WO2022155381A1 - Use of immune content scores diagnostically to predict responsiveness of prostate cancer patients to immunotherapy - Google Patents
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Definitions
- the present disclosure pertains to the field of personalized medicine and methods for treating prostate cancer.
- the disclosure relates to the use of immune content scores to identify individuals in need of treatment for prostate cancer who are likely to be responsive to immunotherapy.
- Cancer is the uncontrolled growth of abnormal cells anywhere in a body.
- the abnormal cells are termed cancer cells, malignant cells, or tumor cells.
- Many cancers and the abnormal cells that compose the cancer tissue are further identified by the name of the tissue that the abnormal cells originated from (for example, prostate cancer).
- Cancer cells can proliferate uncontrollably and form a mass of cancer cells. Cancer cells can break away from this original mass of cells, travel through the blood and lymph systems, and lodge in other organs where they can again repeat the uncontrolled growth cycle.
- metastatic spread This process of cancer cells leaving an area and growing in another body area is often termed metastatic spread or metastatic disease.
- prostate cancer cells spread to a bone (or anywhere else) it can mean that the individual has metastatic prostate cancer.
- Standard clinical parameters such as tumor size, grade, lymph node involvement and tumor– node–metastasis (TNM) staging (American Joint Committee on Cancer) may correlate with outcome and serve to stratify patients with respect to (neo)adjuvant chemotherapy, immunotherapy, antibody therapy and/or radiotherapy regimens.
- Incorporation of molecular markers in clinical practice may define tumor subtypes that are more likely to respond to targeted therapy. However, stage-matched tumors grouped by histological or molecular subtypes may respond differently to the same treatment regimen.
- Embodiments of the disclosure are based on the discovery of immune content scores that are useful for identifying individuals in need of treatment for prostate cancer who will benefit from immunotherapy.
- the disclosure provides immune content scores that are useful for identifying prostate tumors with enhanced immune activity.
- the disclosure provides immune content scores that are useful for identifying cancer patients that are likely to respond to immunotherapy.
- the disclosure provides immune content scores that are useful for identifying immunoresponsive tumors.
- the disclosure provides immune content scores that are prognostic for metastasis-free and/or disease-free survival in prostate cancer patients.
- the disclosure provides methods of treatment comprising utilizing immune content scores that are to identify a subject having a prostate tumor with enhanced immune activity, and treating the identified subject with an immunotherapy.
- the disclosure provides a method for predicting benefit from immunotherapy for a subject who has prostate cancer, the method comprising: assaying a level of immune content in a biological sample comprising immune cells and/or prostate cancer cells from the subject, wherein an abnormal level of immune content indicates that the subject is likely to be responsive to immunotherapy.
- the immune content is plasma cells, tertiary lymphoid structure activity, IgG expression, interferon gamma (IFNG) signaling, and/or natural killer (NK) cell activity.
- the plasma cell levels are increased in the sample.
- the tertiary lymphoid structure activity level is increased in the sample.
- the IgG expression level is increased in the sample.
- the IFNG signaling level is increased in the sample.
- the NK cell activity level is increased in the sample.
- the CD138/syndecan-1 level is increased in the sample.
- the expression level for any one or more of the following markers KLK3, KLK2, FKBP5, STEAP1, STEAP2, PPAP2A, RAB3B, ACSL3, and NKX3-1 is altered in the sample.
- the expression level for any one of the following markers CD27, HLA-F, HLA-B, HLA-A, B2M, HLA-E, Act CD4, Act CD8, Tem CD8, TAP2, HLA-DPB1, ICOS, TAP-1, HLA-C, HLA-DPA1 is increased in the sample.
- the expression level for any one of the following markers MDSC, ID01, CTLA-4, Treg, PD-L2, TIM3, PD-L1, TIGIT, PD-1, LAG3 compared to a control sample is decreased in the sample.
- the method is performed prior to treatment of the patient with immunotherapy.
- the immune content is correlated with prolonged recurrence- free survival following surgery for prostate cancer.
- the patient is undergoing immunotherapy.
- the prostate cancer is biochemically recurrent prostate cancer.
- the method is performed after the patient undergoes radical prostatectomy.
- the method further comprises performing a radical prostatectomy on the patient.
- the prostate cancer is metastatic prostate cancer.
- the prostate cancer is metastatic castrate-resistant prostate cancer.
- the biological sample is a biopsy.
- the biological sample is a tumor sample.
- the subject is black or of African descent.
- the disclosure provides a method comprising: obtaining a biological sample from a subject having prostate cancer, wherein the sample comprises nucleic acids; and detecting the level of expression of one or more targets selected from CCR7, CXCR5, SELL, LAMP3, CCL19, CCL21, and CXCL13.
- the disclosure provides a method comprising: obtaining a biological sample from a subject having prostate cancer, wherein the sample comprises nucleic acids; and detecting the level of expression of one or more targets selected from IGLC2, IGKC, IGHG1, IGHA1, IGHM, and IGHG3.
- the disclosure provides a method comprising: obtaining a biological sample from a subject having prostate cancer, wherein the sample comprises nucleic acids; and detecting the level of expression of one or more targets selected from IL15, XCL1, XCL2, CCL5, FLT3LG, GZMA, GZMB, and FASLG.
- the disclosure provides a method comprising: obtaining a biological sample from a subject having prostate cancer, wherein the sample comprises plasma cells; and detecting the level of expression of one or more targets selected from CD138/syndecan-1.
- the disclosure provides a method comprising: obtaining a biological sample from a subject having prostate cancer, wherein the sample comprises prostate cancer cells; and detecting the level of expression of one or more targets selected from CCR7, CXCR5, SELL, LAMP3, CCL19, CCL21, and CXCL13.
- the disclosure provides a method comprising: obtaining a biological sample from a subject having prostate cancer, wherein the sample comprises nucleic acids; and detecting the level of expression of one or more targets selected from CD27, HLA-F, HLA-B, HLA-A, B2M, HLA-E, Act CD4, Act CD8, Tem CD8, TAP2, HLA-DPB1, ICOS, TAP-1, HLA-C, HLA-DPA1.
- the disclosure provides a method comprising: obtaining a biological sample from a subject having prostate cancer, wherein the sample comprises nucleic acids; and detecting the level of expression of one or more targets selected from MDSC, ID01, CTLA-4, Treg, PD-L2, TIM3, PD-L1, TIGIT, PD-1, LAG3.
- the disclosure provides a method comprising: obtaining a biological sample from a subject having prostate cancer, wherein the sample comprises nucleic acids; and detecting the level of expression of GZMA and PRF1.
- the sample comprises immune cells.
- that sample contains prostate cancer cells.
- the sample comprises immune and prostate cancer cells.
- the disclosure provides a method for treating a patient for prostate cancer, the method comprising: determining whether or not the patient is likely to be responsive to immunotherapy according to the method of claim 1; and administering immunotherapy to the patient if the patient is identified as likely to be responsive to immunotherapy, or administering a cancer treatment other than immunotherapy to the patient if the patient is not identified as likely to be responsive to immunotherapy.
- the immunotherapy comprises cellular immunotherapy, antibody immunotherapy, or cytokine immunotherapy.
- the immunotherapy is sipuleucel-T.
- the methods further comprise performing surgery, radiation therapy, chemotherapy, hormonal therapy, biologic therapy, or any combination thereof.
- the sample comprises immune cells.
- sample contains prostate cancer cells.
- the sample comprises immune and prostate cancer cells.
- the disclosure provides a method for determining a treatment for a patient who has prostate cancer, the method comprising: determining whether or not the patient is likely to be responsive to immunotherapy according to the method of claim 1; and prescribing immunotherapy to the patient if the patient is identified as likely to be responsive to immunotherapy, or prescribing a cancer treatment other than immunotherapy to the patient if the patient is not identified as likely to be responsive to immunotherapy.
- the sample comprises immune cells.
- that sample contains prostate cancer cells.
- the sample comprises immune and prostate cancer cells.
- the disclosure provides a kit for predicting response of a subject to immunotherapy, the kit comprising agents for measuring levels of immune content in a biological sample comprising immune cells and/or prostate cancer cells.
- the immune content is plasma cells, tertiary lymphoid structure activity, IgG expression, interferon gamma (IFNG) signaling, and/or natural killer (NK) cell activity.
- the kit comprises agents for measuring the levels of plasma cells, tertiary lymphoid structure activity, IgG expression, interferon gamma (IFNG) signaling, and/or natural killer (NK) cell activity.
- the kit further comprises information, in electronic or paper form, comprising instructions on how to determine if a subject is likely to be responsive to immunotherapy.
- the kit further comprises one or more control reference samples.
- the sample comprises immune cells.
- that sample contains prostate cancer cells.
- the sample comprises immune and prostate cancer cells.
- the disclosure provides a method of diagnosing, prognosing, determining the progression of cancer, or predicting benefit from immunotherapy in a subject with prostate cancer, comprising: assaying a level of immune content in a biological sample comprising immune cells and/or prostate cancer cells from the subject; and diagnosing, prognosing, determining the progression of cancer, or predicting benefit from immunotherapy in the subject based on the level of immune content in the biological sample.
- a higher level of immune content compared to a control reference value indicates that the patient will likely respond to immunotherapy.
- the immune content is plasma cells, tertiary lymphoid structure activity, IgG expression, interferon gamma (IFNG) signaling, and/or natural killer (NK) cell activity.
- the plasma cell levels are increased in the sample.
- the tertiary lymphoid structure activity level is increased in the sample.
- the IgG expression level is increased in the sample.
- the IFNG signaling level is increased in the sample.
- the NK cell activity level is increased in the sample.
- the CD138/syndecan-1 level is increased in the sample.
- the expression level for any one or more of the following markers KLK3, KLK2, FKBP5, STEAP1, STEAP2, PPAP2A, RAB3B, ACSL3, and NKX3-1 is altered in the sample.
- the expression level for any one of the following markers CD27, HLA-F, HLA-B, HLA-A, B2M, HLA-E, Act CD4, Act CD8, Tem CD8, TAP2, HLA-DPB1, ICOS, TAP-1, HLA- C, HLA-DPA1 is increased in the sample.
- the expression level for any one of the following markers MDSC, ID01, CTLA-4, Treg, PD-L2, TIM3, PD-L1, TIGIT, PD-1, LAG3 compared to a control sample is decreased in the sample.
- the method is performed prior to treatment of the patient with immunotherapy.
- the immune content is correlated with prolonged recurrence-free survival following surgery for prostate cancer.
- the patient is undergoing immunotherapy.
- the prostate cancer is biochemically recurrent prostate cancer.
- the method is performed after the patient undergoes radical prostatectomy.
- the methods of the disclosure further comprise performing a radical prostatectomy on the patient.
- the prostate cancer is metastatic prostate cancer. In some embodiments, the prostate cancer is metastatic castrate-resistant prostate cancer. In some embodiments, the biological sample is a biopsy. In some embodiments, the biological sample is a tumor sample. In some embodiments, the subject is black or of African descent. In some embodiments, the immunotherapy is cellular immunotherapy, antibody immunotherapy, and/or cytokine immunotherapy. In some embodiments, the immunotherapy is sipuleucel-T. In some embodiments the sample comprises immune cells. In some embodiments that sample contains prostate cancer cells. In some embodiments the sample comprises immune and prostate cancer cells. [0012] These and some embodiments of the subject disclosure will readily occur to those of skill in the art in view of the disclosure herein.
- FIGS.1A-1K set forth data showing prostate tumors from black men have increased quantities of plasma cells which is associated with increased immune activity.
- FIGS.1A-1K set forth data showing prostate tumors from black men have increased quantities of plasma cells which is associated with increased immune activity.
- tumors with lower lymphocyte evasion scores were enriched with PC-B (FIG.1A) suggesting PC-B is more susceptible to lymphocyte infiltration (p-value from Cochrane-Armitage test for trend).
- FIGS.2A-2J set forth data showing tumors with high plasma cell content define a subset of prostate cancer improved oncologic outcomes and NK activity. Increasing plasma cell content is associated with longer disease-free survival while increasing CD8+ T-cell content is not (FIG.2A) even after adjusting for clinical covariates in Cox regressions FIGS.2B-2C).
- FIG.2I p- values are from Kruskal-Wallis analyses for trend.
- FIG.2J NK activity trended towards an association with longer time to metastasis (FIG.2I) which reached significance after adjusting for clinical covariates
- FIGS.3A-3O set forth data showing a second method for immune cell deconvolution, Microenvironment Cell Populations-counter (MCP-counter), was applied to confirm findings from MySort (FIG.3A; p-values based on Wilcoxon Rank Sum).
- FIG.3K One tumor from the highest and lowest pentile of TLS signature scores were randomly selected for immunostaining. At low magnification, discrete lymphoid aggregates can be seen in the tumor with the high TLS score surrounding the areas of tissue microarray tumor punch samplings. The box in the upper panel of the high TLS score tumor represents the area magnified in the left most tumor shown in (FIG.3L).
- FIG.3L Three randomly selected tumors in the highest pentile of TLS scores underwent immunostaining for CD20, CD3, and CD138 on adjacent slides (FIG.3L; top panels which were then merged and pseudocolored (FIG.3L; lower panels with same orientation as top panels) to demonstrate discrete lymphoid aggregates of T- and B-cells, with scattered adjacent CD138+ cells consistent with the presence of TLS. Holes in the tissue represent areas that were punched for RNA isolation and transcriptomic analyses (FIGS.3K-3L). An assessment of plasma cell content based on race was underpowered in a cohort of men with metastatic castrate resistant prostate cancer (FIG.3M; p-value based on Wilcoxon Rank Sum).
- PC-B is less likely to be defined by ERG gene fusion, thus we sought to determine if the association between increased plasma cell content and Black race was related to their propensity to be ERG negative.
- JHMI Johns Hopkins Medical Institute
- TCGA The Cancer Genome atlas
- DVA Durham Veterans Affairs
- PC-B Prostate cancer from Black men
- PC-W prostate cancer from White men
- IFNG interferon gamma
- FIGS.4A-4J set forth data showing in JHMI, there was no association between grade group and plasma cell content and IgG expression (FIG.4A) while in TCGA higher grade tumors tended to have higher plasma cell content (FIG.4B; both p-values from Kruskal–Wallis test). Similar to JHMI, in TCGA after adjusting for clinical covariates in Cox regressions, higher quantities of plasma cells but not CD8+ T-cells trended towards longer disease-free survival (FIGS.4C-4D).
- FIG.5 sets forth data showing immunohistochemistry validation of the plasma cell signature.
- plasma cell content based on an expression signature was the only immune cell type that correlated significantly with CD138+ density (Shading is 95% confidence level interval for predictions from a linear model).
- FIGS.6A-6C set forth data showing plasma cell content in mCRPC.
- FIGS.7A-7B set forth data showing expression-based biomarkers in high grade localized prostate cancer based on plasma cell content.
- GRID Genomic Resource Information Database
- tumors with high plasma cell content were defined as content greater than the mean expression + 1 standard deviation (a).
- a mean expression + 1 standard deviation
- tumors with high plasma cell content were predicted to have more favorable responses to immunotherapies and RT and lower AR-activity suggesting greater resistance to androgen deprivation therapy (all Wilcoxon Rank Sum; center line, median; box limits, upper and lower quartiles; whiskers, 1.5x interquartile range).
- FIGS.8A-8B set forth data showing immune pathways in high grade localized prostate cancer based on plasma cell content.
- GRID Genomic Resource Information Database
- tumors with high plasma cell content expressed increased pathways in immune activation (a; Wilcoxon Rank Sum FDR P-values; above dashed line represents FDR P ⁇ 0.05) resulting in immunophenoscores suggestive of increased susceptibilities to immunotherapies (b; Wilcoxon Rank Sum; center line, median; box limits, upper and lower quartiles; whiskers, 1.5x interquartile range).
- FDR false discovery rate.
- FIGS.9A-9C set forth data showing master regulators in primary prostate cancer with high plasma cell content.
- MR analysis revealed transcription factors with increased and decreased activity in tumors with high plasma cell content (a).
- a There was minimal heterogeneity in the plasma cell-high tumors related to differentially activated MRs (b).
- Multivariable Cox proportional hazards regressions within the Johns Hopkins Medical Institute cohort (n 498), adjusting for serum prostate-specific antigen, tumors stage, and tumors grade (see Methods), showed the three MRs overactivated in plasma cell-low tumors were associated with shorter time to metastatic recurrence following radical prostatectomy (c).
- Immune Content Scores can be utilized to identify prostate cancer patients that will likely benefit from immunotherapy.
- immune content scores can be utilized to detect increased levels of plasma cells, tertiary lymphoid structure activity, immunoglobulin G (IgG) expression, interferon gamma (IFNG) signaling, and/or natural killer (NK) cell activity which indicate that a subject is likely to benefit from immunotherapy. Additionally, immune content scores can be used to identify subjects with low plasma cells, tertiary lymphoid structure activity, immunoglobulin G (IgG) expression, interferon gamma (IFNG) signaling, and/or natural killer (NK) cell activity that may still also potentially benefit from other cancer therapies.
- IgG immunoglobulin G
- IFNG interferon gamma
- NK natural killer
- expression signatures are used to measure levels of plasma cells, tertiary lymphoid structure activity, immunoglobulin G (IgG) expression, interferon gamma (IFNG) signaling, and/or natural killer (NK) cell activity.
- IgG immunoglobulin G
- IFNG interferon gamma
- NK natural killer
- the disclosure includes a method of diagnosing, prognosing, determining the progression of cancer, or predicting benefit from immunotherapy in a subject with prostate cancer, comprising: assaying a level of immune content in a biological sample comprising immune cells and/or prostate cancer cells from the subject; and diagnosing, prognosing, determining the progression of cancer, or predicting benefit from immunotherapy in the subject based on the level of immune content in the biological sample.
- a cancer patient may also be identified as likely be responsive to immunotherapy using an immune content score based on the levels in a biological sample of plasma cells, tertiary lymphoid structure activity, IgG expression, interferon gamma (IFNG) signaling, and/or natural killer (NK) cell activity (see Examples).
- IFNG interferon gamma
- NK natural killer
- a patient is selected for treatment with immunotherapy if the patient is identified as being likely to be responsive to immunotherapy based on the level of immune content in a biological sample from the patient, as described herein.
- Immunotherapy may include, but it not limited to, cellular immunotherapy, antibody immunotherapy, or cytokine immunotherapy.
- the immunotherapy, sipuleucel-T is specifically envisaged for use in the methods of the disclosure.
- patients, especially those not identified as likely to benefit from immunotherapy may be administered other cancer treatments such as, but not limited to, surgery, radiation therapy, chemotherapy, hormonal therapy, biologic therapy, or any combination thereof.
- assaying the expression level of a plurality of genes comprises detecting and/or quantifying a plurality of target analytes. In some embodiments, assaying the expression level of a plurality of genes comprises sequencing a plurality of target nucleic acids. In some embodiments, assaying the expression level of a plurality of biomarker genes comprises amplifying a plurality of target nucleic acids. In some embodiments, assaying the expression level of a plurality of biomarker genes comprises conducting a multiplexed reaction on a plurality of target analytes. [0034] The methods disclosed herein often comprise assaying the expression level of a plurality of targets.
- a tertiary lymphoid structure signature may be used in the methods of the disclosure.
- the plurality of targets is a list of tertiary lymphoid structure (TLS) genes, (Cabrita, R. et al. Nature 577, 561–565 (2020) and Val-Nosjean, M.-C., et al. Trends in Immunology 35, 571–580 (2014)).
- TLS signature reflects the activity and presence of tertiary lymphoid structures within the TME as the geometric mean expression of seven genes (CCR7, CXCR5, SELL, LAMP3, CCL19, CCL21, and CXCL13).
- the disclosure provides a method comprising: obtaining a biological sample from a subject having prostate cancer, wherein the sample comprises nucleic acids; and detecting the level of expression of one or more targets selected from CCR7, CXCR5, SELL, LAMP3, CCL19, CCL21, and CXCL13.
- ERG status and PTEN loss signatures may be used in the methods of the disclosure.
- the plurality of targets is a validated transcriptome-based signature with 95% accuracy for predicting ERG+/- status and PTEN loss (Tomlins, S. A. et al. European Urology 68, 555–567 (2015)).
- Plasma cell levels may be measured with immunohistochemistry.
- CD138/syndecan-1 a marker of plasma cells
- quantification of CD138+ cell density is performed, counting all individual cells positive for CD138 in a standardized diameter of tissue core of tumors, normalized by the total mm 2 of tissue analyzed for each core calculated and taking the mean across the four tumor cores for each patient.
- Interferon gamma expression signatures may be used in the methods of the disclosure.
- a Hallmark Gene Set Collection of interferon gamma IFNG; HALLMARK_INTERFERON_GAMMA_RESPONSE
- IFNG HALLMARK_INTERFERON_GAMMA_RESPONSE
- Inflammation gene expression signatures may also be used in the methods of the disclosure.
- a Hallmark Gene Set Collection a measure of genes upregulated during chronic and acute inflammation (HALLMARK_INFLAMMATORY_RESPONSE) is used (Liberzon, A. et al. Cell Syst.1, 417–425 (2015)).
- Targets of the disclosure include tumor lymphocytes.
- a tumor lymphocyte evasion score is derived and defined by the expression of genes from cell types that are capable of evading lymphocyte infiltration (cancer-associated fibroblasts [CAFs], myeloid-derived suppressor cells [MDSCs], and M2 subtype of tumor-associated macrophages [TAMs]) as described by Jiang et al. (“exclusion” score in previous publication) (Jiang, P. et al. Nat Med 24, 1550–1558 (2018)).
- Immunoglobulin G (IgG) expression signatures may be used in the methods of the disclosure.
- an unsupervised hierarchal clustering is applied to a gene-set of proteins related to IgG components and expression (Rody, A.
- the disclosure provides a method comprising: obtaining a biological sample from a subject having prostate cancer, wherein the sample comprises nucleic acids; and detecting the level of expression of one or more targets selected from IGLC2, IGKC, IGHG1, IGHA1, IGHM, and IGHG3.
- NK Natural Killer
- NK activity is measured using the geometric mean expression of eight genes expressed during NK activation (IL15, XCL1, XCL2, CCL5, FLT3LG, GZMA, GZMB, and FASLG).
- the disclosure provides a method comprising: obtaining a biological sample from a subject having prostate cancer, wherein the sample comprises nucleic acids; and detecting the level of expression of one or more targets selected from IL15, XCL1, XCL2, CCL5, FLT3LG, GZMA, GZMB, and FASLG.
- T-cell activity expression signatures may be used in the methods of the disclosure.
- cytotoxic T-cell (CD8+) activity is measured as the geometric mean expression of GZMA and PRF1 (Rooney et al. (Cell 160, 48–61 (2015)).
- the disclosure provides a method comprising: obtaining a biological sample from a subject having prostate cancer, wherein the sample comprises nucleic acids; and detecting the level of expression of GZMA and PRF1.
- the present disclosure provides for a probe set for predicting benefit from immunotherapy and/or diagnosing, monitoring and/or predicting a status or outcome of prostate cancer in a subject comprising a plurality of probes, wherein (i) the probes in the set are capable of detecting an expression level of a plurality of targets; and (ii) the expression level determines the cancer status of the subject with at least about 40% specificity.
- the probe set may comprise one or more polynucleotide probes. Individual polynucleotide probes comprise a nucleotide sequence derived from the nucleotide sequence of the target sequences or complementary sequences thereof.
- the nucleotide sequence of the polynucleotide probe is designed such that it corresponds to, or is complementary to the target sequences.
- the polynucleotide probe can specifically hybridize under either stringent or lowered stringency hybridization conditions to a region of the target sequences, to the complement thereof, or to a nucleic acid sequence (such as a cDNA) derived therefrom.
- polynucleotide probe sequences and determination of their uniqueness may be carried out in silico using techniques known in the art, for example, based on a BLASTN search of the polynucleotide sequence in question against gene sequence databases, such as the Human Genome Sequence, UniGene, dbEST or the non-redundant database at NCBI.
- gene sequence databases such as the Human Genome Sequence, UniGene, dbEST or the non-redundant database at NCBI.
- the polynucleotide probe is complementary to a region of a target mRNA derived from a target sequence in the probe set.
- Computer programs can also be employed to select probe sequences that may not cross hybridize or may not hybridize non-specifically.
- microarray hybridization of RNA, extracted from prostate cancer tissue samples and amplified may yield a dataset that is then summarized and normalized by the fRMA technique. After removal (or filtration) of cross-hybridizing PSRs, and PSRs containing less than 4 probes, the remaining PSRs can be used in further analysis. Following fRMA and filtration, the data can be decomposed into its principal components and an analysis of variance model is used to determine the extent to which a batch effect remains present in the first 10 principal components. [0046] These remaining PSRs can then be subjected to filtration by a T-test between CR (clinical recurrence) and non-CR samples.
- the remaining features can be further refined.
- Feature selection can be performed by regularized logistic regression using the elastic- net penalty.
- the regularized regression may be bootstrapped over 1000 times using all training data; with each iteration of bootstrapping, features that have non-zero co-efficient following 3-fold cross validation can be tabulated. In some instances, features that were selected in at least 25% of the total runs were used for model building.
- the polynucleotide probes of the present disclosure may range in length from about 15 nucleotides to the full length of the coding target or non-coding target.
- the polynucleotide probes are at least about 15 nucleotides in length. In some embodiments, the polynucleotide probes are at least about 20 nucleotides in length. In some embodiments, the polynucleotide probes are at least about 25 nucleotides in length. In some embodiments, the polynucleotide probes are between about 15 nucleotides and about 500 nucleotides in length.
- the polynucleotide probes are between about 15 nucleotides and about 450 nucleotides, about 15 nucleotides and about 400 nucleotides, about 15 nucleotides and about 350 nucleotides, about 15 nucleotides and about 300 nucleotides, about 15 nucleotides and about 250 nucleotides, about 15 nucleotides and about 200 nucleotides in length.
- the probes are at least 15 nucleotides in length. In some embodiments, the probes are at least 15 nucleotides in length.
- the probes are at least 20 nucleotides, at least 25 nucleotides, at least 50 nucleotides, at least 75 nucleotides, at least 100 nucleotides, at least 125 nucleotides, at least 150 nucleotides, at least 200 nucleotides, at least 225 nucleotides, at least 250 nucleotides, at least 275 nucleotides, at least 300 nucleotides, at least 325 nucleotides, at least 350 nucleotides, at least 375 nucleotides in length.
- the polynucleotide probes of a probe set can comprise RNA, DNA, RNA or DNA mimetics, or combinations thereof, and can be single-stranded or double-stranded.
- the polynucleotide probes can be composed of naturally-occurring nucleobases, sugars and covalent internucleoside (backbone) linkages as well as polynucleotide probes having non-naturally-occurring portions which function similarly.
- Such modified or substituted polynucleotide probes may provide desirable properties such as, for example, enhanced affinity for a target gene and increased stability.
- the system of the present disclosure further provides for primers and primer pairs capable of amplifying target sequences defined by the probe set, or fragments or subsequences or complements thereof.
- the nucleotide sequences of the probe set may be provided in computer-readable media for in silico applications and as a basis for the design of appropriate primers for amplification of one or more target sequences of the probe set.
- Primers based on the nucleotide sequences of target sequences can be designed for use in amplification of the target sequences. For use in amplification reactions such as PCR, a pair of primers can be used.
- primer sequences are not critical to the disclosure, but for most applications the primers may hybridize to specific sequences of the probe set under stringent conditions, particularly under conditions of high stringency, as known in the art.
- the pairs of primers are usually chosen so as to generate an amplification product of at least about 50 nucleotides, more usually at least about 100 nucleotides.
- Algorithms for the selection of primer sequences are generally known, and are available in commercial software packages. These primers may be used in standard quantitative or qualitative PCR-based assays to assess transcript expression levels of RNAs defined by the probe set. Alternatively, these primers may be used in combination with probes, such as molecular beacons in amplifications using real-time PCR.
- a label can optionally be attached to or incorporated into a probe or primer polynucleotide to allow detection and/or quantitation of a target polynucleotide representing the target sequence of interest.
- the target polynucleotide may be the expressed target sequence RNA itself, a cDNA copy thereof, or an amplification product derived therefrom, and may be the positive or negative strand, so long as it can be specifically detected in the assay being used.
- an antibody may be labeled.
- labels used for detecting different targets may be distinguishable.
- the label can be attached directly (e.g., via covalent linkage) or indirectly, e.g., via a bridging molecule or series of molecules (e.g., a molecule or complex that can bind to an assay component, or via members of a binding pair that can be incorporated into assay components, e.g. biotin-avidin or streptavidin).
- a bridging molecule or series of molecules e.g., a molecule or complex that can bind to an assay component, or via members of a binding pair that can be incorporated into assay components, e.g. biotin-avidin or streptavidin.
- Many labels are commercially available in activated forms which can readily be used for such conjugation (for example through amine acylation), or labels may be attached through known or determinable conjugation schemes, many of which are known in the art.
- Labels useful in the embodiments described herein include any substance which can be detected when bound to or incorporated into the biomolecule of interest.
- a label is typically selected from a chromophore, a lumiphore, a fluorophore, one member of a quenching system, a chromogen, a hapten, an antigen, a magnetic particle, a material exhibiting nonlinear optics, a semiconductor nanocrystal, a metal nanoparticle, an enzyme, an antibody or binding portion or equivalent thereof, an aptamer, and one member of a binding pair, and combinations thereof.
- Quenching schemes may be used, wherein a quencher and a fluorophore as members of a quenching pair may be used on a probe, such that a change in optical parameters occurs upon binding to the target introduce or quench the signal from the fluorophore.
- a molecular beacon is a molecular beacon.
- Suitable quencher/fluorophore systems are known in the art.
- the label may be bound through a variety of intermediate linkages.
- a polynucleotide may comprise a biotin-binding species, and an optically detectable label may be conjugated to biotin and then bound to the labeled polynucleotide.
- a polynucleotide sensor may comprise an immunological species such as an antibody or fragment, and a secondary antibody containing an optically detectable label may be added.
- Chromophores useful in the methods described herein include any substance which can absorb energy and emit light. For multiplexed assays, a plurality of different signaling chromophores can be used with detectably different emission spectra.
- the chromophore can be a lumophore or a fluorophore.
- Typical fluorophores include fluorescent dyes, semiconductor nanocrystals, lanthanide chelates, polynucleotide-specific dyes and green fluorescent protein.
- polynucleotides of the disclosure comprise at least 20 consecutive bases of the nucleic acid sequence of a target or a complement thereto.
- the polynucleotides may comprise at least 21, 22, 23, 24, 25, 27, 30, 32, 35, 40, 45, 50, or more consecutive bases of the nucleic acids sequence of a target as applicable.
- the polynucleotides may be provided in a variety of formats, including as solids, in solution, or in an array.
- the polynucleotides may optionally comprise one or more labels, which may be chemically and/or enzymatically incorporated into the polynucleotide.
- one or more polynucleotides provided herein can be provided on a substrate.
- the substrate can comprise a wide range of material, either biological, nonbiological, organic, inorganic, or a combination of any of these.
- the substrate may be a polymerized Langmuir Blodgett film, functionalized glass, Si, Ge, GaAs, GaP, SiO 2 , SiN 4 , modified silicon, or any one of a wide variety of gels or polymers such as (poly)tetrafluoroethylene, (poly)vinylidenedifluoride, polystyrene, cross-linked polystyrene, polyacrylic, polylactic acid, polyglycolic acid, poly(lactide coglycolide), polyanhydrides, poly(methyl methacrylate), poly(ethylene-co-vinyl acetate), polysiloxanes, polymeric silica, latexes, dextran polymers, epoxies,
- the substrate can take the form of an array, a photodiode, an optoelectronic sensor such as an optoelectronic semiconductor chip or optoelectronic thin-film semiconductor, or a biochip.
- the location(s) of probe(s) on the substrate can be addressable; this can be done in highly dense formats, and the location(s) can be microaddressable or nanoaddressable.
- Diagnostic Samples [0059] A biological sample containing immune and/or prostate cancer cells is collected from a subject in need of treatment for prostate cancer to evaluate whether a patient will benefit from immunotherapy. Diagnostic samples for use with the systems and in the methods of the present disclosure comprise immune and/or cancer cells suitable for providing immune content information.
- the biological sample from which the immune content score is obtained and analyzed can be any material suspected of comprising immune and/or cancerous tissue or cells.
- the diagnostic sample can be a biological sample used directly in a method of the disclosure.
- the diagnostic sample can be a sample prepared from a biological sample. In some embodiments more than one sample is obtained from the subject.
- a sample comprises immune cells but not prostate cancer cells.
- a sample comprises prostate cancer cells but not immune cells.
- a sample comprises both immune cells and prostate cancer cells.
- the sample or portion of the sample comprising or suspected of comprising immune and/or cancerous tissue or cells can be any source of biological material, including cells, tissue or fluid, including bodily fluids.
- Non-limiting examples of the source of the sample include an aspirate, a needle biopsy, a cytology pellet, a bulk tissue preparation or a section thereof obtained for example by surgery or autopsy, lymph fluid, blood, plasma, serum, tumors, and organs.
- the sample is from urine.
- the sample is from blood, plasma or serum.
- the sample is from saliva.
- the samples may be archival samples, having a known and documented medical outcome, or may be samples from current patients whose ultimate medical outcome is not yet known.
- the sample may be dissected prior to molecular analysis.
- the sample may be prepared via macrodissection of a bulk tumor specimen or portion thereof, or may be treated via microdissection, for example via Laser Capture Microdissection (LCM).
- the sample may initially be provided in a variety of states, as fresh tissue, fresh frozen tissue, fine needle aspirates, and may be fixed or unfixed. Frequently, medical laboratories routinely prepare medical samples in a fixed state, which facilitates tissue storage.
- fixatives can be used to fix tissue to stabilize the morphology of cells, and may be used alone or in combination with other agents.
- Exemplary fixatives include crosslinking agents, alcohols, acetone, Bouin's solution, Zenker solution, Hely solution, osmic acid solution and Carnoy solution.
- Crosslinking fixatives can comprise any agent suitable for forming two or more covalent bonds, for example an aldehyde.
- Sources of aldehydes typically used for fixation include formaldehyde, paraformaldehyde, glutaraldehyde or formalin.
- the crosslinking agent comprises formaldehyde, which may be included in its native form or in the form of paraformaldehyde or formalin.
- formaldehyde which may be included in its native form or in the form of paraformaldehyde or formalin.
- One of skill in the art would appreciate that for samples in which crosslinking fixatives have been used special preparatory steps may be necessary including for example heating steps and proteinase-k digestion; see methods.
- One or more alcohols may be used to fix tissue, alone or in combination with other fixatives.
- Exemplary alcohols used for fixation include methanol, ethanol and isopropanol.
- Formalin fixation is frequently used in medical laboratories. Formalin comprises both an alcohol, typically methanol, and formaldehyde, both of which can act to fix a biological sample.
- the biological sample may optionally be embedded in an embedding medium.
- Exemplary embedding media used in histology including paraffin, Tissue-Tek® V.I.P.TM, Paramat, Paramat Extra, Paraplast, Paraplast X-tra, Paraplast Plus, Peel Away Paraffin Embedding Wax, Polyester Wax, Carbowax Polyethylene Glycol, PolyfinTM, Tissue Freezing Medium TFMFM, Cryo- GefTM, and OCT Compound (Electron Microscopy Sciences, Hatfield, PA).
- the embedding material may be removed via any suitable techniques, as known in the art. For example, where the sample is embedded in wax, the embedding material may be removed by extraction with organic solvent(s), for example xylenes.
- Kits are commercially available for removing embedding media from tissues. Samples or sections thereof may be subjected to further processing steps as needed, for example serial hydration or dehydration steps.
- the sample is a fixed, wax-embedded biological sample. Frequently, samples from medical laboratories are provided as fixed, wax-embedded samples, most commonly as formalin-fixed, paraffin embedded (FFPE) tissues.
- FFPE formalin-fixed, paraffin embedded
- the target polynucleotide that is ultimately assayed can be prepared synthetically (in the case of control sequences), but typically is purified from the biological source and subjected to one or more preparative steps.
- RNA may be purified to remove or diminish one or more undesired components from the biological sample or to concentrate it. Conversely, where the RNA is too concentrated for the particular assay, it may be diluted.
- RNA Extraction [0070] RNA can be extracted and purified from biological samples using any suitable technique. A number of techniques are known in the art, and several are commercially available (e.g., FormaPure nucleic acid extraction kit, Agencourt Biosciences, Beverly MA, High Pure FFPE RNA Micro Kit, Roche Applied Science, Indianapolis, IN). RNA can be extracted from frozen tissue sections using TRIzol (Invitrogen, Carlsbad, CA) and purified using RNeasy Protect kit (Qiagen, Valencia, CA).
- RNA can be further purified using DNAse I treatment (Ambion, Austin, TX) to eliminate any contaminating DNA. RNA concentrations can be made using a Nanodrop ND-1000 spectrophotometer (Nanodrop Technologies, Rockland, DE). RNA can be further purified to eliminate contaminants that interfere with cDNA synthesis by cold sodium acetate precipitation. RNA integrity can be evaluated by running electropherograms, and RNA integrity number (RIN, a correlative measure that indicates intactness of mRNA) can be determined using the RNA 6000 PicoAssay for the Bioanalyzer 2100 (Agilent Technologies, Santa Clara, CA).
- Kits for performing the desired method(s) are also provided, and comprise a container or housing for holding the components of the kit, one or more vessels containing one or more nucleic acid(s), and optionally one or more vessels containing one or more reagents.
- the reagents include those described in the composition of matter section above, and those reagents useful for performing the methods described, including amplification reagents, and may include one or more probes, primers or primer pairs, enzymes (including polymerases and ligases), intercalating dyes, labeled probes, and labels that can be incorporated into amplification products.
- the kit comprises primers or primer pairs specific for those subsets and combinations of target sequences described herein.
- the primers or pairs of primers suitable for selectively amplifying the target sequences may comprise at least two, three, four or five primers or pairs of primers suitable for selectively amplifying one or more targets.
- the kit may comprise at least 5, 10, 15, 20, 30, 40, 50, 60, 70, 80, 90, 100, 110, or more primers or pairs of primers suitable for selectively amplifying one or more targets.
- the primers or primer pairs of the kit when used in an amplification reaction, specifically amplify a non-coding target, coding target, exonic, or non-exonic target described herein, a nucleic acid sequence corresponding to a target disclosed herein, an RNA form thereof, or a complement to either thereof.
- the kit may include a plurality of such primers or primer pairs which can specifically amplify a corresponding plurality of different amplify a non-coding target, coding target, exonic, or non-exonic transcript described herein, a nucleic acid sequence corresponding to a target disclosed herein, RNA forms thereof, or complements thereto. At least two, three, four or five primers or pairs of primers suitable for selectively amplifying the one or more targets can be provided in kit form. In some embodiments, the kit comprises from five to fifty primers or pairs of primers suitable for amplifying the one or more targets. [0074]
- the reagents may independently be in liquid or solid form. The reagents may be provided in mixtures.
- Control samples and/or nucleic acids may optionally be provided in the kit.
- Control samples may include tissue and/or nucleic acids obtained from or representative of tumor samples from patients showing no evidence of disease, as well as tissue and/or nucleic acids obtained from or representative of tumor samples from patients that develop systemic cancer.
- the nucleic acids may be provided in an array format, and thus an array or microarray may be included in the kit.
- the kit optionally may be certified by a government agency for use in prognosing the disease outcome of cancer patients and/or for designating a treatment modality. Instructions for using the kit to perform one or more methods of the disclosure can be provided with the container, and can be provided in any fixed medium.
- the instructions may be located inside or outside the container or housing, and/or may be printed on the interior or exterior of any surface thereof.
- Amplification and Hybridization [0076] Following sample collection and nucleic acid extraction, the nucleic acid portion of the sample comprising RNA that is or can be used to prepare the target polynucleotide(s) of interest can be subjected to one or more preparative reactions. These preparative reactions can include in vitro transcription (IVT), labeling, fragmentation, amplification and other reactions.
- IVTT in vitro transcription
- mRNA can first be treated with reverse transcriptase and a primer to create cDNA prior to detection, quantitation and/or amplification; this can be done in vitro with purified mRNA or in situ, e.g., in cells or tissues affixed to a slide.
- amplification is meant any process of producing at least one copy of a nucleic acid, in this case an expressed RNA, and in many cases produces multiple copies.
- An amplification product can be RNA or DNA, and may include a complementary strand to the expressed target sequence. DNA amplification products can be produced initially through reverse translation and then optionally from further amplification reactions. The amplification product may include all or a portion of a target sequence, and may optionally be labeled.
- a variety of amplification methods are suitable for use, including polymerase-based methods and ligation-based methods.
- Exemplary amplification techniques include the polymerase chain reaction method (PCR), the lipase chain reaction (LCR), ribozyme-based methods, self-sustained sequence replication (3SR), nucleic acid sequence-based amplification (NASBA), the use of Q Beta replicase, reverse transcription, nick translation, and the like.
- PCR polymerase chain reaction method
- LCR lipase chain reaction
- RNA sequence-based amplification RNA sequence-based amplification
- Asymmetric amplification reactions may be used to preferentially amplify one strand representing the target sequence that is used for detection as the target polynucleotide.
- the presence and/or amount of the amplification product itself may be used to determine the expression level of a given target sequence.
- the amplification product may be used to hybridize to an array or other substrate comprising sensor polynucleotides which are used to detect and/or quantitate target sequence expression.
- the first cycle of amplification in polymerase-based methods typically forms a primer extension product complementary to the template strand. If the template is single-stranded RNA, a polymerase with reverse transcriptase activity is used in the first amplification to reverse transcribe the RNA to DNA, and additional amplification cycles can be performed to copy the primer extension products.
- the primers for a PCR must, of course, be designed to hybridize to regions in their corresponding template that can produce an amplifiable segment; thus, each primer must hybridize so that its 3' nucleotide is paired to a nucleotide in its complementary template strand that is located 3' from the 3' nucleotide of the primer used to replicate that complementary template strand in the PCR.
- the target polynucleotide can be amplified by contacting one or more strands of the target polynucleotide with a primer and a polymerase having suitable activity to extend the primer and copy the target polynucleotide to produce a full-length complementary polynucleotide or a smaller portion thereof.
- Any enzyme having a polymerase activity that can copy the target polynucleotide can be used, including DNA polymerases, RNA polymerases, reverse transcriptases, and enzymes having more than one type of polymerase or enzyme activity.
- the enzyme can be thermolabile or thermostable. Mixtures of enzymes can also be used.
- Exemplary enzymes include: DNA polymerases such as DNA Polymerase I ("Pol I"), the Klenow fragment of Pol I, T4, T7, Sequenase® T7, Sequenase® Version 2.0 T7, Tub, Taq, Tth, Pfic, Pfu, Tsp, Tfl, Tli and Pyrococcus sp GB-D DNA polymerases; RNA polymerases such as E. coil, SP6, T3 and T7 RNA polymerases; and reverse transcriptases such as AMV, M-MuLV, MMLV, RNAse H MMLV (SuperScript®), SuperScript® II, ThermoScript®, HIV-1, and RAV2 reverse transcriptases.
- DNA polymerases such as DNA Polymerase I ("Pol I"), the Klenow fragment of Pol I, T4, T7, Sequenase® T7, Sequenase® Version 2.0 T7, Tub, Taq, Tth, Pfic, Pfu, Ts
- Exemplary polymerases with multiple specificities include RAV2 and Tli (exo-) polymerases.
- Exemplary thermostable polymerases include Tub, Taq, Tth, Pfic, Pfu, Tsp, Tf1, Tli and Pyrococcus sp.
- GB-D DNA polymerases are commercially available.
- Suitable reaction conditions are chosen to permit amplification of the target polynucleotide, including pH, buffer, ionic strength, presence and concentration of one or more salts, presence and concentration of reactants and cofactors such as nucleotides and magnesium and/or other metal ions (e.g., manganese), optional cosolvents, temperature, thermal cycling profile for amplification schemes comprising a polymerase chain reaction, and may depend in part on the polymerase being used as well as the nature of the sample.
- Cosolvents include formamide (typically at from about 2 to about 10 %), glycerol (typically at from about 5 to about 10 %), and DMSO (typically at from about 0.9 to about 10 %).
- Techniques may be used in the amplification scheme in order to minimize the production of false positives or artifacts produced during amplification. These include "touchdown" PCR, hot-start techniques, use of nested primers, or designing PCR primers so that they form stem-loop structures in the event of primer-dimer formation and thus are not amplified.
- Techniques to accelerate PCR can be used, for example centrifugal PCR, which allows for greater convection within the sample, and comprising infrared heating steps for rapid heating and cooling of the sample.
- One or more cycles of amplification can be performed.
- An excess of one primer can be used to produce an excess of one primer extension product during PCR; preferably, the primer extension product produced in excess is the amplification product to be detected.
- a plurality of different primers may be used to amplify different target polynucleotides or different regions of a particular target polynucleotide within the sample.
- An amplification reaction can be performed under conditions which allow an optionally labeled sensor polynucleotide to hybridize to the amplification product during at least part of an amplification cycle. When the assay is performed in this manner, real-time detection of this hybridization event can take place by monitoring for light emission or fluorescence during amplification, as known in the art.
- amplification product is to be used for hybridization to an array or microarray, a number of suitable commercially available amplification products are available. These include amplification kits available from NuGEN, Inc.
- RNA biomarkers can be analyzed using real-time quantitative multiplex RT-PCR platforms and other multiplexing technologies such as GenomeLab GeXP Genetic Analysis System (Beckman Coulter, Foster City, CA), SmartCycler® 9600 or GeneXpert® Systems (Cepheid, Sunnyvale, CA), ABI 7900 HT Fast Real Time PCR system (Applied Biosystems, Foster City, CA), LightCycler® 480 System (Roche Molecular Systems, Pleasanton, CA), xMAP 100 System (Luminex, Austin, TX) Solexa Genome Analysis System (Illumina, Hayward, CA), OpenArray Real Time qPCR (BioTrove, Woburn, MA) and BeadXpress System (Illumina, Hayward, CA).
- GenomeLab GeXP Genetic Analysis System Beckman Coulter, Foster City, CA
- SmartCycler® 9600 or GeneXpert® Systems Cepheid, Sunnyvale, CA
- ABI 7900 HT Fast Real Time PCR system
- Detection and/or Quantification of Target Sequences Any method of detecting and/or quantitating the expression of the encoded target sequences can in principle be used in the embodiments disclosed herein.
- the expressed target sequences can be directly detected and/or quantitated, or may be copied and/or amplified to allow detection of amplified copies of the expressed target sequences or its complement.
- Methods for detecting and/or quantifying a target can include Northern blotting, sequencing, array or microarray hybridization, serial analysis of gene expression (SAGE), by enzymatic cleavage of specific structures (e.g., an Invader® assay, Third Wave Technologies, e.g. as described in U.S. Pat. Nos.
- amplification methods e.g. RT-PCR, including in a TaqMan® assay (PE Biosystems, Foster City, Calif., e.g. as described in U.S. Pat. Nos. 5,962,233 and 5,538,848), and may be quantitative or semi-quantitative, and may vary depending on the origin, amount and condition of the available biological sample. Combinations of these methods may also be used.
- nucleic acids may be amplified, labeled and subjected to microarray analysis.
- target sequences may be detected by sequencing. Sequencing methods may comprise whole genome sequencing or exome sequencing.
- Sequencing methods such as Maxim-Gilbert, chain-termination, or high-throughput systems may also be used. Additional, suitable sequencing techniques include classic dideoxy sequencing reactions (Sanger method) using labeled terminators or primers and gel separation in slab or capillary, sequencing by synthesis using reversibly terminated labeled nucleotides, pyrosequencing, 454 sequencing, allele specific hybridization to a library of labeled oligonucleotide probes, sequencing by synthesis using allele specific hybridization to a library of labeled clones that is followed by ligation, real time monitoring of the incorporation of labeled nucleotides during a polymerization step, and SOLiD sequencing.
- Additional methods for detecting and/or quantifying a target include single-molecule sequencing (e.g., Helicos, PacBio), sequencing by synthesis (e.g., Illumina, Ion Torrent), sequencing by ligation (e.g., ABI SOLID), sequencing by hybridization (e.g., Complete Genomics), in situ hybridization, bead-array technologies (e.g., Luminex xMAP, Illumina BeadChips), branched DNA technology (e.g., Panomics, Genisphere). Sequencing methods may use fluorescent (e.g., Illumina) or electronic (e.g., Ion Torrent, Oxford Nanopore) methods of detecting nucleotides.
- single-molecule sequencing e.g., Helicos, PacBio
- sequencing by synthesis e.g., Illumina, Ion Torrent
- sequencing by ligation e.g., ABI SOLID
- sequencing by hybridization e.g., Complete Genomics
- in situ hybridization e.g
- Reverse Transcription for QRT-PCR Analysis can be performed by any method known in the art. For example, reverse transcription may be performed using the Omniscript kit (Qiagen, Valencia, CA), Superscript III kit (Invitrogen, Carlsbad, CA), for RT-PCR. Target-specific priming can be performed in order to increase the sensitivity of detection of target sequences and generate target-specific cDNA. Gene Expression Analysis [0090] TaqMan ® RT-PCR can be performed using Applied Biosystems Prism (ABI) 7900 HT instruments in a 51.11 volume with target sequence-specific cDNA equivalent to 1 ng total RNA.
- ABSI Applied Biosystems Prism
- Primers and probes concentrations for TaqMan analysis are added to amplify fluorescent amplicons using PCR cycling conditions such as 95°C for 10 minutes for one cycle, 95°C for 20 seconds, and 60°C for 45 seconds for 40 cycles.
- a reference sample can be assayed to ensure reagent and process stability.
- Negative controls e.g., no template
- Classification Arrays [0092] The present disclosure contemplates that a probe set or probes derived therefrom may be provided in an array format. In the context of the present disclosure, an "array" is a spatially or logically organized collection of polynucleotide probes.
- An array comprising probes specific for a coding target, non-coding target, or a combination thereof may be used.
- an array comprising probes specific for two or more of transcripts of a target or a product derived thereof can be used.
- an array may be specific for 5, 10, 15, 20, 25, 30 or more of transcripts of a target of the disclousre. Expression of these targets may be detected alone or in combination with other transcripts.
- an array is used which comprises a wide range of sensor probes for prostate-specific expression products, along with appropriate control sequences.
- the array may comprise the Human Exon 1.0 ST Array (HuEx 1.0 ST, Affymetrix, Inc., Santa Clara, CA.).
- the polynucleotide probes are attached to a solid substrate and are ordered so that the location (on the substrate) and the identity of each are known.
- the polynucleotide probes can be attached to one of a variety of solid substrates capable of withstanding the reagents and conditions necessary for use of the array.
- Examples include, but are not limited to, polymers, such as (poly)tetrafluoroethylene, (poly)vinylidenedifluoride, polystyrene, polycarbonate, polypropylene and polystyrene; ceramic; silicon; silicon dioxide; modified silicon; (fused) silica, quartz or glass; functionalized glass; paper, such as filter paper; diazotized cellulose; nitrocellulose filter; nylon membrane; and polyacrylamide gel pad. Substrates that are transparent to light are useful for arrays that may be used in an assay that involves optical detection.
- Examples of array formats include membrane or filter arrays (for example, nitrocellulose, nylon arrays), plate arrays (for example, multiwell, such as a 24-, 96-, 256-, 384-, 864- or 1536-well, microtitre plate arrays), pin arrays, and bead arrays (for example, in a liquid "slurry").
- Arrays on substrates such as glass or ceramic slides are often referred to as chip arrays or "chips.” Such arrays are well known in the art.
- the Cancer Prognosticarray is a chip.
- one or more pattern recognition methods can be used in analyzing the expression level of target sequences.
- the pattern recognition method can comprise a linear combination of expression levels, or a nonlinear combination of expression levels.
- expression measurements for RNA transcripts or combinations of RNA transcript levels are formulated into linear or non-linear models or algorithms (e.g., an 'expression signature') and converted into a likelihood score.
- This likelihood score may indicate the probability that a biological sample is from a patient who will benefit from immunotherapy.
- a likelihood score may indicate the probability that a biological sample is from a patient who may exhibit no evidence of disease, who may exhibit systemic cancer, or who may exhibit biochemical recurrence. The likelihood score can be used to distinguish these disease states.
- the models and/or algorithms can be provided in machine readable format, and may be used to correlate expression levels or an expression profile with a disease state, and/or to designate a treatment modality for a patient or class of patients.
- Assaying the expression level for a plurality of targets may comprise the use of an algorithm or classifier. Array data can be managed, classified, and analyzed using techniques known in the art. Assaying the expression level for a plurality of targets may comprise probe set modeling and data pre- processing.
- Probe set modeling and data pre-processing can be derived using the Robust Multi-Array (RMA) algorithm or variants GC-RMA, fRMA, Probe Logarithmic Intensity Error (PLIER) algorithm, or variant iterPLIER, or Single-Channel Array Normalization (SCAN) algorithm.
- RMA Robust Multi-Array
- PLIER Probe Logarithmic Intensity Error
- SCAN Single-Channel Array Normalization
- Variance or intensity filters can be applied to pre-process data using the RMA algorithm, for example by removing target sequences with a standard deviation of ⁇ 10 or a mean intensity of ⁇ 100 intensity units of a normalized data range, respectively.
- assaying the expression level for a plurality of targets may comprise the use of a machine learning algorithm.
- the machine learning algorithm may comprise a supervised learning algorithm.
- supervised learning algorithms may include Average One-Dependence Estimators (AODE), Artificial neural network (e.g., Backpropagation), Bayesian statistics (e.g., Naive Bayes classifier, Bayesian network, Bayesian knowledge base), Case-based reasoning, Decision trees, Inductive logic programming, Gaussian process regression, Group method of data handling (GMDH), Learning Automata, Learning Vector Quantization, Minimum message length (decision trees, decision graphs, etc.), Lazy learning, Instance-based learning Nearest Neighbor Algorithm, Analogical modeling, Probably approximately correct learning (PAC) learning, Ripple down rules, a knowledge acquisition methodology, Symbolic machine learning algorithms, Subsymbolic machine learning algorithms, Support vector machines, Random Forests, Ensembles of classifiers, Bootstrap aggregating (bagging), and Boosting.
- AODE Average One-Dependence Estimators
- Bayesian statistics e.g., Naive Bayes classifier, Bayesian network, Bayesian knowledge base
- Supervised learning may comprise ordinal classification such as regression analysis and Information fuzzy networks (IFN).
- supervised learning methods may comprise statistical classification, such as AODE, Linear classifiers (e.g., Fisher's linear discriminant, Logistic regression, Naive Bayes classifier, Perceptron, and Support vector machine), quadratic classifiers, k-nearest neighbor, Boosting, Decision trees (e.g., C4.5, Random forests), Bayesian networks, and Hidden Markov models.
- the machine learning algorithms may also comprise an unsupervised learning algorithm.
- unsupervised learning algorithms may include artificial neural network, Data clustering, Expectation-maximization algorithm, Self-organizing map, Radial basis function network, Vector Quantization, Generative topographic map, Information bottleneck method, and IBSEAD.
- Unsupervised learning may also comprise association rule learning algorithms such as Apriori algorithm, Eclat algorithm and FP-growth algorithm.
- Hierarchical clustering such as Single-linkage clustering and Conceptual clustering, may also be used.
- unsupervised learning may comprise partitional clustering such as K-means algorithm and Fuzzy clustering.
- the machine learning algorithms comprise a reinforcement learning algorithm. Examples of reinforcement learning algorithms include, but are not limited to, temporal difference learning, Q-learning and Learning Automata.
- the machine learning algorithm may comprise Data Pre-processing.
- the machine learning algorithms may include, but are not limited to, Average One- Dependence Estimators (AODE), Fisher's linear discriminant, Logistic regression, Perceptron, Multilayer Perceptron, Artificial Neural Networks, Support vector machines, Quadratic classifiers, Boosting, Decision trees, C4.5, Bayesian networks, Hidden Markov models, High-Dimensional Discriminant Analysis, and Gaussian Mixture Models.
- the machine learning algorithm may comprise support vector machines, Na ⁇ ve Bayes classifier, k-nearest neighbor, high-dimensional discriminant analysis, or Gaussian mixture models. In some instances, the machine learning algorithm comprises Random Forests.
- Diagnosing, predicting, or monitoring a status or outcome of a cancer may comprise treating a cancer or preventing a cancer progression.
- diagnosing, predicting, or monitoring a status or outcome of a cancer may comprise identifying or predicting which patients will be responders or non- responders to an anti-cancer therapy (e.g., immunotherapy).
- diagnosing, predicting, or monitoring may comprise determining a therapeutic regimen. Determining a therapeutic regimen may comprise administering an immunotherapy. Alternatively, determining a therapeutic regimen may comprise modifying, recommending, continuing or discontinuing an anti-cancer regimen.
- the immune content levels can be used to designate one or more treatment modalities (e.g., therapeutic regimens, such as immunotherapy or other anti-cancer regimen).
- An anti- cancer regimen may comprise one or more anti-cancer therapies. Examples of anti-cancer therapies include surgery, chemotherapy, radiation therapy, immunotherapy/biological therapy, and photodynamic therapy.
- a patient is selected for treatment with immunotherapy if the patient is identified as being likely to be responsive to immunotherapy based on an immune content score or levels, as described herein.
- Immunotherapy (sometimes called, biological therapy, biotherapy, biologic therapy, or biological response modifier (BRM) therapy) uses the body's immune system, either directly or indirectly, to fight cancer or to lessen the side effects that may be caused by some cancer treatments.
- Immunotherapies include interferons, interleukins, colony-stimulating factors, monoclonal antibodies, vaccines, immune cell-based therapy, gene therapy, and nonspecific immunomodulating agents.
- Sipuleucel-T is another immunotherapy that is useful in the methods of the disclosure.
- Sipuleucel-T an autologous cellular immunological agent, is thought to work through APCs to stimulate T-cell immune response targeted against prostatic acid phosphatase (PAP), an antigen that is highly expressed in most prostate cancer cells.
- PAP prostatic acid phosphatase
- Interferons are types of cytokines that occur naturally in the body. Interferon alpha, interferon beta, and interferon gamma are examples of interferons that may be used in cancer treatment.
- interleukins cytokines that occur naturally in the body and can be made in the laboratory. Many interleukins have been identified for the treatment of cancer. For example, interleukin-2 (IL–2 or aldesleukin), interleukin 7, and interleukin 12 have may be used as an anti-cancer treatment. IL–2 may stimulate the growth and activity of many immune cells, such as lymphocytes, that can destroy cancer cells.
- Interleukins may be used to treat a number of cancers, including leukemia, lymphoma, and brain, colorectal, ovarian, breast, kidney and prostate cancers.
- Colony-stimulating factors (sometimes called hematopoietic growth factors) may also be used for the treatment of cancer.
- CSFs include, but are not limited to, G-CSF (filgrastim) and GM-CSF (sargramostim).
- CSFs may promote the division of bone marrow stem cells and their development into white blood cells, platelets, and red blood cells. Bone marrow is critical to the body's immune system because it is the source of all blood cells.
- CSFs may be combined with other anti-cancer therapies, such as chemotherapy.
- CSFs may be used to treat a large variety of cancers, including lymphoma, leukemia, multiple myeloma, melanoma, and cancers of the brain, lung, esophagus, breast, uterus, ovary, prostate, kidney, colon, and rectum.
- Another type of immunotherapy includes monoclonal antibodies (MOABs or MoABs). These antibodies may be produced by a single type of cell and may be specific for a particular antigen.
- MOABs a human cancer cells may be injected into mice.
- the mouse immune system can make antibodies against these cancer cells.
- the mouse plasma cells that produce antibodies may be isolated and fused with laboratory-grown cells to create “hybrid” cells called hybridomas.
- Hybridomas can indefinitely produce large quantities of these pure antibodies, or MOABs.
- MOABs may be used in cancer treatment in a number of ways. For instance, MOABs that react with specific types of cancer may enhance a patient's immune response to the cancer. MOABs can be programmed to act against cell growth factors, thus interfering with the growth of cancer cells.
- MOABs may be linked to other anti-cancer therapies such as chemotherapeutics, radioisotopes (radioactive substances), other biological therapies, or other toxins. When the antibodies latch onto cancer cells, they deliver these anti-cancer therapies directly to the tumor, helping to destroy it. MOABs carrying radioisotopes may also prove useful in diagnosing certain cancers, such as colorectal, ovarian, and prostate.
- chemotherapeutics chemotherapeutics, radioisotopes (radioactive substances), other biological therapies, or other toxins.
- chemotherapeutics such as chemotherapeutics, radioisotopes (radioactive substances), other biological therapies, or other toxins.
- MOABs carrying radioisotopes may also prove useful in diagnosing certain cancers, such as colorectal, ovarian, and prostate.
- Rituxan® rituxima
- Herceptin can be used to treat metastatic breast cancer in patients with tumors that produce excess amounts of a protein called HER2.
- MOABs may be used to treat lymphoma, leukemia, melanoma, and cancers of the brain, breast, lung, kidney, colon, rectum, ovary, prostate, and other areas.
- Cancer vaccines are another form of immunotherapy. Cancer vaccines may be designed to encourage the patient's immune system to recognize cancer cells. Cancer vaccines may be designed to treat existing cancers (therapeutic vaccines) or to prevent the development of cancer (prophylactic vaccines). Therapeutic vaccines may be injected in a person after cancer is diagnosed. These vaccines may stop the growth of existing tumors, prevent cancer from recurring, or eliminate cancer cells not killed by prior treatments.
- Cancer vaccines given when the tumor is small may be able to eradicate the cancer.
- prophylactic vaccines are given to healthy individuals before cancer develops. These vaccines are designed to stimulate the immune system to attack viruses that can cause cancer. By targeting these cancer-causing viruses, development of certain cancers may be prevented.
- cervarix and gardasil are vaccines to treat human papilloma virus and may prevent cervical cancer.
- Therapeutic vaccines may be used to treat melanoma, lymphoma, leukemia, and cancers of the brain, breast, lung, kidney, ovary, prostate, pancreas, colon, and rectum. Cancer vaccines can be used in combination with other anti-cancer therapies.
- Immune cell-based therapy is also another form of immunotherapy.
- Adoptive cell transfer may include the transfer of immune cells such as dendritic cells, T cells (e.g., cytotoxic T cells), or natural killer (NK) cells to activate a cytotoxic response or attack cancer cells in a patient.
- Autologous immune cell-based therapy involves the transfer of a patient's own immune cells after expansion in vitro.
- Gene therapy is another example of a biological therapy. Gene therapy may involve introducing genetic material into a person's cells to fight disease. Gene therapy methods may improve a patient's immune response to cancer. For example, a gene may be inserted into an immune cell to enhance its ability to recognize and attack cancer cells.
- cancer cells may be injected with genes that cause the cancer cells to produce cytokines and stimulate the immune system.
- biological therapy includes nonspecific immunomodulating agents.
- Nonspecific immunomodulating agents are substances that stimulate or indirectly augment the immune system. Often, these agents target key immune system cells and may cause secondary responses such as increased production of cytokines and immunoglobulins.
- Two nonspecific immunomodulating agents used in cancer treatment are bacillus Calmette-Guerin (BCG) and levamisole.
- BCG may be used in the treatment of superficial bladder cancer following surgery. BCG may work by stimulating an inflammatory, and possibly an immune, response. A solution of BCG may be instilled in the bladder.
- Levamisole is sometimes used along with fluorouracil (5–FU) chemotherapy in the treatment of stage III (Dukes' C) colon cancer following surgery. Levamisole may act to restore depressed immune function.
- patients especially those not identified as likely to benefit from immunotherapy, may be administered other cancer treatments such as, but not limited to, surgery, radiation therapy, chemotherapy, hormonal therapy, biologic therapy, or any combination thereof.
- Surgical oncology uses surgical methods to diagnose, stage, and treat cancer, and to relieve certain cancer-related symptoms.
- Surgery may be used to remove the tumor (e.g., excisions, resections, debulking surgery), reconstruct a part of the body (e.g., restorative surgery), and/or to relieve symptoms such as pain (e.g., palliative surgery).
- Surgery may also include cryosurgery.
- Cryosurgery also called cryotherapy
- liquid nitrogen or argon gas
- Cryosurgery can be used to treat external tumors, such as those on the skin.
- liquid nitrogen can be applied directly to the cancer cells with a cotton swab or spraying device.
- Cryosurgery may also be used to treat tumors inside the body (internal tumors and tumors in the bone).
- liquid nitrogen or argon gas may be circulated through a hollow instrument called a cryoprobe, which is placed in contact with the tumor.
- An ultrasound or MRI may be used to guide the cryoprobe and monitor the freezing of the cells, thus limiting damage to nearby healthy tissue.
- a ball of ice crystals may form around the probe, freezing nearby cells.
- more than one probe is used to deliver the liquid nitrogen to various parts of the tumor.
- the probes may be put into the tumor during surgery or through the skin (percutaneously). After cryosurgery, the frozen tissue thaws and may be naturally absorbed by the body (for internal tumors), or may dissolve and form a scab (for external tumors).
- Chemotherapeutic agents may also be used for the treatment of cancer.
- chemotherapeutic agents include alkylating agents, anti-metabolites, plant alkaloids and terpenoids, vinca alkaloids, podophyllotoxin, taxanes, topoisomerase inhibitors, and cytotoxic antibiotics.
- Cisplatin, carboplatin, and oxaliplatin are examples of alkylating agents.
- Other alkylating agents include mechlorethamine, cyclophosphamide, chlorambucil, ifosfamide.
- Alkylating agents may impair cell function by forming covalent bonds with the amino, carboxyl, sulfhydryl, and phosphate groups in biologically important molecules.
- alkylating agents may chemically modify a cell's DNA.
- Anti-metabolites are another example of chemotherapeutic agents. Anti-metabolites may masquerade as purines or pyrimidines and may prevent purines and pyrimidines from becoming incorporated in to DNA during the "S" phase (of the cell cycle), thereby stopping normal development and division. Antimetabolites may also affect RNA synthesis. Examples of metabolites include azathioprine and mercaptopurine. [00117] Alkaloids may be derived from plants and block cell division may also be used for the treatment of cancer. Alkyloids may prevent microtubule function. Examples of alkaloids are vinca alkaloids and taxanes.
- Vinca alkaloids may bind to specific sites on tubulin and inhibit the assembly of tubulin into microtubules (M phase of the cell cycle).
- the vinca alkaloids may be derived from the Madagascar periwinkle, Catharanthus roseus (formerly known as Vinca rosea). Examples of vinca alkaloids include, but are not limited to, vincristine, vinblastine, vinorelbine, or vindesine.
- Taxanes are diterpenes produced by the plants of the genus Taxus (yews). Taxanes may be derived from natural sources or synthesized artificially. Taxanes include paclitaxel (Taxol) and docetaxel (Taxotere). Taxanes may disrupt microtubule function.
- Microtubules are essential to cell division, and taxanes may stabilize GDP-bound tubulin in the microtubule, thereby inhibiting the process of cell division. Thus, in essence, taxanes may be mitotic inhibitors. Taxanes may also be radiosensitizing and often contain numerous chiral centers.
- Alternative chemotherapeutic agents include podophyllotoxin. Podophyllotoxin is a plant- derived compound that may help with digestion and may be used to produce cytostatic drugs such as etoposide and teniposide. They may prevent the cell from entering the G1 phase (the start of DNA replication) and the replication of DNA (the S phase).
- Topoisomerases are essential enzymes that maintain the topology of DNA.
- chemotherapeutic agents may inhibit topoisomerases.
- type I topoisomerase inhibitors include camptothecins: irinotecan and topotecan.
- type II inhibitors include amsacrine, etoposide, etoposide phosphate, and teniposide.
- cytotoxic antibiotics Another example of chemotherapeutic agents is cytotoxic antibiotics. Cytotoxic antibiotics are a group of antibiotics that are used for the treatment of cancer because they may interfere with DNA replication and/or protein synthesis.
- Cytotoxic antiobiotics include, but are not limited to, actinomycin, anthracyclines, doxorubicin, daunorubicin, valrubicin, idarubicin, epirubicin, bleomycin, plicamycin, and mitomycin.
- the anti-cancer treatment may comprise radiation therapy. Radiation can come from a machine outside the body (external-beam radiation therapy) or from radioactive material placed in the body near cancer cells (internal radiation therapy, more commonly called brachytherapy). Systemic radiation therapy uses a radioactive substance, given by mouth or into a vein that travels in the blood to tissues throughout the body.
- External-beam radiation therapy may be delivered in the form of photon beams (either x-rays or gamma rays).
- a photon is the basic unit of light and other forms of electromagnetic radiation.
- An example of external-beam radiation therapy is called 3-dimensional conformal radiation therapy (3D- CRT).3D-CRT may use computer software and advanced treatment machines to deliver radiation to very precisely shaped target areas.
- Many other methods of external-beam radiation therapy are currently being tested and used in cancer treatment. These methods include, but are not limited to, intensity-modulated radiation therapy (IMRT), image-guided radiation therapy (IGRT), Stereotactic radiosurgery (SRS), Stereotactic body radiation therapy (SBRT), and proton therapy.
- IMRT intensity-modulated radiation therapy
- IGRT image-guided radiation therapy
- SRS Stereotactic radiosurgery
- SBRT Stereotactic body radiation therapy
- IMRT Intensity-modulated radiation therapy
- collimators can be stationary or can move during treatment, allowing the intensity of the radiation beams to change during treatment sessions.
- This kind of dose modulation allows different areas of a tumor or nearby tissues to receive different doses of radiation.
- IMRT is planned in reverse (called inverse treatment planning). In inverse treatment planning, the radiation doses to different areas of the tumor and surrounding tissue are planned in advance, and then a high-powered computer program calculates the required number of beams and angles of the radiation treatment.
- IMRT image-guided radiation therapy
- CT computed tomography
- MRI magnetic resonance imaging
- PET magnetic resonance imaging
- Tomotherapy is a type of image-guided IMRT.
- a tomotherapy machine is a hybrid between a CT imaging scanner and an external-beam radiation therapy machine. The part of the tomotherapy machine that delivers radiation for both imaging and treatment can rotate completely around the patient in the same manner as a normal CT scanner. Tomotherapy machines can capture CT images of the patient’s tumor immediately before treatment sessions, to allow for very precise tumor targeting and sparing of normal tissue.
- Stereotactic radiosurgery SRS can deliver one or more high doses of radiation to a small tumor.
- SRS uses extremely accurate image-guided tumor targeting and patient positioning. Therefore, a high dose of radiation can be given without excess damage to normal tissue.
- SRS can be used to treat small tumors with well-defined edges. It is most commonly used in the treatment of brain or spinal tumors and brain metastases from other cancer types. For the treatment of some brain metastases, patients may receive radiation therapy to the entire brain (called whole-brain radiation therapy) in addition to SRS.
- SRS requires the use of a head frame or other device to immobilize the patient during treatment to ensure that the high dose of radiation is delivered accurately.
- SBRT Stereotactic body radiation therapy
- SBRT may treat tumors that lie outside the brain and spinal cord. Because these tumors are more likely to move with the normal motion of the body, and therefore cannot be targeted as accurately as tumors within the brain or spine, SBRT is usually given in more than one dose. SBRT can be used to treat small, isolated tumors, including cancers in the lung and liver. SBRT systems may be known by their brand names, such as the CyberKnife®. [00128] In proton therapy, external-beam radiation therapy may be delivered by proton. Protons are a type of charged particle. Proton beams differ from photon beams mainly in the way they deposit energy in living tissue.
- brachytherapy Internal radiation therapy is radiation delivered from radiation sources (radioactive materials) placed inside or on the body. Several brachytherapy techniques are used in cancer treatment.
- Interstitial brachytherapy may use a radiation source placed within tumor tissue, such as within a prostate tumor.
- Intracavitary brachytherapy may use a source placed within a surgical cavity or a body cavity, such as the chest cavity, near a tumor.
- Episcleral brachytherapy which may be used to treat melanoma inside the eye, may use a source that is attached to the eye.
- radioactive isotopes can be sealed in tiny pellets or “seeds.” These seeds may be placed in patients using delivery devices, such as needles, catheters, or some other type of carrier. As the isotopes decay naturally, they give off radiation that may damage nearby cancer cells.
- Brachytherapy may be able to deliver higher doses of radiation to some cancers than external-beam radiation therapy while causing less damage to normal tissue.
- Brachytherapy can be given as a low-dose-rate or a high-dose-rate treatment.
- low-dose-rate treatment cancer cells receive continuous low-dose radiation from the source over a period of several days.
- high-dose-rate treatment a robotic machine attached to delivery tubes placed inside the body may guide one or more radioactive sources into or near a tumor, and then removes the sources at the end of each treatment session.
- High-dose-rate treatment can be given in one or more treatment sessions.
- An example of a high-dose-rate treatment is the MammoSite® system.
- Bracytherapy may be used to treat patients with breast cancer who have undergone breast-conserving surgery.
- the placement of brachytherapy sources can be temporary or permanent.
- the sources may be surgically sealed within the body and left there, even after all of the radiation has been given off. In some instances, the remaining material (in which the radioactive isotopes were sealed) does not cause any discomfort or harm to the patient.
- Permanent brachytherapy is a type of low-dose-rate brachytherapy.
- tubes (catheters) or other carriers are used to deliver the radiation sources, and both the carriers and the radiation sources are removed after treatment.
- Temporary brachytherapy can be either low-dose-rate or high-dose-rate treatment.
- Brachytherapy may be used alone or in addition to external-beam radiation therapy to provide a “boost” of radiation to a tumor while sparing surrounding normal tissue.
- a patient may swallow or receive an injection of a radioactive substance, such as radioactive iodine or a radioactive substance bound to a monoclonal antibody.
- Radioactive iodine 131I
- a monoclonal antibody may help target the radioactive substance to the right place. The antibody joined to the radioactive substance travels through the blood, locating and killing tumor cells.
- the drug ibritumomab tiuxetan may be used for the treatment of certain types of B-cell non-Hodgkin lymphoma (NHL).
- the antibody part of this drug recognizes and binds to a protein found on the surface of B lymphocytes.
- the combination drug regimen of tositumomab and iodine I 131 tositumomab (Bexxar®) may be used for the treatment of certain types of cancer, such as NHL.
- nonradioactive tositumomab antibodies may be given to patients first, followed by treatment with tositumomab antibodies that have 131I attached.
- Tositumomab may recognize and bind to the same protein on B lymphocytes as ibritumomab.
- the nonradioactive form of the antibody may help protect normal B lymphocytes from being damaged by radiation from 131I.
- Some systemic radiation therapy drugs relieve pain from cancer that has spread to the bone (bone metastases). This is a type of palliative radiation therapy.
- the radioactive drugs samarium-153- lexidronam (Quadramet®) and strontium-89 chloride (Metastron®) are examples of radiopharmaceuticals may be used to treat pain from bone metastases.
- Photodynamic therapy is an anti-cancer treatment that may use a drug, called a photosensitizer or photosensitizing agent, and a particular type of light.
- a photosensitizer or photosensitizing agent When photosensitizers are exposed to a specific wavelength of light, they may produce a form of oxygen that kills nearby cells.
- a photosensitizer may be activated by light of a specific wavelength. This wavelength determines how far the light can travel into the body. Thus, photosensitizers and wavelengths of light may be used to treat different areas of the body with PDT.
- a photosensitizing agent may be injected into the bloodstream.
- the agent may be absorbed by cells all over the body but may stay in cancer cells longer than it does in normal cells. Approximately 24 to 72 hours after injection, when most of the agent has left normal cells but remains in cancer cells, the tumor can be exposed to light.
- the photosensitizer in the tumor can absorb the light and produces an active form of oxygen that destroys nearby cancer cells.
- PDT may shrink or destroy tumors in two other ways.
- the photosensitizer can damage blood vessels in the tumor, thereby preventing the cancer from receiving necessary nutrients. PDT may also activate the immune system to attack the tumor cells.
- the light used for PDT can come from a laser or other sources. Laser light can be directed through fiber optic cables (thin fibers that transmit light) to deliver light to areas inside the body.
- a fiber optic cable can be inserted through an endoscope (a thin, lighted tube used to look at tissues inside the body) into the lungs or esophagus to treat cancer in these organs.
- Other light sources include light-emitting diodes (LEDs), which may be used for surface tumors, such as skin cancer.
- LEDs light-emitting diodes
- PDT is usually performed as an outpatient procedure. PDT may also be repeated and may be used with other therapies, such as surgery, radiation, or chemotherapy.
- Extracorporeal photopheresis is a type of PDT in which a machine may be used to collect the patient’s blood cells. The patient’s blood cells may be treated outside the body with a photosensitizing agent, exposed to light, and then returned to the patient.
- ECP may be used to help lessen the severity of skin symptoms of cutaneous T-cell lymphoma that has not responded to other therapies. ECP may be used to treat other blood cancers, and may also help reduce rejection after transplants.
- photosensitizing agent such as porfimer sodium or Photofrin®, may be used in PDT to treat or relieve the symptoms of esophageal cancer and non-small cell lung cancer. Porfimer sodium may relieve symptoms of esophageal cancer when the cancer obstructs the esophagus or when the cancer cannot be satisfactorily treated with laser therapy alone.
- Porfimer sodium may be used to treat non-small cell lung cancer in patients for whom the usual treatments are not appropriate, and to relieve symptoms in patients with non-small cell lung cancer that obstructs the airways. Porfimer sodium may also be used for the treatment of precancerous lesions in patients with Barrett esophagus, a condition that can lead to esophageal cancer.
- Laser therapy may use high-intensity light to treat cancer and other illnesses. Lasers can be used to shrink or destroy tumors or precancerous growths.
- Lasers are most commonly used to treat superficial cancers (cancers on the surface of the body or the lining of internal organs) such as basal cell skin cancer and the very early stages of some cancers, such as cervical, penile, vaginal, vulvar, and non- small cell lung cancer.
- Lasers may also be used to relieve certain symptoms of cancer, such as bleeding or obstruction.
- lasers can be used to shrink or destroy a tumor that is blocking a patient’s trachea (windpipe) or esophagus. Lasers also can be used to remove colon polyps or tumors that are blocking the colon or stomach.
- Laser therapy is often given through a flexible endoscope (a thin, lighted tube used to look at tissues inside the body).
- the endoscope is fitted with optical fibers (thin fibers that transmit light). It is inserted through an opening in the body, such as the mouth, nose, anus, or vagina. Laser light is then precisely aimed to cut or destroy a tumor.
- Laser-induced interstitial thermotherapy LITT
- LITT Laser-induced interstitial thermotherapy
- hyperthermia a cancer treatment
- LITT an optical fiber is inserted into a tumor. Laser light at the tip of the fiber raises the temperature of the tumor cells and damages or destroys them. LITT is sometimes used to shrink tumors in the liver.
- Laser therapy can be used alone, but most often it is combined with other treatments, such as surgery, chemotherapy, or radiation therapy.
- lasers can seal nerve endings to reduce pain after surgery and seal lymph vessels to reduce swelling and limit the spread of tumor cells.
- Lasers used to treat cancer may include carbon dioxide (CO 2 ) lasers, argon lasers, and neodymium:yttrium-aluminum-garnet (Nd:YAG) lasers. Each of these can shrink or destroy tumors and can be used with endoscopes.
- CO 2 and argon lasers can cut the skin’s surface without going into deeper layers. Thus, they can be used to remove superficial cancers, such as skin cancer.
- Nd:YAG laser is more commonly applied through an endoscope to treat internal organs, such as the uterus, esophagus, and colon.
- Nd:YAG laser light can also travel through optical fibers into specific areas of the body during LITT.
- Argon lasers are often used to activate the drugs used in PDT.
- Immune content levels can be grouped so that information obtained about the set of targets in the group can be used to make or assist in making a clinically relevant judgment such as a diagnosis, prognosis, or treatment choice.
- immune content targets can consist of one or more targets from the following list of immune content targets: plasma cells, tertiary lymphoid structure activity, IgG expression, interferon gamma (IFNG) signaling, and/or natural killer (NK) cell activity.
- a patient report is also provided comprising a representation of measured levels of a plurality of immune content targets in a biological sample from the patient, wherein the representation comprises levels of immune content targets corresponding to any one, two, three, four, or five of the targets described herein, or a combination thereof.
- the representation of the measured expression level(s) may take the form of a linear or nonlinear combination of levels of the target of interest.
- the patient report may be provided in a machine (e.g., a computer) readable format and/or in a hard (paper) copy.
- the report can also include standard measurements of levels of said plurality of targets from one or more sets of patients with known disease status and/or outcome.
- the report can be used to inform the patient and/or treating physician of the levels of the targets, the likely medical diagnosis and/or implications, and may recommend immunotherapy for the patient.
- representations of the immune content scores useful for treating, diagnosing, prognosticating, and otherwise assessing prostate cancer are reduced to a medium that can be automatically read by a machine such as computer readable media (magnetic, optical, and the like).
- the articles can also include instructions for assessing the immune content scores in such media.
- the articles may comprise a readable storage form having computer instructions for comparing immune content scores of the targets described herein.
- the articles may also have immune content scores digitally recorded therein so that they may be compared with target data from patient samples.
- the profiles can be recorded in different representational format. A graphical recordation is one such format. Clustering algorithms can assist in the visualization of such data.
- Clinical Associations and Patient Outcomes [00149] Molecular subtypes of the present disclosure have distinct clinical associations.
- Clinical associations that correlate to molecular subtypes include, for example, preoperative serum PSA, Gleason score (GS), extraprostatic extension (EPE), surgical margin status (SM), lymph node involvement (LNI), and seminal vesicle invasion (SVI).
- GS Gleason score
- EPE extraprostatic extension
- SM surgical margin status
- LNI lymph node involvement
- SVI seminal vesicle invasion
- increasing plasma cell content can be correlated with prolonged metastasis-free and disease-free survival.
- high IgG expression is associated with longer metastasis-free survival (see Example 1).
- Increased NK activity i s associated with longer duration to metastatic disease following radical prostatectomy in patients with prostate cancer.
- immune content scores of the present disclosure are used to predict patient outcomes such as biochemical recurrence (BCR), metastasis (MET) and prostate cancer death (PCSM) after radical prostatectomy. Prediction of Treatment Response to Immunotherapy [00152] Immune content scores can be utilized to predict whether or not a cancer patient will benefit from immunotherapy. Immune content scores can be determined by detecting levels of plasma cells, tertiary lymphoid structure activity, IgG expression, interferon gamma (IFNG) signaling, and/or natural killer (NK) cell activity (see Methods).
- IFNG interferon gamma
- NK natural killer
- immune content scores can be used to detect increased levels of plasma cells, tertiary lymphoid structure activity, IgG expression, interferon gamma (IFNG) signaling, and/or natural killer (NK) cell activity in a sample from a subject, which indicates that the subject is likely to benefit from immunotherapy.
- the use of immune content scores allows the identification of subjects with high levels of immune content in prostate cancer, who are likely to benefit from immunotherapy as well as subjects with low immune content in prostate cancer, who may benefit from another anti-cancer therapy.
- Patients with little or no detectable immune content tend to fail treatment with immunotherapy and are better candidates for other anti-cancer treatment options.
- Below are examples of embodiments for carrying out the present disclosure.
- the discovery cohort was comprised of two groups of patients who underwent radical prostatectomy and no additional treatment until metastatic recurrence at Johns Hopkins Medical Institute (JHMI).
- the first group consisted of 355 intermediate- or high-risk patients treated between 1995 and 2005, of which 33 were Black.
- the second group consisted 143 Black men treated from 2006 to 20107 for a total of 355 White men and 176 Black men.
- 6 (1%) men were excluded due to missing data on pathological stage. All men with grade group 1 disease were excluded given the disproportionate numbers among Black men (24 vs 6; 30 total, 6%).
- the cohort was randomly sorted before using the “matchit” function from the “Matchit” R package to derive a final grade- and stage-matched cohort of 300 men, 150 each of Black and White men. Race was defined by self-identification in this cohort.
- Table 3 Durham Veterans Affairs cohort Abbreviations: SD, standard deviation; PSA, prostate specific antigen Table 4: Metastatic castrate resistant prostate cancer cohort Abbreviation: SD, standard deviation Gene expression profiling and genomic data [00158] Expression profiling for tumors from JHMI and the DVA were conducted in a Clinical Laboratory Improvement Amendments (CLIA)-certified laboratory facility (Decipher Biosciences, San Diego, CA, USA). All tumors underwent central pathology review and at least 0.5 mm 2 of tumor with ⁇ 60% tumor cellularity were required for sampling. RNeasy FFPE (Qiagen, Valencia, CA) was used for RNA extraction and purification.
- CLIA Clinical Laboratory Improvement Amendments
- the final immune content score was the derived immune score plus the constant of the minimum score in each cohort plus one. This was done so that when we would apply the proportions of the deconvolution of tumor-invading lymphocytes the final quantities of tumor-invading lymphocytes would be positive.
- Tumor-invading lymphocytes were deconvoluted using the MySort tool implemented in a R function (see Chen, S.-H. et al. BMC Bioinformatics 19, 154 (2018)). This produced a proportion of 21 different immune cells within each tumor, which was multiplied by the estimated immune content to derive a quantity of each cell type that could be compared between samples within the same cohort.
- RNA expression-based method for immune cell deconvolution was applied to confirm findings from MySort.
- MCP-counter Microenvironment Cell Populations-counter
- methyCIBERSORT was applied to TCGA and Kaur et al (Kaur, H. B. et al. Mod Pathol 31, 1539–1552 (2016) and Chakravarthy, A. et al. Nature Communications 9, 1–13 (2018)).
- the whole methylomes of these cohorts were investigated through the Infinium MethylationEPIC array platform.
- the minfi package in R was used to determine the quality of methylation experiments and to derive single probe scores per tumor sample.
- ERG+/- and PTEN loss signatures [00161] A validated transcriptome-based signature with 95% accuracy for predicting ERG+/- status as described by Tomlins et al. was applied to JHMI and DVA to assess the interaction between ERG+/- and race and race-based differences in the TME (Tomlins, S. A. et al. European Urology 68, 555–567 (2015). To the DVA tumors, an expression-based signature predictive of PTEN loss was applied as well.
- Tertiary lymphoid structure signature [00162] Using a list of tertiary lymphoid structure-hallmark genes, (Cabrita, R. et al. Nature 577, 561–565 (2020) and Val-Nosjean, M.-C., et al. Trends in Immunology 35, 571–580 (2014)), a signature to reflect the activity and presence of tertiary lymphoid structures within the TME was generated as the geometric mean expression of seven genes (CCR7, CXCR5, SELL, LAMP3, CCL19, CCL21, and CXCL13).
- CD79a cell densities were determined using QuPath digital image analysis algorithms to count the number of CD79a+ cells within each 0.6 mm diameter tissue microarray punch of tumor (average of four spots sampled per case), normalized by the total mm 2 of tissue per, and taking the mean across the four tumor cores for each patient.
- CD138 patchy expression of CD138 in the benign prostate epithelium (predominantly basal cells) was observed as well as in a small subset of tumor cells, making automated digital image quantification of CD138+ cells impossible (see arrowhead in Figure 3E).
- a tumor lymphocyte evasion score was derived and defined by the expression of genes from cell types that are capable of evading lymphocyte infiltration (cancer-associated fibroblasts [CAFs], myeloid- derived suppressor cells [MDSCs], and M2 subtype of tumor-associated macrophages [TAMs]) as described by Jiang et al. (“exclusion” score in previous publication) (Jiang, P. et al. Nat Med 24, 1550– 1558 (2018)).
- CAFs cancer-associated fibroblasts
- MDSCs myeloid- derived suppressor cells
- TAMs M2 subtype of tumor-associated macrophages
- IgG expression metagene An unsupervised hierarchal clustering was applied to a gene-set of proteins related to IgG components and expression originally assessed in breast cancer (Rody, A. et al. Breast Cancer Research 11, R15 (2009)).
- Six IgG genes were highly correlated with each other in PC tumors from JHMI (IGLC2, IGKC, IGHG1, IGHA1, IGHM, and IGHG3; Figure 3I), each of which were independent of the signature matrix used for immune cell deconvolution signature matrix used with MySort.
- the geometric mean expression of these genes comprised our IgG expression metagene, a measure of plasma cell activity.
- Cytotoxic T-cell (CD8+) activity was measured as the geometric mean expression of GZMA and PRF1 as described by Rooney et al. (Cell 160, 48–61 (2015)). Because NK cells have overlapping gene expression with CD8+ T-cells, we sought to derive a metagene more specific to NK cells activation. As described by Cursons et al. (Cancer Immunol Res 7, 1162–1174 (2019)), we represented NK activity as the geometric mean expression of eight genes expressed during NK activation (IL15, XCL1, XCL2, CCL5, FLT3LG, GZMA, GZMB, and FASLG).
- Clinical outcome measurements [00169] Patients from JHMI were followed until the development of metastatic disease following radical prostatectomy. Notably, in this cohort, no patients received any adjuvant treatment following surgery. Metastatic disease development was assessed with imaging using computed tomography or bone scan following biochemical recurrence, as defined by a rise in PSA >0.2 ng/mL. In TCGA, patients were followed until any disease recurrence which included the earlier of development of metastatic disease as well as any biochemical recurrence. Included in multivariable analyses for metastasis-free survival was a validated genomic risk score for developing metastatic disease following treatment for localized prostatectomy based on transcriptomic signatures (Spratt, D. E. et al.
- Kaplan- Meier analyses were used to estimate metastasis-free survival in the JHMI cohort and disease-free survival in TCGA.
- Log-rank analyses were used for univariable survival analyses while Cox proportional hazards models were used for multivariable analyses adjusting for clinical covariates.
- PSA was assessed as a log- transformed continuous variable.
- Grade group was assessed as a continuous variable per increase in 1 group from 1 (low grade) to 5 (high grade).
- T-stage was assessed as a categorical variable defined as organ confined as pT1-2 and N0 and non-organ-confined as all others.
- Genomic risk score was defined as a transcriptomic-based validated score with higher values predicting increased risk of disease recurrence following local treatment for prostate cancer and was assessed as a continuous variable per 0.1 increase (range of possible scores: 0.0 to 1.0).
- TLS activity was measured.
- tumors with high TLS activity and plasma cell content had higher levels of inflammation, IFNG, and IgG expression, and were enriched within PC- B ( Figures 1H-1K).
- Table 8 Other subtype tumors from Black men in TCGA with above-median plasma cell content Plasma cell content prognosticates outcomes following surgery [00174] Developing metastatic disease following local definitive treatment is a strong surrogate for overall survival for men with localized prostate cancer. We found no association between metastasis-free and disease-free survival and CD8+ T-cell content. Conversely, increasing plasma cell content was associated with significantly prolonged metastasis-free and disease-free survival in JHMI and TCGA, respectively (Figure 2A). In JHMI, plasma cell content and IgG expression did not tend to vary by grade, while in TCGA lower grade tumors tended to have higher plasma cell content ( Figure 4A-4B).
- Plasma cell content, IgG expression, and NK activity were all independent of tumor neoantigen burden and fraction genome altered in TCGA consistent with previous work on tumor plasma cell content and TLS in melanoma and sarcoma ( Figures 4F-4G).
- neoantigen burden and fraction genome altered did not correlate with race ( Figures 4H-4I).
- high NK activity was associated with longer duration to metastatic disease following radical prostatectomy ( Figures 2I-2J).
- plasma cell content was positively associated with IFNG in primary PC ( Figure 1G).
- Example 2 Validation of an Expression-Based Marker of Intratumoral Plasma Cell Content with Immunohistochemistry to Identify Prostate Tumors that are Likely to Respond to Immunotherapy.
- An expression-based marker of intratumoral plasma cell content to identify tumors that will likely be responsive to immunotherapy was validated as follows. Study cohorts included consisted of three datasets of molecular and clinical data: two from tumors sampled from radical prostatectomy (RP) specimens and one from biopsies of men with metastatic castration-resistant PCa (mCRPC).
- RP radical prostatectomy
- mCRPC metastatic castration-resistant PCa
- the androgen receptor (AR) activity signature was based on the weighted expression of nine canonical androgen receptor transcriptional target genes (KLK3, KLK2, FKBP5, STEAP1, STEAP2, PPAP2A, RAB3B, ACSL3, and NKX3-1) validated to measure tumors androgen receptor output and response to androgen deprivation therapy.
- KLK3, KLK2, FKBP5, STEAP1, STEAP2, PPAP2A, RAB3B, ACSL3, and NKX3-1 validated to measure tumors androgen receptor output and response to androgen deprivation therapy.
- Genomic risk classifier was defined as an expression-based score validated specifically for PCa to predict risk of disease recurrence following local treatment with higher scores (0.0 to 1.0) predicting an increased risk.
- Tumor immunophenoscores and their major and minor parameters were calculated as previously described.
- Master regulator analysis [00183] Master regulator (MR) analyses were performed using the MARINa algorithm (Carro et al. Nature 463:318–325, 2010 and Lefebvre et al.
- the plasma cell signature was used to define as a ranked list of genes based on their differential expression (two-sides Welch t-test) between plasma cell-high (content greater than mean + 1 standard deviation) and plasma cell-low tumors in the GRID cohort and utilized to query prostate-cancer-specific regulatory network (interactome), as reconstructed in Aytes et al. (Aytes et al.
- each tumor in JHMI was divided by low versus high activity level based on the upper quartile of activity level for each regulator.
- Multivariable Cox proportional hazards regression analyses were performed to calculate the hazard ratio (HR) and 95% confidence interval (CI) for high versus low activity for each master regulator adjusting for grade group, log-transformed serum prostate-specific antigen (PSA), and organ confined versus not organ confined disease.
- HR hazard ratio
- CI 95% confidence interval
- PSA log-transformed serum prostate-specific antigen
- organ confined versus not organ confined disease results Expression-based signature for plasma cells content validated by immunohistochemistry [00186] CD138+ density, an immune cell marker specific to plasma cells, (O’Connell et al.
- FDR false discovery rate
- tumors within the GRID cohort were noted to be associated with immune pathways associated with increased immune activity (e.g. increased HLA expression; Figure 8A). Accordingly, tumors with high plasma cell content were associated with increased pathways in effector cells and antigen presentation, decreased pathways in checkpoint/immunomodulators and suppressor cells, and overall high immunophenoscores suggesting predicted increased response to immunotherapy (Figure 8B). [00191] We then sought to identify immune-related transcriptional regulatory programs to explain the increased immune pathways in tumors with high plasma cell content. For this, we categorized tumors in the GRID cohort as plasma cell-high and plasma cell-low.
- MR MARINa This signature was then subjected to MR MARINa analysis, which utilized prostate-cancer specific transcriptional regulatory network (interactome) and identified MRs based on enrichment (differential expression) of their transcriptional targets. From the top 10 MRs, this analysis identified seven MRs with increased activity in plasma cell- high tumors and three with decreased activity (Figure 9A). To confirm the transcriptional activity patterns across patients in plasma cell-high and plasma cell-low patient groups, we performed the single-patient VIPER analysis in the GRID cohort. While there was some heterogeneity in this arrangement of differential activity among tumors with high plasma cell content, most of these tumors did express this pattern (Figure 9B).
- the MR most over-activated in plasma cell-high tumors was VAV1 (Vav Guanine Nucleotide Exchange Factor 1) which has been implicated in B-cell maturation. (Tedford et al. Nat Immunol 2:548– 555, 2001.)
- the MR most over-activated in plasma cell-low tumors was TRIM24 (tripartite motif- containing protein 24) which has previously been shown to augment androgen receptor output in SPOP mutant PCa. (Groner et al.
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