coiled-coil domain containing 93 1.498678 0.02519198
ACOX3 acyl-CoA oxidase 3, pristanoyl 1.498653 0.01323784
HSPBAP1 HSPB (heat shock 27kDa) associated protein 1 1.498525 0.03297875
SLC30A6 solute carrier family 30 (zinc transporter), member 1.498497 0.03691582
6
TEX13B testis expressed 13B 1.498463 0.04611241
DB1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upreguiated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
PAMR1 peptidase domain containing associated with 1.498358 0.03428594 muscle regeneration 1
ARHGEF Rho guanine nucleotide exchange factor (GEF) 17 1.498327 0.02393166 17
ZBP1 Z-DNA binding protein 1 1.498245 0.01453906 ABCA11P ATP -binding cassette, sub-family A (ABC1), 1.498181 0.04124259 member 11 (pseudogene)
ENAH enabled homolog (Drosophila) 1.498006 0.01643479
C10orf99 #N/A 1.497989 0.04485341
DNAJC10 DnaJ (Hsp40) homolog, subfamily C, member 10 1.497865 0.03664069
MAP3K9 mitogen-activated protein kinase kinase kinase 9 1.497852 0.04433363
MYLK3 myosin light chain kinase 3 1.497596 0.03993566
EXOl exonuclease 1 1.497513 0.01883602
UBQLN2 ubiquilin 2 1.497031 0.04532667
KATNB1 katanin p80 (WD repeat containing) subunit B 1 1.496953 0.02780858
ADAM11 ADAM metallopeptidase domain 11 1.496387 0.00656196
KANK2 KN motif and ankyrin repeat domains 2 1.496305 0.04455511
BID BH3 interacting domain death agonist 1.496027 0.04501775
SMAD1 SMAD family member 1 1.495787 0.01473042
ADAMTS ADAMTS-like 5 1.495476 0.03975532
L5
TBC1D20 #N/A 1.495357 0.03391408
PIGR #N/A 1.495263 0.037885
MAP3K3 mitogen-activated protein kinase kinase kinase 3 1.495253 0.01286347
PDZK1P1 PDZ domain containing 1 pseudogene 1 1.495225 0.04915917
HEATR6 HEAT repeat containing 6 1.495068 0.00184054
ZNF136 zinc finger protein 136 1.494622 0.03399777
DAAM1 dishevelled associated activator of morphogenesis 1.494444 0.00094922
1
TNFRSF9 tumor necrosis factor receptor superfamily, 1.494407 0.04184248 member 9
GPX6 Glutathione peroxidase 6 (olfactory) 1.494389 0.00809537 NSUN5 NOP2/Sun domain family, member 5 1.494193 0.017034 ING3 inhibitor of growth family, member 3 1.493899 0.0089448 ABCA9 ATP -binding cassette, sub-family A (ABC1), 1.493891 0.04695243 member 9
WR Werner syndrome, RecQ helicase-like 1.493874 0.04009878
PLXNB1 plexin Bl 1.493586 0.04305745
RIT1 Ras-like without CAAX 1 1.493381 0.00705308
C9orfl25 chromosome 9 open reading frame 125 1.493371 0.02103353
DCBLD1 discoidin, CUB and LCCL domain containing 1 1.492919 0.0084101 1
EIF3B eukaryotic translation initiation factor 3, subunit B 1.492839 0.00826051
HSPG2 heparan sulfate proteoglycan 2 1.492714 0.02841941
POLR2B polymerase (RNA) II (DNA directed) polypeptide 1.492545 0.0174615
B, 140kDa
UNC93B1 unc-93 homolog B 1 (C. elegans) 1.492491 0.0071786
SPACA1 #N/A 1.492342 0.01694002
ADAT2 adenosine deaminase, tRNA-specific 2, TAD2 1.492002 0.00662497 homolog (S. cerevisiae)
ST7L suppression of tumorigenicity 7 like 1.491995 0.03027795
DB1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
SLC30A4 solute carrier family 30 (zinc transporter), member 1.491871 0.02964738
4
CEP 170 centrosomal protein 170kDa 1.491814 0.03664036
C6orfl l8 Chromosome 6 open reading frame 118 1.491666 0.02077073
DNASE1 deoxyribonuclease I-like 2 1.491477 0.02179018
L2
GCA grancalcin, EF-hand calcium binding protein 1.491456 0.04370834
CYP2R1 Cytochrome P450, family 2, subfamily R, 1.491451 0.02409106 polypeptide 1
CNTLN centlein, centrosomal protein 1.491392 0.01117339 SRMS src-related kinase lacking C-terminal regulatory 1.491372 0.01927997 tyrosine and N-terminal myristylation sites
HOOK3 hook homolog 3 (Drosophila) 1.491337 0.01026371 NPHP3 nephronophthisis 3 (adolescent) 1.491291 0.01239694 MTA1 metastasis associated 1 1.49122 0.03802427 ELAVL3 ELAV (embryonic lethal, abnormal vision, 1.491151 0.0469912
Drosophila)-like 3 (Hu antigen C)
RAD52 RAD 52 homolog (S. cerevisiae) 1.491061 0.03958894
SEC31B SEC31 homolog B (S. cerevisiae) 1.490681 0.01933014
UGT3A1 UDP glycosyltransferase 3 family, polypeptide Al 1.490658 0.03668628
Clorfl23 chromosome 1 open reading frame 123 1.490522 0.04120738
MLL3 myeloid/lymphoid or mixed-lineage leukemia 3 1.490522 0.04072548
KIR2DS2 #N/A 1.490465 0.00909117
PRDM10 PR domain containing 10 1.490369 0.03714741
TUBA4A tubulin, alpha 4a 1.489974 0.01531328
TRIM 15 tripartite motif-containing 15 1.489745 0.02704514
DEN D1 DENN/MADD domain containing IB 1.489693 0.03803935
B
PDE11A phosphodiesterase 11A 1.489508 0.01033018 HIVEP2 human immunodeficiency virus type I enhancer 1.489475 0.01296614 binding protein 2
CPSF1 cleavage and polyadenylation specific factor 1, 1.489363 0.01453211
160kDa
GCOM1 GRTNLIA complex locus 1.489269 0.03293698 SLC18A2 solute carrier family 18 (vesicular monoamine), 1.489234 0.01707352 member 2
SNAP91 #N/A 1.489193 0.00852122
B3GNT8 #N/A 1.488864 0.01925139
VPRBP Vpr (HIV-1) binding protein 1.48869 0.04377584
PSD3 pleckstrin and Sec7 domain containing 3 1.488596 0.01387586
SP2 Sp2 transcription factor 1.488555 0.00776772
MKS1 Meckel syndrome, type 1 1.488428 0.04044232
MAGEA2 melanoma antigen family A, 2 1.487961 0.02809906
CSRPl cysteine and glycine-rich protein 1 1.487678 0.01194748
METTL3 methyltransferase like 3 1.487554 0.03923316
FLJ25006 #N/A 1.487515 0.03409879
DOCK4 dedicator of cytokinesis 4 1.487201 0.04840538
TCHH trichohyalin 1.487154 0.03428957
MRPL37 mitochondrial ribosomal protein L37 1.487072 0.02957386
ITSN1 intersectin 1 (SH3 domain protein) 1.487022 0.0462667
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
SNX9 sorting nexin 9 1.486758 0.01594801
EIF2C3 eukaryotic translation initiation factor 2C, 3 1.486683 0.0173166
TCN2 transcobalamin II 1.486551 0.02764432
GALK2 galactokinase 2 1.486521 0.02855803
TTC8 #N/A 1.486322 0.00425549
PADI3 peptidyl arginine deiminase, type III 1.486121 0.03493482
MFAP3 microfibrillar-associated protein 3 1.486056 0.01292446
NAALAD #N/A 1.486029 0.03891559 LI
PGCP plasma glutamate carboxypeptidase 1.485871 0.00774448
CXXC1 CXXC finger 1 (PHD domain) 1.485842 0.02022819
IFNGR1 interferon gamma receptor 1 1.485695 0.03541863
ADRA1A adrenergic, alpha- 1A-, receptor 1.485596 0.03294264
NBEAL2 neurobeachin-like 2 1.485448 0.03417637
ZNF285A #N/A 1.485359 0.04852051
MTHFS 5,10-methenyltetrahydrofolate synthetase (5- 1.485152 0.03172732 formyltetrahydrofolate cyclo-ligase)
INTS12 integrator complex subunit 12 1.485117 0.04854864
TSGA10 testis specific, 10 1.485017 0.01942415
AGXT2L1 #N/A 1.484978 0.04359196
VAMP5 #N/A 1.48482 0.02867714
XPR1 xenotropic and polytropic retrovirus receptor 1 1.484626 0.045761 18
FLJ43879 FLJ43879 protein 1.484599 0.01941404
LDHB lactate dehydrogenase B 1.484571 0.01769543
OTOF otoferlin 1.484425 0.00548029
WDR8 WD repeat domain 8 1.484219 0.0073097
CCBL2 cysteine conjugate-beta lyase 2 1.484133 0.04898507
GLIPR2 #N/A 1.483972 0.00476043
FOXK2 forkhead box 2 1.483924 0.0323877
CCDC25 coiled-coil domain containing 25 1.483805 0.01005576
MTTP microsomal triglyceride transfer protein 1.48369 0.02387116
PLEKHA pleckstrin homology domain containing, family A 1.483463 0.0218927
7 member 7
MDM1 Mdm4, transformed 3T3 cell double minute l, p53 1.483439 0.02488512 binding protein (mouse)
CYP51A1 cytochrome P450, family 51, subfamily A, 1.483035 0.00605888 polypeptide 1
C12orf37 chromosome 12 open reading frame 37 1.483014 0.0199483
FTCD formiminotransferase cyclodeaminase 1.482859 0.03637955
C8orf68 #N/A 1.482849 0.02731009
NFATC2I nuclear factor of activated T-cells, cytoplasmic, 1.482615 0.03403372
P calcineurin-dependent 2 interacting protein
BMPER BMP binding endothelial regulator 1.48251 0.01666766
UGT2B17 UDP glucuronosyltransferase 2 family, 1.482313 0.04353663 polypeptide B17
XRN2 5'-3' exoribonuclease 2 1.482291 0.03334524
6-Mar #N/A 1.482159 0.00620696
ZNF777 zinc finger protein 777 1.481987 0.01421451
SAP30BP SAP30 binding protein 1.481963 0.02114436
CACNA1 calcium channel, voltage-dependent, P/Q type, 1.480764 0.0107704
DB1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
A alpha 1A subunit
POLR3B polymerase (RNA) III (DNA directed) polypeptide 1.480662 0.0463736
B
UBE2D4 #N/A 1.480249 0.01448582
GRM5 glutamate receptor, metabotropic 5 1.480165 0.02136922
MTFR1 mitochondrial fission regulator 1 1.480156 0.01636382
CLDND2 claudin domain containing 2 1.480138 0.03516792
OTUB1 #N/A 1.479936 0.01364523
RBBP6 retinoblastoma binding protein 6 1.479665 0.04940251
MED20 mediator complex subunit 20 1.479368 0.0142524
ANKRD4 ankyrin repeat domain 44 1.478832 0.02380591
4
CREB3L2 cAMP responsive element binding protein 3 -like 2 1.478797 0.02076942
ADCY6 adenylate cyclase 6 1.478713 0.01974027
DCI dodecenoyl-CoA isomerase 1.478667 0.03647473
FLJ23834 Hypothetical protein FLJ23834 1.478424 0.04820602 ZKSCAN zinc finger with KRAB and SCAN domains 5 1.478392 0.03120821 5
FBX08 F-box protein 8 1.478277 0.03152013 LAMC2 laminin, gamma 2 1.478091 0.04729644 ANKRD5 #N/A 1.477698 0.00101494 4
MINK1 misshapen-like kinase 1 (zebrafish) 1.47757 0.01754182
NXN nucleoredoxin 1.477182 0.02929918
FASTKD3 FAST kinase domains 3 1.477163 0.0107589
SH3GLB2 SH3 -domain GRB2-like endophilin B2 1.477091 0.03236397
CCDC81 coiled-coil domain containing 81 1.477054 0.01975538
PELI1 pellino homolog 1 (Drosophila) 1.47698 0.03398163
DOCK2 dedicator of cytokinesis 2 1.476523 0.02244916
WISP1 #N/A 1.47606 0.01719529
BGLAP #N/A 1.476055 0.00738682
KLHDC6 Kelch domain containing 6 1.476055 0.03928562
ATM ataxia telangiectasia mutated 1.476006 0.04252303
PTPRT protein tyrosine phosphatase, receptor type, T 1.475416 0.02958476
OR2T11 Olfactory receptor, family 2, subfamily T, member 1.475392 0.00841785
11
FANCL Fanconi anemia, complementation group L 1.475368 0.03468102
GRB14 growth factor receptor-bound protein 14 1.475083 0.03764759
TCF15 transcription factor 15 (basic helix-loop-helix) 1.474894 0.00719009
TGFBR2 #N/A 1.474842 0.03290676
C2orf28 chromosome 2 open reading frame 28 1.474813 0.01733917
CUBN cubilin (intrinsic factor-cobalamin receptor) 1.474557 0.04055775
COQ2 coenzyme Q2 homolog, prenyltransferase (yeast) 1.474367 0.02612499
LTBP4 latent transforming growth factor beta binding 1.474245 0.00585024 protein 4
LIG1 ligase I, DNA, ATP-dependent 1.474139 0.00096638 ACAP2 ArfGAP with coiled-coil, ankyrin repeat and PH 1.474102 0.04857355 domains 2
ABCG1 ATP-binding cassette, sub-family G (WHITE), 1.473995 0.03561249 member 1
DB1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P
Symbol Change value
USH1G #N/A 1.473589 0.04293844
CXXC4 #N/A 1.473497 0.04456624
MAT2A methionine adenosyltransferase II, alpha 1.473436 0.00549543
Clorf96 chromosome 1 open reading frame 96 1.473276 0.00325284
SLC4A3 solute carrier family 4, anion exchanger, member 3 1.472698 0.01015349
VWCE von Willebrand factor C and EGF domains 1.472335 0.02063716
MAPK10 mitogen-activated protein kinase 10 1.472218 0.04166794
FAM151B family with sequence similarity 151, member B 1.471846 0.03385216
NEB nebulin 1.471836 0.0064173
SAG S-antigen; retina and pineal gland (arrestin) 1.471714 0.02154346
ABCG5 ATP-binding cassette, sub-family G (WHITE), 1.471531 0.03879777 member 5
CDK3 cyclin-dependent kinase 3 1.471323 0.0023621 1
TNS4 tensin 4 1.47103 0.04334127
HBP1 HMG-box transcription factor 1 1.470971 0.0181465
IL20 interleukin 20 1.470955 0.03946544
ZNF335 zinc finger protein 335 1.470915 0.01884214
SNX31 sorting nexin 31 1.470781 0.04653324
CCDC19 coiled-coil domain containing 19 1.470698 0.01932886
DZIP3 DAZ interacting protein 3, zinc finger 1.470608 0.04900261
ASXL1 additional sex combs like 1 (Drosophila) 1.470256 0.00998521
CYTH2 cytohesin 2 1.470054 0.01718416
FAM12A #N/A 1.469785 0.01492526
KCNG3 potassium voltage-gated channel, subfamily G, 1.46964 0.0456643 member 3
MRPS9 mitochondrial ribosomal protein S9 1.469423 0.03660104
FLNC filamin C, gamma 1.469361 0.04022687
SORL1 sortilin-related receptor, L(DLR class) A repeats- 1.469308 0.03912596 containing
C15orf44 chromosome 15 open reading frame 44 1.469079 0.00230053
ZCCHC9 zinc finger, CCHC domain containing 9 1.46906 0.04658745
USP33 ubiquitin specific peptidase 33 1.468906 0.04743185
GP2 glycoprotein 2 (zymogen granule membrane) 1.468867 0.04707864
MFN1 mitofusin 1 1.468406 0.0499737
RCOR2 REST corepressor 2 1.46834 0.04187092
ZCCHC4 #N/A 1.467774 0.039209
CAPRIN2 caprin family member 2 1.46771 1 0.0334225
NELF nasal embryonic LHRH factor 1.467618 0.04955878
Clorf51 chromosome 1 open reading frame 51 1.467414 0.0324553
RNF216 ring finger protein 216 1.467405 0.03527836
C19orf28 chromosome 19 open reading frame 28 1.467382 0.00690267
TBCE tubulin folding cofactor E 1.467239 0.02970097
SH3GL3 SH3 -domain GRB2-like 3 1.467149 0.00864535
PRICKLE prickle homolog 1 (Drosophila) 1.467122 0.03166895
1 1
MLLT4 myeloid/lymphoid or mixed-lineage leukemia 1.467081 0.04155191
(trithorax homolog, Drosophila); translocated to, 4
PNPT1 polyribonucleotide nucleotidyltransferase 1 1.466973 0.0270214
NFKB1 nuclear factor of kappa light polypeptide gene 1.466917 0.00255794 enhancer in B-cells 1
DB)/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
VLDLR very low density lipoprotein receptor 1.46686 0.02591145 XPNPEP2 X-prolyl aminopeptidase (aminopeptidase P) 2, 1.466623 0.02326367 membrane-bound
ITPR3 inositol 1,4,5-triphosphate receptor, type 3 1.466453 0.0144499
KIAA092 KIAA0922 1.46645 0.03511673
2
FAM159A family with sequence similarity 159, member A 1.466374 0.04524545 ABCA10 ATP -binding cassette, sub-family A (ABC1), 1.466138 0.00512099 member 10
MRC1 mannose receptor, C type 1 1.466136 0.01757616
TUBGCP tubulin, gamma complex associated protein 5 1.466 0.00886803
5
TMED6 transmembrane emp24 protein transport domain 1.465865 0.03807474 containing 6
BTAF1 BTAF1 RNA polymerase II, B-TFIID 1.46569 0.00731777 transcription factor-associated, 170kDa (Motl
homolog, S. cerevisiae)
PRG4 Proteoglycan 4 1.465684 0.02402568 SPTY2D1 SPT2, Suppressor of Ty, domain containing 1 (S. 1.465459 0.02139714 cerevisiae)
NOL8 nucleolar protein 8 1.465276 0.02289714
ZNF713 zinc finger protein 713 1.46 106 0.00024057
GABRG2 gamma-aminobutyric acid (GAB A) A receptor, 1.464692 0.02878727 gamma 2
PPIL1 Peptidylprolyl isomerase (cyclophilin)-like 1 1.464672 0.01141798
RXFP4 #N/A 1.46451 0.03271493
SLC30A9 solute carrier family 30 (zinc transporter), member 1.464446 0.01606995
9
A2BP1 #N/A 1.464208 0.01074849
RNF168 ring finger protein 168 1.463842 0.01556207
LARS Leucyl-tRNA synthetase 1.46382 0.02711871
AMBRA1 autophagy/beclin-1 regulator 1 1.463678 0.03422866
TUSC3 tumor suppressor candidate 3 1.463532 0.01290509
KLF11 Kruppel-like factor 11 1.463417 0.03410459
ZNF213 zinc finger protein 213 1.463007 0.01143018 RT34 keratin 34 1.462809 0.04490343
RREB1 ras responsive element binding protein 1 1.462738 0.0215814
QRICH1 glutamine-rich 1 1.462606 0.03381265
SLC41A3 solute carrier family 41, member 3 1.462121 0.04905545
PPID peptidylprolyl isomerase D 1.461711 0.01995451
BRD7 bromodomain containing 7 1.461608 0.03610551
RYK RYK receptor-like tyrosine kinase 1.461366 0.03625633
RMND1 required for meiotic nuclear division 1 homolog 1.461224 0.00067929
(S. cerevisiae)
BNIP3L BCL2/adenovirus EIB 19kDa interacting protein 1.460959 0.03837602
3-like
NIT2 nitrilase family, member 2 1.460132 0.00731216 AHR aryl hydrocarbon receptor 1.460095 0.01824016 CREG2 cellular repressor of ElA-stimulated genes 2 1.460072 0.04688752 FARS2 phenylalanyl-tRNA synthetase 2, mitochondrial 1.460055 0.01449362
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
SLC22A8 solute carrier family 22 (organic anion 1.459997 0.04565017 transporter), member 8
AVPR1A #N/A 1.459881 0.01213536
RDH16 retinol dehydrogenase 16 (all-trans) 1.459701 0.01459158
FOSL2 FOS-like antigen 2 1.459671 0.02789882
CCDC84 coiled-coil domain containing 84 1.459194 0.01551605
C15orf26 chromosome 15 open reading frame 26 1.459144 0.01284189
RNF31 ring finger protein 31 1.458904 0.01875917
KIFAP3 kinesin-associated protein 3 1.458765 0.04901628
PvAETlE retinoic acid early transcript IE 1.458688 0.01521063
NFIX nuclear factor I X (CCAAT-binding transcription 1.458648 0.02610177 factor)
RRAGD #N/A 1.458582 0.03391708
C2orf37 Chromosome 2 open reading frame 37 1.458512 0.02153276
INE1 #N/A 1.458407 0.04987065
DSN1 DSN1, MIND kinetochore complex component, 1.458314 0.02872824 homo log (S. cerevisiae)
CPNE1 copine I 1.458259 0.04343134
FOXJ1 forkhead bo Jl 1.45819 0.04892679 KIAA010 #N/A 1.458123 0.01110807 0
NAV3 neuron navigator 3 1.457858 0.03630539
ZNF419 Zinc finger protein 419 1.457487 0.03637576
GPR144 G protein-coupled receptor 144 1.457421 0.0018568
SPTBN5 spectrin, beta, non-erythrocytic 5 1.457323 0.04072569
SLC1A3 solute carrier family 1 (glial high affinity 1.457036 0.00763698 glutamate transporter), member 3
SALL2 sal-like 2 (Drosophila) 1.456788 0.04573085
DLEC1 deleted in lung and esophageal cancer 1 1.456051 0.04460107
MYH3 myosin, heavy chain 3, skeletal muscle, embryonic 1.455842 0.04143603
MAGED4 melanoma antigen family D, 4 1.455781 0.04963849
FAM62C Family with sequence similarity 62 (C2 domain 1.455718 0.00153762 containing), member C
C14orf93 chromosome 14 open reading frame 93 1.455704 0.04065932
ALPK3 alpha-kinase 3 1.455636 0.02254821 TWF2 #N/A 1.455423 0.04305335
TPST1 tyrosylprotein sulfotransferase 1 1.455182 0.04488994
TRIM27 tripartite motif-containing 27 1.455008 0.00254227
AOC3 amine oxidase, copper containing 3 (vascular 1.45493 0.00124869 adhesion protein 1)
OR7C1 #N/A 1.454841 0.0273752
NR3C1 nuclear receptor subfamily 3, group C, member 1 1.454641 0.02746148
(glucocorticoid receptor)
C2orf86 chromosome 2 open reading frame 86 1.454464 0.03587193
MSLN mesothelin 1.454281 0.01815451
COL6A1 collagen, type VI, alpha 1 1.454271 0.04064534 HDHD1A #N/A 1.454111 0.01603581
HARS histidyl-tRNA synthetase 1.454047 0.02411035
PXK PX domain containing serine/threonine kinase 1.453734 0.02937152
GCLC glutamate-cysteine ligase, catalytic subunit 1.453663 0.02641978
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
S S 18L 1 synovial sarcoma translocation gene on 1.453659 0.02739503 chromosome 18-like 1
RALYL RALY RNA binding protein-like 1.453082 0.02632547 SYCP1 synaptonemal complex protein 1 1.453082 0.02072635 CCDC69 coiled-coil domain containing 69 1.452643 0.02816828 ALPI alkaline phosphatase, intestinal 1.452631 0.02222572
OPvMl #N/A 1.452285 0.04195743 RFX1 regulatory factor X, 1 (influences HLA class II 1.452074 0.00875266 expression)
TNRC6A trinucleotide repeat containing 6A 1.452047 0.02369483
HIP1R huntingtin interacting protein 1 related 1.451914 0.03461542
C2orf44 chromosome 2 open reading frame 44 1.451775 0.04320389
COROIB #N/A 1.451356 0.02900698
COLEC11 #N/A 1.45121 0.04062806
CCDC158 coiled-coil domain containing 158 1.451079 0.02115158
RNF121 #N/A 1.450747 0.0323907
SCNM1 sodium channel modifier 1 1.450562 0.01556104
ZNF277 zinc finger protein 277 1.45051 0.00702043
MOSPD2 motile sperm domain containing 2 1.450267 0.02091263
ATP5L2 ATP synthase, H+ transporting, mitochondrial F0 1.450265 0.02530962 complex, subunit G2
C9orfl26 Chromosome 9 open reading frame 126 1.450191 0.04664219 CYR61 cysteine-rich, angiogenic inducer, 61 1.449852 0.0419131 DNAJC6 DnaJ (Hsp40) homolog, subfamily C, member 6 1.449841 0.02353657 C20orf7 chromosome 20 open reading frame 7 1.449502 0.02641157 SRRM1 serine/arginine repetitive matrix 1 1.449417 0.01719139 TCF3 transcription factor 3 (E2A immunoglobulin 1.448743 0.04618902 enhancer binding factors E12/E47)
LYPD4 LY6/PLAUR domain containing 4 1.448653 0.04099551 STK19 serine/threonine kinase 19 1.448622 0.02320913 ITGAX integrin, alpha X (complement component 3 1.448498 0.01016974 receptor 4 subunit)
HISPPD1 Histidine acid phosphatase domain containing 1 1.448177 0.02992748 IL2RG interleukin 2 receptor, gamma (severe combined 1.448103 0.02567381 immunodeficiency)
BBC3 BCL2 binding component 3 1.448083 0.04661435
LAMA1 Laminin, alpha 1 1.447955 0.00196975
TIMM44 translocase of inner mitochondrial membrane 44 1.447869 0.00689012 homolog (yeast)
KCNV2 potassium channel, subfamily V, member 2 1.447764 0.03217123 C19orf21 #N/A 1.447582 0.0257192 PPM IE protein phosphatase, Mg2+/Mn2+ dependent, IE 1.447264 0.00842577 GLRA1 #N/A 1.447023 0.04108724 ZNF790 zinc finger protein 790 1.446844 0.02823732 VAV1 vav 1 guanine nucleotide exchange factor 1.446454 0.01174777 ARIH1 ariadne homolog, ubiquitin-conjugating enzyme 1.446394 0.0394967
E2 binding protein, 1 (Drosophila)
SYPL1 synaptophysin-like 1 1.446376 0.01547058 MYBPC1 myosin binding protein C, slow type 1.44631 0.00222751 ANKRDl #N/A 1.446181 0.03770147
DB1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
6
SGSM3 small G protein signaling modulator 3 1.446031 0.04389755
C2orf3 chromosome 2 open reading frame 3 1.446 0.03568188
LIPH lipase, member H 1.445989 0.02448008
BAT2L #N/A 1.445576 0.04009661 UFY3 RUN and FYVE domain containing 3 1.445443 0.02270059
CCDC78 coiled-coil domain containing 78 1.445173 0.037721 15
HAL histidine ammonia-lyase 1.44516 0.03368006
CALN1 calneuron 1 1.444981 0.01319932
RB1CC1 RBI -inducible coiled-coil 1 1.444531 0.03852258
LDOC1L #N/A 1.444205 0.00918373
SYCP2L synaptonemal complex protein 2-like 1.444066 0.04655165
NLE1 #N/A 1.443846 0.00933605
ME1 malic enzyme 1 , NADP(+)-dependent, cytosolic 1.443794 0.04664603
CLIP4 CAP-GLY domain containing linker protein 1.443751 0.03989778 family, member 4
MST1R macrophage stimulating 1 receptor (c-met-related 1.443731 0.0363428 tyrosine kinase)
LIN9 lin-9 homolog (C. elegans) 1.443332 0.04299003 ABCC6 ATP-binding cassette, sub-family C (CFTR/MRP), 1.443182 0.02894376 member 6
C9orf 5 chromosome 9 open reading frame 95 1.443106 0.02650312
ATP6V1C ATPase, H+ transporting, lysosomal 42kDa, VI 1.443098 0.0320308
1 subunit C 1
TYK2 tyrosine kinase 2 1.442974 0.02785366 CNA5 potassium voltage-gated channel, shaker-related 1.442627 0.02893599 subfamily, member 5
FAM90A1 family with sequence similarity 90, member Al 1.44242 0.03069489
NOL10 nucleolar protein 10 1.44239 0.03303329
PMM2 phosphomannomutase 2 1.44225 0.002484
ADD1 adducin 1 (alpha) 1.440954 0.01023506
ACTR3B ARP3 actin-related protein 3 homolog B (yeast) 1.440505 0.04469901
SLC9A11 solute carrier family 9, member 11 1.440442 0.00161565
FUT10 Fucosyltransferase 10 (alpha (1,3) 1.440327 0.01438755 fucosyltransferase)
PTPRB protein tyrosine phosphatase, receptor type, B 1.440166 0.01445378
STK32B serine/threonine kinase 32B 1.439922 0.03858143
WDR27 WD repeat domain 27 1.439524 0.0262986
CNTNAP contactin associated protein 1 1.439432 0.03843804
1
ZBTB46 zinc finger and BTB domain containing 46 1.439424 0.038251 11 GIMAP5 GTPase, IMAP family member 5 1.438945 0.00841291 CYP3A4 cytochrome P450, family 3, subfamily A, 1.438913 0.01268167 polypeptide 4
USH1C Usher syndrome 1C (autosomal recessive, severe) 1.438859 0.02836779
UBASH3 ubiquitin associated and SH3 domain containing A 1.438688 0.03138061
A
RECQL4 RecQ protein-like 4 1.438547 0.0083977
CTNS cystinosis, nephropathic 1.438438 0.04635666
ADAMTS ADAM metallopeptidase with thrombospondin 1.438398 0.03994317 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
20 type 1 motif, 20
UHRF 1 BP UHRF 1 binding protein 1 -like 1.438167 0.03812257
1L
ANKLE 1 #N/A 1.437936 0.04289526
TTC31 tetratricopeptide repeat domain 31 1.437808 0.02034163
ZNF555 #N/A 1.437694 0.0221519
PPT1 palmitoyl-protein thioesterase 1 1.437618 0.03650416
MYOIA myosin IA 1.437578 0.00922217
RGL1 #N/A 1.437538 0.03518842
MAP7D2 MAP7 domain containing 2 1.437516 0.04660429
ERO 1 LB ERO 1 -like beta (S . cerevisiae) 1.437396 0.04436835
CHML choroideremia-like (Rab escort protein 2) 1.437277 0.01684899
ZNF33 zinc finger protein 334 1.437135 0.03342691
CCDC80 coiled-coil domain containing 80 1.436846 0.04107733
DDIT4 DNA-damage-inducible transcript 4 1.436743 0.028691
LRP2 low density lipoprotein receptor-related protein 2 1.436559 0.04792878
HAX 1 HCLS 1 associated protein X- 1 1.436401 0.0031628
MPZL1 myelin protein zero-like 1 1.436367 0.02987305
REV1 REV1 homolog (S. cerevisiae) 1.43625 0.01090101
GGPS 1 geranylgeranyl diphosphate synthase 1 1.436175 0.03585913
ZNF510 zinc finger protein 510 1.435712 0.01885009
RGS 13 regulator of G-protein signaling 13 1.435473 0.00771751
RNF 185 ring finger protein 185 1.435054 0.04045667
BBS5 Bardet-Biedl syndrome 5 1.43494 0.0399247
NKIRAS 1 NFKB inhibitor interacting Ras-like 1 1.434868 0.041 11426
CHRNB3 #N/A 1.434463 0.03870342
TMOD2 tropomodulin 2 (neuronal) 1.434447 0.01317972
CD163L1 CD163 molecule-like 1 1.434359 0.00184705
SHC4 SHC (Src homology 2 domain containing) family, 1.434304 0.01868442 member 4
PHLDA3 pleckstrin homology-like domain, family A, 1.433973 0.03894901 member 3
PPP 1 R3 A protein phosphatase 1 , regulatory (inhibitor) 1.43373 0.03032323 subunit 3 A
CCDC79 coiled-coil domain containing 79 1.433536 0.02680449
UGP2 UDP-glucose pyrophosphorylase 2 1.433359 0.01879469
PTPRD protein tyrosine phosphatase, receptor type, D 1.43321 0.02320547
STAG3 stromal antigen 3 1.433114 0.02444196
PRRC1 proline-rich coiled-coil 1 1.433027 0.04478808
ARMC8 armadillo repeat containing 8 1.432874 0.04852029
PARP9 poly (ADP-ribose) polymerase family, member 9 1.432814 0.04964132
DTWD2 DTW domain containing 2 1.432515 0.0493533
UNQ6494 QCWQ6494 1.432382 0.02496361
ZMYM4 zinc finger, MYM-type 4 1.432183 0.03154925
C8orf54 chromosome 8 open reading frame 54 1.431962 0.03299928
MTF2 metal response element binding transcription 1.431461 0.04435086 factor 2
UBA5 ubiquitin-like modifier activating enzyme 5 1.431379 0.04616022
C5orf46 chromosome 5 open reading frame 46 1.431223 0.01793586
RNF 19 A ring finger protein 19 A 1.431067 0.01581715 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
INTS4L1 integrator complex subunit 4-like 1 1.430936 0.02783269 POLR1B polymerase (RNA) I polypeptide B, 128kDa 1.430873 0.01550162 MLH1 mutL homolog 1, colon cancer, nonpolyposis type 1.430761 0.00794245
2 (E. coli)
GFM2 G elongation factor, mitochondrial 2 1.430555 0.01383552
ANKRD1 ankyrin repeat domain 17 1.43046 0.04827993
7
FAF1 Fas (TNFRSF6) associated factor 1 1.430121 0.03904638
COX10 #N/A 1.430118 0.03538123
C2orf56 chromosome 2 open reading frame 56 1.430048 0.03348655
ZNF19 #N/A 1.429972 0.01649419
MFHAS1 #N/A 1.429933 0.04621658
ZFAND2 zinc finger, AN1 -type domain 2B 1.429775 0.01879494
B
ADCY2 Adenylate cyclase 2 (brain) 1.429756 0.03216495
EPHA7 EPH receptor A7 1.429676 0.03132041
PAPOLG poly(A) polymerase gamma 1.429616 0.04792028
BCL2L13 BCL2-like 13 (apoptosis facilitator) 1.429059 0.02860466
ARFGAP ADP-ribosylation factor GTPase activating protein 1.428814 0.04525843
1 1
LCORL ligand dependent nuclear receptor corepressor-like 1.428736 0.04488822
NXF4 nuclear RNA export factor 4 pseudogene 1.428667 0.01643294
IGHG2 #N/A 1.428576 0.04018687
OVOL2 ovo-like 2 (Drosophila) 1.428425 0.03844006
PTPRZ1 protein tyrosine phosphatase, receptor-type, Z 1.428389 0.04422762 polypeptide 1
SNX2 sorting nexin 2 1.428357 0.04171181
NCOR1 nuclear receptor co-repressor 1 1.427976 0.04923058
C14orf45 Chromosome 14 open reading frame 45 1.427883 0.01624658
SYTL4 synaptotagmin-like 4 1.427768 0.0322787
LDHC #N/A 1.427546 0.03619496
LENG9 leukocyte receptor cluster (LRC) member 9 1.427372 0.02993145
DCHS1 dachsous 1 (Drosophila) 1.427318 0.0121132
SLC17A5 solute carrier family 17 (anion/sugar transporter), 1.42719 0.02150945 member 5
TRMU tRNA 5-methylaminomethyl-2-thiouridylate 1.427064 0.01700529 methyltransferase
LRRC52 #N/A 1.426523 0.04028452
WDR41 WD repeat domain 41 1.426471 0.00680616
C5orf48 chromosome 5 open reading frame 48 1.426459 0.04189294
MGC1638 Hypothetical protein MGC 16385 1.426454 0.02062426
5
C5orf37 Chromosome 5 open reading frame 37 1.425784 0.00637019
MED 19 mediator complex subunit 19 1.425713 0.03386226
DERL2 Deri-like domain family, member 2 1.425344 0.02794415
KLHL30 #N/A 1.4249 0.04129442
C22orf43 #N/A 1.424794 0.04583136
ACTL6A actin-like 6A 1.42451 0.04623304
ALOX5A #N/A 1.424267 0.00272828
DB1/ 69437516. I
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
LTBP1 latent transforming growth factor beta binding 1.424099 0.04996473 protein 1
SPG11 Spastic paraplegia 11 (autosomal recessive) 1.423899 0.03021136
NXF3 nuclear RNA export factor 3 1.423693 0.03537481
LAMA4 laminin, alpha 4 1.423591 0.04403999
SLC26A1 Solute carrier family 26, member 11 1.423394 0.0442195
1
MOBKL1 MOBl, Mps One Binder kinase activator-like 1A 1.423253 0.02598551
A (yeast)
IL8 #N/A 1.423252 0.03879855
EIF2AK1 eukaryotic translation initiation factor 2-alpha 1.42324 0.02190845 kinase 1
RBPMS RNA binding protein with multiple splicing 1.422673 0.04119182 BRE brain and reproductive organ-expressed 1.422448 0.02514955
(TNFRSF1 A modulator)
NCK1 NCK adaptor protein 1 1.422439 0.03578054 DRAP1 #N/A 1.422065 0.03621038 RUNDC3 RUN domain containing 3B 1.421857 0.04330288 B
SYNJ2BP #N/A 1.421739 0.02283196 PDE7B phosphodiesterase 7B 1.421678 0.03688497 PDK1 pyruvate dehydrogenase kinase, isozyme 1 1.421279 0.03042126 SLC28A3 solute carrier family 28 (sodium-coupled 1.420863 0.04586862 nucleoside transporter), member 3
DPM2 dolichyl-phosphate mannosyltransferase 1.42053 0.00599389 polypeptide 2, regulatory subunit
SCYL1 SCYl-like 1 (S. cerevisiae) 1.42052 0.04474295
C6orfl65 chromosome 6 open reading frame 165 1.420502 0.00218418
KIR3DL1 killer cell immunoglobulin-like receptor, three 1.420189 0.01360711 domains, long cytoplasmic tail, 1
SLC25A3 solute carrier family 25 (mitochondrial carrier; 1.420003 0.02483151 phosphate carrier), member 3
ZNF212 #N/A 1.419877 0.02511564
ACSBG2 acyl-CoA synthetase bubblegum family member 2 1.419763 0.04014889
LEKR1 #N/A 1.419752 0.04682436
MTUS1 microtubule associated tumor suppressor 1 1.418787 0.03798287
MY01B myosin IB 1.418658 0.00197662
MIOX #N/A 1.418575 0.04954692
ALS2CR4 amyotrophic lateral sclerosis 2 (juvenile) 1.418546 0.0310462 chromosome region, candidate 4
DI03 deiodinase, iodothyronine, type III 1.418513 0.00819247
CALCB #N/A 1.418355 0.00838483
ME2 malic enzyme 2, NAD(+)-dependent, 1.418274 0.01841145 mitochondrial
CAGE1 cancer antigen 1 1.418164 0.03913329 GPBP1L1 GC-rich promoter binding protein 1 -like 1 1.418033 0.04799429 PLA2R1 phospholipase A2 receptor 1, 180kDa 1.417542 0.00923605 GPSM1 G-protein signaling modulator 1 (AGS 3 -like, C. 1.417471 0.04785931 elegans)
CHP2 calcineurin B homologous protein 2 1.41739 0.04969681 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
NUMB numb homolog (Drosophila) 1.417215 0.02478936
AOC2 amine oxidase, copper containing 2 (retina- 1.417046 0.01426703 specific)
TRERF 1 transcriptional regulating factor 1 1.416101 0.03254844
RAPGEFl Rap guanine nucleotide exchange factor (GEF) 1 1.415895 0.04265785
CTH cystathionase (cystathionine gamma-lyase) 1.415796 0.0428465
PCDH24 #N/A 1.415716 0.0291154
PISD #N/A 1.415277 0.03084606
TTC25 tetratricopeptide repeat domain 25 1.415135 0.00096534
DIP2C DIP2 disco-interacting protein 2 homolog C 1.415117 0.03521672
(Drosophila)
KCNK17 potassium channel, subfamily K, member 17 1.415067 0.04872156
CPS1 carbamoyl-phosphate synthase 1 , mitochondrial 1.415049 0.02220611
LSM12 #N/A 1.414925 0.04599678
RDH10 #N/A 1.4149 0.0303362
PIP5K1C phosphatidylinositol-4-phosphate 5-kinase, type I, 1.414862 0.03680471 gamma
AGRP #N/A 1.414749 0.03624587
KISS1R KISS1 receptor 1.414596 0.04660972
CEP170L #N/A 1.414297 0.00533912
TFB2M transcription factor B2, mitochondrial 1.414276 0.00766602
ARAP3 ArfGAP with RhoGAP domain, ankyrin repeat 1.414139 0.04810273 and PH domain 3
ATP6V1G ATPase, H+ transporting, lysosomal 13kDa, VI 1.413912 0.01696754
2 subunit G2
OR51F1 #N/A 1.413838 0.02868178
ARFIP2 ADP-ribosylation factor interacting protein 2 1.413806 0.00699041
GTF3C3 general transcription factor IIIC, polypeptide 3, 1.413757 0.03007023
102kDa
PRDM15 PR domain containing 15 1.413293 0.03857759
MPDZ multiple PDZ domain protein 1.413148 0.00731358
FXR2 fragile X mental retardation, autosomal homolog 2 1.413137 0.04479532
CLEC1A #N/A 1.412984 0.0237952
HADH #N/A 1.412827 0.01477945
FRAP 1 FK506 binding protein 12-rapamycin associated 1.412768 0.03216416 protein 1
TAPBP TAP binding protein (tapasin) 1.412705 0.01852405
GPR126 G protein-coupled receptor 126 1.412461 0.03202184
VEPH1 ventricular zone expressed PH domain homolog 1 1.412406 0.04250664
(zebrafish)
DDB 1 damage-specific DNA binding protein 1 , 127kDa 1.41234 0.0326726
PODN podocan 1.412215 0.02049473
C14orfl77 chromosome 14 open reading frame 177 1.412036 0.01060699
NADK NAD kinase 1.411726 0.04453067
PRKACB protein kinase, cAMP-dependent, catalytic, beta 1.411632 0.04890563
MRGPRX #N/A 1.41 157 0.04440184 1
LASS1 LAG1 homolog, ceramide synthase 1 1.411301 0.03143383
CA11 carbonic anhydrase XI 1.411239 0.02467048
TAF7L TAF7-like RNA polymerase II, TATA box 1.411168 0.03198948 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
binding protein (TBP)-associated factor, 50kDa
LOC1586 hypothetical LOCI 58696 1.411086 0.02489639 96
SPEF2 sperm flagellar 2 1.411013 0.01013766
SAMD4A sterile alpha motif domain containing 4A 1.410742 0.03063432
C8orf44 #N/A 1.410533 0.01332613
HIST1H3J histone cluster 1 , H3j 1.410359 0.00103398
PON2 paraoxonase 2 1.410181 0.02722414
ZNF71 #N/A 1.410135 0.04534524
BTNL8 butyrophilin-like 8 1.410086 0.02585348
PEX16 #N/A 1.409984 0.01029936
EYA1 eyes absent homolog 1 (Drosophila) 1.409781 0.01320983
FAM54B family with sequence similarity 54, member B 1.409645 0.00862757
BRD3 #N/A 1.409586 0.00784168
LOC7282 #N/A 1.409519 0.04143559
12
SPEG #N/A 1.409468 0.00375427
TBRG4 #N/A 1.40939 0.02950791
ROPN1B #N/A 1.408993 0.00790338
SNAP47 synaptosomal-associated protein, 47kDa 1.408485 0.04602921
AKAP9 A kinase (PRKA) anchor protein (yotiao) 9 1.408331 0.0397578
TIGD5 tigger transposable element derived 5 1.408267 0.020565
C14orf79 chromosome 14 open reading frame 79 1.408188 0.03685775
C8orf79 Chromosome 8 open reading frame 79 1.40808 0.01438085
ZBED4 zinc finger, BED-type containing 4 1.407985 0.01114324
PTPN12 protein tyrosine phosphatase, non-receptor type 12 1.407633 0.04343223
FAM91A1 family with sequence similarity 91, member Al 1.407477 0.01878871
G2E3 G2/M-phase specific E3 ubiquitin ligase 1.407412 0.0340295
GALNT8 UDP-N-acetyl-alpha-D-galactosamine:polypeptide 1.407377 0.00638373
N-acetylgalactosaminyltransferase 8 (GalNAc-T8)
ANGPT1 #N/A 1.407237 0.04946848
ADRBK2 adrenergic, beta, receptor kinase 2 1.407184 0.03936594
TTLL10 tubulin tyrosine ligase-like family, member 10 1.407102 0.03185513
LPHN2 latrophilin 2 1.406759 0.03075214
POLR2C polymerase (RNA) II (DNA directed) polypeptide 1.406734 0.01483067
C, 3 kDa
GON4L gon-4-like (C. elegans) 1.406578 0.02792844
TJP2 tight junction protein 2 (zona occludens 2) 1.406495 0.04195112
CLEC4C #N/A 1.406452 0.01047827
CD34 CD34 molecule 1.406256 0.02143454
EIF4G3 eukaryotic translation initiation factor 4 gamma, 3 1.406204 0.00853982
KCMF1 potassium channel modulatory factor 1 1.406049 0.03966502
NLGN4X neuroligin 4, X-linked 1.405981 0.04808391
SYT4 #N/A 1.405821 0.02588059
PGAP1 post-GPI attachment to proteins 1 1.40579 0.04981905
HCRTR2 hypocretin (orexin) receptor 2 1.405277 0.04487237
MBD3L1 #N/A 1.405222 0.00721026
ERCC4 excision repair cross-complementing rodent repair 1.405166 0.04499256 deficiency, complementation group 4
KRTAP13 #N/A 1.404759 0.0428822
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
-1
TRNAU1 tRNA selenocysteine 1 associated protein 1 1.404681 0.04311386
AP
IPO 1 1 importin 1 1 1.404451 0.04851699
C16orf52 Chromosome 16 open reading frame 52 1.404438 0.03309352
CPXM2 carboxypeptidase X (Ml 4 family), member 2 1.40407 0.02406586
ARPC2 actin related protein 2/3 complex, subunit 2, 1.403844 0.04550945
34kDa
FAM129C family with sequence similarity 129, member C 1.403626 0.0330672
RABGEF RAB guanine nucleotide exchange factor (GEF) 1 1.403497 0.03434929
1
TCEB3 transcription elongation factor B (SIII), 1.403204 0.03240308 polypeptide 3 (1 lOkDa, elongin A)
RYR2 ryanodine receptor 2 (cardiac) 1.403032 0.03605059
GHDC GH3 domain containing 1.402837 0.01882408
SERTAD4 SERTA domain containing 4 1.402681 0.00359257
KCNT2 Potassium channel, subfamily T, member 2 1.402521 0.04560752
CLSPN claspin homolog (Xenopus laevis) 1.402502 0.02545263
MOCS1 molybdenum cofactor synthesis 1 1.402262 0.00758675
DCT #N/A 1.402217 0.01437619
NLRP9 NLR family, pyrin domain containing 9 1.402215 0.04470192
CACNA2 calcium channel, voltage-dependent, alpha 2/delta 1.402206 0.03725548
D4 subunit 4
SLC25A3 solute carrier family 25 (mitochondrial carrier; 1.402178 0.03455203 1 adenine nucleotide translocator), member 31
ALDH4A aldehyde dehydrogenase 4 family, member Al 1.402143 0.0428196 1
ZNF12 zinc finger protein 12 1.402106 0.02420556
MYL4 myosin, light chain 4, alkali; atrial, embryonic 1.401793 0.02323071
CELP carboxyl ester lipase pseudogene 1.401509 0.04098698
OLFML2 olfactomedin-like 2B 1.40142 0.03843012
B
DPY19L2 dpy-19-like 2 (C. elegans) 1.401349 0.03991465 CCDC48 coiled-coil domain containing 48 1.401291 0.02399671 WDR60 WD repeat domain 60 1.401204 0.01727148 MDGA1 MAM domain containing 1.400745 0.03911931 glycosylphosphatidylinositol anchor 1
CCDC150 coiled-coil domain containing 150 1.400713 0.00923587 SLC38A9 solute carrier family 38, member 9 1.40062 0.03176665 FRMPD2 FERM and PDZ domain containing 2 1.40054 0.00373957 ABTB2 ankyrin repeat and BTB (POZ) domain containing 1.400178 0.0245051
2
UPB1 ureidopropionase, beta 1.399598 0.02286101 TSN translin 1.399509 0.03659249 WASF1 WAS protein family, member 1 1.399399 0.01274934 PIGO phosphatidylinositol glycan anchor biosynthesis, 1.398797 0.04188742 class O
C7orf29 #N/A 1.398712 0.03424425
RHPN1 rhophilin, Rho GTPase binding protein 1 1.39868 0.01520561
COR02A #N/A 1.398661 0.03986101
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
ACSM3 acyl-CoA synthetase medium-chain family 1.398465 0.01871956 member 3
D4S234E DNA segment on chromosome 4 (unique) 234 1.398344 0.04212178 expressed sequence
ATP11B ATPase, class VI, type 1 IB 1.398172 0.04591405
TCOF1 Treacher Collins-Franceschetti syndrome 1 1.398069 0.0391157
GALT galactose- 1 -phosphate uridylyltransferase 1.397966 0.00247261
HRG histidine-rich glycoprotein 1.397856 0.03777067
R1IAG #N/A 1.39752 0.03485837
LOC6469 twelve-thirteen translocation leukemia gene 1.397169 0.00873384
82
AUP1 ancient ubiquitous protein 1 1.396355 0.02026702
PHF3 PHD finger protein 3 1.39621 1 0.01054891
RGPD5 RANBP2-like and GRIP domain containing 5 1.396117 0.04893838
S100A14 #N/A 1.396006 0.0066653
HSD17B1 hydroxysteroid (17-beta) dehydrogenase 11 1.395945 0.03304075
1
CACNA1 calcium channel, voltage-dependent, T type, alpha 1.395622 0.03864677 H 1H subunit
TRIM68 #N/A 1.395566 0.04779924 SCN10A sodium channel, voltage-gated, type X, alpha 1.395546 0.03812938 subunit
SPAG17 sperm associated antigen 17 1.395519 0.0299796 KRT20 keratin 20 1.395271 0.03217697 DGAT2L6 diacylglycerol O-acyltransferase 2-like 6 1.395177 0.02714545 MS4A10 Membrane-spanning 4-domains, subfamily A, 1.394905 0.0318291 member 10
POSTN periostin, osteoblast specific factor 1.394528 0.00856569
CLEC4G #N/A 1.394409 0.01651661
LQK1 LQK1 hypothetical protein short isoform 1.39403 0.02557725
FM04 #N/A 1.393464 0.02372092
CABP2 #N/A 1.393445 0.04869489
CD83 CD83 molecule 1.393225 0.03750887
RAB39B #N/A 1.3926 0.00729975
C10orf58 #N/A 1.392475 0.0313261
UBC #N/A 1.39239 0.04488279
SLC3A1 solute carrier family 3 (cystine, dibasic and neutral 1.392282 0.03412927 amino acid transporters, activator of cystine,
dibasic and neutral amino acid transport), member
1
1
SEPP1 selenoprotein P, plasma, 1 1.392278 0.01276165
HRC histidine rich calcium binding protein 1.392189 0.02392761
NCSTN nicastrin 1.39212 0.03276348
PER3 period homolog 3 (Drosophila) 1.391761 0.04590857
ITGB8 integrin, beta 8 1.391437 0.01007626
G3BP2 GTPase activating protein (SH3 domain) binding 1.391061 0.03995435 protein 2
DMBT1 deleted in malignant brain tumors 1 1.391016 0.01095332
ERBB2IP erbb2 interacting protein 1.390929 0.00826632
NCRNAO non-protein coding RNA 174 1.390833 0.01828585 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
0174
ABCA3 #N/A 1.390303 0.04042122
ARMC3 armadillo repeat containing 3 1.39017 0.02418178
GAA glucosidase, alpha; acid 1.390145 0.02416388
WDR16 WD repeat domain 16 1.389763 0.00382488
MAP3K7 mitogen-activated protein kinase kinase kinase 7 1.389714 0.01863856
WDR35 WD repeat domain 35 1.38932 0.03314722
TTF1 transcription termination factor, RNA polymerase 1.38918 0.01861324
I
EHMT2 euchromatic histone-lysine N-methyltransferase 2 1.389037 0.04529926
SP140L SP140 nuclear body protein-like 1.388923 0.0361833
CUL2 cullin 2 1.388834 0.03417199
PDYN prodynorphin 1.388793 0.01792923
GSK3B glycogen synthase kinase 3 beta 1.388704 0.01324586
DDX59 DEAD (Asp-Glu- Ala-Asp) box polypeptide 59 1.38866 0.01161362
FEZ2 fasciculation and elongation protein zeta 2 (zygin 1.388464 0.01625731
Π)
NUAK2 NUAK family, SNFl-like kinase, 2 1.388457 0.00947788
ITLN2 intelectin 2 1.388199 0.04185219
RNF149 ring finger protein 149 1.388136 0.03753609
ZFYVE20 zinc finger, FYVE domain containing 20 1.388131 0.03685951
PIWIL3 Piwi-like 3 (Drosophila) 1.388125 0.04611083
ZNF230 zinc finger protein 230 1.388118 0.01064806
RAB27B RAB27B, member RAS oncogene family 1.387967 0.0450371
RRP9 ribosomal RNA processing 9, small subunit (SSU) 1.38781 0.02464482 processome component, homolog (yeast)
C17orf53 chromosome 17 open reading frame 53 1.38774 0.0078672
2-Sep #N/A 1.387431 0.03338744 FUCA1 fucosidase, alpha-L- 1, tissue 1.38741 0.02925501 PDCD11 programmed cell death 11 1.387102 0.04328171 CATSPER Cation channel, sperm associated 2 pseudogene 1 1.386958 0.03847495 2P1
FLJ44881 FLJ44881 1.386885 0.04903313
SNAPC5 #N/A 1.386849 0.00725544
C20orf71 chromosome 20 open reading frame 71 1.386461 0.04746647 CNIP2 Kv channel interacting protein 2 1.386433 0.03326746
BMP2K BMP2 inducible kinase 1.386192 0.04872796
NR2E3 nuclear receptor subfamily 2, group E, member 3 1.386135 0.0494817
HEYL hairy/enhancer-of-split related with YRPW motif1.386075 0.03114455 like
ATP5D #N/A 1.386046 0.03800337
STAP2 #N/A 1.385918 0.04606399
ACAT2 acetyl-CoA acetyltransferase 2 1.385302 0.02677085
CCDC17 coiled-coil domain containing 17 1.385042 0.04001854
PIN1L peptidylprolyl cis/trans isomerase, NIMA- 1.384965 0.04185282 interacting 1 -like (pseudogene)
KIAA119 KIAA1191 1.38493 0.02319146 1
FLOT1 flotillin 1 1.384924 0.03926247 FAM83C family with sequence similarity 83, member C 1.384922 0.03647672
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P
Symbol Change value
RFXANK regulatory factor X-associated ankyrin-containing 1.384612 0.03248029 protein
JARID2 jumonji, AT rich interactive domain 2 1.384407 0.00690906
PIK3CG phosphoinositide-3 -kinase, catalytic, gamma 1.384287 0.01670825 polypeptide
EXOC3L2 exocyst complex component 3 -like 2 1.384174 0.03521837
PDXK pyridoxal (pyridoxine, vitamin B6) kinase 1.384091 0.03873832
MAGEB1 melanoma antigen family B, 1 1.383909 0.01558786
C5 complement component 5 1.38387 0.01555144
CASKIN2 C ASK interacting protein 2 1.383695 0.00978574
PYCRL pyrroline-5-carboxylate reductase-like 1.383376 0.02332003
CTDP1 CTD (carboxy-terminal domain, RNA polymerase 1.3832 0.02699086
II, polypeptide A) phosphatase, subunit 1
PRDX1 peroxiredoxin 1 1.38319 0.0314545
LASS2 LAG1 homolog, ceramide synthase 2 1.383183 0.01736726
FAM83A family with sequence similarity 83, member A 1.383114 0.02272562
ADAD2 adenosine deaminase domain containing 2 1.382822 0.0290104
ZYG11B zyg-11 homolog B (C. elegans) 1.382759 0.03637639
DGCR8 DiGeorge syndrome critical region gene 8 1.382451 0.01673764
SLC2A5 solute carrier family 2 (facilitated glucose/fructose 1.382214 0.02054184 transporter), member 5
CXorf22 chromosome X open reading frame 22 1.382178 0.02367145
GDAP2 ganglioside induced differentiation associated 1.381444 0.02555595 protein 2
PITX2 #N/A 1.38095 0.03603224
FARP2 FERM, RhoGEF and pleckstrin domain protein 2 1.380538 0.0362369
C4orf8 Chromosome 4 open reading frame 8 1.380393 0.04410986
DCP2 DCP2 decapping enzyme homolog (S. cerevisiae) 1.380372 0.02782318
RAB2A RAB2A, member RAS oncogene family 1.38031 0.02989203
SNX17 #N/A 1.38031 0.04778598
BLID #N/A 1.379936 0.04489691
FLJ26850 FLJ26850 protein 1.379795 0.0315004
SLC12A2 solute carrier family 12 1.379717 0.01203849
(sodium/potassium/chloride transporters), member
PHKA2 phosphorylase kinase, alpha 2 (liver) 1.379358 0.04156652
MAD2L1 #N/A 1.379319 0.02498422 BP
PUS10 pseudouridylate synthase 10 1.37928 0.03260097
GRHL1 grainyhead-like 1 (Drosophila) 1.379134 0.04726898
ARIH2 ariadne homolog 2 (Drosophila) 1.379092 0.04036547
SOX21 SRY (sex determining region Y)-box 21 1.379007 0.03381278
MAMDC2 MAM domain containing 2 1.378926 0.03908725
PLA2G2A phospholipase A2, group IIA (platelets, synovial 1.37892 0.02830803 fluid)
NGFRAP nerve growth factor receptor (TNFRSF16) 1.378697 0.03131 156
1 associated protein 1
SFTPA1 surfactant protein Al 1.378651 0.04576467
EML3 echinoderm microtubule associated protein like 3 1.378484 0.02696298
GSDMB gasdermin B 1.37845 0.044703071/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
Clorf83 chromosome 1 open reading frame 83 1.377876 0.03773114 R F14 ring finger protein 14 1.377805 0.04782365 SAT1 spermidine/spermine Nl-acetyltransferase 1 1.377678 0.0199371 TAF1L TAF1 RNA polymerase II, TATA box binding 1.377677 0.01341919 protein (TBP)-associated factor, 210kDa-like
AMT aminomethyltransferase 1.377596 0.04610355
TARSL2 threonyl-tRNA synthetase-like 2 1.37744 0.03384658
KCNMB1 #N/A 1.377197 0.01536732
EFNA5 ephrin-A5 1.376946 0.02612841
ULK1 unc-51-like kinase 1 (C. elegans) 1.376606 0.04913687
TESSP5 #N/A 1.376448 0.00800435
SOCS5 suppressor of cytokine signaling 5 1.37553 0.01917031
CLPX ClpX caseinolytic peptidase X homolog (E. coli) 1.375441 0.01468959
LNX2 Ligand of numb-protein X 2 1.375437 0.04247097
GLS glutaminase 1.375186 0.03479203
BMP4 bone morphogenetic protein 4 1.375126 0.01823714
EBF4 early B-cell factor 4 1.374912 0.03180139
SCMH1 sex comb on midleg homolog 1 (Drosophila) 1.374893 0.04735748
SERPINB serpin peptidase inhibitor, clade B (ovalbumin), 1.374614 0.04079695
13 member 13
CYBA cytochrome b-245, alpha polypeptide 1.374566 0.01905461
SECISBP SECIS binding protein 2-like 1.374566 0.04433205
2L
CLCNKA chloride channel Ka 1.374472 0.03583901
TM7SF4 transmembrane 7 superfamily member 4 1.37444 0.04083846
FLJ40852 #N/A 1.374363 0.04940007
C6orf54 #N/A 1.374323 0.02034623
HIF3A Hypoxia inducible factor 3, alpha subunit 1.3743 0.03370266
CGNL1 cingulin-like 1 1.374127 0.02383984
C14orf49 chromosome 14 open reading frame 49 1.374057 0.0211786
RHOBTB Rho-related BTB domain containing 3 1.373996 0.01988465
3
ELP3 elongation protein 3 homolog (S. cerevisiae) 1.373642 0.03955407 POLR2H polymerase (RNA) II (DNA directed) polypeptide 1.373227 0.02984487
H
KIAA131 KIAA1310 1.373158 0.04142218 0
SLC35A1 solute carrier family 35 (CMP-sialic acid 1.372979 0.0029421 transporter), member Al
NCRNAO non-protein coding RNA 175 1.372758 0.00985385
0175
Cl lorf35 #N/A 1.372583 0.04741799
FEZF2 FEZ family zinc finger 2 1.372156 0.01753083
NCKAP1 NC -associated protein 1 1.372116 0.02620886
9-Sep #N/A 1.371851 0.04857443 RTP4 #N/A 1.371731 0.04756939 CFTR cystic fibrosis transmembrane conductance 1.371604 0.03587373 regulator (ATP-binding cassette sub-family C,
member 7)
ST14 suppression of tumorigenicity 14 (colon 1.371459 0.03200038 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
carcinoma)
AP3S1 adaptor-related protein complex 3, sigma 1 subunit 1.37125 0.0071826
FAM49B family with sequence similarity 49, member B 1.37124 0.04761414
SMARCA SWI/SNF related, matrix associated, actin 1.371225 0.01914396
2 dependent regulator of chromatin, subfamily a,
member 2
ACBD4 acyl-CoA binding domain containing 4 1.37122 0.03423982
EFCAB6 EF-hand calcium binding domain 6 1.370919 0.04000618
XAGE2 #N/A 1.370913 0.03807452
CTSS cathepsin S 1.370682 0.01961639
DOK5 docking protein 5 1.37065 0.00588661
ZNF3 zinc finger protein 3 1.370646 0.02001535
AN04 anoctamin 4 1.370627 0.04972677
ZBTB48 zinc finger and BTB domain containing 48 1.370607 0.00410921
TMEM 18 transmembrane protein 183 B 1.370591 0.04077533
3B
HDLBP high density lipoprotein binding protein 1.370587 0.02901277
SPAG7 sperm associated antigen 7 1.370365 0.04772279
QPCT glutaminyl -peptide cyclotransferase 1.370054 0.04693999
WDR33 WD repeat domain 33 1.369404 0.02111859
GPR132 #N/A 1.36932 0.04152648
KRT15 keratin 15 1.369198 0.02838278
EPS8L1 EPS8-like 1 1.368955 0.01719425
RGS5 #N/A 1.368892 0.01376485
MFAP3L microfibrillar-associated protein 3-like 1.368818 0.04260298
CLCA2 chloride channel accessory 2 1.368776 0.04106998
ATHL1 ATH1, acid trehalase-like 1 (yeast) 1.368744 0.00844971
USP6 ubiquitin specific peptidase 6 (Tre-2 oncogene) 1.36864 0.02369601
LZTFL1 leucine zipper transcription factor-like 1 1.368487 0.02321085
HSF4 #N/A 1.368486 0.04389483
BPY2 basic charge, Y-linked, 2 1.368245 0.04532575
CASS4 Cas scaffolding protein family member 4 1.368237 0.04868791
KLHL 10 kelch-like 10 (Drosophila) 1.368113 0.04173072
IL4R interleukin 4 receptor 1.367682 0.04745193
UQCRH ubiquinol-cytochrome c reductase hinge protein 1.367633 0.04991558
GALNT10 UDP-N-acetyl-alpha-D-galactosamine:polypeptide 1.367612 0.01578419
N-acetylgalactosaminyltransferase 10 (GalNAc-
T10)
SESTD1 SEC 14 and spectrin domains 1 1.366888 0.03597631
PPFIA2 protein tyrosine phosphatase, receptor type, f 1.366368 0.00766609 polypeptide (PTPRF), interacting protein (liprin),
alpha 2
EIF3M eukaryotic translation initiation factor 3, subunit M 1.366228 0.02809051
CDH18 cadherin 18, type 2 1.366148 0.00125786
SF3B1 splicing factor 3b, subunit 1, 155kDa 1.365473 0.04469656
ZMAT1 #N/A 1.36442 0.02781449
KCNJ14 potassium inwardly-rectifying channel, subfamily 1.364123 0.0248093
J, member 14
PALLD palladin, cytoskeletal associated protein 1.363762 0.04986509
ΓΝΡΡ4Β inositol polyphosphate-4-phosphatase, type II, 1.363494 0.00017936
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
105kDa
ABCB5 ATP-binding cassette, sub-family B (MDR/TAP), 1.363481 0.01402067 member 5
TFRC transferrin receptor (p90, CD71) 1.363435 0.02452106
Clorfl22 chromosome 1 open reading frame 122 1.363401 0.03699855
PTH #N/A 1.363071 0.02032375
ZNF211 #N/A 1.362871 0.03284971
AEBP2 AE binding protein 2 1.362569 0.03985048
KIAA180 mixed lineage kinase 4 1.362362 0.00777953
4
ACSL5 acyl-CoA synthetase long-chain family member 5 1.362342 0.03073901
TNIP1 TNFAIP3 interacting protein 1 1.362235 0.02962173
HIST1H4 #N/A 1.362152 0.00134079
D
F8 coagulation factor VIII, procoagulant component 1.36153 0.0330432
RFX4 regulatory factor X, 4 (influences HLA class II 1.361522 0.03667079 expression)
CLEC1B #N/A 1.361151 0.02599373
C4orf30 Chromosome 4 open reading frame 30 1 .35993 0.03562827
RHCE #N/A 1.359475 0.03662927
KIAA196 KIAA1967 1.359378 0.0188366
7
LYN v-yes-1 Yamaguchi sarcoma viral related 1.359373 0.01200334 oncogene homolog
RPS6KA6 ribosomal protein S6 kinase, 90kDa, polypeptide 6 1.359313 0.01574272
KIRREL2 Kin of IRRE like 2 (Drosophila) 1.359171 0.04649818
TR1M14 tripartite motif-containing 14 1.359063 0.04936092
GPBP1 GC-rich promoter binding protein 1 1.359053 0.03480641
CGREF1 #N/A 1.358723 0.01457688
ZNF79 zinc finger protein 79 1.358718 0.04549962
HHIPL2 HHIP-like 2 1.358436 0.03833599
GRIN2B #N/A 1.358397 0.0075932
CATSPER cation channel, sperm associated 1 1.358087 0.03085318
1
AHNAK2 AHNAK nucleoprotein 2 1.357789 0.01594685 CXCL13 chemokine (C-X-C motif) ligand 13 1.357676 0.00878467 GTF2IRD GTF2I repeat domain containing 2 pseudogene 1.35742 0.04895984 2P
PCMT1 protein-L-isoaspartate (D-aspartate) O- 1.357331 0.00986394 methyltransferase
INPP5D inositol polyphosphate-5 -phosphatase, 145kDa 1.357218 0.03501015 ITGA4 integrin, alpha 4 (antigen CD49D, alpha 4 subunit 1.357003 0.03979787 of VLA-4 receptor)
SPAST spastin 1.356288 0.03786354
PRLH prolactin releasing hormone 1.356089 0.02371997
UTP6 UTP6, small subunit (SSU) processome 1.356011 0.03536297 component, homolog (yeast)
PKD2 polycystic kidney disease 2 (autosomal dominant) 1.355906 0.03251514 SUGT1L1 SGT1, suppressor of G2 allele of SKP1 like 1 (S. 1.35567 0.00885436 cerevisiae)
1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells Gene Gene Description Fold Ttest P
Symbol Change value
MFI2 antigen p97 (melanoma associated) identified by 1.355647 0.00363659 monoclonal antibodies 133.2 and 96.5
TMEM14 transmembrane protein 146 1.355608 0.02720724 6
TTTY6 testis-specific transcript, Y-linked 6 (non-protein 1.355107 0.0474792 coding)
ΓΠΗ3 inter-alpha (globulin) inhibitor H3 1.354798 0.02342705 ILDR1 immunoglobulin-like domain containing receptor 1.354615 0.02734741
1
MY018A myosin XVIIIA 1.354563 0.0434213 RIC8B resistance to inhibitors of cholinesterase 8 1.35437 0.03801956 homolog B (C. elegans)
CTN A3 Catenin (cadherin-associated protein), alpha 3 1.354368 0.03510529 GREB1 GREB1 protein 1.354247 0.04230805 KDM3B lysine (K)-specific demethylase 3B 1.35412 0.04179252 VIT #N/A 1.35379 0.02402971
NECAB2 N-terminal EF-hand calcium binding protein 2 1.353677 0.04090459 B4GALN beta-l,4-N-acetyl-galactosaminyl transferase 1 1.353321 0.00575749 Tl
PSMB7 #N/A 1.353301 0.04033224
TOPORS Topoisomerase I binding, arginine/serine-rich 1.353172 0.00192257
MAPK8 mitogen-activated protein kinase 8 1.352867 0.03733872
A2M alpha-2-macroglobulin 1.352659 0.01926322
PSMA7 proteasome (prosome, macropain) subunit, alpha 1.35225 0.03229301 type, 7
7-Mar #N/A 1.352115 0.00153926 RABGGT Rab geranylgeranyltransferase, alpha subunit 1.351954 0.0429941 A
S100A3 #N/A 1.351681 0.01844129
PGDS #N/A 1.351548 0.02579275
POLR3GL polymerase (RNA) III (DNA directed) polypeptide 1.351326 0.04224969
G (32kD)-like
PSTK phosphoseryl-tRNA kinase 1.35128 0.04649495
CEP350 centrosomal protein 350kDa 1.351128 0.03670049
KDM4C lysine (K)-specific demethylase 4C 1.351053 0.0176246
ACY1 aminoacylase 1 1.35078 0.00373775
RNF32 ring finger protein 32 1.350722 0.04810592
BMX BMX non-receptor tyrosine kinase 1.350412 0.03189594
ZNF804A zinc finger protein 804A 1.350319 0.015929
RPH3A rabphilin 3 A homolog (mouse) 1.349799 0.01617809
TARS threonyl-tRNA synthetase 1.349756 0.04996272
GPR133 G protein-coupled receptor 133 1.349679 0.02919616
Clorfl04 chromosome 1 open reading frame 104 1.349616 0.01600065
CATSPER cation channel, sperm associated 2 1.349606 0.03144666
2
FNBP4 formin binding protein 4 1.349354 0.00845931 MCM6 minichromosome maintenance complex 1.349263 0.03160563 component 6
SLC27A1 Solute carrier family 27 (fatty acid transporter), 1.349238 0.01250896 member 1
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Unregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
PHC1 polyhomeotic homolog 1 (Drosophila) 1.34907 0.04242083
PIN 1 PTEN induced putative kinase 1 1.348951 0.03249442
TP 1 thiamin pyrophosphokinase 1 1.348935 0.00061583
KRTAP1- #N/A 1.348868 0.02700125
5
KIR2DL1 killer cell immunoglobulin-like receptor, two 1.348833 0.04699831 domains, long cytoplasmic tail, 1
DSP desmoplakin 1.348754 0.04651279
MREl 1 A MREl 1 meiotic recombination 11 homolog A (S. 1.348564 0.00038333 cerevisiae)
SPAG9 sperm associated antigen 9 1.348534 0.03303382
CCDC11 coiled-coil domain containing 11 1.34835 0.04368236
ATP7B ATPase, Cu++ transporting, beta polypeptide 1.348154 0.03209184
WDR92 #N/A 1.347904 0.0438393
ITGB1BP integrin beta 1 binding protein 3 1.347859 0.00957784
3
BLMH bleomycin hydrolase 1.347696 0.03973197
PKD1L1 polycystic kidney disease 1 like 1 1.34761 0.01490888
PECR peroxisomal trans-2-enoyl-CoA reductase 1.347163 0.02598704
DNAH5 dynein, axonemal, heavy chain 5 1.346943 0.0280359
ZNF566 zinc finger protein 566 1.346867 0.00318496
CXorf26 chromosome X open reading frame 26 1.346699 0.01655183
ATXN7L2 ataxin 7-like 2 1.346592 0.02446553
HM13 #N/A 1.346496 0.03424705
PREPL prolyl endopeptidase-like 1.346456 0.03536804
MAST1 microtubule associated serine/threonine kinase 1 1.345867 0.01970894
PLRG1 pleiotropic regulator 1 (PRL1 homolog, 1.345685 0.00188631
Arabidopsis)
ETV7 ets variant 7 1.345592 0.00259091
MAGEF1 melanoma antigen family F, 1 1.345586 0.0427293
NELL1 NEL-like 1 (chicken) 1.345471 0.035416
KRT7 keratin 7 1.345142 0.04343201
METTL11 #N/A 1.345064 0.02375531
A
TRIM26 tripartite motif-containing 26 1.344982 0.04300975 KCNQ1 potassium voltage-gated channel, KQT-like 1.344976 0.04493967 subfamily, member 1
MTMR12 myotubularin related protein 12 1.34462 0.0317016 AMPH amphiphysin 1.344519 0.00793595 KCNK16 potassium channel, subfamily K, member 16 1.344179 0.01298541 CDKL2 cyclin-dependent kinase-like 2 (CDC2-related 1.343983 0.02627129 kinase)
ACBD3 acyl-CoA binding domain containing 3 1.343979 0.0088417 FH fumarate hydratase 1.343761 0.01764835
LAPTM5 lysosomal protein transmembrane 5 1.343236 0.03239693 EIF3I eukaryotic translation initiation factor 3, subunit I 1.342791 0.03408126 ADAMTS ADAM metallopeptidase with thrombospondin 1.341872 0.01615138 6 type 1 motif, 6
PDCD6IP programmed cell death 6 interacting protein 1.341445 0.02712429 SCGN secretagogin, EF-hand calcium binding protein 1.341209 0.03145203 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
SHISA5 shisa homolog 5 (Xenopus laevis) 1.341148 0.04008168 COL4A1 collagen, type IV, alpha 1 1.340948 0.04402007 TMEM17 #N/A 1.340759 0.04828331 7
CTR9 Ctr9, Pafl/RNA polymerase II complex 1.340525 0.01367351 component, homolog (S. cerevisiae)
WFDC6 #N/A 1.340339 0.03996958 ME3 malic enzyme 3, NADP(+)-dependent, 1.34006 0.04596134 mitochondrial
FA 165B #N/A 1.339989 0.03564499
MOSPD3 motile sperm domain containing 3 1.339688 0.02672093
MED24 mediator complex subunit 24 1.338971 0.02234539
BCL3 B-cell CLL/lymphoma 3 1.338873 0.03515185
ZNF514 zinc finger protein 514 1.338774 0.03091846
Cl lorf49 #N/A 1.338751 0.00600807
REX04 REX4, RNA exonuclease 4 homolog (S. 1.338363 0.02795145 cerevisiae)
HNMT histamine N-methyltransferase 1.338353 0.01243209
ATPBD3 ATP binding domain 3 1.338268 0.03756416
XRCC1 X-ray repair complementing defective repair in 1.338228 0.02107989
Chinese hamster cells 1
ZKSCAN zinc finger with KRAB and SCAN domains 4 1.338143 0.01984388 4
GALC #N/A 1.337734 0.04874618
NBN nibrin 1.337492 0.01768605
C3orf31 chromosome 3 open reading frame 31 1.337435 0.03784451
WDR37 WD repeat domain 37 1.337261 0.04217673
DNASE1 deoxyribonuclease I-like 1 1.337125 0.0421296
LI
REV3L REV3-like, catalytic subunit of DNA polymerase 1.337028 0.03337764 zeta (yeast)
PRDM1 PR domain containing 1, with ZNF domain 1.336557 0.02794345 ASAP2 ArfGAP with SH3 domain, ankyrin repeat and PH 1.33651 0.04235299 domain 2
RNASE9 #N/A 1.336502 0.0239313
RAPGEF6 Rap guanine nucleotide exchange factor (GEF) 6 1.336214 0.03767711
MLLT3 myeloid/lymphoid or mixed-lineage leukemia 1.336207 0.0340955
(trithorax homolog, Drosophila); translocated to, 3
C20orf26 chromosome 20 open reading frame 26 1.33611 0.03564871
MUC20 mucin 20, cell surface associated 1.335759 0.03871754
ZNF271 zinc finger protein 271 1.335297 0.03003494
PTPRH protein tyrosine phosphatase, receptor type, H 1.335102 0.01121867
CUX1 cut-like homeobox 1 1.334955 0.00914826
KCNA2 #N/A 1.334755 0.0481631
MY015B Myosin XVB pseudogene 1.334657 0.03628165
SLC7A60 solute carrier family 7, member 6 opposite strand 1.334654 0.04940768
S
CFC1 cripto, FRL-1, cryptic family 1 1.33456 0.04856555 MLF1 myeloid leukemia factor 1 1.334552 0.00268692 TMEM14 transmembrane protein 143 1.334351 0.04652845
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P
Symbol Change value
3
PLEKHN pleckstrin homology domain containing, family N 1.333813 0.01866753
1 member 1
MRPL2 Mitochondrial ribosomal protein L2 1.332717 0.03136737
CCDC28 coiled-coil domain containing 28A 1.332415 0.00567554
A
Ά
EPS 15 epidermal growth factor receptor pathway 1.332325 0.00937505 substrate 15
ATRNL1 attractin-like 1 1.33231 0.0185885
HERC4 hect domain and RLD 4 1.331943 0.04639538
COL4A6 collagen, type IV, alpha 6 1.331762 0.01428058 DR kinase insert domain receptor (a type III receptor 1.331501 0.01894919 tyrosine kinase)
ASH1L ashl (absent, small, or homeotic)-like (Drosophila) 1.331452 0.03902654
LRP1 low density lipoprotein receptor-related protein 1 1.331309 0.01612126
HIVEP1 human immunodeficiency virus type I enhancer 1.331277 0.0248194 binding protein 1
JMJD5 jumonji domain containing 5 1.33103 0.04885443
OR5M8 #N/A 1.331012 0.01957739
BEND4 #N/A 1.330633 0.0084728
CRLF3 cytokine receptor-like factor 3 1.330569 0.00382624
CD1E #N/A 1.330247 0.03326038
CABC1 Chaperone, ABC1 activity of bcl complex 1.330152 0.02028036 homolog (S. pombe)
SFRS12IP SFRS12-interacting protein 1 1.330128 0.02220107
1
1
GPR110 G protein-coupled receptor 1 10 1.33003 0.03973178
ING4 inhibitor of growth family, member 4 1.3297 0.03081502
EPC2 enhancer of polycomb homolog 2 (Drosophila) 1.329573 0.00820874
FUCA2 fucosidase, alpha-L- 2, plasma 1.329563 0.00731294
STARD8 StAR-related lipid transfer (START) domain 1.32952 0.04361252 containing 8
NUFIP1 nuclear fragile X mental retardation protein 1.329454 0.04150613 interacting protein 1
TNR tenascin R (restrictin, janusin) 1.329092 0.04787231
ZNF33A zinc finger protein 33 A 1.328976 0.03675665
TCN1 transcobalamin I (vitamin B12 binding protein, R 1.328809 0.04566794 binder family)
RALY #N/A 1.32864 0.03824028
USP38 ubiquitin specific peptidase 38 1.328488 0.03761775
ACAD8 acyl-CoA dehydrogenase family, member 8 1.328208 0.00875427
OPLAH 5-oxoprolinase (ATP-hydrolysing) 1.328172 0.04351552
ISYNA1 #N/A 1.328122 0.02916504
RSI retinoschisin 1 1.328064 0.01333097
CLOCK clock homolog (mouse) 1.327919 0.02539796
ATF2 activating transcription factor 2 1.327908 0.00755993
SLC22A4 solute carrier family 22 (organic 1.327739 0.04834645 cation/ergothioneine transporter), member 4
BMP1 bone morphogenetic protein 1 1.32758 0.03343608
E2F1 #N/A 1.326853 0.01045809
DB1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
PGBD5 piggyBac transposable element derived 5 1.326672 0.03641358
KLK6 kallikrein-related peptidase 6 1.326072 0.00249616
LGTN ligatin 1.325635 0.01405736
ZNF174 zinc finger protein 174 1.325582 0.04896235
DAB2IP DAB2 interacting protein 1.325257 0.04430944
SYN1 synapsi l 1.324875 0.02786199
ERCC5 excision repair cross-complementing rodent repair 1.324623 0.03590136 deficiency, complementation group 5
S AMD 11 sterile alpha motif domain containing 11 1.324154 0.01895183
ZNF589 #N/A 1.324138 0.00889113
THBS2 thrombospondin 2 1.3241 1 0.01874047
C2orf30 Chromosome 2 open reading frame 30 1.323884 0.04549174
HUS1 HUS1 checkpoint homolog (S. pombe) 1.323836 0.02917873
FMNL2 formin-like 2 1.323786 0.03096367
NCRNAO non-protein coding R A 95 1.323578 0.02733894
0095
PIH1D2 PIH1 domain containing 2 1.32339 0.01962435
HOMER2 homer homolog 2 (Drosophila) 1.32314 0.04783618
CLI T1 clathrin interactor 1 1.322768 0.00691085
NTSR1 neurotensin receptor 1 (high affinity) 1.322725 0.0411674
FYN FYN oncogene related to SRC, FGR, YES 1.322618 0.04081056
RG9MTD RNA (guanine-9-) methyltransferase domain 1.322385 0.04548519 1 containing 1
EMR3 egf-like module containing, mucin-like, hormone 1.322343 0.03444567 receptor-like 3
C19orf57 chromosome 19 open reading frame 57 1.322321 0.02905814
C8orf71 chromosome 8 open reading frame 71 1.322233 0.01829096
SCP2 sterol carrier protein 2 1.322128 0.04065107
EPB41L3 Erythrocyte membrane protein band 4.1 -like 3 1.321635 0.03609417
ZFPL1 #N/A 1.321634 0.00795096
MRPL3 mitochondrial ribosomal protein L3 1.321518 0.01629641
VIPR1 vasoactive intestinal peptide receptor 1 1.321242 0.0371231
CDH7 cadherin 7, type 2 1.320862 0.04295083
RPUSD2 #N/A 1.320642 0.02988753
CENPL centromere protein L 1.320641 0.01894421
SEC24C SEC24 family, member C (S. cerevisiae) 1.320333 0.0213207
CAP1 CAP, adenylate cyclase-associated protein 1 1.320275 0.04107121
(yeast)
DNAJC5 #N/A 1.320198 0.04648958 G
PDE7A phosphodiesterase 7A 1.320185 0.04566021
RHOBTB Rho-related BTB domain containing 2 1.31986 0.02694967
2
DPH3 DPH3, KTI11 homolog (S. cerevisiae) 1.319688 0.04772026 UBXN4 UBX domain protein 4 1.319595 0.04250153 DDX58 DEAD (Asp-Glu-Ala-Asp) box polypeptide 58 1.31932 0.03201112 RNASEL ribonuclease L (2',5'-oligoisoadenylate synthetase- 1.3192 0.02589713 dependent)
ORC3L origin recognition complex, subunit 3-like (yeast) 1.318941 0.0211371 SLFN11 #N/A 1.318215 0.02826722 1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
SH3RF1 SH3 domain containing ring finger 1 1.317529 0.00683851
WASF2 WAS protein family, member 2 1.316983 0.02117985
POGZ pogo transposable element with ZNF domain 1.316888 0.03835929
AKAP13 A kinase (PRKA) anchor protein 13 1.316226 0.0189134
PPP1R1B Protein phosphatase 1, regulatory (inhibitor) 1.316203 0.02374975 subunit IB (dopamine and cAMP regulated
phosphoprotein, DARPP-32)
TSKS testis-specific serine kinase substrate 1.315893 0.00713658
KIR2DL2 killer cell immunoglobulin-like receptor, two 1.315851 0.01475652 domains, long cytoplasmic tail, 2
FAM109A family with sequence similarity 109, member A 1.315757 0.02257493
MAGEL2 #N/A 1.315658 0.04378946
PTH1R parathyroid hormone 1 receptor 1.315632 0.0486571
MYH2 myosin, heavy chain 2, skeletal muscle, adult 1.315621 0.00327681
COMMD1 copper metabolism (Murrl) domain containing 1 1.315589 0.04072324
PIWIL4 Piwi-like 4 (Drosophila) 1.315555 0.00434309
RCAN1 regulator of calcineurin 1 1.315489 0.02339676
ZEB1 zinc finger E-box binding homeobox 1 1.314865 0.04632938
MAP3K13 mitogen-activated protein kinase kinase kinase 13 1.314721 0.02698734
HDAC5 histone deacetylase 5 1.313934 0.0481495
SEMA3C sema domain, immunoglobulin domain (Ig), short 1.313924 0.04885031 basic domain, secreted, (semaphorin) 3C
SMAD6 SMAD family member 6 1.313915 0.04895342
PFT 1 PFTAIRE protein kinase 1 1.313884 0.01269846
SERPINA Serpin peptidase inhibitor, clade A (alpha- 1 1.313754 0.00679302 9 antiproteinase, antitrypsin), member 9
AC ATI acetyl-CoA acetyltransferase 1 1.313644 0.04753139
CAPN7 Calpain 7 1.313621 0.03062464
HPD #N/A 1.313449 0.04917888
NUP155 nucleoporin 155kDa 1.313273 0.0391177
MMP10 #N/A 1.313052 0.00879522
ECM2 extracellular matrix protein 2, female organ and 1.31297 0.04898875 adipocyte specific
ACTBL3 #N/A 1.31287 0.00406906
HLA- #N/A 1.312829 0.04824824 DRB5
KHSRP KH-type splicing regulatory protein 1.312595 0.03596163
APBB3 amyloid beta (A4) precursor protein-binding, 1.312555 0.03722342 family B, member 3
UGT2B28 UDP glucuronosyltransferase 2 family, 1.312459 0.04065599 polypeptide B28
WFDC12 #N/A 1.31236 0.04720783
IFT81 intraflagellar transport 81 homolog 1.312081 0.0241023
(Chlamydomonas)
ARPC1B actin related protein 2/3 complex, subunit IB, 1.311651 0.02753439
41kDa
MICAL2 microtubule associated monoxygenase, calponin 1.311573 0.01533516 and LIM domain containing 2
ZNF193 zinc finger protein 193 1.311509 0.02200133
KCNAB1 potassium voltage-gated channel, shaker-related 1.31142 0.03159023
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
subfamily, beta member 1
GRINA glutamate receptor, ionotropic, N-methyl D- 1.311403 0.03669983 aspartate-associated protein 1 (glutamate binding)
ANGPTL angiopoietin-like 6 1.31 1251 0.04023643 6
CCDC125 coiled-coil domain containing 125 1.311077 0.04961275 HMGCS1 3-hydroxy-3-methylglutaryl-CoA synthase 1 1.310916 0.01609754
(soluble)
NUS1 nuclear undecaprenyl pyrophosphate synthase 1 1.31088 0.03638989 homolog (S. cerevisiae)
ANXA8 annexin A8 1.310877 0.04901674
C8orf55 chromosome 8 open reading frame 55 1.310792 0.04199884
CREG1 cellular repressor of ElA-stimulated genes 1 1.310534 0.02867724
RCC2 regulator of chromosome condensation 2 1.309952 0.02529485
MYH13 myosin, heavy chain 13, skeletal muscle 1.309813 0.00229448
ARID 1 A AT rich interactive domain 1A (SWI-like) 1.309753 0.0241035
ST6GAL ST6 (alpha-N-acetyl-neuraminyl-2,3 -beta- 1.309637 0.00775862
NAC1 galactosyl- 1 ,3)-N-acetylgalactosaminide alpha- 2,6-sialyltransferase 1
SCGB1C1 secretoglobin, family 1C, member 1 1.30957 0.01019826
Cl lorf79 Chromosome 11 open reading frame 79 1.309097 0.02724393
GSTCD glutathione S-transferase, C-terminal domain 1.308976 0.00023955 containing
PIK3CB phosphoinositide-3-kinase, catalytic, beta 1.308634 0.03742953 polypeptide
EPRS glutamyl-prolyl-tRNA synthetase 1.308599 0.02361163 SUPT5H suppressor of Ty 5 homolog (S. cerevisiae) 1.307863 0.01749818 IL18RAP interleukin 18 receptor accessory protein 1.307668 0.0227035 SLC30A3 solute carrier family 30 (zinc transporter), member 1.307468 0.01544482
3
CDC42EP #N/A 1.306756 0.04378984 3
P2RX3 purinergic receptor P2X, ligand-gated ion channel, 1.306563 0.03962583
3
DPF1 D4, zinc and double PHD fingers family 1 1.306337 0.01809137
WT1 Wilms tumor 1 1.306117 0.03913065
C7orf52 chromosome 7 open reading frame 52 1.305718 0.00211672
ZNF622 zinc finger protein 622 1.305364 0.03391459
C4orf33 chromosome 4 open reading frame 33 1.305078 0.03778524
CLCC1 chloride channel CLIC-like 1 1.30507 0.03679493
ATP1B2 ATPase, Na+/ + transporting, beta 2 polypeptide 1.305069 0.01874
MANEAL mannosidase, endo-alpha-like 1.304964 0.03096874
COL7A1 collagen, type VII, alpha 1 1.3043 0.04893659
ZHX3 zinc fingers and homeoboxes 3 1.304281 0.00510183
RASGRF1 Ras protein-specific guanine nucleotide-releasing 1.304227 0.02912166 factor 1
ZNF215 zinc finger protein 215 1.303954 0.01264929 ZC3H11A zinc finger CCCH-type containing 11 A 1.303881 0.04908546 NEIL3 nei endonuclease VHI-like 3 (E. coli) 1.303447 0.04056936 PRODH proline dehydrogenase (oxidase) 1 1.303404 0.04779837
DB l/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P
Symbol Change value
MED25 mediator complex subunit 25 1.303334 0.03529458
CYP27A1 #N/A 1.303212 0.03372699
GFRAL #N/A 1.303147 0.00927841
CLK2 CDC-like kinase 2 1.302684 0.02715932
CDC2L1 #N/A 1.302623 0.00493949
ONECUT one cut homeobox 1 1.30261 0.02150041
1
DARS aspartyl-tRNA synthetase 1.302588 0.03877241
CPNE4 #N/A 1.302533 0.03382635
RELT RELT tumor necrosis factor receptor 1.302513 0.00307975
POU4F1 POU class 4 homeobox 1 1.302303 0.03003303
Pl l 26 serine protease 1.302277 0.01666558
AN S6 #N/A 1.30191 0.01732197
ARMET Arginine-rich, mutated in early stage tumors 1.301554 0.02325872
EXOSC9 exosome component 9 1.301209 0.02001717
GOLGA1 golgin Al 1.301101 0.00409553
MSH2 mutS homolog 2, colon cancer, nonpolyposis type 1.301052 0.00303927
1 (E. coli)
MAML3 mastermind-like 3 (Drosophila) 1.300927 0.04496825
DDX21 #N/A 1.30083 0.02404695
GPR50 G protein-coupled receptor 50 1.300636 0.03631905
TGM4 transglutaminase 4 (prostate) 1.300431 0.04895508
POLR3F polymerase (RNA) III (DNA directed) polypeptide 1.299365 0.03626355
F, 39 kDa
TMEM12 transmembrane protein 125 1.29855 0.02820931
J
DMRTC1 DMRT-like family CI 1.298315 0.01042075
PRKAB1 protein kinase, AMP-activated, beta 1 non- 1.298097 0.04325755 catalytic subunit
DHX9 DEAH (Asp-Glu-Ala-His) box polypeptide 9 1.297972 0.02876581
KRT222P Keratin 222 pseudogene 1.297831 0.03679215
YIF1A Yipl interacting factor homolog A (S. cerevisiae) 1.297603 0.03754831
TCF12 transcription factor 12 1.297588 0.0231 1339
ALPPL2 #N/A 1.297346 0.03011951
SPRY3 sprouty homolog 3 (Drosophila) 1.297167 0.04437122
MITD1 MIT, microtubule interacting and transport, 1.29714 0.03856481 domain containing 1
ITGA2 integrin, alpha 2 (CD49B, alpha 2 subunit of 1.296809 0.03941384
VLA-2 receptor)
CAP2 CAP, adenylate cyclase-associated protein, 2 1.296647 0.00235809
(yeast)
ZBTB9 zinc finger and BTB domain containing 9 1.296604 0.02182821
LIN7B lin-7 homolog B (C. elegans) 1.296549 0.01491215
PRR5 proline rich 5 (renal) 1.296011 0.03296957
KCNQ3 potassium voltage-gated channel, KQT-like 1.295465 0.00988049 subfamily, member 3
GATAD2 GATA zinc finger domain containing 2B 1.295344 0.0051653 r>
D
SLC12A3 solute carrier family 12 (sodium/chloride 1.295226 0.0361613 transporters), member 3
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
DUS3L dihydrouridine synthase 3-like (S. cerevisiae) 1.294954 0.03184389
GPR1 13 G protein-coupled receptor 113 1.294818 0.0368055
NBPF4 neuroblastoma breakpoint family, member 4 1.294176 0.03458487
GNAS GNAS complex locus 1.294113 0.02526419
HNF4A hepatocyte nuclear factor 4, alpha 1.293896 0.02932833
RAD 1 RAD1 homolog (S. pombe) 1.293558 0.0171556
UQCRQ ubiquinol-cytochrome c reductase, complex III 1.29346 0.04854268 subunit VII, 9.5kDa
CALCRL #N/A 1.293072 0.02451256
RPP14 ribonuclease P/MRP 14kDa subunit 1.293011 0.04069763
COL12A1 collagen, type XII, alpha 1 1 .29279 0.04414952
LY75 lymphocyte antigen 75 1.292702 0.0057195
PPFIA1 protein tyrosine phosphatase, receptor type, f 1.292575 0.03195209 polypeptide (PTPRF), interacting protein (liprin),
alpha 1
WDR23 WD repeat domain 23 1.292564 0.02314096 MY03B myosin IIIB 1.292237 0.03247619 LRCH2 leucine-rich repeats and calponin homology (CH) 1.292236 0.0130786 domain containing 2
ZNF578 zinc finger protein 578 1.292192 0.03081413
PDK4 pyruvate dehydrogenase kinase, isozyme 4 1.292167 0.02978736
BTN3A2 butyrophilin, subfamily 3, member A2 1.292111 0.04600277
ZNF570 zinc finger protein 570 1.291793 0.04084999
ASTN1 astrotactin 1 1.291557 0.0244782
TMEM10 transmembrane protein 101 1.291523 0.01355169
1
LEAP2 #N/A 1.290898 0.01576343
FAM46A family with sequence similarity 46, member A 1.290802 0.01962303
TRIP4 Thyroid hormone receptor interactor 4 1.290743 0.04337559
LOC4006 #N/A 1.289945 0.01369745
96
ABL1 c-abl oncogene 1 , receptor tyrosine kinase 1.289406 0.04543309
COL2A1 collagen, type II, alpha 1 1.289223 0.03761942
TBC1D1 TBCl (tre-2/USP6, BUB2, cdcl6) domain family, 1.289144 0.01925313 member 1
MY07A myosin VIIA 1.288321 0.04911618 SNHG3 small nucleolar RNA host gene 3 (non-protein 1.288272 0.00957217 coding)
S1AE sialic acid acetylesterase 1.288003 0.04485108
OR1Q1 #N/A 1.287798 0.00170856
DIP2B DIP2 disco-interacting protein 2 homolog B 1.287687 0.0218845
(Drosophila)
ARHGEF Rho guanine nucleotide exchange factor (GEF) 7 1.287534 0.0405397 7
LIPF lipase, gastric 1.287407 0.02793804 F5 coagulation factor V (proaccelerin, labile factor) 1.287381 0.01953173
OR1S1 Olfactory receptor, family 1 , subfamily S, member 1.287109 0.00690034
1
ATF5 #N/A 1.286814 0.04972411 RALGPS2 Ral GEF with PH domain and SH3 binding motif 1.286257 0.04061583
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
2
BCAN brevican 1.286146 0.03577875 Fl l coagulation factor XI 1.285686 0.02838542
GREM2 #N/A 1.285532 0.04360017
TORIAIP torsin A interacting protein 2 1.285517 0.02358602
2
GPS1 #N/A 1.285464 0.04388261 ABCA6 ATP-binding cassette, sub-family A (ABC1), 1.285056 0.03126701 member 6
HOXC12 #N/A 1.285033 0.03233783 ADPRHL ADP-ribosylhydrolase like 2 1.285009 0.04195797 2
FXYD1 #N/A 1.284826 0.04189004
CLEC5A #N/A 1.284664 0.03995698
HDGF hepatoma-derived growth factor 1.284638 0.04400985
SPOPL speckle-type POZ protein-like 1.284296 0.03378694
C17orf73 chromosome 17 open reading frame 73 1.284227 0.02929441
EBF1 #N/A 1.284106 0.04508284
DAG1 dystroglycan 1 (dystrophin-associated 1.284098 0.00984698 glycoprotein 1)
PXN paxillin 1.283966 0.04880114
ARHGAP R o GTPase activating protein 10 1.283734 0.02955473 10
B3GALT6 UDP-Gal:betaGal beta 1,3-galactosyltransferase 1.283705 0.01387262 polypeptide 6
MIDI #N/A 1.283608 0.03838221
FLJ26056 #N/A 1.283583 0.03857654
C14orfl59 chromosome 14 open reading frame 159 1.28356 0.04379116
ATAD3B ATPase family, AAA domain containing 3B 1.283442 0.0479323
IQCA1 IQ motif containing with AAA domain 1 1.282184 0.00914257
RXFP1 relaxin/insulin-like family peptide receptor 1 1.282122 0.00278521
CRYGB crystallin, gamma B 1.282066 0.02889521
ADCY10 adenylate cyclase 10 (soluble) 1.28206 0.04725498
NSUN3 #N/A 1.281746 0.04989998
DUOX2 dual oxidase 2 1.281683 0.04227892
KNDC1 kinase non-catalytic C-lobe domain (KIND) 1.280672 0.03136853 containing 1
STX1B syntaxin IB 1.280564 0.01411697 SLC4A8 solute carrier family 4, sodium bicarbonate 1.280486 0.04023173 cotransporter, member 8
RPL7L1 ribosomal protein L7-like 1 1.280321 0.0449192 DMXL2 Dmx-like 2 1.280287 0.04149996 GPR81 G protein-coupled receptor 81 1.280119 0.03239705 EIF4E3 eukaryotic translation initiation factor 4E family 1.279238 0.02679712 member 3
PRKRA protein kinase, interferon-inducible double 1.278927 0.03584581 stranded RNA dependent activator
TEX11 testis expressed 11 1.278877 0.03709168 HSPA9 heat shock 70kDa protein 9 (mortalin) 1.278665 0.01554267 PAX5 paired box 5 1.278361 0.01289398
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
CYP4X1 cytochrome P450, family 4, subfamily X, 1.27801 0.03550355 polypeptide 1
DNAH7 dynein, axonemal, heavy chain 7 1.277659 0.04289445 MAPK8IP mitogen-activated protein kinase 8 interacting 1.277633 0.03321973 3 protein 3
KLHDC9 kelch domain containing 9 1.277612 0.04814524 PCDHB17 #N/A 1.277596 0.03612841 FBX09 F-box protein 9 1.276761 0.02422462 APCDD1 #N/A 1.27674 0.03973463 MBTPS 1 membrane-bound transcription factor peptidase, 1.27672 0.04423689 site 1
GTF2I general transcription factor Hi 1.276479 0.03942891 HSPC 159 galectin-related protein 1.276374 0.0439434
MAP3K6 mitogen-activated protein kinase kinase kinase 6 1.275563 0.01955517 MRPS5 mitochondrial ribosomal protein S5 1.275511 0.01551189 CASP3 caspase 3, apoptosis-related cysteine peptidase 1.275471 0.00672259 PKN2 protein kinase N2 1.275239 0.02515919
PDE6D phosphodiesterase 6D, cGMP-specific, rod, delta 1.275132 0.01303783
RNF 144B ring finger protein 144B 1.275124 0.04620057
FAM138D #N/A 1.275058 0.03045217
C12orf52 chromosome 12 open reading frame 52 1.274935 0.04444509
MTA3 Metastasis associated 1 family, member 3 1.274622 0.03563214
MADD MAP-kinase activating death domain 1.274143 0.04855802
TRMT61 tRNA methyltransferase 61 homoiog B (S. 1.273568 0.02526202
B cerevisiae)
ZNF14 zinc finger protein 14 1.272835 0.03423005
FAM124A family with sequence similarity 124 A 1.272775 0.04168444
DIXDCl #N/A 1.2725 0.04072744
FCRL5 Fc receptor-like 5 1.272331 0.03206552
COL4A3 collagen, type IV, alpha 3 (Goodpasture antigen) 1.272118 0.02337824 SLC11 A2 solute carrier family 11 (proton-coupled divalent 1.27202 0.01701597 metal ion transporters), member 2
OR10G4 Olfactory receptor, family 10, subfamily G, 1.271988 0.02930133 member 4
NPR2 natriuretic peptide receptor B/guanylate cyclase B 1.271875 0.03567998
(atrionatriuretic peptide receptor B)
DAZ1 deleted in azoospermia 1 1.271743 0.01264477
ATP2B3 ATPase, Ca++ transporting, plasma membrane 3 1.271474 0.0447933 PI 15 peptidase inhibitor 15 1.271393 0.04151015
NSMCE2 non-SMC element 2, MMS21 homoiog (S. 1.271363 0.02515466 cerevisiae)
HYDIN hydrocephalus inducing homoiog (mouse) 1.27123 0.03905987 C 19orf51 chromosome 19 open reading frame 51 1.271156 0.0284778 STK31 serine/threonine kinase 31 1.271058 0.02681916 COPB2 coatomer protein complex, subunit beta 2 (beta 1.270956 0.02084552 prime)
SLC19A2 solute carrier family 19 (thiamine transporter), 1.270824 0.00397826 member 2
ZFP28 zinc finger protein 28 homoiog (mouse) 1.270796 0.03986652 IFNA17 #N/A 1.27064 0.00548264
DB1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P
Symbol Change value
UAP1L1 UDP-N-acteylglucosamine pyrophosphorylase 1 - 1.270479 0.0296152 like 1
GDA #N/A 1.270411 0.03882797
PRKAB2 protein kinase, AMP-activated, beta 2 non- 1.270082 0.03231 157 catalytic subunit
ZNF425 Zinc finger protein 425 1.270009 0.04598816
WWC1 WW and C2 domain containing 1 1.269983 0.04551941
ABCB1 ATP-binding cassette, sub-family B (MDR/TAP), 1.269778 0.02854381 member 1
PDCL2 phosducin-like 2 1.269367 0.00061538
C14orf39 chromosome 14 open reading frame 39 1.269251 0.01571564
OR5V1 #N/A 1.268983 0.03792536
YARS tyrosyl-tRNA synthetase 1.26819 0.01419457
RIBC2 #N/A 1.268036 0.02692288
GPR89A G protein-coupled receptor 89A 1.267631 0.02533276
PARVA parvin, alpha 1.267495 0.02553094
LYPD6 LY6/PLAUR domain containing 6 1.267092 0.04639769
CASQ2 #N/A 1.267042 0.00722503
ARFIP1 ADP-ribosylation factor interacting protein 1 1.266696 0.04164397
NUP88 nucleoporin 88kDa 1.266061 0.04223257
PLXNA4 Plexin A4 1.26585 0.02073357
DNAH8 dynein, axonemal, heavy chain 8 1.265201 0.00013086
BUB1 budding uninhibited by benzimidazoles 1 homolog 1.26498 0.04131477
(yeast)
HSPA12B heat shock 70kD protein 12B 1.264936 0.03344558
AN RD1 ankyrin repeat domain 12 1.26444 0.03384275 z
AP2A1 adaptor-related protein complex 2, alpha 1 subunit 1.26436 0.04642281
ATIC 5 -aminoimidazole-4-carboxamide ribonucleotide 1.264237 0.03857019 formyltransferase/IMP cyclohydrolase
MYOCD myocardin 1.264143 0.01117924
TRIM36 tripartite motif-containing 36 1.263855 0.04894895
KIAA019 KIAA0195 1.263548 0.04435687
J
MRPS25 Mitochondrial ribosomal protein S25 1.26347 0.01791241
PCDHGC protocadherin gamma subfamily C, 5 1.263433 0.04118921
•
PRPF39 PRP39 pre-mRNA processing factor 39 homolog 1.263236 0.03313913
(S. cerevisiae)
IP09 importin 9 1.262536 0.03239699
BCAS3 Breast carcinoma amplified sequence 3 1.262477 0.01277402
METTL4 #N/A 1.262252 0.01031767
MAP3K11 mitogen-activated protein kinase kinase kinase 11 1.262091 0.02976909
FAM92A1 family with sequence similarity 92, member Al 1.262032 0.04147755
ZNF781 zinc finger protein 781 1.261777 0.00937657
PPM IF protein phosphatase, Mg2+/Mn2+ dependent, IF 1.261501 0.00705184
CCDC52 coiled-coil domain containing 52 1.261425 0.01610132
PC pyruvate carboxylase 1.261405 0.00486587
GGTA1 glycoprotein, alpha-galactosyltransferase 1 1.261257 0.00876746 pseudogene
DB1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
RHBDD2 rhomboid domain containing 2 1.260801 0.00848564
VSTM1 #N/A 1.26072 0.04402841
TNNI3K TN I3 interacting kinase 1.2606 0.04011763
GLIS3 GLIS family zinc finger 3 1.260323 0.01659638
ZNF613 zinc finger protein 613 1.258929 0.00352566
CXorf40A chromosome X open reading frame 40A 1.258447 0.01336367
KIF21A kinesin family member 21 A 1.257661 0.01839864
RILP Rab interacting lysosomal protein 1.257525 0.0052284
TRIM58 tripartite motif-containing 58 1.257469 0.04056475
PTPRA protein tyrosine phosphatase, receptor type, A 1.257443 0.02131531
TAGAP T-cell activation GTPase activating protein 1.256328 0.01003539
MCM3 minichromosome maintenance complex 1.256221 0.01483353 component 3
GIPC2 GIPC PDZ domain containing family, member 2 1.255826 0.03658988
POLR3E polymerase (RNA) III (DNA directed) polypeptide 1.2556 0.0032588
E (80kD)
PPP 1 R 10 protein phosphatase 1 , regulatory (inhibitor) 1.255596 0.04773474 subunit 10
SNX27 sorting nexin family member 27 1.255409 0.02661206
ABCF2 ATP-binding cassette, sub-family F (GCN20), 1.254928 0.00078914 member 2
NT5DC1 5'-nucleotidase domain containing 1 1.254258 0.03833736
ZFX #N/A 1.254057 0.02842691
TNKS 1BP tankyrase 1 binding protein 1, 182kDa 1.254051 0.0267223 1
CP1 10 CP110 protein 1.253971 0.02752672
PASD1 PAS domain containing 1 1.253623 0.00725862
PQLC2 PQ loop repeat containing 2 1.253527 0.0481956
TPCN1 two pore segment channel 1 1.253329 0.02771144
POM121 POM121 membrane glycoprotein (rat) 1.25332 0.04289457
STRBP spermatid perinuclear RNA binding protein 1.253091 0.02912347
COASY CoA synthase 1.252781 0.04184411
RAF1 v-raf-1 murine leukemia viral oncogene homolog 1.252769 0.02889318
1
CPSF3 cleavage and polyadenylation specific factor 3, 1.252728 0.01347429
73kDa
PDGFRB platelet-derived growth factor receptor, beta 1.2526 0.01825528 polypeptide
OR11L1 Olfactory receptor, family 11, subfamily L, 1.252538 0.03151985 member 1
MAP2K3 mitogen-activated protein kinase kinase 3 1.252382 0.01292775
MAGEC2 melanoma antigen family C, 2 1.251806 0.04643824
HRASLS HRAS-like suppressor 1.251591 0.01555165
HNF4G #N/A 1.251585 0.04917062
TD02 tryptophan 2,3 -dioxygenase 1.251091 0.01531997
TFG TRK-fused gene 1.251084 0.02019895
MAT2B methionine adenosyltransferase II, beta 1.250962 0.00601561
ERAP2 endoplasmic reticulum aminopeptidase 2 1.250556 0.02769817
LIMCH1 LIM and calponin homology domains 1 1.24951 0.03223645
COL4A4 collagen, type IV, alpha 4 1.249353 0.03545571
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
FAM86C family with sequence similarity 86, member C 1.249117 0.03879044 ASGR2 asialoglycoprotein receptor 2 1.249028 0.04655806 TOM1 target of mybl (chicken) 1.248495 0.01800626 DAB2 disabled homolog 2, mitogen-responsive 1.248421 0.03947221 phosphoprotein (Drosophila)
EHBP1 EH domain binding protein 1 1.248177 0.03923267 COPS4 COP9 constitutive photomorphogenic homolog 1.247876 0.04658872 subunit 4 (Arabidopsis)
MMP3 #N/A 1.246785 0.01655688 TANK TRAF family member-associated NFKB activator 1.24674 0.02488358 AKT2 v-akt murine thymoma viral oncogene homolog 2 1.246722 0.01259013 ATF4 activating transcription factor 4 (tax-responsive 1.246548 0.00900501 enhancer element B67)
ADAMTS ADAMTS-like 3 1.246259 0.02218159 L3
RNASEH ribonuclease H2, subunit B 1.245775 0.04827555 2B
KIAA126 KIAA1267 1.245732 0.04533407 7
MIOS missing oocyte, meiosis regulator, homolog 1.245244 0.03115889
(Drosophila)
FAM84B family with sequence similarity 84, member B 1.245212 0.03957666 GNPTAB N-acetylglucosamine- 1 -phosphate transferase, 1.244249 0.02637465 alpha and beta subunits
C7orf28A chromosome 7 open reading frame 28A 1.244241 0.01136235
FGL1 fibrinogen-like 1 1.243607 0.03424585
FDPS farnesyl diphosphate synthase (farnesyl 1.243357 0.01230338 pyrophosphate synthetase,
dimethylallyltranstransferase,
geranyltranstransferase)
HCCS #N/A 1.243197 0.04454228 EIF4EBP1 eukaryotic translation initiation factor 4E binding 1.242901 0.03329666 protein 1
GLMN glomulin, FKBP associated protein 1.242806 0.01074317 SLC36A3 solute carrier family 36 (proton/amino acid 1.242714 0.03471447 symporter), member 3
HR Hairless homolog (mouse) 1.242273 0.01561571
CACNA1 #N/A 1.24211 0.01850723 F
FLJ38723 hypothetical FLJ38723 1.241923 0.01852625
ZNF143 zinc finger protein 143 1.241752 0.03860238
SUZ12 suppressor of zeste 12 homolog (Drosophila) 1.241237 0.04277373
PON3 paraoxonase 3 1.2403 0.01155334
C14orf21 #N/A 1.2401 19 0.03267246
HTR3B #N/A 1.239835 0.03170828
FBXL4 F-box and leucine-rich repeat protein 4 1.239726 0.03680803
MIB1 mindbomb homolog 1 (Drosophila) 1.239452 0.03698461
ZHX2 zinc fingers and homeoboxes 2 1.239388 0.00501939
NDST4 N-deacetylase/N-sulfotransferase (heparan 1.239191 0.02903312 glucosaminyl) 4
DB l/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
VWA1 #N/A 1.239135 0.01162727
PRKAR1 protein kinase, cAMP-dependent, regulatory, type 1.23851 0.00312229
A I, alpha (tissue specific extinguisher 1)
NCOA7 nuclear receptor coactivator 7 1.237865 0.00128132 GBP6 guanylate binding protein family, member 6 1.237788 0.03008652 CALCOC calcium binding and coiled-coil domain 1 1.237698 0.04981056 01
AKNA AT-hook transcription factor 1.237234 0.03152078
AN02 anoctamin 2 1.236902 0.04959632
COL17A1 collagen, type XVII, alpha 1 1.236684 0.0447795
GLT1D1 #N/A 1.236359 0.03506938
C7orf53 #N/A 1.235726 0.04031539
PANK2 Pantothenate kinase 2 (Hallervorden-Spatz 1.235141 0.03673737 syndrome)
RPSAP52 ribosomal protein SA pseudogene 52 1.234438 0.02712198
LCE4A #N/A 1.234144 0.01137053
TAF7 TAF7 RNA polymerase II, TATA box binding 1.233448 0.04085823 protein (TBP)-associated factor, 55kDa
KIF5C kinesin family member 5 C 1.232486 0.03748713 WNT2 wingless-type MMTV integration site family 1.232331 0.01137624 member 2
NCKAP1 NCK-associated protein 1 -like 1.231943 0.04050152 L
LOC4420 hypothetical LOC442028 1.231005 0.02574421 28
MUC21 mucin 21 , cell surface associated 1.230888 0.00636689 ZNF280B zinc finger protein 280B 1.22931 0.04300624 RU DC3 RUN domain containing 3A 1.229173 0.01050238 A
DHRS7 dehydrogenase/reductase (SDR family) member 7 1.228972 0.02059347 CEP 120 centrosomal protein 120kDa 1.228739 0.04280283 ZNF740 zinc finger protein 740 1.228139 0.0448329 BXDC5 Brix domain containing 5 1.228102 0.02902991 APITD1 apoptosis-inducing, TAF9-like domain 1 1.227749 0.0267092 IKBKB inhibitor of kappa light polypeptide gene enhancer 1.22676 0.0218311 in B-cells, kinase beta
LSP1 lymphocyte-specific protein 1 1.226601 0.02056225
ACACB acetyl-CoA carboxylase beta 1.226541 0.04957428
PARL presenilin associated, rhomboid-like 1.226446 0.0367682
GJA5 gap junction protein, alpha 5, 40kDa 1.226313 0.03889361
L3MBTL l(3)mbt-like (Drosophila) 1.225892 0.01802015
WDSOF1 WD repeats and SOF1 domain containing 1.225379 0.01660816
NFKBIB nuclear factor of kappa light polypeptide gene 1.224185 0.03315169 enhancer in B-cells inhibitor, beta
IFRD1 interferon-related developmental regulator 1 1.223621 0.0461768
RBMY1A RNA binding motif protein, Y-linked, family 1, 1.223569 0.04076852
1 member Al
GPRIN3 #N/A 1.223357 0.04888478
LOCIOOI hypothetical protein LOC100129608 1.223183 0.01528767
29608
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
ARID IB AT rich interactive domain IB (SWIl-like) 1.223178 0.02072647 SPOCK3 sparc/osteonectin, cwcv and kazal-like domains 1.222704 0.02605689 proteoglycan (testican) 3
RNASEH ribonuclease HI 1.22204 0.02031113 1
BHLHE22 basic helix -loop-helix family, member e22 1.221705 0.04813503 PTK6 PTK6 protein tyrosine kinase 6 1.221542 0.02077182 CRISPl cysteine-rich secretory protein 1 1.221404 0.04691411 PSMD3 proteasome (prosome, macropain) 26S subunit, 1.220652 0.04587661 non-ATPase, 3
IRS2 insulin receptor substrate 2 1.219897 0.01398234
PTGER4 #N/A 1.21928 0.00509381
USP9Y ubiquitin specific peptidase 9, Y-linked 1.219224 0.01601733
ACADVL acyl-CoA dehydrogenase, very long chain 1.218665 0.03752542
CHL1 cell adhesion molecule with homology to LI CAM 1.218548 0.0364314
(close homolog of LI)
RIMS2 regulating synaptic membrane exocytosis 2 1.218523 0.00582967
ADAM22 ADAM metallopeptidase domain 22 1.218147 0.04977676
PMS1 PMS1 postmeiotic segregation increased 1 (S. 1.217981 0.03860087 cerevisiae)
KIF1A kinesin family member 1 A 1.21752 0.00196066 X R6 XK, Kell blood group complex subunit-related 1.21749 0.04322222 family, member 6
USP7 ubiquitin specific peptidase 7 (herpes virus- 1.2173 0.03971564 associated)
TRHDE #N/A 1.216856 0.01790775
GAS2L2 growth arrest-specific 2 like 2 1.216707 0.00746077
SCAND3 SCAN domain containing 3 1.216047 0.04952198
MOCS2 molybdenum cofactor synthesis 2 1.215847 0.04158688
PYGB phosphorylase, glycogen; brain 1.214217 0.04721694
CDC26 Cell division cycle 26 homolog (S. cerevisiae) 1.214154 0.04346382
PLSCR1 phospholipid scramblase 1 1.213882 0.04871947
IMPG1 interphotoreceptor matrix proteoglycan 1 1.212979 0.02801435
MMP8 matrix metallopeptidase 8 (neutrophil collagenase) 1.212836 0.01042643
SMARCA SWI/SNF related, matrix associated, actin 1.212641 0.01091184
5 dependent regulator of chromatin, subfamily a,
member 5
FAM182A #N/A 1.212618 0.03154097
NIN ninein (GSK3B interacting protein) 1.212281 0.03559446
NTRK3 neurotrophic tyrosine kinase, receptor, type 3 1.211585 0.03948024
PPA2 pyrophosphatase (inorganic) 2 1.21132 0.04234664
RG9MTD RNA (guanine-9-) methyltransferase domain 1.210992 0.00622261
3 containing 3
ALDH16 aldehyde dehydrogenase 16 family, member Al 1.210101 0.03869864
Al
IL9R interleukin 9 receptor 1.210046 0.04769692
NSMCE4 non-SMC element 4 homolog A (S. cerevisiae) 1.209717 0.03610428
A
NEXN nexilin (F actin binding protein) 1.209156 0.01265075 SOX30 SRY (sex determining region Y)-box 30 1.208577 0.03233023
DBl/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
SYN2 synapsin ll 1.20705 0.02188363
FAM136A #N/A 1.206366 0.02512492
UBAP2L ubiquitin associated protein 2-like 1.205878 0.04256504
TAGLN3 transgelin 3 1.204673 0.01504545
KCNH2 potassium voltage-gated channel, subfamily H 1.204637 0.04732818
(eag-related), member 2
DE ND4 DENN/MADD domain containing 4A 1.204522 0.03533718 A
RBM38 RNA binding motif protein 38 1.204225 0.02843861
C14orf53 #N/A 1.203751 0.04928678
DDX1 DEAD (Asp-Glu-Ala-Asp) box polypeptide 1 1.203182 0.04887201
METTL8 methyltransferase like 8 1.203141 0.04296381
RABEP1 rabaptin, RAB GTPase binding effector protein 1 1.202797 0.0453199
CYLC2 cylicin, basic protein of sperm head cytoskeleton 2 1.202599 0.03060352
CLCA4 chloride channel accessory 4 1.201348 0.03271975
SLC22A2 solute carrier family 22 (organic cation 1.200369 0.04640189 transporter), member 2
CREB1 cAMP responsive element binding protein 1 1.199173 0.02092548
CCDC74 coiled-coil domain containing 74A 1.197072 0.03380953
A
RPL35 ribosomal protein L35 1.196344 0.03583088 C16orf89 chromosome 16 open reading frame 89 1.195652 0.03712854 GYLTL1 glycosyltransferase-like IB 1.195435 0.01664133 B
CRTAP cartilage associated protein 1.194501 0.01415943
AR T aryl hydrocarbon receptor nuclear translocator 1.194489 0.03711559
PPP1CB protein phosphatase 1 , catalytic subunit, beta 1.194031 0.01004224 isozyme
ACVR2A activin A receptor, type IIA 1.194004 0.04361939 CYP11B2 cytochrome P450, family 11, subfamily B, 1.193589 0.04786336 polypeptide 2
C5orfl3 chromosome 5 open reading frame 13 1.193585 0.04570836 C3orf57 chromosome 3 open reading frame 57 1.192686 0.04563884 PLD5 #N/A 1.192032 0.01557073 DBI diazepam binding inhibitor (GABA receptor 1.191704 0.03345418 modulator, acyl-CoA binding protein)
KLF2 #N/A 1.19143 0.02001404
RPL13AP #N/A 1.190779 0.03599393
5
C17orf80 chromosome 17 open reading frame 80 1.18979 0.02904241
THEM4 thioesterase superfamily member 4 1.189005 0.04797765
DNAJC12 #N/A 1.186992 0.03956968
KIAA019 KIAA0196 1.185084 0.01295962
6
MTERFD #N/A 1.184715 0.02707179 1
NMD3 NMD3 homolog (S. cerevisiae) 1.184712 0.03234417
RNF220 ring finger protein 220 1.182256 0.01184286
PRKAR2 protein kinase, cAMP-dependent, regulatory, type 1.182192 0.02527208
A II, alpha
DBV 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P Symbol Change value
MYOZ3 myozenin 3 1.181691 0.01236801
CHCHD3 coiled-coil-helix-coiled-coil-helix domain 1.181329 0.02752 containing 3
GLI1 GLI family zinc finger 1 1.1812 0.04533189
RHEB Ras homolog enriched in brain 1.181134 0.04261909
AGPAT5 1 -acylglycerol-3 -phosphate O-acyltransferase 5 1.180946 0.04081501
(lysophosphatidic acid acyltransferase, epsilon)
N4BP1 NEDD4 binding protein 1 1.180702 0.04692864
L3MBTL2 l(3)mbt-like 2 (Drosophila) 1.180026 0.0299198
ADAM30 ADAM metallopeptidase domain 30 1.179 0.04990268
SHPRH SNF2 histone linker PHD RING helicase 1.178229 0.00451453
SMARCA SWI/SNF related, matrix associated, actin 1.177293 0.013042 1 dependent regulator of chromatin, subfamily a,
member 1
TOMM70 translocase of outer mitochondrial membrane 70 1.176887 0.03478562 A homolog A (S. cerevisiae)
TMEM50 transmembrane protein 5 OA 1.174488 0.04619627
A
RPL14 ribosomal protein L14 1.174045 0.03528184
MMP 13 matrix metallopeptidase 13 (collagenase 3) 1.173405 0.01212002
SNRK SNF related kinase 1.173346 0.01573733
CCDC7 coiled-coil domain containing 7 1.171795 0.01953617
GIMAP8 GTPase, IMAP family member 8 1.171424 0.04639992
UTP20 UTP20, small subunit (SSU) processome 1.1711 0.02999942 component, homolog (yeast)
SCAPER S-phase cyclin A-associated protein in the ER 1.170871 0.03165583
CDH6 cadherin 6, type 2, K-cadherin (fetal kidney) 1.170618 0.04588459
TFPI tissue factor pathway inhibitor (lipoprotein- 1.170572 0.03900407 associated coagulation inhibitor)
C6orfl25 Chromosome 6 open reading frame 125 1.170359 0.01194836
UBE3B ubiquitin protein ligase E3B 1.169829 0.01247029
C12orfl0 chromosome 12 open reading frame 10 1.169491 0.03108954
RAD50 RAD50 homolog (S. cerevisiae) 1.168972 0.04507372
SRRT serrate RNA effector molecule homolog 1.168708 0.04933513
(Arabidopsis)
DNTT deoxynucleotidyltransferase, terminal 1.168405 0.02438835
C6orfl 82 Chromosome 6 open reading frame 182 1.167525 0.0089801
UGT2A1 UDP glucuronosyltransferase 2 family, 1.167157 0.00153427 polypeptide Al
RPL27A ribosomal protein L27a 1.16714 0.03286277
C9orf86 chromosome 9 open reading frame 86 1.166704 0.00822025
ZBTB7A zinc finger and BTB domain containing 7A 1.166621 0.00152025
CISD2 CDGSH iron sulfur domain 2 1.165899 0.02019682
ITGB4 integrin, beta 4 1.164572 0.04837165
C10orf53 chromosome 10 open reading frame 53 1.161286 0.03491949
GLOl glyoxalase l 1.160551 0.04744756
SLC15A1 solute carrier family 15 (oligopeptide transporter), 1.159201 0.04679593 member 1
GMCL1 germ cell-less homolog 1 (Drosophila) 1.158554 0.03783874
DNAJB11 DnaJ (Hsp40) homolog, subfamily B, member 11 1.158226 0.03171122
DB1/ 69437516.1
Supplemental Table 2 Gene Transcripts Upregulated by Ketones in MCF7 Cells
Gene Gene Description Fold Ttest P
Symbol Change value
USOl USOl vesicle docking protein homolog (yeast) 1.157228 0.03036641
PSMD1 proteasome (prosome, macropain) 26S subunit, 1.156795 0.03019009 non-ATPase, 1
SLFN12 #N/A 1.153905 0.02544823
HDDC2 HD domain containing 2 1.153537 0.00641685
ST6GAL1 ST6 beta-galactosamide alpha-2,6-sia]yltranferase 1.152772 0.03156348
1
TJAP1 tight junction associated protein 1 (peripheral) 1.152616 0.01205789
KEL Kell blood group, metallo-endopeptidase 1.152594 0.0401423
TSC22D1 TSC22 domain family, member 1 1.152544 0.04055428
LZIC leucine zipper and CTNNBIP 1 domain containing 1.152433 0.01022804
ATG3 ATG3 autophagy related 3 homolog (S. cerevisiae) 1.151769 0.04771406
PI 3CD phosphoinositide-3 -kinase, catalytic, delta 1.150789 0.03397076 polypeptide
Supplemental Table 3. Cellular Processes Increased in MCF7 Cells Treated with Lactate or Ketones.
Data Set P-value Detailed Description
1. Lactate-Specific Genes
Stem Cells
Enriched in mouse neural stem cells, compared to differentiated
STEMCELL NEURAL UP 1.31E-13 brain
Enriched in mouse embryonic stem cells, compared to differentiated brain and bone
STEMCELL EMBRYONIC UP 3.60E-08 marrow cells
DNA Damage
Down-regulated at any timepoint following treatment of XPB/TTD fibroblasts with 3
UVC TTD ALL DN 2.83E-07 J/mA2 UVC
Down-regulated at any timepoint following treatment of XPB/CS fibroblasts with 3
UVC XPCS ALL DN 7.98E-07 J/mA2 UVC
Down-regulated at 8 hours following treatment of XPB/CS
UVC XPCS 8HR DN 1.94E-06 fibroblasts with 3 J/mA2 UVC
Down-regulated at 4 hours following treatment of
XPB/TTD fibroblasts with 3
UVC TTD 4HR DN 2.93E-06 J/mA2 UVC
Down-regulated at any timepoint following treatment of both XPB/CS and XPB/TTD
UVC_TTD-XPCS_COMMON_DN 4.98E-05 fibroblasts with 3 J/mA2 UVC UVC HIGH ALL DN 1.24E-03 Down-regulated at any
DBl/ 69437516.1
Supplemental Table 3. Cellular Processes Increased in MCF7 Cells Treated with Lactate or Ketones.
Data Set P-value Detailed Description
timepoint following treatment of WS1 human skin fibroblasts with UVC at a high dose (50 J/mA2) (clusters dl-d9)
Key Transcription Factors
Neighborhood of HDAC2 histone deacetylase 2 in the
MORF HDAC2 219 3.11 E-06 MORF expression compendium
Genes with promoter regions [- 2kb,2kb] around transcription start site containing the motif GGGAGGRR which matches annotation for MAZ: MYC- associated zinc finger protein (purine-binding transcription
GGGAGGRR_V$MAZ_Q6 1.02E-04 factor)
Genes with promoter regions [- 2kb,2kb] around transcription start site containing the motif SCGGAAGY which matches annotation for ELK1: ELK1 , member of ETS oncogene
SCGGAAGY V$ELK1 02 1.47E-04 family
Genes with promoter regions [- 2kb,2kb] around transcription start site containing the motif TTTSGCGSG which matches annotation for E2F<br> TFDP1 : transcription factor Dp-
V$E2F1_Q4_01 3.28E-04 1
Genes with promoter regions [- 2kb,2kb] around transcription start site containing the motif TTGTTT which matches annotation for MLLT7:
myeloid/lymphoid or mixed- lineage leukemia (trithorax
TTGTTT_V$FOX04 homolog, Drosophila);
01 3.72E-04 translocated to, 7
Genes with promoter regions [- 2kb,2kb] around transcription start site containing the motif GGGCGGR which matches annotation for SP1: Spl
GGGCGGR_V$SP1_Q6 3.75 E-04 transcription factor
Cancer Prognosis (Poor
Survival)
Genes overexpressed in TACI low patients (poor prognosis in
MOREAUX TACI HI VS LOW DN 1.43E-04 multiple myeloma)
1/ 69437516.1 _ _ _ -
Supplemental Table 3. Cellular Processes Increased in MCF7 Cells Treated with Lactate or Ketones.
Data Set P-value Detailed Description
Genes highly expressed in
HCC SURVIVAL GOOD VS POOR D hepatocellular carcinoma with N poor survival.
2. Ketone-Specific Genes
Stem Cells
Enriched in mouse
hematopoietic stem cells,
STEMCELL HEMA compared to differentiated brain
TOPOIETIC_UP and bone marrow
Key Transcription Factors
Genes with promoter regions [- 2kb,2kb] around transcription start site containing the motif CAGGTG which matches annotation for TCF3:
transcription factor 3 (E2A immunoglobulin enhancer
CAGGTG_V$E12_Q6 7.97E-05 binding factors E 12/E47)
Genes with promoter regions [- 2kb,2kb] around transcription start site containing the motif TGACAGNY which matches annotation for MEIS1: Meisl, myeloid ecotropic viral integration site 1 homolog
TGACAGNY V$MEIS1 01 3.33E-04 (mouse)
Genes with promoter regions [- 2kb,2kb] around transcription start site containing the motif GGGTGGRR which matches annotation for PAX4: paired
GGGTGGRR V$PAX4 03 4.16E-04 box gene 4
Neighborhood of ATF2 activating transcription factor 2 in the MORF expression MORF ATF2 258 8.02E-04 compendium
3. Common Intersecting Genes (Upregulated by both Lactate and Ketones)
DNA Damage
Down-regulated at any timepoint following treatment of XPB/CS fibroblasts with 3
UVC XPCS ALL DN 2.60E-13 J/mA2 UVC
Down-regulated at 8 hours following treatment of XPB/CS
UVC XPCS 8HR DN 7.33E-12 fibroblasts with 3 J/mA2 UVC
Down-regulated at any timepoint following treatment of XPB/TTD fibroblasts with 3
UVC TTD ALL DN 2.47E-08 J/mA2 UVC
UVC XPCS 4HR DN 3.21E-07 Down-regulated at 4 hours
DBl/ 69437516.1 ~~ ~
Supplemental Table 3. Cellular Processes Increased in MCF7 Cells Treated with Lactate or Ketones.
Data Set P-value Detailed Description
following treatment of XPB/CS fibroblasts with 3 J/mA2 UVC Down-regulated at 4 hours following treatment of
XPB/TTD fibroblasts with 3
UVC TTD 4HR DN 3.38E-07 J/mA2 UVC
Downregulated by UV-B light in normal human epidermal
UVB NHEK1 DN 2.68E-06 keratinocytes
Down-regulated at 8 hours following treatment of
XPB/TTD fibroblasts with 3
UVC TTD 8HR DN 1.27E-05 J/mA2 UVC
Down-regulated at any timepoint following treatment of both XPB/CS and XPB/TTD
UVC TTD-XPCS COMMON DN 6.54E-04 fibroblasts with 3 J/mA2 UVC
Regulated by UV-B light in normal human epidermal
UVB_NHEK3_C5 9.27E-04 keratinocytes, cluster 5
Stem Cells
Enriched in mouse embryonic stem cells, compared to differentiated brain and bone
STEMCELL EMBRYONIC UP 7.26E-08 marrow cells
Enriched in mouse neural stem cells, compared to differentiated
STEMCELL NEURAL UP 1.29E-07 brain and bone marrow cells
Enriched in mouse
hematopoietic stem cells, compared to differentiated brain
STEMCELL HEMATOPOIETIC UP 2.93E-06 and bone marrow
Key Transcription Factors
Genes with promoter regions [- 2kb,2kb] around transcription start site containing the motif GGGCGGR which matches annotation for SP1: Spl
GGGCGGR_V$SP1_Q6 1.16E-07 transcription factor
Genes with promoter regions [- 2kb,2kb] around transcription start site containing the motif CAGGTG which matches annotation for TCF3:
transcription factor 3 (E2A immunoglobulin enhancer
CAGGTG_V$E12_Q6 1.30E-06 binding factors E12/E47)
Genes with promoter regions [- 2kb,2kb] around transcription
TGGAAA V$NFAT Q4 01 6.09E-06 start site containing the motif
DBl/ 69437516.1 ~ - _
Supplemental Table 3. Cellular Processes Increased in MCF7 Cells Treated with Lactate or Ketones.
Data Set P-value Detailed Description
TGGAAA which matches annotation for NFAT<br> NFATC
Genes with promoter regions [- 2kb,2kb] around transcription start site containing the motif CTTTGT which matches annotation for LEF1: lymphoid
CTTTGT_V$LEF 1 Q2 1.61E-05 enhancer-binding factor 1
Genes with promoter regions [- 2kb,2kb] around transcription start site containing the motif TTGTTT which matches annotation for MLLT7:
myeloid/lymphoid or mixed- lineage leukemia (trithorax homolog, Drosophila);
TTGTTT_V$FOXO4_01 7.86E-05 translocated to, 7
Cancer Associated Genes
Genes whose expression is consistently negatively correlated with estrogen receptor status in breast cancer - higher expression is associated
BRCA ER NEG 3.48E-04 with ER-negative tumors
Genes whose expression is consistently positively correlated with estrogen receptor status in breast cancer - higher expression is associated
BRCAJER POS 6.77E-04 with ER-positive tumors
Cancer related genes involved BRENTANI SIGNALING 1.05E-03 in the cell signaling
Supplemental Table 4: Gene Transcripts Up regulated by Lactate in MCF7 Cells that are in Common with Neural Stem Cells
Fold Ttest P
Gene Symbol Gene Description Change value
ubiquitin-conjugating enzyme E2D 2
UBE2D2 (UBC4/5 homolog, yeast) 11.637619 0.00544828
SRP19 signal recognition particle 19kDa 8.965928 0.00278124
EIF5B eukaryotic translation initiation factor 5B 8.853053 0.04053256
RAPIA RAPIA, member of RAS oncogene family 4.430772 0.01890408
CHMP2B chromatin modifying protein 2B 6.857511 0.03281982
PRDX1 peroxiredoxin 1 6.15612 0.02465945
SMC4 structural maintenance of chromosomes 4 4.707114 0.03654239
Rho-associated, coiled-coil containing
ROCK2 protein kinase 2 5.852909 0.03308627
DBl/ 69437516.1
Supplemental Table 4: Gene Transcripts Up regulated by Lactate in MCF7 Cells that are in Common with Neural Stem Cells
Fold Ttest P
Gene Symbol Gene Description Change value
BCLAF1 BCL2-associated transcription factor 1 5.819574 0.00240797 ubiqui tin-conjugating enzyme E2D 3
UBE2D3 (UBC4/5 homolog, yeast) 5.713108 0.02114428
METTL5 methyltransferase like 5 4.101808 0.01369737
CCNG1 cyclin Gl 5.586583 0.01011364
YBX1 Y box binding protein 1 5.455093 0.00261863
NMD3 NMD3 homolog (S. cerevisiae) 5.436879 0.00447774
MTDH metadherin 5.228131 0.01520368
LXN latexin 5.025051 0.00486952
H3F3A H3 histone, family 3 A 5.188202 0.0162106
SPAST spastin 5.161775 6.01E-05
PPIG peptidylprolyl isomerase G (cyclophilin G) 5.060878 0.04469338
SNX2 sorting nexin 2 4.989412 0.03586009
DEAD (Asp-Glu-Ala-Asp) box polypeptide
DDX46 46 4.96017 0.03654288
SWI/SNF related, matrix associated, actin
dependent regulator of chromatin, subfamily
SMARCA5 a, member 5 4.842003 0.0187601 protein phosphatase 1, catalytic subunit, beta
PPPICB isozyme 2.468217 0.04691501 LRPPRC leucine-rich PPR-motif containing 4.564774 0.04328232
KDEL (Lys-Asp-Glu-Leu) endoplasmic
KDELR2 reticulum protein retention receptor 2 3.368323 0.04949704
ASF1 anti-silencing function 1 homolog A
ASF1A (S. cerevisiae) 4.469944 0.01353041
IVNS1ABP influenza virus NS 1 A binding protein 4.458858 0.04032226
NIPBL Nipped-B homolog (Drosophila) 4.448285 0.02143111
P pinin, desmosome associated protein 4.433149 0.00780293
TCERG1 transcription elongation regulator 1 3.545678 0.04063693
TOP2B topoisomerase (DNA) II beta 180kDa 2.823094 0.02218412
ZMYM4 zinc finger, MYM-type 4 4.267182 0.01393137
SFRS3 splicing factor, arginine/serine-rich 3 2.716461 0.03522487
LAPTM4A lysosomal protein transmembrane 4 alpha 4.093129 0.00222108 translocated promoter region (to activated
TPR MET oncogene) 4.08363 0.00433995 CCNI cyclin I 4.045976 0.02394342 proteasome (prosome, macropain) 26S
PSMD1 subunit, non-ATPase, 1 4.011931 0.00720011 proteasome (prosome, macropain) 26S
PSMC2 subunit, ATPase, 2 3.987502 0.00426193 RWDD4A RWD domain containing 4A 3.882013 0.02249924
Rho-associated, coiled-coil containing
ROCK1 protein kinase 1 3.257404 0.01235219 NOP58 NOP58 ribonucleoprotein homolog (yeast) 3.788493 0.00288593 EPHB4 EPH receptor B4 3.78501 1 0.02475939 EPRS glutamyl-prolyl-tRNA synthetase 2.662763 0.04513234 protein tyrosine phosphatase type IVA,
PTP4A1 member 1 2.270167 0.00847749 ABCE1 ATP-binding cassette, sub-family E (OABP), 1.937131 0.02691982
DBl/ 69437516.1
Supplemental Table 4: Gene Transcripts Upregulated by Lactate in MCF7 Cells that are in Common with Neural Stem Cells
Fold Ttest P
Gene Symbol Gene Description Change value
member 1
protein kinase, cAMP-dependent, regulatory,
PRKAR1A type I, alpha (tissue specific extinguisher 1) 3.700851 0.00533686 mitogen-activated protein kinase kinase
MAP4K3 kinase kinase 3 3.183468 0.02370712 chromodomain helicase DNA binding
CHD1 protein 1 2.27918 0.02465009
MY06 myosin VI 1.499933 0.04628552
BIRC6 baculoviral IAP repeat-containing 6 3.656537 0.01040232
FIP1L1 FIP1 like 1 (S. cerevisiae) 3.647902 0.0419402
UGDH UDP-glucose 6-dehydrogenase 3.642483 0.02673765
HDLBP high density lipoprotein binding protein 1.923995 0.0317557 acyl-CoA dehydrogenase, C-4 to C-12
ACADM straight chain 3.582422 0.04333075
RFWD2 ring finger and WD repeat domain 2 3.566507 0.03374643
TXNDC9 thioredoxin domain containing 9 3.559682 0.02318797 far upstream element (FUSE) binding protein
FUBP1 1 2.584276 0.02883731 DLD dihydrolipoamide dehydrogenase 3.54755 0.03042714 FBXW11 F-box and WD repeat domain containing 11 3.538266 0.01890564 HSPA4 heat shock 70kDa protein 4 3.534902 0.02613913 chaperonin containing TCP1, subunit 6A
CCT6A (zeta 1) 2.226682 0.02645749 guanine nucleotide binding protein-like 2
GNL2 (nucleolar) 3.497915 0.01416406
ZNF259 zinc finger protein 259 3.457681 0.04340342
RANBP9 RAN binding protein 9 3.400619 0.00125475
TCEA1 transcription elongation factor A (SII), 1 3.391912 0.03816125
PPID peptidylprolyl isomerase D 3.355162 0.01495089
RNF8 ring finger protein 8 3.3143 0.00922491
SWI/SNF-related, matrix-associated actin- dependent regulator of chromatin, subfamily
SMARCAD1 a, containing DEAD/H box 1 3.284105 0.04696085
POLR1A polymerase (RNA) I polypeptide A, 194kDa 1.241458 0.0372547
SMC6 structural maintenance of chromosomes 6 2.772324 0.01058738
CUL3 cullin 3 2.512555 0.03000904
CDV3 CDV3 homolog (mouse) 3.247154 0.0416902
SH3 domain binding glutamic acid-rich
SH3BGRL protein like 3.242215 0.02599374
SMYD2 SET and MYND domain containing 2 2.182951 0.03899734
EEF2 eukaryotic translation elongation factor 2 3.218901 0.03839601
IARS2 isoleucyl-tRNA synthetase 2, mitochondrial 2.915579 0.02633645
CAPN7 Calpain 7 3.213705 0.016063 succinate dehydrogenase complex, subunit
SDHA A, flavoprotein (Fp) 3.197073 0.01758965
HAT1 histone acetyltransferase 1 3.188148 0.03486096
SQLE squalene epoxidase 3.159715 0.01084816 chaperonin containing TCP1, subunit 5
CCT5 (epsilon) 2.739476 0.00602847
DBl/ 69437516.1
Supplemental Table 4: Gene Transcripts Upregulated by Lactate in MCF7 Cells that are in Common with Neural Stem Cells
Fold Ttest P
Gene Symbol Gene Description Change value
R F14 ring finger protein 14 3.131844 0.01179033 HDAC2 histone deacetylase 2 1.713956 0.04708192
M-phase phosphoprotein 10 (U3 small
MPHOSPH10 nucleolar ribonucleoprotein) 2.045137 0.0353561 mutS homolog 2, colon cancer, nonpolyposis
MSH2 type 1 (E. coli) 2.98112 0.03627096 SF3B1 splicing factor 3b, subunit 1, 155kDa 3.079506 0.04359828 TCP1 t-complex 1 2.899216 0.02939434 HIBCH 3 -hydroxyisobutyryl-Co A hydrolase 3.065273 0.01688263 guanine nucleotide binding protein (G
GNB1 protein), beta polypeptide 1 3.050983 0.02355176 SP3 Sp3 transcription factor 3.033516 0.00452105
La ribonucleoprotein domain family,
LARP7 member 7 3.023688 0.02499879 family with sequence similarity 98, member
FAM98A A 2.506122 0.01113668 MORF4L2 mortality factor 4 like 2 2.984871 0.03027653 nuclear casein kinase and cyclin-dependent
NUCKS1 kinase substrate 1 2.746242 0.01149953
CCNC cyclin C 2.948678 0.00690543
ENY2 enhancer of yellow 2 homolog (Drosophila) 2.948102 0.00070793
PRP4 pre-mRNA processing factor 4
PRPF4B homolog B (yeast) 2.165609 0.03223181 RAB10 RAB10, member RAS oncogene family 2.675383 0.00826866
SMT3 suppressor of mif two 3 homolog 1
SUMOl (S. cerevisiae) 2.939321 0.01314778 SENP6 SUMOl sentrin specific peptidase 6 2.92259 0.01329545 malic enzyme 1, NADP(+)-dependent,
ME1 cytosolic 2.879955 0.00454168
CRTAP cartilage associated protein 1.943159 0.02923402
USP39 ubiquitin specific peptidase 39 2.866674 0.00731577
LTV1 LTV1 homolog (S. cerevisiae) 2.862159 0.03848354
MTIF2 mitochondrial translational initiation factor 2 1.631234 0.04677842
CCDC99 coiled-coil domain containing 99 2.834983 0.04509615
ZNF644 zinc finger protein 644 2.83475 0.02847176
UDP-GlcNAc:betaGal beta-l,3-N-
B3GNT2 acetylglucosaminyltransferase 2 2.830064 0.02052011 SMC3 structural maintenance of chromosomes 3 2.825491 0.03046467 TBL1XR1 transducin (beta)-like 1 X-Iinked receptor 1 2.821702 0.01803827 COPG coatomer protein complex, subunit gamma 2.406812 0.03959455
DnaJ (Hsp40) homolog, subfamily B,
DNAJB11 member 11 2.813687 0.01128434
BTF3 basic transcription factor 3 2.504564 0.04945883
USP34 ubiquitin specific peptidase 34 2.781149 0.03969944
RAS p21 protein activator (GTPase
RASA1 activating protein) 1 2.760016 0.02594615 EBNA1BP2 EBNA1 binding protein 2 2.743401 0.02486242 coatomer protein complex, subunit beta 2
COPB2 (beta prime) 1.897638 0.00131933
DBl/ 69437516.1
Supplemental Table 4: Gene Transcripts Upregulated by Lactate in MCF7 Cells that are in Common with Neural Stem Cells
Fold Ttest P
Gene Symbol Gene Description Change value
CCAAT/enhancer binding protein (C EBP),
CEBPZ zeta 2.730668 0.04807979
SGOL1 shugoshin-like 1 (S. pombe) 2.730587 0.02367326
SEC63 SEC63 homolog (S. cerevisiae) 2.3961 0.00304391
HMGB2 high-mobility group box 2 1.972844 0.03882638
DYNC1I2 dynein, cytoplasmic 1, intermediate chain 2 1.410334 0.0279939
RWDD1 RWD domain containing 1 2.70643 0.03976333
PSIP1 PC4 and SFRS1 interacting protein 1 2.704173 0.00379656
TRIO triple functional domain (PTPRF interacting) 1.971861 0.04525982
PPIC peptidylprolyl isomerase C (cyclophilin C) 2.684486 0.01273313
ATPase, H+ transporting, lysosomal 42kDa,
ATP6V1C1 VI subunit Cl 2.667986 0.01481745 RARS arginyl-tRNA synthetase 1.592423 0.02013136
DEAD (Asp-Glu-Ala-Asp) box polypeptide
DDX18 18 2.65979 0.04995911
TOPBP1 topoisomerase (DNA) II binding protein 1 2.659609 0.01512887
UNC50 unc-50 homolog (C. elegans) 2.129257 0.03952495 excision repair cross-complementing rodent
ERCC5 repair deficiency, complementation group 5 2.64652 0.03234078
ZNF326 Zinc finger protein 326 2.639598 0.00776776
LAMC1 laminin, gamma 1 (formerly LAMB2) 2.186259 0.01464433
PDLIM7 PDZ and LIM domain 7 (enigma) 1.560624 0.01849702
RFC1 replication factor C (activator 1) 1, 145kDa 2.116992 0.00583182
SF3B5 splicing factor 3 b, subunit 5, lOkDa 2.593595 0.01024026
ANKRD17 ankyrin repeat domain 17 2.592918 0.00227678
ARF4 ADP-ribosylation factor 4 2.58944 0.01239217
TRAF family member-associated NFKB
TANK activator 2.583302 0.02722171
CSNK1A1 casein kinase 1 , alpha 1 2.565332 0.02008984
NCOR1 nuclear receptor co-repressor 1 1.264318 0.04431849 epidermal growth factor receptor pathway
EPS8 substrate 8 2.029185 0.01334663 caspase 2, apoptosis-related cysteine
CASP2 peptidase 2.555936 0.0459927 PNPT1 polyribonucleotide nucleotidyltransferase 1 1.565445 0.03732588 RAB1A RAB1A, member RAS oncogene family 2.373609 0.04191459 proteasome (prosome, macropain) 26S
PSMD14 subunit, non- ATPase, 14 2.533865 0.02390241
NOTCH3 Notch homolog 3 (Drosophila) 2.518418 0.02050312
SRPK2 SFRS protein kinase 2 1.22325 0.01501723
MRPL3 mitochondrial ribosomal protein L3 2.298195 0.03084317
PLK4 polo-like kinase 4 (Drosophila) 2.510571 0.02626713
ARP3 actin-related protein 3 homolog
ACTR3 (yeast) 2.500061 0.02540777
MOB1, Mps One Binder kinase activator¬
MOBKL1A like 1A (yeast) 2.495315 0.01061014 USP3 ubiquitin specific peptidase 3 2.491308 0.03275649 glycerol-3-phosphate dehydrogenase 2
GPD2 (mitochondrial) 2.471884 0.03872717
DBl/ 69437516.1
Supplemental Table 4: Gene Transcripts Upregulated by Lactate in MCF7 Cells that are in Common with Neural Stem Cells
Fold Ttest P
Gene Symbol Gene Description Change value
STK38 serine/threonine kinase 38 1.642924 0.01632112 solute carrier family 39 (zinc transporter),
SLC39A6 member 6 1.22186 0.0061314 synaptotagmin binding, cytoplasmic R A
SYNCRIP interacting protein 1.957398 0.0125552
CLIC4 chloride intracellular channel 4 2.420927 0.04525662
ZNF639 zinc finger protein 639 1.539132 0.03676195
CCND1 Cyclin Dl 1.930024 0.02353764
TAGLN2 transgelin 2 2.407305 0.03670214 nucleophosmin (nucleolar phosphoprotein
NPM1 B23, numatrin) 2.406641 0.01665033
GRN granulin 1.493607 0.03683456
Proteasome (prosome, macropain) 26S
PSMD6 subunit, non-ATPase, 6 2.138274 0.03380946
LIM and senescent cell antigen-like domains
LIMS1 1 1.72779 0.04472927
KIF2C kinesin family member 2C 2.338823 0.02722488 phosphoinositide-3 -kinase, catalytic, alpha
PIK3CA polypeptide 1.728352 0.03384356
AK2 adenylate kinase 2 2.32623 0.04153099
BCAP29 B-cell receptor-associated protein 29 1.927448 0.02335138 polycystic kidney disease 2 (autosomal
PKD2 dominant) 2.312196 0.00272198
PDCD6IP programmed cell death 6 interacting protein 1.970203 0.00643999
PCBP4 poly(rC) binding protein 4 2.297239 0.0480034
IMMT inner membrane protein, mitochondrial 2.291678 0.02551435
Stress-associated endoplasmic reticulum
SERP1 protein 1 1.536698 0.00112698 transforming, acidic coiled-coil containing
TACC3 protein 3 2.268162 0.01045492
MTX1 metaxin 1 2.240865 0.04610751
TBC1 (tre-2/USP6, BUB2, cdcl6) domain
TBC1D1 family, member 1 2.235136 0.00238682
TFB2M transcription factor B2, mitochondrial 2.068018 0.03582113
SCARB2 scavenger receptor class B, member 2 2.225542 0.00468326
KPNA1 karyopherin alpha 1 (importin alpha 5) 2.225491 0.02352899 mitogen-activated protein kinase kinase
MAP4K4 kinase kinase 4 2.068156 0.00788839
PKN2 protein kinase N2 1.81078 0.03572897
USP1 ubiquitin specific peptidase 1 2.204293 0.02425862 succinate-CoA ligase, ADP-forming, beta
SUCLA2 subunit 2.028111 0.02841861
3-hydroxy-3-methylglutaryl-CoA synthase 1
HMGCS1 (soluble) 2.202971 0.04764687
PPIE peptidylprolyl isomerase E (cyclophilin E) 2.202103 0.03374511
ADP-ribosylation factor guanine nucleotide-
ARFGEF1 exchange factor l(brefeldin A-irihibited) 2.200694 0.03552716
STT3, subunit of the
STT3B oligosaccharyltransferase complex, homolog 2.199036 0.03541682
DB1/ 69437516.1
Supplemental Table 4: Gene Transcripts Upregulated by Lactate in MCF7 Cells that are in Common with Neural Stem Cells
Fold Ttest P
Gene Symbol Gene Description Change value
B (S. cerevisiae)
SFRS1 1 splicing factor, arginine/serine-rich 11 2.197102 0.03128218
ZNF281 zinc finger protein 281 2.19509 0.01743985 mutL homolog 1, colon cancer, nonpolyposis
MLH1 type 2 (E. coli) 2.1927 0.00460208
TMEM70 transmembrane protein 70 2.18302 0.01 154643
TTC1 tetratricopeptide repeat domain 1 2.063528 0.04752468
SEC31A SEC31 homolog A (S. cerevisiae) 2.1652 0.02487707 hypoxia inducible factor 1 , alpha subunit
HIF1A (basic helix-loop-helix transcription factor) 1.591415 0.00884964
SEC24B SEC24 family, member B (S. cerevisiae) 2.151645 0.01992121
EIF4E eukaryotic translation initiation factor 4E 2.049544 0.0267098
ACTL6A actin-like 6A 1.640505 0.04155384 solute carrier family 35 (CMP-sialic acid
SLC35A1 transporter), member Al 1.492421 0.03009839
SLBP stem-loop binding protein 1.980568 0.02420595
IK IK cytokine, down-regulator of HLA II 1.365648 0.01056745 protein disulfide isomerase family A,
PDIA6 member 6 1.533451 0.01326546
SMAP1 small ArfGAP 1 2.089852 0.00484321
DTL denticleless homolog (Drosophila) 1.436258 0.00228503
YIPF5 Yipl domain family, member 5 2.076073 0.03670269 asp (abnormal spindle) homolog,
ASPM microcephaly associated (Drosophila) 1.803894 0.04304251
RRM2 ribonucleotide reductase M2 2.012222 0.02429985 protein phosphatase 1 , regulatory (inhibitor)
PPP1R15B subunit 15B 2.067971 0.00766167
HTATSF1 HIV-1 Tat specific factor 1 2.065056 0.04590911
NAV2 neuron navigator 2 2.05691 0.03319842 isocitrate dehydrogenase 1 (NADP+),
IDH1 soluble 2.052557 0.02683413
BAX BCL2-associated X protein 2.048317 0.039567
PMPCB peptidase (mitochondrial processing) beta 2.037316 0.0072201
MRPS2 Mitochondrial ribosomal protein S2 2.036969 0.01324621
MRPL9 mitochondrial ribosomal protein L9 2.03358 0.0281763
TNPOl transportin 1 2.032411 0.03457859
MOCO sulphurase C-terminal domain
MOSC2 containing 2 2.027181 0.00651172
PPP4R2 Protein phosphatase 4, regulatory subunit 2 2.027077 0.02103272
ARP2 actin-related protein 2 homolog
ACTR2 (yeast) 2.013524 0.01953361 leucine zipper-EF-hand containing
LETM1 transmembrane protein 1 1.698753 0.02155205 guanine nucleotide binding protein-like 3
GNL3 (nucleolar) 2.005014 0.01735622
DECPvl 2,4-dienoyl CoA reductase 1 , mitochondrial 2.006511 0.02598747
AQR aquarius homolog (mouse) 1.544351 0.01005732 capping protein (actin filament) muscle Z-
CAPZA1 line, alpha 1 2.003944 0.00987919
DBl/ 69437516.1
Supplemental Table 4: Gene Transcripts Upregulated by Lactate in MCF7 Cells that are in Common with Neural Stem Cells
Fold Ttest P
Gene Symbol Gene Description Change value
FH fumarate hydratase 1.987209 0.01470817
MRPS5 mitochondrial ribosomal protein S5 1.641288 0.02848696 LIMD1 LIM domains containing 1 1.390887 0.01945038 THUMPD3 THUMP domain containing 3 1.798321 0.02891873 nuclear autoantigenic sperm protein (histone-
NASP binding) 1.586624 0.02198518 WDR26 WD repeat domain 26 1.766404 0.04389929 heterogeneous nuclear ribonucleoprotein L-
HNRPLL like 1.965554 0.02133848 WTAP Wilms tumor 1 associated protein 1.777876 0.00868387
LSM3 homolog, U6 small nuclear RNA
LSM3 associated (S. cerevisiae) 1.95834 0.040095
HDAC1 histone deacetylase 1 1.957793 0.03332611
ZMAT3 zinc finger, matrin type 3 1.954859 0.02830097
GYS1 glycogen synthase 1 (muscle) 1.207255 0.0073425
R F2 ring finger protein 2 1.951609 0.00229371
FOXN2 forkhead box N2 1.948693 0.00671655
RAB23 RAB23, member RAS oncogene family 1.52539 0.01869873
SNX5 sorting nexin 5 1.941349 0.00305077
GDI2 GDP dissociation inhibitor 2 1.939501 0.0168794
SPATA5 Spermatogenesis associated 5 1.938449 0.01321604
MRPL37 mitochondrial ribosomal protein L37 1.265484 0.03009753
APEX nuclease (multifunctional DNA repair
APEX1 enzyme) 1 1.937633 0.01208949
CDK8 cyclin-dependent kinase 8 1.937355 0.03136558
NCBP2 nuclear cap binding protein subunit 2, 20kDa 1.937007 0.02064931
HINT1 histidine triad nucleotide binding protein 1 1.210712 0.04891515
ITSN1 intersectin 1 (SH3 domain protein) 1.920858 0.04228789
BLZF1 basic leucine zipper nuclear factor 1 1.920386 0.01207716
Ctr9, Pafl/RNA polymerase II complex
CTR9 component, homolog (S. cerevisiae) 1.911411 0.00146435
SLTM SAFB-like, transcription modulator 1.495363 0.02071 192
KPNA3 karyopherin alpha 3 (importin alpha 4) 1.382818 0.0289694
STX7 syntaxin 7 1.888885 0.02528416
NBR1 neighbor of BRC A 1 gene 1 1.888532 0.01926365
EVI5 ecotropic viral integration site 5 1.883555 0.02040397
RPE ribulose-5-phosphate-3-epimerase 1.72725 0.04901899 proteasome (prosome, macropain) subunit,
PSMB1 beta type, 1 1.877973 0.0332617 CAPN2 calpain 2, (m/II) large subunit 1.868506 0.02067163
N-acylsphingosine amidohydrolase (acid
ASAH1 ceramidase) 1 1.273185 0.03366104 ubiquitin-fold modifier conjugating enzyme
UFC1 1 1.294642 0.04198936 epithelial cell transforming sequence 2
ECT2 oncogene 1.412257 0.00609004
TAF9 RNA polymerase II, TATA box
binding protein (TBP)-associated factor,
TAF9 32kDa 1.586724 0.04658612
DBl/ 69437516.1
Supplemental Table 4: Gene Transcripts Upregulated by Lactate in MCF7 Cells that are in Common with Neural Stem Cells
Fold Ttest P
Gene Symbol Gene Description Change value
GNPDA1 glucosamine-6-phosphate deaminase 1 1.850039 0.01637317 GOLPH3 golgi phosphoprotein 3 (coat-protein) 1.768741 0.03226337 protein-kinase, interferon-inducible double
stranded RNA dependent inhibitor, repressor
PRKRIR of (P58 repressor) 1.836748 0.03060855 proteasome (prosome, macropain) 26S
PSMC1 subunit, ATPase, 1 1.83611 0.03905445 GYG1 glycogenin 1 1.833606 0.0066626 serine threonine kinase 39 (STE20/SPS1
STK39 homolog, yeast) 1.729703 0.04202932
KIAA1524 KIAA1524 1.24618 0.02323518
YAP1 Yes-associated protein 1 1.824953 0.04116296 proteasome (prosome, macropain) subunit,
PSMA7 alpha type, 7 1.814899 0.0228106
NADH dehydrogenase (ubiquinone) 1,
NDUFC1 subcomplex unknown, 1, 6kDa 1.814744 0.00472754 blocked early in transport 1 homolog (S.
BET1 cerevisiae) 1.810406 0.04306222 protein tyrosine phosphatase, non-receptor
PTPN9 type 9 1.806452 0.03400917 roundabout, axon guidance receptor,
ROBOl homolog 1 (Drosophila) 1.802834 0.03733771 PIAS2 protein inhibitor of activated STAT, 2 1.475327 0.02186057 solute carrier family 1 (glutamate/neutral
SLC1A4 amino acid transporter), member 4 1.794159 0.0013034
DnaJ (Hsp40) homolog, subfamily C,
DNAJC13 member 13 1.616418 0.01480203 succinate-CoA ligase, GDP-forming, beta
SUCLG2 subunit 1.786827 0.00924396
SAP30 Sin3A-associated protein, 30kDa 1.783367 0.04714102
SUZ12 suppressor of zeste 12 homolog (Drosophila) 1.781738 0.0427054 acidic (leucine-rich) nuclear phosphoprotein
ANP32A 32 family, member A 1.773795 0.00540646
DDR1 discoidin domain receptor tyrosine kinase 1 1.769628 0.02493444
ZNF213 zinc finger protein 213 1.76888 0.02160061 down-regulator of transcription 1 , TBP-
DR1 binding (negative cofactor 2) 1.767005 0.02631065
PRKD1 protein kinase Dl 1.366096 0.02015636
RYK RYK receptor-like tyrosine kinase 1.751194 0.00185441 eukaryotic translation initiation factor 4
EIF4G1 gamma, 1 1.750254 0.00740522
Methylcrotonoyl-Coenzyme A carboxylase 1
MCCC1 (alpha) 1.746294 0.0228626 CCNB1 cyclin Bl 1.315053 0.02415274 mitogen-activated protein kinase kinase
MAP3K7 kinase 7 1.743976 0.02238046 small nuclear ribonucleoprotein polypeptide
SNRPC C 1.742362 0.04469681 UBA2 ubiquitin-like modifier activating enzyme 2 1.536631 0.03719408
DBl/ 69437516.1
Supplemental Table 4: Gene Transcripts Upregulated by Lactate in MCF7 Cells that are in Common with Neural Stem Cells
Fold Ttest P
Gene Symbol Gene Description Change value
ZZZ3 zinc finger, ZZ-type containing 3 1.36524 0.02901362 solute carrier family 30 (zinc transporter),
SLC30A5 member 5 1.603386 0.01412032
CDC42SE1 CDC42 small effector 1 1.524227 0.02124608 amylo-alpha-1, 6-glucosidase, 4-alpha-
AGL glucanotransferase 1.305308 0.02445334 inhibitor of Bruton agammaglobulinemia
IBTK tyrosine kinase 1.625579 0.01834248
FIGNL1 fidgetin-like 1 1.724436 0.041 13886 budding uninhibited by benzimidazoles 1
BUB1 homolog (yeast) 1.272392 0.01439459
GNPAT glyceronephosphate O-acyltransferase 1.167893 0.02519736
PRP38 pre-mRNA processing factor 38
PRPF38A (yeast) domain containing A 1.267458 0.0372219
ER degradation enhancer, mannosidase
EDEM3 alpha-like 3 1.356732 0.04196012
PHTF2 Putative homeodomain transcription factor 2 1.498429 0.01305125
YTHDF3 YTH domain family, member 3 1.548102 0.02135835
PRKD3 protein kinase D3 1.302343 0.04005699
NIT2 nitrilase family, member 2 1.697659 0.03895012 translocase of outer mitochondrial membrane
TOMM70A 70 homolog A (S. cerevisiae) 1.442531 0.03272251
CENPK centromere protein K 1.364588 0.03575031 protein phosphatase 1 , regulatory (inhibitor)
PPP1R2 subunit 2 1.693178 0.00191476
CPNE3 copine III 1.691682 0.00274705 procollagen-lysine, 2-oxoglutarate 5-
PLOD3 dioxygenase 3 1.342835 0.02428522
C8or03 chromosome 8 open reading frame 33 1.689323 0.0139295
DAP death-associated protein 1.688477 0.00441882
CDC5L CDC5 cell division cycle 5 -like (S. pombe) 1.686596 0.00513394
DnaJ (Hsp40) homolog, subfamily B,
DNAJB6 member 6 1.68511 0.02203927
DnaJ (Hsp40) homolog, subfamily C,
DNAJC10 member 10 1.229817 0.03064105 chaperonin containing TCP1, subunit 3
CCT3 (gamma) 1.663267 0.04685597
UTP18, small subunit (SSU) processome
UTP18 component, homolog (yeast) 1.23789 0.01561913
RAD17 RAD 17 homolog (S. pombe) 1.601375 0.0208996 ribosome binding protein 1 homolog 180kDa
RRBP1 (dog) 1.676273 0.03208152
QARS glutaminyl-tRNA synthetase 1.580939 0.0125861 1
PTPRJ protein tyrosine phosphatase, receptor type, J 1.360438 0.03523859
USP24 ubiquitin specific peptidase 24 1.317279 0.04933808
ELAV (embryonic lethal, abnormal vision,
ELAVL1 Drosophila)-like 1 (Hu antigen R) 1.640597 0.03564955
ACTB actin, beta 1.633494 0.04468234
NCAPH non-SMC condensin I complex, subunit H 1.370164 0.01932908 1/ 69437516.1
Supplemental Table 4: Gene Transcripts Upregulated by Lactate in MCF7 Cells that are in Common with Neural Stem Cells
Fold Ttest P
Gene Symbol Gene Description Change value
ORMDL1 ORMl-like 1 (S. cerevisiae) 1.54414 0.02275899
UDP-N-acetyl-alpha-D- galactosaminerpolypeptide N- acetylgalactosaminyltransferase 1 (GalNAc-
GALNT1 Tl) 1.626164 0.03763074 TMEM30A transmembrane protein 3 OA 1.62414 0.00774066 OXCT1 3-oxoacid Co A transferase 1 1.261625 0.02520766 LTA4H leukotriene A4 hydrolase 1.386545 0.03548382
DEAD (Asp-Glu-Ala-Asp) box polypeptide
DDX41 41 1.613103 0.01994811 TM9SF2 transmembrane 9 superfamily member 2 1.599129 0.0469163 DLL1 delta-like 1 (Drosophila) 1.343162 0.02388195 MFN1 mitofusin 1 1.251298 0.03838396 large subunit GTPase 1 homolog (S.
LSG1 cerevisiae) 1.30556 0.02208307 RFC5 replication factor C (activator 1) 5, 36.5kDa 1.583884 0.00493414 LAP3 leucine aminopeptidase 3 1.260347 0.04343932 solute carrier family 4, sodium bicarbonate
SLC4A7 cotransporter, member 7 1.200374 0.01216306 GGCX gamma-glutamyl carboxylase 1.38939 0.0460239 carboxyl ester lipase (bile salt-stimulated
CEL lipase) 1.568045 0.03937509
INTS7 integrator complex subunit 7 1.563662 0.04482643
MTMR10 myotubularin related protein 10 1.561932 0.0103955
APAF1 apoptotic peptidase activating factor 1 1.306905 0.03041618
E2F5 E2F transcription factor 5, pl30-binding 1.549601 0.03693464
BTB and CNC homology 1 , basic leucine
BACH1 zipper transcription factor 1 1.234722 0.01598341 protein tyrosine phosphatase, non-receptor
PTPN2 type 2 1.54739 0.02035435 diacylglycerol O-acyltransferase homolog 1
DGAT1 (mouse) 1.54416 0.01906196 CPT1A carnitine palmitoyltransferase 1 A (liver) 1.541995 0.0455955 ZNF35 zinc finger protein 35 1.462328 0.01374461 minichromosome maintenance complex
MCM3 component 3 1.204643 0.02501993
SRR serine racemase 1.451819 0.03543625
PPA2 pyrophosphatase (inorganic) 2 1.533368 0.01586952 suppression of tumorigenicity 13 (colon
ST13 carcinoma) (Hsp70 interacting protein) 1.392146 0.02567641 RGS7 regulator of G-protein signaling 7 1.528987 0.01630161 PCSK7 proprotein convertase subtilisin/kexin type 7 1.52515 0.00584015 WDR77 WD repeat domain 77 1.161034 0.0464362 calcium/calmodulin-dependent serine protein
CASK kinase (MAGUK family) 1.509852 0.02504441 LAS1L LAS 1 -like (S. cerevisiae) 1.523924 0.0047693 inner centromere protein antigens
INCENP 135/155kDa 1.521596 0.00926599 COL11A1 collagen, type XI, alpha 1 1.358775 0.01500244 17 69437516.1
Supplemental Table 4: Gene Transcripts Upregulated by Lactate in MCF7 Cells that are in Common with Neural Stem Cells
Fold Ttest P
Gene Symbol Gene Description Change value
ANGPTL4 Angiopoietin-like 4 1.36763 0.03038604 GUSB glucuronidase, beta 1.483723 0.00747287 MYO10 myosin X 1.361879 0.04208556 MID2 midline 2 1.500591 0.0169234 elongation factor Tu GTP binding domain
EFTUD2 containing 2 1.454941 0.01886939 RNASEH2B ribonuclease H2, subunit B 1.499052 0.02568195
Neural precursor cell expressed,
NEDD1 developmentally down-regulated 1 1.37119 0.0359751 HTRA2 HtrA serine peptidase 2 1.381 117 0.04940812 tankyrase, TRF1 -interacting ankyrin-related
TNKS2 ADP-ribose polymerase 2 1.413046 0.03105238
ITFG1 integrin alpha FG-GAP repeat containing 1 1.266819 0.01601937
CDH2 cadherin 2, type 1, N-cadherin (neuronal) 1.395061 0.04529743
SASH1 SAM and SH3 domain containing 1 1.404986 0.01632024
TYSND1 trypsin domain containing 1 1.470886 0.03841107 phospholipase A2, group VI (cytosolic,
PLA2G6 calcium-independent) 1.465765 0.02742349 solute carrier family 15 (H+/peptide
SLC15A2 transporter), member 2 1.314537 0.01002407
TM7SF3 transmembrane 7 superfamily member 3 1.388536 0.01990459
RBM8A RNA binding motif protein 8A 1.250975 0.00571058 phospholipase Dl, phosphatidylcholine-
PLD1 specific 1.373202 0.04783635
SBF2 SET binding factor 2 1.453314 0.01078788
WEE1 WEE1 homolog (S. pombe) 1.401628 0.01546795
BRD7 bromodomain containing 7 1.448578 0.00933436
TMEM14C transmembrane protein 14C 1.447908 0.01223887
TRIM27 tripartite motif-containing 27 1.447185 0.04931129 family with sequence similarity 50, member
FAM50A A 1.384223 0.02964922
DDHD1 DDHD domain containing 1 1.435652 0.02093535
SEC24C SEC24 family, member C (S. cerevisiae) 1.443774 0.03113679
ATP-binding cassette, sub-family A (ABCl),
ABCA1 member 1 1.366742 0.00856212
EPAS1 endothelial PAS domain protein 1 1.437838 0.02537747
RNASEH2C ribonuclease H2, subunit C 1.436884 0.04326723 nuclear receptor subfamily 1, group H,
NR1H4 member 4 1.43593 0.01391427 nucleolar complex associated 4 homolog (S.
NOC4L cerevisiae) 1.335968 0.0161945
FHL1 four and a half LIM domains 1 1.282345 0.00644461
HSDL2 hydroxysteroid dehydrogenase like 2 1.250353 0.0421 1 176 dihydrolipoamide branched chain
DBT transacylase E2 1.298264 0.03189072 UBE2Z ubiquitin-conjugating enzyme E2Z 1.424388 0.04566522 VAC 14 Vacl4 homolog (S. cerevisiae) 1.422842 0.03352068 vacuolar protein sorting 53 homolog (S.
VPS53 cerevisiae) 1.421566 0.046940931/ 69437516.1
Supplemental Table 4: Gene Transcripts Upregulated by Lactate in MCF7 Cells that are in Common with Neural Stem Cells
Fold Ttest P
Gene Symbol Gene Description Change value
ectonucleoside triphosphate
ENTPD5 diphosphohydrolase 5 1.419164 0.02048402 CKMT2 creatine kinase, mitochondrial 2 (sarcomeric) 1.414046 0.0128032 nudix (nucleoside diphosphate linked moiety
NUDT21 X)-type motif 21 1.249476 0.04665571 epidermal growth factor receptor
(erythroblastic leukemia viral (v-erb-b)
EGFR oncogene homolog, avian) 1.166192 0.04292096 MEIS1 Meis homeobox 1 1.400454 0.04054264 retinol dehydrogenase 11 (all-trans/9-cis/l 1-
RDH11 cis) 1.397657 0.0050891 SNAP23 synaptosomal-associated protein, 23kDa 1.330166 0.03566571 translocase of inner mitochondrial membrane
TIMM44 44 homolog (yeast) 1.394702 0.02292879
ATP -binding cassette, sub-family F
ABCF2 (GCN20), member 2 1.394627 0.03672061 eukaryotic translation initiation factor 2-
EIF2AK3 alpha kinase 3 1.298331 0.04888608
PAK1IP1 PA 1 interacting protein 1 1.26866 0.0392548
BLM Bloom syndrome, RecQ helicase-like 1.392962 0.02331052
BAG2 BCL2-associated athanogene 2 1.390864 0.00399346
SYTL4 synaptotagmin-like 4 1.387118 0.02970297
PNKD Paroxysmal nonkinesigenic dyskinesia 1.304131 0.02809504
USP38 ubiquitin specific peptidase 38 1.37522 0.04727816 inositol polyphosphate- 5 -phosphatase,
INPP5D 145kDa 1.374524 0.00364048 caspase 6, apoptosis-related cysteine
CASP6 peptidase 1.372269 0.04203738 ADAM28 ADAM metallopeptidase domain 28 1.277873 0.00355689
NGFI-A binding protein 2 (EGR1 binding
NAB2 protein 2) 1.364006 0.02567161 NPC1 Niemann-Pick disease, type CI 1.362315 0.04477366
ADAMDEC1 ADAM-like, decysin 1 1.362129 0.03679769
PELI1 pellino homolog 1 (Drosophila) 1.35374 0.01691951
DAP3 death associated protein 3 1.271808 0.02339598
LIG1 ligase I, DNA, ATP-dependent 1.268785 0.01252088
CDCA8 Cell division cycle associated 8 1.340746 0.04499828
ROD1 regulator of differentiation 1 (S.
ROD1 pombe) 1.200754 0.0474292 E2F8 E2F transcription factor 8 1.232086 0.00048585 cyclin-dependent kinase inhibitor 2C (pi 8,
CDKN2C inhibits CD 4) 1.33462 0.04260088
I PPL1 inositol polyphosphate phosphatase-like 1 1.329887 0.00979076
TSPAN12 tetraspanin 12 1.211375 0.02651059
NSUN4 NOP2/Sun domain family, member 4 1.327342 0.03660922
HTATIP2 HIV-1 Tat interactive protein 2, 30kDa 1.258927 0.00915241 serpin peptidase inhibitor, clade H (heat
shock protein 47), member 1, (collagen
SERPINHl binding protein 1) 1.32396 0.01919945
DBl/ 69437516.1
Supplemental Table 4: Gene Transcripts Upregulated by Lactate in MCF7 Cells that are in Common with Neural Stem Cells
Fold Ttest P
Gene Symbol Gene Description Change value
ABHD5 abhydrolase domain containing 5 1.259035 0.00596344
MDFIC MyoD family inhibitor domain containing 1.242969 0.03261241
SMO smoothened omolog (Drosophila) 1.320865 0.03439192
C14orfl47 chromosome 14 open reading frame 147 1.319192 0.03875552
R F26 ring finger protein 26 1.242143 0.04297931
C3orf58 chromosome 3 open reading frame 58 1.259091 0.04608467
A2M alpha-2-macroglobulin 1.293429 0.00961782
FBXW2 F-box and WD repeat domain containing 2 1.284946 0.03658627
SFRS16 splicing factor, arginine/serine-rich 16 1.289527 0.00918842 eukaryotic translation elongation factor 1
EEF1D delta (guanine nucleotide exchange protein) 1.299174 0.02232024
DIDOl death inducer-obliterator 1 1.28637 0.02217596
WDR46 WD repeat domain 46 1.179087 0.01295145 cleavage stimulation factor, 3' pre-RNA,
CSTF2 subunit 2, 64kDa 1.283423 0.02479593
TPMT thiopurine S -methyl transferase 1.282727 0.0166767
ATPase, H+ transporting, lysosomal
ATP6V1H 50/57kDa, VI subunit H 1.211331 0.026815 origin recognition complex, subunit 1-like
ORC1L (yeast) 1.273124 0.03331651 protein tyrosine phosphatase, receptor type,
PTPRA A 1.24583 0.00032856 platelet-activating factor acetylhydrolase lb,
PAFAH1B3 catalytic subunit 3 (29kDa) 1.268768 0.02361777
SFXN1 sideroflexin 1 1.262718 0.02940824
SEC23A Sec23 homolog A (S. cerevisiae) 1.166758 0.0064721 v-crk sarcoma virus CT10 oncogene
CRKL homolog (avian)-like 1.22546 0.02004339
IMP (inosine 5'-monophosphate)
IMPDH2 dehydrogenase 2 1.186305 0.02984448
SIN3 homolog B, transcription regulator
SIN3B (yeast) 1.247232 0.0053172
INHBB inhibin, beta B 1.238504 0.00822597 translocase of inner mitochondrial membrane
TIMM8A 8 homolog A (yeast) 1.154276 0.01892605
THOC4 THO complex 4 1.216787 0.0403008
ACINI apoptotic chromatin condensation inducer 1 1.201026 0.02887224
Supplemental Table 5: Gene Transcripts Upregulated by Ketones in MCF7 Cells that are in Common with Hematopoietic Stem Cells
Gene Fold Ttest
Symbol Gene Description Change P value
CHMP7 CHMP family, member 7 3.295925 0.04618667
INADL InaD-like (Drosophila) 2.899368 0.00507621
ERRFIl ERBB receptor feedback inhibitor 1 2.848611 0.03785734
MED 12 mediator complex subunit 12 1.963442 0.04534554
DDHD2 DDHD domain containing 2 2.735836 0.04539782 1/ 69437516 1
Supplemental Table 5: Gene Transcripts Up regulated by Ketones in MCF7 Cells that are in Common with Hematopoietic Stem Cells
Gene Fold Ttest Symbol Gene Description Change P value
nudix (nucleoside diphosphate linked moiety
NUDT9 X)-type motif 9 2.735101 0.00850058
DIAPH1 diaphanous homolog 1 (Drosophila) 2.685718 0.03000495
FUR Fl l receptor 1.585065 0.04318684
ADAR adenosine deaminase, RNA-specific 1.970478 0.02323278
LGALS8 lectin, galactoside-binding, soluble, 8 1.607202 0.03947108
POLR1B polymerase (RNA) I polypeptide B, 128kDa 1.430873 0.01550162 excision repair cross-complementing rodent
ERCC5 repair deficiency, complementation group 5 1.324623 0.03590136
IFITM3 #N/A 2.435717 0.04163527
MCRS1 microspherule protein 1 2.42666 0.04946973
ATPase, Na+/K+ transporting, alpha 1
ATP1A1 polypeptide 1.582011 0.01059971
EDF1 #N/A 2.424154 0.04204104 solute carrier family 20 (phosphate transporter),
SLC20A1 member 1 1.821633 0.01516049
INVS inversin 2.402863 0.01659962
NICNl nicolin l 2.388529 0.00908688
WDFY2 WD repeat and FYVE domain containing 2 2.369515 0.01867335
GLUL glutamate-ammonia ligase 2.013353 0.01359148
TP53BP1 tumor protein p53 binding protein 1 1.653193 0.03890936
TSPAN31 tetraspanin 31 1.998064 0.04403488
TTC4 tetratricopeptide repeat domain 4 2.305393 0.01134933
ELOVL family member 6, elongation of long
chain fatty acids (FENl/Elo2, SUR4/Elo3-like,
ELOVL6 yeast) 2.298864 0.02905437
OSBPL1A oxysterol binding protein-like 1 A 2.28078 0.03304009 solute carrier family 4, sodium bicarbonate
SLC4A7 cotransporter, member 7 2.276701 0.00738148
HINT2 histidine triad nucleotide binding protein 2 2.272342 0.02016666
PDE8A phosphodiesterase 8A 1.960537 0.01873747
PRUNE prune homolog (Drosophila) 2.261951 0.04105039
CRTAP cartilage associated protein 1.194501 0.01415943
ATP-binding cassette, sub-family G (WHITE),
ABCG2 member 2 2.258303 0.02678408
COQ9 coenzyme Q9 homolog (S. cerevisiae) 1.921458 0.01957612
DCTN1 dynacti l (pi 50, glued homolog, Drosophila) 2.247297 0.0361356
RDHl 1 retinol dehydrogenase 11 (all-trans/9-cis/l 1 -cis) 1.594865 0.03426753 cyclin-dependent kinase inhibitor 1A (p21,
CDKN1A Cipl) 2.238879 0.01566499
LSG1 large subunit GTPase 1 homolog (S. cerevisiae) 2.107797 0.03808136
IFIH1 interferon induced with helicase C domain 1 1.824823 0.04845467
SRPK2 SFRS protein kinase 2 1.531659 0.03108475
GTF2IRD2 GTF2I repeat domain containing 2 1.614706 0.0087574
HDLBP high density lipoprotein binding protein 1.370587 0.02901277 phosphoinositide-3 -kinase, regulatory subunit 1
PIK3R1 (alpha) 1.724967 0.04257376
SEC14L2 SEC14-like 2 (S. cerevisiae) 2.197791 0.02157167
HTRA2 HtrA serine peptidase 2 1.842614 0.04774984
DBl/ 69437516.1
Supplemental Table 5: Gene Transcripts Upregulated by Ketones in MCF7 Cells that are in Common with Hematopoietic Stem Cells
Gene Fold Ttest Symbol Gene Description Change P value
FBXW11 F-box and WD repeat domain containing 11 2.088765 0.00313297 ANKRD17 ankyrin repeat domain 17 1.43046 0.04827993 TCEA2 transcription elongation factor A (SII), 2 2.187952 0.04357233 FBXL3 F-box and leucine-rich repeat protein 3 2.176911 0.01974647
O-linked N-acetylglucosamine (GlcNAc)
transferase (UDP-N- acetylglucosamine:polypeptide-N-
OGT acetylglucosaminyl transferase) 1.728718 0.04340233
MYCBP2 MYC binding protein 2 2.168534 0.02526474
IRF7 interferon regulatory factor 7 2.163552 0.01010416
NAV2 neuron navigator 2 1.835983 0.04928384
MACF1 microtubule-actin crosslinking factor 1 2.062381 0.03102047 ashl (absent, small, or homeotic)-like
ASH1L (Drosophila) 1.331452 0.03902654 RBBP6 retinoblastoma binding protein 6 1.479665 0.04940251 chaperonin containing TCP1, subunit 3
CCT3 (gamma) 2.143663 0.03791006 UBAP2L ubiquitin associated protein 2-like 1.205878 0.04256504 NDRG2 NDRG family member 2 1.640909 0.03953699 METTL3 methyltransferase like 3 1.487554 0.03923316
TATA box binding protein (TBP)-associated
TAFIA factor, RNA polymerase I, A, 48kDa 2.123803 0.01221043
LATS, large tumor suppressor, homolog 2
LATS2 (Drosophila) 2.119657 0.02938295 ST7 suppression of tumorigenicity 7 1.530312 0.02388241 poly(A)-specific ribonuclease (deadenylation
PARN nuclease) 2.111073 0.03680447
PLK2 polo-like kinase 2 (Drosophila) 1.89847 0.02392197
SPG20 spastic paraplegia 20 (Troyer syndrome) 2.103392 0.00306415
MPDU1 mannose-P-dolichol utilization defect 1 2.102917 0.01760447
PHF23 #N/A 2.10236 0.00738597
POM121 POM121 membrane glycoprotein (rat) 1.25332 0.04289457
HSPC159 galectin-related protein 1.276374 0.0439434
DnaJ (Hsp40) homolog, subfamily B, member
DNAJB6 6 2.086418 0.03741646 ZNF638 zinc finger protein 638 2.082689 0.00361861 phosphatidylinositol transfer protein,
PITPNM1 membrane-associated 1 2.08004 0.02403844
DNA cross-link repair 1 A (PS02 homolog, S.
DCLRE1A cerevisiae) 2.070302 0.00827517 low density lipoprotein receptor-related protein
LRP10 10 2.065981 0.04553922
ULK1 unc-51-like kinase 1 (C. elegans) 1.376606 0.04913687
TNRC6A trinucleotide repeat containing 6A 1.452047 0.02369483
PPAP2A phosphatidic acid phosphatase type 2A 1.582666 0.00144035
TTC17 tetratricopeptide repeat domain 17 1.672722 0.02732361
RREBl ras responsive element binding protein 1 1.462738 0.0215814 polymerase (RNA) III (DNA directed)
POLR3A polypeptide A, 155kDa 2.037793 0.04734161
DB1/ 694375I6.I
Supplemental Table 5: Gene Transcripts Upregulated by Ketones in MCF7 Cells that are in Common with Hematopoietic Stem Cells
Gene Fold Ttest
Symbol Gene Description Change P value
DDIT3 DNA-damage-inducible transcript 3 2.035672 0.01260509
DDX51 DEAD (Asp-Glu-Ala-Asp) box polypeptide 51 1.548135 0.04765583
FASN fatty acid synthase 1.948427 0.02462526
C2or£28 chromosome 2 open reading frame 28 1.474813 0.01733917 mitogen-activated protein kinase kinase kinase
MAP4K4 kinase 4 1.712186 0.04245277
PEX19 peroxisomal biogenesis factor 19 2.008181 0.00973182
BET1L #N/A 2.00183 0.04957609 diacylglycerol O-acyltransferase homolog 1
DGAT1 (mouse) 1.749071 0.03456439
TK2 thymidine kinase 2, mitochondrial 1.60101 0.04195181
SMYD2 SET and MYND domain containing 2 1.552349 0.04941773
TRAFD1 TRAF-type zinc finger domain containing 1 1.941885 0.02871056 v-erb-b2 erythroblastic leukemia viral oncogene
ERJBB3 homolog 3 (avian) 1.981818 0.04875523 ectonucleotide
ENPP1 pyrophosphatase/phosphodiesterase 1 1.981336 0.01844171
STX12 syntaxin 12 1.977998 0.03106077
SHROOM3 shroom family member 3 1.977414 0.01628976
PGM2 Phosphoglucomutase 2 1.781686 0.02399861
ZMYM4 zinc finger, MYM-type 4 1.432183 0.03154925
TSC22D1 TSC22 domain family, member 1 1.152544 0.04055428
LDB1 LIM domain binding 1 1.768377 0.04418318
TMEM70 transmembrane protein 70 1.950205 0.02384912
BCL2L11 BCL2-like 11 (apoptosis facilitator) 1.943373 0.01340632
RAS p21 protein activator (GTPase activating
RASA1 protein) 1 1.943062 0.01887466
LIMA1 LIM domain and actin binding 1 1.941669 0.04567907
EIF2C2 eukaryotic translation initiation factor 2C, 2 1.737381 0.02796271
PRP39 pre-mRNA processing factor 39
PRPF39 homolog (S. cerevisiae) 1.263236 0.03313913
BAT3 HLA-B associated transcript 3 1.612256 0.02485149 glycerol-3 -phosphate dehydrogenase 2
GPD2 (mitochondrial) 1.923915 0.02166602
IL11RA interleukin 11 receptor, alpha 1.919985 0.01904984
WNK1 WNK lysine deficient protein kinase 1 1.589806 0.03200462
ASXL1 additional sex combs like 1 (Drosophila) 1.470256 0.00998521
BMP2K BMP2 inducible kinase 1.386192 0.04872796
PIAS3 protein inhibitor of activated STAT, 3 1.912841 0.01839942 histidyl-tRNA synthetase 2, mitochondrial
HARS2 (putative) 1.715719 0.03591061 transducin-like enhancer of split 1 (E(s l)
TLE1 homolog, Drosophila) 1.9081 18 0.04074464 amyloid beta (A4) precursor protein-binding,
APBB2 family B, member 2 1.90255 0.03919277
GSTA4 glutathione S-transferase alpha 4 1.753107 0.00541283
MYBBP1A MYB binding protein (PI 60) la 1.897963 0.01696392
PHF12 #N/A 1.896855 0.04395523
SCAMPI secretory carrier membrane protein 1 1.57467 0.02157253
DB l/ 69437516.1
Supplemental Table 5: Gene Transcripts Upregulated by Ketones in MCF7 Cells that are in Common with Hematopoietic Stem Cells
Gene Fold Ttest Symbol Gene Description Change P value
RPL22 ribosomal protein L22 0.00202954 VLDLR very low density lipoprotein receptor 0.02591145 RTTN rotatin 0.04473924 REPS1 RALBP1 associated Eps domain containing 1 0.03344135
ATP-binding cassette, sub-family G (WHITE),
ABCG1 member 1 0.03561249 fasciculation and elongation protein zeta 2
FEZ2 (zygin II) 0.01625731 solute carrier family 19 (folate transporter),
SLC19A1 member 1 0.01485065
MFN1 mitofusin 1 0.0499737
BMP7 #N/A 0.04358522
SH3RF1 SH3 domain containing ring finger 1 0.00683851
ACVR2A activin A receptor, type IIA 0.04361939
SWI/SNF related, matrix associated, actin
dependent regulator of chromatin, subfamily a,
SMARCA2 member 2 0.01914396
ITGB4 integrin, beta 4 0.04837165
MTMR1 myotubularin related protein 1 0.01841331 potassium large conductance calcium-activated
KCNMA1 channel, subfamily M, alpha member 1 0.02490189
ELL2 elongation factor, RNA polymerase II, 2 0.02073358
MAPK12 mitogen-activated protein kinase 12 0.02403095
SEC23A Sec23 homolog A (S. cerevisiae) 0.02654777
EPC1 enhancer of polycomb homolog 1 (Drosophila) 0.03620974
SSBP4 single stranded DNA binding protein 4 0.0091075
ZNF692 zinc finger protein 692 0.04823366
FOXP1 forkhead box PI 0.01077085
Smg-5 homolog, nonsense mediated mRNA
SMG5 decay factor (C. elegans) 0.01248203 ASNS asparagine synthetase (glutamine-hydrolyzing) 0.04490557 minichromosome maintenance complex
MCM3AP component 3 associated protein 0.01036449
NUMA1 nuclear mitotic apparatus protein 1 0.02466567
NELF nasal embryonic LHRH factor 0.04955878
RPP14 ribonuclease P/MRP 14kDa subunit 0.04069763
PDK1 pyruvate dehydrogenase kinase, isozyme 1 0.03042126
TPP2 tripeptidyl peptidase II 0.02199587 cytoplasmic polyadenylation element binding
CPEB2 protein 2 0.00139721 ARIH2 ariadne homolog 2 (Drosophila) 0.04036547 erythrocyte membrane protein band 4.1
EPB41 (elliptocytosis l, RH-linked) 0.02384749
ITSN1 intersectin 1 (SH3 domain protein) 0.0462667
LAPTM4B lysosomal protein transmembrane 4 beta 0.01663365
SMAD6 SMAD family member 6 0.04895342
CREM cAMP responsive element modulator 0.01481585
SERTAD1 #N/A 0.03107296
MRPS25 Mitochondrial ribosomal protein S25 0.01791241 1/ 69437516.1
Supplemental Table 5: Gene Transcripts Upregulated by Ketones in MCF7 Cells that are in Common with Hematopoietic Stem Cells
Gene Fold Ttest
Symbol Gene Description Change P value
metal response element binding transcription
MTF2 factor 2 1.431461 0.04435086
SHKBP1 SH3KBP1 binding protein 1 1.789197 0.01337287
PPIL2 peptidylprolyl isomerase (cyclophilin)-like 2 1.619019 0.03839263 adaptor-related protein complex 1 , beta 1
AP1B1 subunit 1.779553 0.01993621
C9orf72 chromosome 9 open reading frame 72 1.779325 0.00116813
WD repeat domain, phosphoinositide
WIPI2 interacting 2 1.777875 0.04845168
DGCR2 DiGeorge syndrome critical region gene 2 1.777194 0.03677183
ELL elongation factor RNA polymerase II 1.775647 0.02696673
TNIP1 TNFAIP3 interacting protein 1 1.362235 0.02962173
LASS2 LAG1 homolog, ceramide synthase 2 1.383183 0.01736726
MAP2K3 mitogen-activated protein kinase kinase 3 1.252382 0.01292775
UBL4A #N/A 1.766604 0.01994057
FOXK2 forkhead box K2 1.483924 0.0323877 nuclear factor of kappa light polypeptide gene
NFKB1 enhancer in B-cells 1 1.466917 0.00255794
ATF3 activating transcription factor 3 1.756661 0.0451451
CEP350 centrosomal protein 350kDa 1.351128 0.03670049
HDDC2 HD domain containing 2 1.153537 0.00641685 sphingomyelin phosphodiesterase 2, neutral
SMPD2 membrane (neutral sphingomyelinase) 1.505414 0.04020793
IARS2 isoleucyl-tRNA synthetase 2, mitochondrial 1.642147 0.03956772
GAB1 GRB2-associated binding protein 1 1.746467 0.03029872
ERF #N/A 1.74482 0.02510774
RYK RYK receptor-like tyrosine kinase 1.461366 0.03625633
STK11IP serine/threonine kinase 11 interacting protein 1.736757 0.02103678
BCL2L13 BCL2-like 13 (apoptosis facilitator) 1.429059 0.02860466
ZBTB2 zinc finger and BTB domain containing 2 1.733558 0.02724021
RAB3IP RAB3A interacting protein (rabin3) 1.73291 0.03062512
GALT galactose- 1 -phosphate uridylyltransferase 1.397966 0.00247261
SELENBP1 selenium binding protein 1 1.548317 0.01943454
Rho guanine nucleotide exchange factor (GEF)
ARHGEF3 3 1.729836 0.04145086 myeloid/lymphoid or mixed-lineage leukemia
(trithorax homolog, Drosophila); translocated
MLLT10 to, 10 1.546189 0.01475505 ariadne homolog, ubiquitin-conjugating enzyme
ARIH1 E2 binding protein, 1 (Drosophila) 1.446394 0.0394967
IRF6 interferon regulatory factor 6 1.713118 0.0205667
CREG1 cellular repressor of ElA-stimulated genes 1 1.310534 0.02867724 mitogen-activated protein kinase kinase kinase
MAP4K3 kinase 3 1.710348 0.01794311
ZFR zinc finger RNA binding protein 1.656317 0.01174294
LysM, putative peptidoglycan-binding, domain
LYSMD2 containing 2 1.589339 0.02093268
LPIN2 lipin 2 1.708429 0.00705372
TFB2M transcription factor B2, mitochondrial 1.414276 0.00766602
>B1/ 69437516.1
Supplemental Table 5: Gene Transcripts Upregulated by Ketones in MCF7 Cells that are in Common with Hematopoietic Stem Cells
Gene Fold Ttest Symbol Gene Description Change P value
FXYD domain containing ion transport
FXYD5 regulator 5 1.701181 0.0201854 FNBP4 formin binding protein 4 1.349354 0.00845931
BTB and CNC homology 1 , basic leucine
BACH1 zipper transcription factor 1 1.696301 0.02582705 transmembrane emp24 protein transport domain
TMED4 containing 4 1.694517 0.0165239 retinol saturase (all-trans-retinol 13,14-
RETSAT reductase) 1.692359 0.0411033
GAS 8 growth arrest-specific 8 1.55427 0.0138367
IDH3A isocitrate dehydrogenase 3 (NAD+) alpha 1.683264 0.04905133
TES testis derived transcript (3 LIM domains) 1.542686 0.0424636
EZH1 enhancer of zeste homolog 1 (Drosophila) 1.569122 0.03681327
PXN paxillin 1.283966 0.04880114
TWSG1 Twisted gastrulation homolog 1 (Drosophila) 1.590384 0.03366619
PPP1R15A #N/A 1.666918 0.00530079
PDCD2 programmed cell death 2 1.664955 0.02292029
MTMR10 myotubularin related protein 10 1.594912 0.01191
GPR133 G protein-coupled receptor 133 1.349679 0.02919616
CASP3 caspase 3, apoptosis-related cysteine peptidase 1.275471 0.00672259 succinate-CoA ligase, GDP-forming, beta
SUCLG2 subunit 1.61146 0.01434601
PITX2 #N/A 1.38095 0.03603224
RNASEH1 ribonuclease HI 1.22204 0.02031113
PELI1 pellino homolog 1 (Drosophila) 1.47698 0.03398163
EFNA1 #N/A 1.641752 0.02231982
JUP junction plakoglobin 1.639367 0.03601004 phosphoinositide-3-kinase, regulatory subunit 2
PIK3R2 (beta) 1.6247 0.04549777
USP38 ubiquitin specific peptidase 38 1.328488 0.03761775
TBRG4 #N/A 1.40939 0.02950791
N4BP1 NEDD4 binding protein 1 1.180702 0.04692864
ZFP28 zinc finger protein 28 homolog (mouse) 1.270796 0.03986652
PDCD6IP programmed cell death 6 interacting protein 1.341445 0.02712429
TSN translin 1.399509 0.03659249
ZMYM6 zinc finger, MYM-type 6 1.607937 0.03222668 tissue factor pathway inhibitor (lipoprotein-
TFPI associated coagulation inhibitor) 1.170572 0.03900407
RIT1 Ras-like without CAAX 1 1.493381 0.00705308
ZFP30 #N/A 1.606079 0.04811928
JUN jun oncogene 1.60477 0.01920584
E2F5 E2F transcription factor 5, pl30-binding 1.574504 0.04111575
SMYD1 #N/A 1.602613 0.03160765
GFPT2 glutamine-fructose-6-phosphate transaminase 2 1.601761 0.00786173 solute carrier family 1 (glutamate/neutral amino
SLC1A4 acid transporter), member 4 1.601111 0.01714116 MAPK8 mitogen-activated protein kinase 8 1.352867 0.03733872 LM02 #N/A 1.585683 0.01178633 IKBKE inhibitor of kappa light polypeptide gene 1.585318 0.02560331
DBl/ 69437516.1
Supplemental Table 5: Gene Transcripts Upregulated by Ketones in MCF7 Cells that are in Common with Hematopoietic Stem Cells
Gene Fold Ttest
Symbol Gene Description Change P value
enhancer in B-cells, kinase epsilon
polycystic kidney disease 2 (autosomal
PKD2 dominant) 1.355906 0.03251514
RASA3 RAS p21 protein activator 3 1.580655 0.03063955
ZNF703 zinc finger protein 703 1.553516 0.0157481
SCMH1 sex comb on midleg homolog 1 (Drosophila) 1.374893 0.04735748
DAB2IP DAB2 interacting protein 1.325257 0.04430944
MFHAS1 #N/A 1.429933 0.04621658 ubiquitin specific peptidase 7 (herpes virus-
USP7 associated) 1.2173 0.03971564 solute carrier family 12
(sodium/potassium/chloride transporters),
SLC12A2 member 2 1.379717 0.01203849
TEC Tec protein tyrosine kinase 1.561419 0.04835099 lymphotoxin beta receptor (TNFR superfamily,
LTBR member 3) 1.56131 0.01734089
CD83 CD83 molecule 1.393225 0.03750887
BAIAP2 BAI1 -associated protein 2 1.558511 0.02805553 mutS homolog 2, colon cancer, nonpolyposis
MSH2 type 1 (E. coli) 1.301052 0.00303927
ALDH7A1 aldehyde dehydrogenase 7 family, member Al 1.521211 0.04933379
COX 17 cytochrome c oxidase assembly
COX17 homolog (S. cerevisiae) 1.548985 0.00063577 proteasome (prosome, macropain) 26 S subunit,
PSMD12 non-ATPase, 12 1.54839 0.03297181
DYNC1I1 dynein, cytoplasmic 1, intermediate chain 1 1.547255 0.0015712
COL4A1 collagen, type IV, alpha 1 1.340948 0.04402007 protein tyrosine phosphatase, non-receptor type
PTP 18 18 (brain-derived) 1.5449 0.04522658
PPFIBP2 #N/A 1.513922 0.01840277
RBPMS RNA binding protein with multiple splicing 1.422673 0.04119182
ANKRD28 ankyrin repeat domain 28 1.522866 0.0295649
C10orf58 #N/A 1.392475 0.0313261
WDR13 WD repeat domain 13 1.53985 0.02618777
ATP-binding cassette, sub-family A (ABC1),
ABCA1 member 1 1.53626 0.0201419 dolichyl-phosphate mannosyltransferase
DPM2 polypeptide 2, regulatory subunit 1.42053 0.00599389
PHKG2 phosphorylase kinase, gamma 2 (testis) 1.532241 0.03755378 myeloid/lymphoid or mixed-lineage leukemia
(trithorax homolog, Drosophila); translocated
MLLT3 to, 3 1.336207 0.0340955
GALC #N/A 1.337734 0.04874618
FLT3LG fms-related tyrosine kinase 3 ligand 1.524077 0.01175394
ZNF436 zinc finger protein 436 1.523707 0.04067693
HDAC5 histone deacetylase 5 1.313934 0.0481495
IFNGR1 interferon gamma receptor 1 1.485695 0.03541863
SRRM1 serine/arginine repetitive matrix 1 1.449417 0.01719139
RABEP1 rabaptin, RAB GTPase binding effector protein 1.202797 0.0453199
DBl/ 69437516.1
Supplemental Table 5: Gene Transcripts Upregulated by Ketones in MCF7 Cells that are in Common with Hematopoietic Stem Cells
Gene Fold Ttest
Symbol Gene Description Change P value
1
BMP1 bone morphogenetic protein 1 1.32758 0.03343608
MCOLN2 mucolipin 2 1.51452 0.04997968
EFNB2 ephrin-B2 1.511313 0.02811974 interleukin 16 (lymphocyte chemoattractant
IL16 factor) 1.499957 3.09E-06
FAM91A1 family with sequence similarity 91, member Al 1.407477 0.01878871
WDR78 WD repeat domain 78 1.499613 0.03715928
TRAF family member-associated NFKB
TANK activator 1.24674 0.02488358
KIFAP3 kinesin-associated protein 3 1.458765 0.04901628
LARS Leucyl-tRNA synthetase 1.46382 0.02711871
PGCP plasma glutamate carboxypeptidase 1.485871 0.00774448
VAMP5 #N/A 1.48482 0.02867714
LDHB lactate dehydrogenase B 1.484571 0.01769543 cytochrome P450, family 51, subfamily A,
CYP51A1 polypeptide 1 1.483035 0.00605888
NCKAPl NCK-associated protein 1 1.372116 0.02620886
TCF15 transcription factor 15 (basic helix-loop-helix) 1.474894 0.00719009
KRT7 keratin 7 1.345142 0.04343201
FBX09 F-box protein 9 1.276761 0.02422462 solute carrier family 4, anion exchanger,
SLC4A3 member 3 1.472698 0.01015349
SYTL4 synaptotagmin-like 4 1.427768 0.0322787
ZNF213 zinc finger protein 213 1.463007 0.01143018 nuclear factor I/X (CCAAT-binding
NFIX transcription factor) 1.458648 0.02610177
ZNF622 zinc finger protein 622 1.305364 0.03391459
GAA glucosidase, alpha; acid 1.390145 0.02416388
UBC #N/A 1.39239 0.04488279
NKIRAS1 NFKB inhibitor interacting Ras-like 1 1.434868 0.04111426
IL4R interleukin 4 receptor 1.367682 0.0474 193
PYCRL pyrroline-5-carboxylate reductase-like 1.383376 0.02332003 protein tyrosine phosphatase, non-receptor type
PTP 12 12 1.407633 0.04343223
CD34 CD34 molecule 1.406256 0.02143454
IFRD1 interferon-related developmental regulator 1 1.223621 0.0461768 transcription elongation factor B (SIII),
TCEB3 polypeptide 3 (1 lOkDa, elongin A) 1.403204 0.03240308
EPRS glutamyl-prolyl-tRNA synthetase 1.308599 0.02361163
ATP5D #N/A 1.386046 0.03800337
AEBP2 AE binding protein 2 1.362569 0.03985048
ZFX #N/A 1.254057 0.02842691
BCL3 B-cell CLL/lymphoma 3 1.338873 0.03515185
MRPL3 mitochondrial ribosomal protein L3 1.321518 0.01629641 mitogen-activated protein kinase kinase kinase
MAP3K11 11 1.262091 0.02976909 eukaryotic translation initiation factor 4E
EIF4EBP1 binding protein 1 1.242901 0.033296661/ 69437516.1
Supplemental Table 6. Gene Transcripts Upregulated by Lactate in MCF7 Cells that are in Common with a Multiple Myeloma (MM) Signature.
Only in Fold Ttest
Lactate Gene Description Change P value
glycine cleavage system protein H
GCSH (aminomethyl carrier) 6.024608 0.04401522
ASF1 anti-silencing function 1 homolog A (S.
ASF1A cerevisiae) 4.469944 0.01353041 signal transducing adaptor molecule (SH3
STAM2 domain and ITAM motif) 2 4.170061 0.00948584
MINA MYC induced nuclear antigen 4.035887 0.00750673
DBF4 DBF4 homolog (S. cerevisiae) 3.845044 0.01450426 chaperonin containing TCP1, subunit 5
CCT5 (epsilon) 2.739476 0.00602847
DMXL1 Dmx-like 1 3.07451 1 0.00708549
KRIT1 KRITl, ankyrin repeat containing 2.533715 0.00341833
EBNA1BP2 EBNA1 binding protein 2 2.743401 0.02486242
DDX18 DEAD (Asp-Glu- Ala-Asp) box polypeptide 18 2.65979 0.04995911
DnaJ (Hsp40) homolog, subfamily B, member
DNAJB14 14 2.625377 0.00031245
Split hand/foot malformation (ectrodactyly)
SHFM1 type 1 2.411671 0.02417581
C7orf30 chromosome 7 open reading frame 30 2.375592 0.00732418 protein phosphatase 1, regulatory (inhibitor)
PPP1R12A subunit 12A 2.277063 0.04329455 protein kinase, DNA-activated, catalytic
PRKDC polypeptide 1.496476 0.04042323
IK IK cytokine, down-regulator of HLA II 1.365648 0.01056745
LRRC40 leucine rich repeat containing 40 2.063667 0.0216401
SLC25A36 solute carrier family 25, member 36 2.031104 0.01642812 nuclear autoantigenic sperm protein (histone-
NASP binding) 1.586624 0.02198518 telomeric repeat binding factor (NIMA-
TERF1 interacting) 1 1.863569 0.01246509
UPF3 regulator of nonsense transcripts
UPF3A homolog A (yeast) 1.23028 0.0287505 intraflagellar transport 57 homolog
IFT57 (Chlamydomonas) 1.410484 0.02169174 intraflagellar transport 74 homolog
IFT74 (Chlamydomonas) 1.369324 0.01094548
LEMD3 LEM domain containing 3 1.44673 0.04092375 fibroblast growth factor (acidic) intracellular
FIBP binding protein 1.599584 0.00865392
LAP3 leucine aminopeptidase 3 1.260347 0.04343932
DHX29 DEAH (Asp-Glu-Ala-His) box polypeptide 29 1.4701 13 0.01019979
ABHD3 abhydrolase domain containing 3 1.547037 0.04585433
GEMIN5 gem (nuclear organelle) associated protein 5 1.439594 0.0397608 elongation factor Tu GTP binding domain
EFTUD2 containing 2 1.454941 0.01886939
C15orf41 chromosome 15 open reading frame 41 1.442137 0.04387507
ERCC1 excision repair cross-complementing rodent 1.265089 0.04242011
DBl/ 69437516.1
Supplemental Table 6. Gene Transcripts Upregulated by Lactate in MCF7 Cells that are in Common with a Multiple Myeloma (MM) Signature.
Only in Fold Ttest
Lactate Gene Description Change P value
repair deficiency, complementation group 1
(includes overlapping antisense sequence)
PAK1IP1 PAK1 interacting protein 1 1.26866 0.0392548
SNX19 Sorting nexin 19 1.382253 0.03833771
ILF3 interleukin enhancer binding factor 3, 90kDa 1.243423 0.02255549 translocase of inner mitochondrial membrane
TIMM50 50 homolog (S. cerevisiae) 1.300325 4.55E-05
TRIB1 tribbles homolog 1 (Drosophila) 1.184163 0.02736849
Supplemental Table 7: Gene Transcripts Upregulated by Lactate in MCF7 Cells that are in Common with a Hepatocellular Carcinoma (HCC) Signature
Only in Fold Ttest P Lactate Gene Description Change value
CD2AP CD2-associated protein 2.509456 0.04171078
RPS3A ribosomal protein S3A 4.603982 0.03886604
CCT6A chaperonin containing TCP1, subunit 6A (zeta 1) 2.226682 0.02645749
CENPF centromere protein F, 350/400ka (mitosin) 3.299657 0.01890505
ZNF 138 zinc finger protein 138 3.162613 0.04255118
CCT5 chaperonin containing TCP1, subunit 5 (epsilon) 2.739476 0.00602847
HDAC2 histone deacetylase 2 1.713956 0.04708192
ANLN anillin, actin binding protein 3.097471 0.03519748
HMGB2 high-mobility group box 2 1.972844 0.03882638
RWDD1 RWD domain containing 1 2.70643 0.03976333
ACTR3 ARP3 actin-related protein 3 homolog (yeast) 2.500061 0.02540777 nucleophosmin (nucleolar phosphoprotein B23,
NPM1 numatrin) 2.406641 0.01665033
EEF1E1 eukaryotic translation elongation factor 1 epsilon 1 2.394143 0.01844291
RPL9 ribosomal protein L9 1.678778 0.02683837
USP1 ubiquitin specific peptidase 1 2.204293 0.02425862 hypoxia inducible factor 1, alpha subunit (basic helix-
HIF 1 A loop-helix transcription factor) 1.591415 0.00884964 tyrosine 3-monooxygenase/tryptophan 5-
YWHAQ monooxygenase activation protein, theta polypeptide 2.122941 0.02980982
PCNA proliferating cell nuclear antigen 1.306526 0.02897492
RPL 12 ribosomal protein L 12 1.645702 0.03148393
NCBP2 nuclear cap binding protein subunit 2, 20kDa 1.937007 0.02064931
RPE ribulose-5-phosphate-3-epimerase 1.72725 0.04901899
ECT2 epithelial cell transforming sequence 2 oncogene 1.412257 0.00609004
UBA2 ubiquitin-like modifier activating enzyme 2 1.536631 0.03719408
NFE2L3 nuclear factor (erythroid-derived 2)-like 3 1.738235 0.01922635
KNTC1 kinetochore associated 1 1.573628 0.03209189
LAMB 1 laminin, beta 1 1.484995 0.00653142
SLC34A1 solute carrier family 34 (sodium phosphate), member 1 1.357953 0.01540008
KLF5 Kruppel-like factor 5 (intestinal) 1.349817 0.03913202
ROD1 ROD1 regulator of differentiation 1 (S. pombe) 1.200754 0.0474292 serpin peptidase inhibitor, clade H (heat shock protein
SERPINH1 47), member 1, (collagen binding protein 1) 1.32396 0.01919945
DBl/ 69437516.1
Supplemental Table 7: Gene Transcripts Upregulated by Lactate in MCF7 Cells that are in Common with a Hepatocellular Carcinoma (HCC) Signature
Only in Fold Ttest P Lactate Gene Description Change value
UDP-GlcNAc:betaGal beta-l,3-N- B3GNT5 acetylglucosaminyltransferase 5 1.200695 0.01960692
DB1/ 694375I6.1
Claims
1. A method for identifying a mammalian cell as neoplastic, the method comprising detecting in a test mammalian cell (e.g. breast cancer cell) a level of gene expression pattern or activity, wherein the level of gene expression pattern or activity is induced by a set of at least one high-energy metabolite (e.g., ketones or lactate or acetoacetate or oxaloacetate or citrate or a- ketoglutarate or glutamine); and identifying the test mammalian cell as neoplastic when a difference between the level of gene expression pattern or activity in the test mammalian cell and a corresponding level of gene expression pattern or activity in a control mammalian cell is detected.
2. A method for selecting a therapeutic strategy for treating a cancer patient, the method comprising identifying a therapeutic agent which inhibits metabolite-induced gene expression pattern or activity of a set of genes, the method comprising (a) subjecting an in vitro cell culture of cancer cells to treatment with a set of at least one or more metabolites to induce gene expression pattern or activity of a set of genes, wherein the set of genes is selected from at least one table from the group consisting of Tables 1-7; (b) thereafter treating the cell culture with the therapeutic agent; and (c) comparing the level of gene expression pattern or activity caused by the set of at least one or more metabolites, wherein a corresponding gene expression pattern or activity in a control cancer cell culture not treated with the set of the set at least one or more metabolites, wherein a difference in the level of gene expression pattern or active is indicative of the ability of the therapeutic agent to treat cancer in the cancer patient.
3. A method for evaluating gene expression in cancer cells, the method comprising treating an in vitro culture of cancer cells with a set of at least one high-energy metabolite (such as glutamine, acetoacetate, lactate or 3-hydroxybutyrate); and assessing changes in gene expression resulting from the treatment with said set of at least one metabolite; wherein said method comprises generating labeled polynucleotide molecules corresponding to cancer genes having changes in expression resulting from the treatment with said set of at least one metabolite; and wherein said method further comprises applying said labeled molecules to a microarray having immobilized human genes to evaluate gene expression.
4. A method for identifying a set of at least one cancer associated gene, expression of which is induced by a set of at least one or more metabolites, the method comprising: (a) subjecting an in vitro cancer cell culture to treatment with the set of at least one or more metabolites; (b)
DBl/ 69437516.1
thereafter assessing the level of gene expression in the cancer cell culture; and (c) comparing the level of gene expression in the cancer cell culture with the level of gene expression a control cell culture, wherein the control cell had not been treated with the at least one or more metabolites; whereby a difference between the level of gene expression in the in vitro cancer cell culture and the level of gene expression in the control cell culture is an indication that the gene expression pattern of the set of at least one cancer associated gene is induced by the set of at least one or more metabolites; wherein said method further comprises generating labeled polynucleotide molecules corresponding to the at least one cancer associated gene having changes in expression resulting from the treatment with said set of at least one high-energy metabolite, and wherein said method further comprises applying said labeled molecules to a microrray having immobilized human genes to identify the at least one cancer associated gene.
5. A method for predicting a clinical outcome in a cancer patient, comprising (a) subjecting a first in vitro culture of cancer cells derived from a sample obtained from a cancer patient to treatment with a set of at least one or more metabolites; and (b) assessing a level of gene expression pattern in the first in vitro culture of cancer cells; and (c) comparing the level of gene expression pattern of the first in vitro cancer cell culture with a corresponding level of gene expression pattern in a second in vitro cancer cell culture (control sample) also derived from a sample obtained from the cancer patient, whereby a difference between the level of the gene expression pattern in the first in vitro cancer cell culture and the level of gene expression pattern in the second in vitro cancer cell culture is indicative of the clinical outcome (e.g., high risk of cancer recurrence, or high risk of cancer metastasis, and decreased overall survival).
6. The method of claim 5, wherein the clinical outcome predicts prognosis for survival.
7. The method of claim 5, wherein the clinical outcome is a poor clinical outcome (e.g., shorter survival or shorter overall survival).
8. The method of claim 5, wherein the clinical outcome is selected from the group consisting of recurrence of cancer, increased survival of cancer, shorter survival of cancer, and cancer progression in the cancer patient.
9. The method of claim 5, wherein the clinical outcome is selected from the group consisting of decreased overall survival of cancer and/or increased likelihood of cancer progression in the cancer patient.
10. A method of stratifying a subject or a group of subjects having a cancer for a clinical trial, the method comprising: (a) treating an in vitro culture of cancer cells derived from a biological
DBl/ 69437516.1
sample obtained from the subject or each member of the group of subjects having the cancer with a set of at least one or more metabolites (such as 3-hydroxybutyrate, lactate, glutamine and acetoacetate); (b) assessing changes in gene expression induced by said set of at least one or more metabolites; (c) comparing the level of gene expression in the in vitro culture of cancer cells with a level of gene expression in a control cancer cell culture; and (d) stratifying the subject or the group of subjects for the clinical trial on the basis of a difference between the level of gene expression in the in vitro culture of cancer cells and the level of gene expression in the control cancer cell culture.
1 1. A method for culturing stem cells, including mesenchymal stem cells, embryonic stem cells, including human embryonic stem cells, said method comprising growing said stem cells in a culture medium in the presence of at least one or more metabolites (e.g., acetoacetate, 3- hydroxybutyrate, lactate, glutamine).
12. The method of claim 11, further comprising isolating stem cells from the culture medium.
13. A method for discovering a biological marker (biomarker) of a cancer whose growth is modulated by mitochondrial oxidative metabolism, the method comprising:
(a) contacting a set of at least one or more metabolites (e.g., 3-hydroxybutyrate or lactate or acetoacetate or oxaloacetate or citrate or a-ketoglutarate or glutamine or combinations thereof) to a first sample of a cancer cell line, a test cancer cell line;
(b) assessing a level of gene expression pattern in the test cancer cell line; and (c) comparing the level of gene expression pattern of the test cancer cell line with a level of gene expression pattern in a second sample of the cancer cell line, a control cancer cell line, whereby a difference between the level of the gene expression pattern in the test cancer cell line and the level of gene expression pattern in the control cancer cell line is a biomarker of mitochondrial oxidative metabolism in the cancer represented by the cancer cell. 14. A biomarker discovered according to the method of claim 13.
1 . A method for predicting a clinical outcome in a cancer patient, comprising:
(a) subjecting a first sample of cancer cell line corresponding to the same type of cancer in the cancer patient to treatment with a set of at least one or more metabolites;
(b) assessing a level of gene expression pattern in the first sample of cancer cell line; and
DB l/ 69437516.1
(c) comparing the level of gene expression pattern of the first sample cancer cell line with a level of gene expression pattern in a second sample of the cancer cell line not treated with the at least one or more metabolites, whereby a difference between the level of the gene expression pattern in the first sample of cancer cell line and the level of gene expression pattern in the second sample of the cancer cell line is indicative of the clinical outcome (e.g., high risk of cancer recurrence and/or high risk of cancer metastasis and/or decreased overall survival).
16. A method for selecting a therapeutic strategy for treating a cancer patient, the method comprising identifying a therapeutic agent which prevents or inhibits metabolite-induced gene expression pattern or activity in a sample of cancer cell line corresponding to the same type of cancer in the cancer patient, the method comprising (a) subjecting a first sample of cancer cell line and a second sample of the cancer cell line to treatment with a set of at least one or more metabolites to induce gene expression pattern or activity of a set of genes in the first and second samples of the cancer cell line; (b) thereafter treating the first sample of the cancer cell line with a test therapeutic agent; and (c) comparing the level of gene expression pattern or activity caused by the set of at least one or more metabolites in the first sample of cancer cell line with the level of gene expression pattern or activity in the second sample of the cancer cell line, wherein a difference in the level of gene expression pattern or active is indicative of the ability of the test therapeutic agent to treat cancer in the cancer patient.
DBl 69437516.1
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