WO2023149608A1 - Trim51 biomarker for predicting melanoma treatment resistance and use thereof - Google Patents

Trim51 biomarker for predicting melanoma treatment resistance and use thereof Download PDF

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WO2023149608A1
WO2023149608A1 PCT/KR2022/011017 KR2022011017W WO2023149608A1 WO 2023149608 A1 WO2023149608 A1 WO 2023149608A1 KR 2022011017 W KR2022011017 W KR 2022011017W WO 2023149608 A1 WO2023149608 A1 WO 2023149608A1
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melanoma
trim51
protein
mrna
resistance
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PCT/KR2022/011017
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French (fr)
Korean (ko)
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임병호
최길돈
조경진
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한국화학연구원
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    • CCHEMISTRY; METALLURGY
    • C12BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
    • C12QMEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
    • C12Q1/00Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions
    • C12Q1/68Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions involving nucleic acids
    • C12Q1/6876Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes
    • C12Q1/6883Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for diseases caused by alterations of genetic material
    • C12Q1/6886Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for diseases caused by alterations of genetic material for cancer
    • CCHEMISTRY; METALLURGY
    • C12BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
    • C12QMEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
    • C12Q2600/00Oligonucleotides characterized by their use
    • C12Q2600/136Screening for pharmacological compounds
    • CCHEMISTRY; METALLURGY
    • C12BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
    • C12QMEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
    • C12Q2600/00Oligonucleotides characterized by their use
    • C12Q2600/158Expression markers

Definitions

  • TRIM51 Tripartite Motif-Containing 51 mRNA or protein-containing melanoma drug resistance predictive biomarker
  • TRIM51 Tripartite Motif-Containing 51 mRNA or protein expression level measurement agent containing melanoma drug resistance as an active ingredient It relates to a composition for prediction, a kit for predicting melanoma drug resistance including the same, a method for providing information necessary for predicting resistance of a melanoma drug drug, and a method for screening a melanoma drug response enhancer.
  • Malignant melanoma refers to a malignant neoplasm (cancer) of the skin composed of melanin-producing cells. Specifically, melanin-producing cells are congenital or acquired, and melanocytes are normal cells in the skin or mucous membranes, and skin color appears due to a pigment called melanin produced by these cells. At this time, sunbathing or excessive sunlight exposure produces a lot of melanin in melanocytes and changes the skin color to black.
  • malignant melanoma Cancer arising from melanocytes that normally exist in this way is called malignant melanoma. Because melanocytes are congenitally large, they tend to develop into malignant melanoma. Smaller melanomas may be more common in fair-skinned people.
  • the malignant melanoma mainly occurs in the skin, but may also occur in other parts with mucous membranes such as the eye (eye), rectum, nose or esophagus.
  • Malignant tumors occurring in the skin include squamous cell carcinoma, basal cell carcinoma, and the like in addition to malignant melanoma, and among them, malignant melanoma is known to be the most malignant.
  • BRAF inhibitors or MEK inhibitors are recommended for the treatment of melanoma, but resistance is shown in melanoma patients. Therefore, in order to improve the cure rate of treatment for patients with advanced melanoma, it was urgently needed to establish a strategy to overcome melanoma resistance based on the interaction analysis of melanoma cells and to discover therapeutic predictive response markers for melanoma drugs.
  • An object of the present invention is to provide a biomarker for predicting melanoma treatment resistance including TRIM51 (Tripartite Motif-Containing 51) mRNA or protein.
  • TRIM51 Tripartite Motif-Containing 51
  • a composition for melanoma drug resistance prediction comprising an agent measuring the mRNA or protein expression level as an active ingredient, and a melanoma drug resistance prediction kit comprising the same do.
  • an object of the present invention is to provide a method for screening a melanoma therapeutic agent responsiveness enhancer comprising the step of selecting a test substance having a reduced mRNA or protein level of TRIM51.
  • the melanoma therapeutic agent is characterized in that it includes at least one inhibitor selected from the group consisting of a BRAF inhibitor and a MEK inhibitor.
  • the biomarker according to one aspect is a biomarker for predicting resistance to a melanoma treatment including TRIM51 (Tripartite Motif-Containing 51) mRNA or protein, wherein the melanoma treatment is one or more inhibitors selected from the group consisting of a BRAF inhibitor and a MEK inhibitor It is characterized in that it includes.
  • TRIM51 Tripartite Motif-Containing 51
  • the melanoma may be a BRAF mutant melanoma.
  • the melanoma may be at least one melanoma selected from the group consisting of cutaneous melanoma and uveal melanoma.
  • the resistance may be intrinsic resistance.
  • a composition according to another aspect is a composition for predicting resistance to a melanoma treatment comprising, as an active ingredient, an agent for measuring TRIM51 (Tripartite Motif-Containing 51) mRNA or protein expression level, wherein the melanoma treatment is a BRAF inhibitor and a MEK inhibitor. It includes one or more inhibitors selected from the group consisting of
  • the agent for measuring the mRNA expression level is a primer or probe that specifically binds to TRIM51 mRNA, and the agent for measuring the expression level of the protein may be an antibody that specifically binds to the TRIM51 protein, a fragment thereof, or an aptamer. .
  • a kit for predicting melanoma drug resistance includes the composition for predicting melanoma drug resistance.
  • the kit for predicting drug resistance to melanoma may be an RT-PCR kit, a DNA chip kit, or a protein chip kit.
  • a method for providing information includes measuring the level of mRNA or protein of TRIM51 in a sample isolated from a melanoma patient; Comparing the measured mRNA or protein level of TRIM51 with the level of TRIM51 mRNA or protein in a normal control sample; And determining that resistance to the melanoma treatment is low when the measured mRNA or protein level of TRIM51 is higher than the level of the normal control sample;
  • the melanoma treatment agent is characterized in that it includes at least one inhibitor selected from the group consisting of a BRAF inhibitor and a MEK inhibitor.
  • the step of measuring the mRNA level of TRIM51 may use a primer or probe that specifically binds to the TRIM51 mRNA.
  • the step of measuring the TRIM51 protein level may use an antibody, a fragment thereof, or an aptamer that specifically binds to the protein.
  • a screening method includes contacting a sample isolated from a melanoma patient with a test substance; Measuring the mRNA or protein level of TRIM51 in a sample contacted with the test substance; And compared to a control sample, a screening method for a melanoma treatment agent responsiveness enhancer comprising the step of selecting a test substance having a reduced mRNA or protein level of TRIM51, wherein the melanoma treatment agent is selected from the group consisting of a BRAF inhibitor and a MEK inhibitor Characterized in that it contains one or more inhibitors.
  • TRIM51 Tripartite Motif-Containing 51 as a target substance and a predictive biomarker for treatment response for overcoming resistance to melanoma therapeutics in relation to resistance to melanoma therapeutics including at least one selected from the group consisting of BRAF inhibitors and MEK inhibitors mRNA or protein was discovered.
  • melanoma-derived TRIM51 is a biomarker for predicting melanoma treatment response It is highly likely that it will be useful.
  • Figure 1a shows the genes aligned with the drug response score (DRS) converted to DRS (0.3) by calculating the pharmacologic correlation of each gene for 481 drugs of Cancer Therapeutics Response Portal (CTRP) data according to one embodiment. is the graph shown.
  • DRS drug response score
  • CRP Cancer Therapeutics Response Portal
  • Figure 1b is a graph showing the relative display of DRS for all drugs, kinase inhibitors and BRAF inhibitors according to one embodiment.
  • Figure 2 is a graph showing the TRIM51 mRNA level test using cBioPortal in various cancer cell lines (CCL).
  • FIG. 3A is a heat map of drug sensitivity profiles for several BRAF-MEK inhibitors as measured by area under the drug response curve (AUC) according to one embodiment
  • FIG. Figure 3c is a diagram showing the expression level of BRAF-MEK pathway-related proteins measured by reverse-phase protein array (RPPA) displayed in 201 cancer cell lines (CCL) sorted by TRIM51 mRNA level according to one embodiment. is the diagram shown. (At this time, parentheses indicate TRIM51 mRNA level and Pearson's correlation coefficient)
  • RPPA reverse-phase protein array
  • FIG. 4A and 4B show the effect of TRIM51 in a BRAF mutant melanoma cancer cell line (CCL) using Cancer Therapeutics Response Portal (CTRP) data (FIG. 4A) and simultaneous relative inhibition profiling (PRISM) data in mixtures (FIG. 4B).
  • CRP Cancer Therapeutics Response Portal
  • PRISM simultaneous relative inhibition profiling
  • Figure 5a is a bar graph showing the expression level of TRIM51 when A375 melanoma cells were treated with the BRAF inhibitor vemurafenib according to one embodiment.
  • Figure 5b is a bar graph showing the expression level of TRIM51 when 92.1 uveal melanoma cells were treated with the MEK inhibitor, trametinib, according to one embodiment.
  • Figure 5c is a bar graph showing the expression level of TRIM51 when several uveal melanoma cancer cell lines were treated with the MEK inhibitor selumetinib according to one embodiment.
  • 5D and 5E show before (pre-treatment) and after (post-treatment) treatment with a BRAF-MEK inhibitor in two independent melanoma biopsy samples (GSE65185 (FIG. 5D) and GSE99898 (FIG. 5E)), respectively, according to one embodiment.
  • ) is a paired plot showing the expression level of TRIM51.
  • 5F and 5G are paired plots showing the expression level of TRIM51 during initial (FIG. 5F) and progression (FIG. 5F) after treatment with a BRAF-MEK inhibitor, according to one embodiment.
  • Figure 6a is a graph showing the expression level of TRIM51 according to the disease progression and status of melanoma examined using four independent gene expression omnibus (GEO) data sets according to one embodiment.
  • GEO gene expression omnibus
  • 6B is a Kaplan-Meier curve showing overall and progression-free survival of TRIM51-high (z-score ⁇ 2) and TRIM51-low (z-score ⁇ 2) patients in cutaneous cutaneous melanoma (SKCM) according to one embodiment. it's a graph
  • Figure 6c shows total and no TRIM51-high ( ⁇ median expression level) and TRIM51-low ( ⁇ median expression level) patients of uveal melanoma (UVM) using The Cancer Genome Atlas (TCGA) data according to one embodiment. It is a Kaplan-Meier curve graph showing progression survival rate.
  • FIG. 7A shows mRNA expression levels of genes encoding granzymes and Lck in TRIM51-high ( ⁇ moderate level) and TRIM51-low (z-score ⁇ moderate level) patients with skin cutaneous melanoma (SKCM) according to one embodiment. is a graph showing
  • Figure 7B shows a significant association between the expression level of TRIM51 and CD8 T cell signature and three immunotherapy-related transcriptional signatures including signature down (Nivo_resistant_melanoma_down) and up-regulation (Nivo_resistant_melanoma_up) in nivolumab-resistant melanoma, according to one embodiment. It is a gene set enrichment analysis (GSEA) plot showing.
  • GSEA gene set enrichment analysis
  • variable includes all values within the stated range inclusive of the stated endpoints of the range.
  • a range of "5 to 10" includes values of 5, 6, 7, 8, 9, and 10, as well as any subrange of 6 to 10, 7 to 10, 6 to 9, 7 to 9, and the like. inclusive, as well as any value between integers that fall within the scope of the stated range, such as 5.5, 6.5, 7.5, 5.5 to 8.5 and 6.5 to 9, and the like.
  • the range of "10% to 30%” includes values such as 10%, 11%, 12%, 13%, etc., and all integers up to and including 30%, as well as values from 10% to 15%, 12% to 12%, etc. It will be understood to include any sub-range, such as 18%, 20% to 30%, and the like, as well as any value between reasonable integers within the scope of the stated range, such as 10.5%, 15.5%, 25.5%, and the like.
  • BRAF inhibitors or MEK inhibitors have been recommended for conventional melanoma treatment, but melanoma patients show resistance, and accordingly, in order to improve the treatment rate of treatment for advanced melanoma patients, analysis of the interaction of melanoma cells is needed.
  • the establishment of a strategy based on melanoma resistance and the discovery of treatment predictive response markers for melanoma drugs were urgently needed.
  • the present inventors verified the effectiveness as a candidate for overcoming melanoma drug resistance through the control of TRIM51 mRNA or protein, and confirmed that it showed clinical significance as a predictive marker for treatment response.
  • melanoma It was confirmed that the derived TRIM51 is highly likely to be usefully used as a biomarker for predicting melanoma treatment response, and this was completed.
  • the biomarker for predicting melanoma drug resistance includes TRIM51 (Tripartite Motif-Containing 51) mRNA or protein.
  • the melanoma treatment includes one or more inhibitors selected from the group consisting of BRAF inhibitors and MEK inhibitors.
  • melanoma refers to a cutaneous malignant neoplasm (cancer) composed of melanocytes, and in one embodiment, the melanoma may be a BRAF mutant melanoma, the melanoma comprising cutaneous melanoma, and uveal It may be one or more melanomas selected from the group consisting of melanomas.
  • TriM51 used is an abbreviation of Tripartite Motif-Containing 51, and information on the gene and protein of TRIM51 can be easily identified through a known database such as NCBI gene bank, and the TRIM51 gene is, for example, SEQ ID NO: 1 It may be a polynucleotide consisting of the nucleotide sequence of or a polynucleotide consisting of the nucleotide sequence described in Gene ID: 84767 of the NCBI Genbank, and the TRIM51 protein may be a polypeptide consisting of the amino acid sequence of SEQ ID NO: 2.
  • the term "prediction" is used to refer to the likelihood that a subject patient will respond favorably or unfavorably to a drug or set of drugs.
  • the prediction relates to the extent of such response. For example, a prediction relates to whether and/or the probability that a patient will survive without melanoma recurrence after treatment, e.g., treatment with a particular therapeutic agent and/or surgical removal of a primary tumor and/or chemotherapy for a specified period of time. will be.
  • These predictions can be used clinically to make treatment decisions by selecting the most appropriate treatment modalities for melanoma patients.
  • the prediction is whether the patient will respond favorably to a therapeutic treatment, such as a given therapeutic treatment, e.g., administration of a given therapeutic agent or combination, surgical intervention, chemotherapy, etc., or whether long-term survival of the patient is possible after the therapeutic treatment. It is a useful tool for forecasting.
  • a therapeutic treatment such as a given therapeutic treatment, e.g., administration of a given therapeutic agent or combination, surgical intervention, chemotherapy, etc., or whether long-term survival of the patient is possible after the therapeutic treatment. It is a useful tool for forecasting.
  • predicting melanoma drug resistance means predicting whether a patient will respond preferentially or unfavorably to melanoma treatment, or predicting the risk of melanoma drug resistance. Therefore, if it is possible to predict patients for whom an effect can be expected (responders) and patients for whom no effect can be expected (non-responders) before the start of treatment, chemotherapy with high efficacy and safety can be realized.
  • the prediction method can be used clinically to make treatment decisions by selecting the most appropriate treatment modalities for patients with melanoma.
  • the composition for predicting melanoma drug resistance includes an agent for detecting TRIM51 (Tripartite Motif-Containing 51) mRNA or protein expression level as an active ingredient. At this time, if there is overlapping content with the biomarker for melanoma drug resistance prediction among the contents related to the composition for melanoma drug resistance prediction, it can be omitted.
  • TRIM51 Tripartite Motif-Containing 51
  • the expression level of TRIM51 can be measured to predict and diagnose melanoma treatment resistance.
  • the sequence can be modified to a certain extent in diagnosing the progression or onset of cancer.
  • a sequence in which 80% or more, specifically 90% or more, more specifically 95% or more, and even more specifically 98% homology is maintained by such artificial modification is the target in the present invention. It will be readily understood that it is equivalent to the above sequence of the present invention, as long as it can be used as a cancer diagnostic marker and allows a significant comparison of the expression level difference between a normal subject and a subject suspected of having cancer.
  • the agent for measuring the mRNA expression level is a primer or probe that specifically binds to TRIM51 mRNA
  • the agent for measuring the expression level of the protein is an antibody that specifically binds to the TRIM51 protein, a fragment thereof, or an aptamer. it can be
  • agent for measuring the expression level of TRIM51 mRNA refers to an agent used in a method for determining the expression of mRNA contained in a sample, preferably RT-PCR or competitive RT-PCR (Competitive RT -PCR), Real-time RT-PCR, RNase protection assay (RPA; RNase protection assay), Northern blotting, gene chip analysis, etc.
  • RT-PCR or competitive RT-PCR Competitive RT-PCR
  • RNase protection assay RNase protection assay
  • Northern blotting gene chip analysis, etc.
  • target genes used in methods It may be a primer or probe capable of binding to, but is not particularly limited thereto.
  • primer refers to a nucleic acid sequence having a short free 3' hydroxyl group, capable of forming base pairs with a complementary template, and serving as a starting point for template strand copying. It refers to a short nucleic acid sequence that functions. Primers can initiate DNA synthesis in the presence of reagents for polymerization (i.e., DNA polymerase or reverse transcriptase) and four different nucleoside triphosphates in an appropriate buffer and temperature.
  • reagents for polymerization i.e., DNA polymerase or reverse transcriptase
  • probe refers to a nucleic acid fragment such as RNA or DNA corresponding to a few bases to several hundreds of bases in length that can form a specific binding with a gene or mRNA. It may be manufactured in the form of a single stranded DNA (DNA) probe, a double stranded DNA probe, an RNA probe, or the like, and may be labeled for easier detection, but is not limited thereto.
  • DNA single stranded DNA
  • RNA probe or the like
  • the primers or probes of the present invention can be chemically synthesized using the phosphoramidite solid support method, or other well-known methods.
  • Such nucleic acid sequences can also be modified using a number of means known in the art. Non-limiting examples of such modifications include methylation, capping, substitution of one or more homologues of a natural nucleotide, and modifications between nucleotides, such as uncharged linkages such as methyl phosphonates, phossotriesters, phosphoramidates, carbamates, etc.) or charged linkages (eg phosphorothioates, phosphorodithioates, etc.)
  • a nucleic acid may contain one or more additional covalently linked moieties, such as proteins (eg, nucleases, toxins, antibodies, signal peptides, poly-L-lysine, etc.), intercalants (eg, acridine, psoralen, etc.). ), chelating agents (eg, metals, radioactive metals, iron, oxidizing metals, etc.), and alkylating agents.
  • Nucleic acid sequences of the present invention can also be modified with labels that can directly or indirectly provide a detectable signal. Examples of labels include radioactive isotopes, fluorescent molecules, and biotin.
  • agent for detecting the TRIM51 protein expression level is a process for confirming the presence and expression level of a protein expressed from a cancer marker gene in a biological sample in order to diagnose cancer, specifically, the protein of the gene
  • the amount of the protein can be confirmed using an antibody, a fragment thereof, or an aptamer that specifically binds to.
  • antibody refers to a specific protein molecule directed against an antigenic site.
  • antibody refers to an antibody that specifically binds to a marker protein and includes both polyclonal, monoclonal and recombinant antibodies. Since cancer marker proteins have been identified as described above, antibodies can be easily prepared using techniques well known in the art.
  • Polyclonal antibodies can be produced by a method well known in the art, in which the above-described colorectal cancer or prostate cancer marker protein antigen is injected into an animal and blood is collected from the animal to obtain serum containing the antibody.
  • Such polyclonal antibodies can be prepared from any animal species host, such as goat, rabbit, sheep, monkey, horse, pig, and cow.
  • Monoclonal antibodies can be prepared using a hybridoma method or phage antibody library technology well known in the art.
  • the antibody prepared by the above method may be separated and purified using methods such as gel electrophoresis, dialysis, salt precipitation, ion exchange chromatography, and affinity chromatography.
  • the antibodies include functional fragments of antibody molecules as well as complete forms having two full-length light chains and two full-length heavy chains.
  • a functional fragment of an antibody molecule means a fragment having at least an antigen-binding function, and includes Fab, F(ab'), F(ab') 2 and Fv.
  • aptamer refers to a polynucleotide composed of a special kind of single-stranded nucleic acid (DNA, RNA, or modified nucleic acid) that has a stable tertiary structure and is capable of binding to a target molecule with high affinity and specificity.
  • DNA DNA, RNA, or modified nucleic acid
  • aptamers can specifically bind to antigenic substances in the same way as antibodies, but are more stable than proteins, have a simple structure, and are composed of polynucleotides that are easy to synthesize, so they can be used instead of antibodies.
  • a kit for diagnosing melanoma includes the composition for diagnosing melanoma.
  • the kit can be used to predict melanoma drug resistance by measuring the expression level of TRIM51 in a sample isolated from a melanoma-affected individual, but is not particularly limited thereto, Primers or probes for measuring the expression level of TRIM51 In addition, one or more other component compositions, solutions or devices suitable for the analytical method may be included.
  • the diagnostic kit for measuring the expression level of TRIM51 of the present invention may be a kit containing essential elements required to perform RT-PCR.
  • the RT-PCR kit contains, in addition to each primer pair specific for the gene, a test tube or other suitable container, reaction buffer (with varying pH and magnesium concentration), deoxynucleotides (dNTPs), Taq-polymerase and reverse transcriptase enzymes such as, DNase, RNAse inhibitors, DEPC-water, sterile water, and the like.
  • dNTPs deoxynucleotides
  • Taq-polymerase reverse transcriptase enzymes
  • a primer pair specific to a gene used as a quantitative control may be included.
  • kits of the present invention may include essential elements required to perform gene chip analysis.
  • a gene chip analysis kit may include a substrate to which cDNA corresponding to a gene or a fragment thereof is attached as a probe, and reagents, reagents, enzymes, and the like for preparing a fluorescently labeled probe.
  • the substrate may include a cDNA corresponding to a quantitative control gene or a fragment thereof.
  • the kit may include essential elements required to perform ELISA.
  • ELISA kits contain antibodies specific for marker proteins.
  • An antibody is an antibody that has high specificity and affinity for each marker protein and little cross-reactivity to other proteins, and is a monoclonal antibody, polyclonal antibody, or recombinant antibody.
  • ELISA kits may also include antibodies specific for a control protein.
  • Other ELISA kits include reagents capable of detecting bound antibodies, such as labeled secondary antibodies, chromophores, enzymes (eg, conjugated with antibodies) and substrates thereof or those capable of binding the antibody. may contain other substances and the like.
  • a method for providing information necessary for predicting resistance to a melanoma therapeutic agent includes measuring the mRNA or protein level of TRIM51 in a sample isolated from a melanoma patient; Comparing the measured mRNA or protein level of TRIM51 with the level of TRIM51 mRNA or protein in a normal control sample; and determining that resistance to a melanoma treatment is low when the measured mRNA or protein level of TRIM51 is higher than that of the normal control sample.
  • sample isolated from a melanoma patient refers to the mRNA of the TRIM51 gene, which is a melanoma marker, or Samples such as tissues, cells, blood, serum, plasma, saliva, sputum, cerebrospinal fluid or urine having different protein levels thereof are included, but are not limited thereto.
  • the mRNA level can be measured in various ways, and specifically, primers or probes that specifically bind to the TRIM51 gene can be used.
  • the mRNA level is reverse transcriptase polymerase reaction (RT-PCR), competitive reverse transcriptase polymerase reaction (competitive RT-PCR), real time reverse transcriptase polymerase reaction (real time quantitative RT-PCR), RNase protection assay (RNase protection method), it may be measured by Northern blotting or gene chip, but is not limited thereto.
  • RT-PCR reverse transcriptase polymerase reaction
  • competitive RT-PCR competitive reverse transcriptase polymerase reaction
  • real time reverse transcriptase polymerase reaction real time quantitative RT-PCR
  • RNase protection method RNase protection method
  • the TRIM51 protein level measurement method includes Western blot, ELISA, radioimmunoassay, radioimmunoassay, Oukteroni immunodiffusion method, rocket immunoelectrophoresis, tissue immunostaining, immunoprecipitation assay, complement fixation assay, FACS, protein chip, etc. There is, but is not limited to this.
  • antigen-antibody complex refers to a combination of a melanoma marker protein and an antibody specific thereto, and the amount of antigen-antibody complex formed can be quantitatively measured through the size of the signal of a detection label do.
  • detection labels may be selected from the group consisting of enzymes, fluorescent substances, ligands, luminescent substances, microparticles, redox molecules, and radioactive isotopes, but are not necessarily limited thereto.
  • enzymes include ⁇ -glucuronidase, ⁇ -D-glucosidase, ⁇ -D-galactosidase, urease, peroxidase or alkaline phosphatase, acetylcholine Theranase, glucose oxidase, hexokinase and GDPase, RNase, glucose oxidase and luciferase, phosphofructokinase, phosphoenolpyruvate carboxylase, aspartate aminotransferase, phosphophenolpyruvate deca voxylase, ⁇ -latamase, and the like, but are not limited thereto.
  • Fluorescent substances include fluorescein, isothiocyanate, rhodamine, phycoerytherin, phycocyanin, allophycocyanine, o-phthalaldehyde, fluorescamine, and the like, but are not limited thereto.
  • Ligands include biotin derivatives and the like, but are not limited thereto.
  • Luminescent substances include acridinium ester, luciferin, luciferase, and the like, but are not limited thereto.
  • Microparticles include, but are not limited to, colloidal gold, colored latex, and the like.
  • Redox molecules include ferrocene, ruthenium complex, biologen, quinone, Ti ion, Cs ion, diimide, 1,4-benzoquinone, hydroquinone, K 4 W(CN) 8 ,[Os(bpy) 3 ] 2+ , [RU(bpy) 3 ] 2+ , [MO(CN) 8 ] 4- , and the like, but are not limited thereto.
  • Radioisotopes include, but are not limited to, 3 H, 14 C, 32 P, 35 S, 36 Cl, 51 Cr, 57 Co , 58 Co, 59 Fe, 90 Y, 125 I, 131 I, and 186 Re. .
  • ELISA includes direct ELISA using a labeled antibody that recognizes an antigen attached to a solid support, indirect ELISA using a labeled antibody that recognizes a capture antibody in a complex of antibodies that recognize an antigen attached to a solid support, and Direct sandwich ELISA using another labeled antibody that recognizes an antigen in a complex of antibody and antigen, followed by reaction with another antibody that recognizes an antigen in a complex of antibody and antigen attached to a solid support, followed by labeled antibody that recognizes this antibody It includes various ELISA methods such as indirect sandwich ELISA using secondary antibodies.
  • a labeled antibody recognizing the antigen of the antigen-antibody complex is attached to enzymatically develop color, or for the antibody recognizing the antigen of the antigen-antibody complex It is detected by a sandwich ELISA method in which a labeled secondary antibody is attached to enzymatically develop color. Resistance to the melanoma treatment can be confirmed by checking the degree of complex formation between the cancer marker protein and the antibody.
  • Western blotting using one or more antibodies against the melanoma marker is used.
  • Total proteins are separated from the sample, subjected to electrophoresis to separate the proteins according to size, and transferred to a nitrocellulose membrane to react with antibodies.
  • Cancer occurrence can be confirmed by checking the amount of protein produced by gene expression by a method of checking the amount of the produced antigen-antibody complex using a labeled antibody.
  • the detection method consists of a method of examining the expression level of a marker gene in a control group and the expression level of a marker gene in cancerous cells.
  • mRNA or protein levels can be expressed as absolute (eg, ⁇ g/ml) or relative (eg, relative intensity of signal) differences in the marker proteins described above.
  • immunohistochemical staining is performed using at least one antibody against the melanoma marker.
  • a paraffin-embedded block is prepared by a method well known in the art. These are made into slices with a thickness of several ⁇ m and attached to a glass slide, and then reacted with one selected from the above antibodies by a known method. Thereafter, the unreacted antibody is washed, labeled with one of the above-mentioned detection labels, and whether the antibody is labeled is read under a microscope.
  • a protein chip in which one or more antibodies against the melanoma marker are arranged at a predetermined location on a substrate and immobilized at a high density is used.
  • a method of analyzing a sample using a protein chip isolates a protein from the sample, hybridizes the isolated protein with the protein chip to form an antigen-antibody complex, reads it, and confirms the presence or expression level of the protein, Resistance to melanoma treatment can be confirmed.
  • a method for screening a melanoma therapeutic agent responsiveness enhancer includes contacting a test substance with a sample separated from a melanoma patient; Measuring the mRNA or protein level of TRIM51 in a sample contacted with the test material; and selecting a test substance having a reduced mRNA or protein level of TRIM51 compared to a control sample.
  • the candidate substance A substance that reduces the expression level of the TRIM51 of the present invention when present than the level in the absence of the candidate substance can be predicted as a melanoma therapeutic agent responsiveness enhancer.
  • 'candidate' refers to an unknown candidate material used in screening to examine whether or not it affects the expression level of a gene or affects the expression or activity of a protein.
  • the samples include, but are not limited to, chemical substances, nucleotides, antisense-RNA, small interference RNA (siRNA), and natural product extracts.
  • CCL cancer cell line
  • CTRP Cancer Therapeutics Response Portal
  • PRISM Profile Relative Inhibition Simultaneously in Mixtures
  • TCGA Cancer Genome Atlas
  • cBioPortal for clinical data of melanoma patients.
  • CTRP data was used to quantify the effect of each of the 481 compounds by calculating the area under a 16-point concentration-response curve (AUC) across 827 CCLs.
  • AUC concentration-response curve
  • PRISM data compared to the negative control at a single concentration
  • the fold change (log 2 ) of chemical perturbation viability of the pooled 578 CCLs was estimated.
  • GEO Gene Expression Omnibus
  • GSE127988 (13) Transcripts of A375 melanoma cells treated with 7 doses of vemurafenib (0.001-10 uM) for 24 hours.
  • GSE127948 (14): transcript of 92.1 uveal melanoma cells treated with trametinib (10 nM) for 24 hours.
  • GSE33655 (15): Transcriptome of uveal melanoma cells treated with selumetinib for 8 hours.
  • N T Total number of drugs tested (481 drugs from CTRP data).
  • N R The number of drugs with a positive correlation greater than X between the expression level of "Gene A” and drug sensitivity.
  • NS The number of drugs with a negative correlation lower than -X between the expression level of "Gene A” and drug sensitivity.
  • DRS(0.3)_gene A is ⁇ -0.3 between the expression level of "gene A” and drug sensitivity in the number of drugs with a correlation >0.3 between the expression level of "gene A” and drug sensitivity. It is the number minus the number of drugs with a correlation, divided by 481 drugs.
  • a given gene with a high DRS can be classified as a predominantly resistance-related gene for 481 small molecules, whereas a gene with a low DRS can be classified as a predominantly susceptibility-related gene.
  • genes with relatively high DRS are likely to be resistant to most small molecules tested, regardless of development status (e.g., FDA-approved, clinical investigations, and molecular probes) and target class (e.g., kinases). .
  • Figure 1a shows the genes aligned with the drug response score (DRS) converted to DRS (0.3) by calculating the pharmacologic correlation of each gene for 481 drugs of Cancer Therapeutics Response Portal (CTRP) data according to one embodiment. is the graph shown.
  • DRS drug response score
  • CRP Cancer Therapeutics Response Portal
  • Figure 1b is a graph showing the relative display of DRS for all drugs, kinase inhibitors and BRAF inhibitors according to one embodiment.
  • the DRS to BRAF inhibitors showed different behavior. That is, it was confirmed that genes with high DRS for all drugs or BRAF inhibitors other than kinase inhibitors were not biased toward resistance or sensitivity to most drugs.
  • BRAF inhibitors ie, BRAF gene or protein inhibitors, are highly likely to identify specific sensitivity-related genes.
  • Example 2 Analysis of TRIM51 gene expression level and susceptibility to BRAF-MEK inhibitors
  • Figure 2 is a graph showing the TRIM51 mRNA level test using cBioPortal in various cancer cell lines (CCL).
  • FIG. 3A is a heat map of drug sensitivity profiles for several BRAF-MEK inhibitors as measured by area under the drug response curve (AUC) according to one embodiment
  • FIG. Figure 3c is a diagram showing the expression level of BRAF-MEK pathway-related proteins measured by reverse-phase protein array (RPPA) displayed in 201 cancer cell lines (CCL) sorted by TRIM51 mRNA level according to one embodiment. is the diagram shown. (At this time, parentheses indicate TRIM51 mRNA level and Pearson's correlation coefficient)
  • RPPA reverse-phase protein array
  • the BRAF gene or protein inhibitor may include one or more selected from the group consisting of vemurafenib and dabrafenib, and the MEK gene or protein inhibitor may include trametinib can include
  • TRIM51-high CCL in which the BRAF gene or protein inhibitor-MEK gene or protein inhibitor is very effective, has a relatively high concentration of BRAF mutations (FIG. 3b), and BRAF, MEK and ERK1/ It was confirmed that it occurred together with an increased phosphorylation level of 2 (FIG. 3c).
  • FIGS. 4A and 4B show in a BRAF mutant melanoma cancer cell line (CCL) using Cancer Therapeutics Response Portal (CTRP) data (FIG. 4A) and simultaneous relative suppression profiling (PRISM) data in the mixture (FIG. 4B).
  • CTL Cancer Therapeutics Response Portal
  • PRISM simultaneous relative suppression profiling
  • Results were then validated using an independent data set from PRISM examining the sensitivity profiles of 4,518 drugs in 578 CCLs according to FIG. 4B. As a result, it was also confirmed that there was a significant correlation between the expression level of TRIM51 in BRAF-mutant melanoma and the sensitivity to BRAF MEK gene or protein inhibitors.
  • TRIM51 can be included in the BRAF-MEK signaling pathway, but also the expression level of TRIM51 can be expressed in response to BRAF-MEK gene or protein inhibitors even in BRAF mutant melanoma patients. It was confirmed that it can be used for detailed classification of characters.
  • Example 2 Analysis of pharmacological activity related to TRIM51 gene expression level and BRAF-MEK inhibitor
  • Example 1 the fact that the basal expression level of TRIM51 was associated with sensitivity to multiple inhibitors of both BRAF and MEK confirmed that the expression level of TRIM51 could be involved in the BRAF-MEK signaling pathway.
  • 5a to 5g are graphs showing the expression level of TRIM51, a surrogate marker for the pharmacological activity of a BRAF-MEK inhibitor, according to one embodiment.
  • FIG. 5a is a bar graph showing the expression level of TRIM51 when A375 melanoma cells were treated with the BRAF inhibitor vemurafenib according to one embodiment.
  • Figure 5b is a bar graph showing the expression level of TRIM51 when 92.1 uveal melanoma cells were treated with the MEK inhibitor, trametinib, according to one embodiment.
  • Figure 5c is a bar graph showing the expression level of TRIM51 when several uveal melanoma cancer cell lines were treated with the MEK inhibitor selumetinib according to one embodiment.
  • 5D and 5E show before (pre-treatment) and after (post-treatment) treatment with a BRAF-MEK inhibitor in two independent melanoma biopsy samples (GSE65185 (FIG. 5D) and GSE99898 (FIG. 5E)), respectively, according to one embodiment.
  • ) is a paired plot showing the expression level of TRIM51.
  • 5F and 5G are paired plots showing the expression level of TRIM51 during initial (FIG. 5F) and progression (FIG. 5F) after treatment with a BRAF-MEK inhibitor, according to one embodiment.
  • Example 3 TRIM51 gene expression level and survival and immune tolerance analysis of melanoma patients
  • FIG. 6A is a graph showing the expression level of TRIM51 according to the disease progression and status of melanoma examined using four independent gene expression omnibus (GEO) data sets according to one embodiment.
  • GEO gene expression omnibus
  • Figure 6b is a Kaplan-Meier curve showing overall and progression-free survival of TRIM51-high (z-score ⁇ 2) and TRIM51-low (z-score ⁇ 2) patients in cutaneous cutaneous melanoma (SKCM) according to one embodiment. it's a graph
  • Figure 6c shows total and no TRIM51-high ( ⁇ median expression level) and TRIM51-low ( ⁇ median expression level) patients of uveal melanoma (UVM) using The Cancer Genome Atlas (TCGA) data according to one embodiment. It is a Kaplan-Meier curve graph showing progression survival rate.
  • a data set from an independent study showed that the expression level of TRIM51 was generally upregulated during disease progression, and the mRNA level of TRIM51 was significantly increased in both primary and metastatic melanoma compared to normal nevi. could confirm that
  • GSEA gene set enrichment analysis

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Abstract

The present invention relates to a TRIM51 biomarker for predicting melanoma treatment resistance and a use thereof. As a result of verifying the effectiveness as a candidate for overcoming melanoma drug resistance through the regulation of TRIM51 mRNA or protein, and confirming whether it shows clinical significance as a treatment response prediction marker, melanoma-derived TRIM51 is very likely to find advantageous applications as a biomarker for predicting melanoma treatment response.

Description

흑색종 치료 내성 예측용 TRIM51 바이오마커 및 이의 용도TRIM51 biomarker for predicting melanoma treatment resistance and its uses
TRIM51(Tripartite Motif-Containing 51) mRNA 또는 단백질을 포함하는 흑색종 치료제 내성 예측용 바이오마커, TRIM51(Tripartite Motif-Containing 51) mRNA 또는 단백질 발현 수준을 측정하는 제제를 유효성분으로 포함하는 흑색종 치료제 내성 예측용 조성물, 이를 포함하는 포함하는 흑색종 치료제 내성 예측용 키트, 흑색종 치료제의 내성 예측에 필요한 정보를 제공하는 방법, 및 흑색종 치료제 반응성 증진제 스크리닝 방법에 관한 것이다.TRIM51 (Tripartite Motif-Containing 51) mRNA or protein-containing melanoma drug resistance predictive biomarker, TRIM51 (Tripartite Motif-Containing 51) mRNA or protein expression level measurement agent containing melanoma drug resistance as an active ingredient It relates to a composition for prediction, a kit for predicting melanoma drug resistance including the same, a method for providing information necessary for predicting resistance of a melanoma drug drug, and a method for screening a melanoma drug response enhancer.
악성 흑색종은 멜라닌 생성 세포로 구성된 피부 악성 신생물(암)을 뜻한다. 구체적으로, 멜라닌 생성 세포는 선천적 또는 후천적으로 발생하는데, 멜라닌 세포는 피부나 점막에 있는 정상적인 세포로, 이 세포에서 만드는 멜라닌이라는 색소 때문에 피부색이 나타난다. 이때, 일광욕이나 과도한 햇빛 노출은 멜라닌 세포에서 멜라닌을 많이 만들어내어 피부색을 검게 변화시킨다.Malignant melanoma refers to a malignant neoplasm (cancer) of the skin composed of melanin-producing cells. Specifically, melanin-producing cells are congenital or acquired, and melanocytes are normal cells in the skin or mucous membranes, and skin color appears due to a pigment called melanin produced by these cells. At this time, sunbathing or excessive sunlight exposure produces a lot of melanin in melanocytes and changes the skin color to black.
이와 같이 정상적으로 존재하는 멜라닌 세포에 생긴 암을 악성 흑색종이라고 한다. 멜라닌 세포는 선천적으로 크기 때문에 악성 흑색종으로 발전하기 쉽다. 더 작은 흑색종은 피부가 하얀 사람에게서 흔하게 나타날 수 있다.Cancer arising from melanocytes that normally exist in this way is called malignant melanoma. Because melanocytes are congenitally large, they tend to develop into malignant melanoma. Smaller melanomas may be more common in fair-skinned people.
상기 악성 흑색종은 주로 피부에 발생하지만, 안구(눈)나 직장, 코나 식도같이 점막이 있는 다른 부분에서도 생길 수 있다. 피부에 생기는 악성 종양에는 악성 흑색종 외에 편평상피세포암, 기저세포암 등이 있고, 이 중에서 악성 흑색종이 가장 악성도가 높은 것으로 알려져 있다.The malignant melanoma mainly occurs in the skin, but may also occur in other parts with mucous membranes such as the eye (eye), rectum, nose or esophagus. Malignant tumors occurring in the skin include squamous cell carcinoma, basal cell carcinoma, and the like in addition to malignant melanoma, and among them, malignant melanoma is known to be the most malignant.
이에, 흑색종 치료제에 대하여 BRAF 억제제 또는 MEK 억제제가 권고되고 있으나, 흑색종 환자의 경우 저항성을 보이고 있는 실정이다. 따라서, 진행성 흑색종 환자 치료제의 치료율 개선을 위해, 흑색종 세포들의 상호작용 분석에 기반 한 흑색종 내성 극복 전략 수립 및 흑색종 치료제 치료예측 반응 마커 발굴이 이 절실하게 필요한 실정이었다.Accordingly, BRAF inhibitors or MEK inhibitors are recommended for the treatment of melanoma, but resistance is shown in melanoma patients. Therefore, in order to improve the cure rate of treatment for patients with advanced melanoma, it was urgently needed to establish a strategy to overcome melanoma resistance based on the interaction analysis of melanoma cells and to discover therapeutic predictive response markers for melanoma drugs.
상기 문제를 해결하기 위한 목적은 다음과 같다.The purpose of solving the above problem is as follows.
TRIM51(Tripartite Motif-Containing 51) mRNA 또는 단백질을 포함하는 흑색종 치료제 내성 예측용 바이오마커를 제공하는 것을 목적으로 한다.An object of the present invention is to provide a biomarker for predicting melanoma treatment resistance including TRIM51 (Tripartite Motif-Containing 51) mRNA or protein.
TRIM51(Tripartite Motif-Containing 51) mRNA 또는 단백질 발현 수준을 측정하는 제제를 유효성분으로 포함하는 흑색종 치료제 내성 예측용 조성물, 및 이를 포함하는 포함하는 흑색종 치료제 내성 예측용 키트를 제공하는 것을 목적으로 한다.TRIM51 (Tripartite Motif-Containing 51) For the purpose of providing a composition for melanoma drug resistance prediction comprising an agent measuring the mRNA or protein expression level as an active ingredient, and a melanoma drug resistance prediction kit comprising the same do.
흑색종 환자로부터 분리된 시료 내 TRIM51의 mRNA 또는 단백질의 수준을 측정하는 단계; 상기 측정된 TRIM51의 mRNA 또는 단백질의 수준과 정상 대조군 시료의 TRIM51의 mRNA 또는 단백질의 수준을 비교하는 단계; 및 상기 측정된 TRIM51의 mRNA 또는 단백질의 수준이 정상 대조군 시료의 수준보다 높을 경우 흑색종 치료제에 대한 내성이 낮다고 판단하는 단계;를 포함하는 흑색종 치료제의 내성 예측에 필요한 정보를 제공하는 방법을 제공하는 것을 목적으로 한다.Measuring the mRNA or protein level of TRIM51 in a sample isolated from a melanoma patient; Comparing the measured mRNA or protein level of TRIM51 with the level of TRIM51 mRNA or protein in a normal control sample; And determining that the resistance to the melanoma treatment is low when the measured mRNA or protein level of TRIM51 is higher than the level of the normal control sample; aims to do
흑색종 환자로부터 분리된 시료를 시험물질을 접촉시키는 단계; 상기 시험물질을 접촉한 시료에서 TRIM51의 mRNA 또는 단백질 수준을 측정하는 단계; 및 대조군 시료와 비교하여, 상기 TRIM51의 mRNA 또는 단백질 수준이 감소한 시험물질을 선별하는 단계를 포함하는 흑색종 치료제 반응성 증진제 스크리닝 방법을 제공하는 것을 목적으로 한다.contacting a sample isolated from a melanoma patient with a test substance; Measuring the mRNA or protein level of TRIM51 in a sample contacted with the test material; And compared to a control sample, an object of the present invention is to provide a method for screening a melanoma therapeutic agent responsiveness enhancer comprising the step of selecting a test substance having a reduced mRNA or protein level of TRIM51.
이때, 상기 흑색종 치료제는 BRAF 억제제 및 MEK 억제제로 이루어진 군에서 선택되는 하나 이상의 억제제를 포함하는 것을 특징으로 한다.In this case, the melanoma therapeutic agent is characterized in that it includes at least one inhibitor selected from the group consisting of a BRAF inhibitor and a MEK inhibitor.
일 측면에 따른 바이오마커는 TRIM51(Tripartite Motif-Containing 51) mRNA 또는 단백질을 포함하는 흑색종 치료제 내성 예측용 바이오마커로써, 상기 흑색종 치료제는 BRAF 억제제 및 MEK 억제제로 이루어진 군에서 선택되는 하나 이상의 억제제를 포함하는 것을 특징으로 한다.The biomarker according to one aspect is a biomarker for predicting resistance to a melanoma treatment including TRIM51 (Tripartite Motif-Containing 51) mRNA or protein, wherein the melanoma treatment is one or more inhibitors selected from the group consisting of a BRAF inhibitor and a MEK inhibitor It is characterized in that it includes.
상기 흑색종은 BRAF 돌연변이 흑색종일 수 있다.The melanoma may be a BRAF mutant melanoma.
상기 흑색종은 피부 흑색종, 및 포도막 흑색종으로 이루어진 군에서 선택되는 하나 이상의 흑색종일 수 있다.The melanoma may be at least one melanoma selected from the group consisting of cutaneous melanoma and uveal melanoma.
상기 내성은 내재적 내성(Intrinsic resistance)일 수 있다.The resistance may be intrinsic resistance.
다른 일 측면에 따른 조성물은 TRIM51(Tripartite Motif-Containing 51) mRNA 또는 단백질 발현 수준을 측정하는 제제를 유효성분으로 포함하는 흑색종 치료제 내성 예측용 조성물로써, 상기 흑색종 치료제는 BRAF 억제제 및 MEK 억제제로 이루어진 군에서 선택되는 하나 이상의 억제제를 포함한다.A composition according to another aspect is a composition for predicting resistance to a melanoma treatment comprising, as an active ingredient, an agent for measuring TRIM51 (Tripartite Motif-Containing 51) mRNA or protein expression level, wherein the melanoma treatment is a BRAF inhibitor and a MEK inhibitor. It includes one or more inhibitors selected from the group consisting of
상기 mRNA 발현 수준을 측정하는 제제는 TRIM51 mRNA에 특이적으로 결합하는 프라이머 또는 프로브이고, 상기 단백질의 발현 수준을 측정하는 제제는 TRIM51 단백질에 특이적으로 결합하는 항체, 이의 단편, 또는 앱타머일 수 있다.The agent for measuring the mRNA expression level is a primer or probe that specifically binds to TRIM51 mRNA, and the agent for measuring the expression level of the protein may be an antibody that specifically binds to the TRIM51 protein, a fragment thereof, or an aptamer. .
또 다른 일 측면에 따른 흑색종 치료제 내성 예측용 키트는 상기 흑색종 치료제 내성 예측용 조성물을 포함한다.A kit for predicting melanoma drug resistance according to another aspect includes the composition for predicting melanoma drug resistance.
상기 흑색종 치료제 내성 예측용 키트는 RT-PCR 키트, DNA 칩 키트 또는 단백질 칩 키트일 수 있다.The kit for predicting drug resistance to melanoma may be an RT-PCR kit, a DNA chip kit, or a protein chip kit.
또 다른 일 측면에 따른 정보를 제공하는 방법은 흑색종 환자로부터 분리된 시료 내 TRIM51의 mRNA 또는 단백질의 수준을 측정하는 단계; 상기 측정된 TRIM51의 mRNA 또는 단백질의 수준과 정상 대조군 시료의 TRIM51의 mRNA 또는 단백질의 수준을 비교하는 단계; 및 상기 측정된 TRIM51의 mRNA 또는 단백질의 수준이 정상 대조군 시료의 수준보다 높을 경우 흑색종 치료제에 대한 내성이 낮다고 판단하는 단계;를 포함하는 흑색종 치료제의 내성 예측에 필요한 정보를 제공하는 방법으로써, 상기 흑색종 치료제는 BRAF 억제제 및 MEK 억제제로 이루어진 군에서 선택되는 하나 이상의 억제제를 포함하는 것을 특징으로 한다.A method for providing information according to another aspect includes measuring the level of mRNA or protein of TRIM51 in a sample isolated from a melanoma patient; Comparing the measured mRNA or protein level of TRIM51 with the level of TRIM51 mRNA or protein in a normal control sample; And determining that resistance to the melanoma treatment is low when the measured mRNA or protein level of TRIM51 is higher than the level of the normal control sample; As a method for providing information necessary for predicting resistance to a melanoma treatment, The melanoma treatment agent is characterized in that it includes at least one inhibitor selected from the group consisting of a BRAF inhibitor and a MEK inhibitor.
상기 TRIM51의 mRNA 수준을 측정하는 단계는 상기 TRIM51 mRNA에 특이적으로 결합하는 프라이머 또는 프로브를 이용할 수 있다.The step of measuring the mRNA level of TRIM51 may use a primer or probe that specifically binds to the TRIM51 mRNA.
상기 TRIM51 단백질 수준을 측정하는 단계는 상기 단백질에 특이적으로 결합하는 항체, 이의 단편, 또는 앱타머를 이용할 수 있다.The step of measuring the TRIM51 protein level may use an antibody, a fragment thereof, or an aptamer that specifically binds to the protein.
또 다른 일 측면에 따른 스크리닝 방법은 흑색종 환자로부터 분리된 시료를 시험물질을 접촉시키는 단계; 상기 시험물질을 접촉한 시료에서 TRIM51의 mRNA 또는 단백질 수준을 측정하는 단계; 및 대조군 시료와 비교하여, 상기 TRIM51의 mRNA 또는 단백질 수준이 감소한 시험물질을 선별하는 단계를 포함하는 흑색종 치료제 반응성 증진제 스크리닝 방법으로써,상기 흑색종 치료제는 BRAF 억제제 및 MEK 억제제로 이루어진 군에서 선택되는 하나 이상의 억제제를 포함하는 것을 특징으로 한다.A screening method according to another aspect includes contacting a sample isolated from a melanoma patient with a test substance; Measuring the mRNA or protein level of TRIM51 in a sample contacted with the test substance; And compared to a control sample, a screening method for a melanoma treatment agent responsiveness enhancer comprising the step of selecting a test substance having a reduced mRNA or protein level of TRIM51, wherein the melanoma treatment agent is selected from the group consisting of a BRAF inhibitor and a MEK inhibitor Characterized in that it contains one or more inhibitors.
BRAF 억제제 및 MEK 억제제로 이루어진 군에서 선택되는 하나 이상을 포함하는 흑색종 치료제에 대한 내성과 관련하여 흑색종 치료제 내성 극복을 위한 타겟 물질 및 치료반응 예측 바이오마커로써, TRIM51(Tripartite Motif-Containing 51) mRNA 또는 단백질을 발굴하였다.TRIM51 (Tripartite Motif-Containing 51) as a target substance and a predictive biomarker for treatment response for overcoming resistance to melanoma therapeutics in relation to resistance to melanoma therapeutics including at least one selected from the group consisting of BRAF inhibitors and MEK inhibitors mRNA or protein was discovered.
즉, 상기 TRIM51 mRNA 또는 단백질의 제어를 통해 흑색종 치료제 내성 극복 후보로서의 유효성을 검증하고, 치료 반응 예측 마커로서 임상적 유의성을 보이는지 확인한 결과, 흑색종 유래 TRIM51은 흑색종 치료 반응 예측을 위한 바이오마커로 유용하게 활용될 가능성이 매우 높다.That is, as a result of verifying the effectiveness as a melanoma drug resistance overcoming candidate through the control of the TRIM51 mRNA or protein, and confirming whether it shows clinical significance as a treatment response prediction marker, melanoma-derived TRIM51 is a biomarker for predicting melanoma treatment response It is highly likely that it will be useful.
도 1a는 일 실시예에 따라 Cancer Therapeutics Response Portal(CTRP) 데이터의 481개 약물에 대한 각 유전자의 약전사 상관관계를 계산하여 DRS(0.3)로 변환한 약물반응점수(DRS)로 정렬된 유전자를 나타낸 그래프이다.Figure 1a shows the genes aligned with the drug response score (DRS) converted to DRS (0.3) by calculating the pharmacologic correlation of each gene for 481 drugs of Cancer Therapeutics Response Portal (CTRP) data according to one embodiment. is the graph shown.
도 1b는 일 실시예에 따라 모든 약물, 키나제 억제제 및 BRAF 억제제에 대한 DRS가 상대적으로 표시된 것을 나타낸 그래프이다.Figure 1b is a graph showing the relative display of DRS for all drugs, kinase inhibitors and BRAF inhibitors according to one embodiment.
도 2는 다양한 암 세포주(CCL)에서 cBioPortal을 사용한 TRIM51 mRNA 수준 검사를 나타낸 그래프이다.Figure 2 is a graph showing the TRIM51 mRNA level test using cBioPortal in various cancer cell lines (CCL).
도 3a는 일 실시예에 따라 약물 반응 곡선 아래 면적(AUC)으로 측정된 여러 BRAF-MEK 억제제에 대한 약물 민감도 프로파일의 열 지도이고, 도 3b는 일 실시예에 따라 BRAF-MEK 경로와 관련된 돌연변이의 발생을 나타낸 도이고, 도 3c는 일 실시예에 따라 TRIM51 mRNA 수준에 의해 정렬된 201개의 암 세포주(CCL)에 표시된 역상 단백질 어레이(RPPA)에 의해 측정된 BRAF-MEK 경로 관련 단백질의 발현 수준을 나타낸 도이다. (이때, 괄호값은 TRIM51 mRNA 수준과 Pearson의 상관 계수를 나타냄)3A is a heat map of drug sensitivity profiles for several BRAF-MEK inhibitors as measured by area under the drug response curve (AUC) according to one embodiment, and FIG. Figure 3c is a diagram showing the expression level of BRAF-MEK pathway-related proteins measured by reverse-phase protein array (RPPA) displayed in 201 cancer cell lines (CCL) sorted by TRIM51 mRNA level according to one embodiment. is the diagram shown. (At this time, parentheses indicate TRIM51 mRNA level and Pearson's correlation coefficient)
도 4a 및 도 4b는 CTRP(Cancer Therapeutics Response Portal) 데이터(도 4a) 및 혼합물에서 동시에 상대 억제 프로파일링(PRISM) 데이터(도 4b)를 사용한, BRAF 돌연변이 흑색종 암 세포주(CCL)에서, TRIM51의 발현 수준과 BRAF(다브라페닙 및 GDC-0879) 및 MEK(PD318088 및 트라메티닙) 유전자 또는 단백질 억제제에 대한 감수성 간의 상관관계를 나타낸 그래프이다.4A and 4B show the effect of TRIM51 in a BRAF mutant melanoma cancer cell line (CCL) using Cancer Therapeutics Response Portal (CTRP) data (FIG. 4A) and simultaneous relative inhibition profiling (PRISM) data in mixtures (FIG. 4B). A graph showing the correlation between expression levels and susceptibility to BRAF (dabrafenib and GDC-0879) and MEK (PD318088 and trametinib) gene or protein inhibitors.
도 5a는 일 실시예에 따라 A375 흑색종 세포를 BRAF 억제제인 베무라페닙으로 처리한 경우 TRIM51의 발현 수준을 나타낸 막대 그래프이다.Figure 5a is a bar graph showing the expression level of TRIM51 when A375 melanoma cells were treated with the BRAF inhibitor vemurafenib according to one embodiment.
도 5b는 일 실시예에 따라 92.1 포도막 흑색종 세포를 MEK 억제제인 트라메티닙으로 처리한 경우 TRIM51의 발현 수준을 나타낸 막대 그래프이다.Figure 5b is a bar graph showing the expression level of TRIM51 when 92.1 uveal melanoma cells were treated with the MEK inhibitor, trametinib, according to one embodiment.
도 5c는 일 실시예에 따라 여러 포도막 흑색종 암 세포주를 MEK 억제제인 셀루메티닙으로 처리한 경우 TRIM51의 발현 수준을 나타낸 막대 그래프이다.Figure 5c is a bar graph showing the expression level of TRIM51 when several uveal melanoma cancer cell lines were treated with the MEK inhibitor selumetinib according to one embodiment.
도 5d 및 도 5e는 일 실시예에 따라 각각 2개의 독립적인 흑색종 생검 샘플 (GSE65185(도 5d) 및 GSE99898(도 5e))에서 BRAF-MEK 억제제를 사용한 치료 전(전처리) 및 후(후처리) TRIM51의 발현 수준을 보여주는 쌍선 플롯이다.5D and 5E show before (pre-treatment) and after (post-treatment) treatment with a BRAF-MEK inhibitor in two independent melanoma biopsy samples (GSE65185 (FIG. 5D) and GSE99898 (FIG. 5E)), respectively, according to one embodiment. ) is a paired plot showing the expression level of TRIM51.
도 5f 및 도 5g는 일 실시예에 따라 BRAF-MEK 억제제 치료 후 초기(도 5f) 및 진행(도 5f) 동안 TRIM51의 발현 수준을 보여주는 쌍선 플롯이다.5F and 5G are paired plots showing the expression level of TRIM51 during initial (FIG. 5F) and progression (FIG. 5F) after treatment with a BRAF-MEK inhibitor, according to one embodiment.
도 6a는 일 실시예에 따라 4개의 독립적인 유전자 발현 옴니버스(GEO) 데이터 세트를 사용하여 조사하여 흑색종의 질병 진행 및 상태에 따른 TRIM51의 발현 수준을 나타낸 그래프이다.Figure 6a is a graph showing the expression level of TRIM51 according to the disease progression and status of melanoma examined using four independent gene expression omnibus (GEO) data sets according to one embodiment.
도 6b는 일 실시예에 따라 피부 피부 흑색종(SKCM)에서 TRIM51-high(z-score ≥2) 및 TRIM51-low(z-score <2) 환자의 전체 및 무진행 생존율을 보여주는 Kaplan-Meier 곡선그래프이다.6B is a Kaplan-Meier curve showing overall and progression-free survival of TRIM51-high (z-score ≥2) and TRIM51-low (z-score <2) patients in cutaneous cutaneous melanoma (SKCM) according to one embodiment. it's a graph
도 6c는 일 실시예에 따라 The Cancer Genome Atlas(TCGA) 데이터를 사용하여 포도막 흑색종(UVM)의 TRIM51-high(≥ 중앙 발현 수준) 및 TRIM51-low(< 중앙 발현 수준) 환자의 전체 및 무진행 생존율을 보여주는 Kaplan-Meier 곡선그래프이다.Figure 6c shows total and no TRIM51-high (≥ median expression level) and TRIM51-low (< median expression level) patients of uveal melanoma (UVM) using The Cancer Genome Atlas (TCGA) data according to one embodiment. It is a Kaplan-Meier curve graph showing progression survival rate.
도 7a는 일 실시예에 따라 피부 피부 흑색종(SKCM)의 TRIM51-높음(≥ 중간 수준) 및 TRIM51-낮음(z-점수 < 중간 수준) 환자에서 그랜자임 및 Lck를 인코딩하는 유전자의 mRNA 발현 수준을 나타낸 그래프이다.7A shows mRNA expression levels of genes encoding granzymes and Lck in TRIM51-high (≥ moderate level) and TRIM51-low (z-score < moderate level) patients with skin cutaneous melanoma (SKCM) according to one embodiment. is a graph showing
도 7b는 일 실시예에 따라 니볼루맙 내성이 있는 흑색종에서 TRIM51의 발현 수준과 CD8 T 세포 시그니처 및 시그니처 하향(Nivo_resistant_melanoma_down) 및 상향조절(Nivo_resistant_melanoma_up)을 포함한 3가지 면역요법 관련 전사 시그니처 사이의 상당한 연관성을 보여주는 유전자 세트 농축 분석(GSEA) 플롯이다.Figure 7B shows a significant association between the expression level of TRIM51 and CD8 T cell signature and three immunotherapy-related transcriptional signatures including signature down (Nivo_resistant_melanoma_down) and up-regulation (Nivo_resistant_melanoma_up) in nivolumab-resistant melanoma, according to one embodiment. It is a gene set enrichment analysis (GSEA) plot showing.
이상의 목적들, 다른 목적들, 특징들 및 이점들은 첨부된 도면과 관련된 이하의 바람직한 실시예들을 통해서 쉽게 이해될 것이다. 그러나 여기서 설명되는 실시예들에 한정되지 않고 다른 형태로 구체화될 수도 있다. 오히려, 여기서 소개되는 실시예들은 개시된 내용이 철저하고 완전해질 수 있도록 그리고 통상의 기술자에게 기술적 사상이 충분히 전달될 수 있도록 하기 위해 제공되는 것이다.The above objects, other objects, features and advantages will be easily understood through the following preferred embodiments in conjunction with the accompanying drawings. However, it is not limited to the embodiments described herein and may be embodied in other forms. Rather, the embodiments introduced herein are provided so that the disclosed content will be thorough and complete and the technical idea will be sufficiently conveyed to those skilled in the art.
각 도면을 설명하면서 유사한 참조부호를 유사한 구성요소에 대해 사용하였다. 첨부된 도면에 있어서, 구조물들의 치수는 본 발명의 명확성을 위하여 실제보다 확대하여 도시한 것이다. 제1, 제2 등의 용어는 다양한 구성요소들을 설명하는데 사용될 수 있지만, 상기 구성요소들은 상기 용어들에 의해 한정되어서는 안 된다. 상기 용어들은 하나의 구성요소를 다른 구성요소로부터 구별하는 목적으로만 사용된다. 예를 들어, 본 발명의 권리 범위를 벗어나지 않으면서 제1 구성요소는 제2 구성요소로 명명될 수 있고, 유사하게 제2 구성요소도 제1 구성요소로 명명될 수 있다. 단수의 표현은 문맥상 명백하게 다르게 뜻하지 않는 한, 복수의 표현을 포함한다.Like reference numerals have been used for like elements throughout the description of each figure. In the accompanying drawings, the dimensions of the structures are shown enlarged than actual for clarity of the present invention. Terms such as first and second may be used to describe various components, but the components should not be limited by the terms. These terms are only used for the purpose of distinguishing one component from another. For example, a first element may be termed a second element, and similarly, a second element may be termed a first element, without departing from the scope of the present invention. Singular expressions include plural expressions unless the context clearly dictates otherwise.
본 명세서에서, "포함하다" 또는 "가지다" 등의 용어는 명세서 상에 기재된 특징, 숫자, 단계, 동작, 구성요소, 부품 또는 이들을 조합한 것이 존재함을 지정하려는 것이지, 하나 또는 그 이상의 다른 특징들이나 숫자, 단계, 동작, 구성요소, 부분품 또는 이들을 조합한 것들의 존재 또는 부가 가능성을 미리 배제하지 않는 것으로 이해되어야 한다. 또한, 층, 막, 영역, 판 등의 부분이 다른 부분 "상에" 있다고 할 경우, 이는 다른 부분 "바로 위에" 있는 경우뿐만 아니라 그 중간에 또 다른 부분이 있는 경우도 포함한다. 반대로 층, 막, 영역, 판 등의 부분이 다른 부분 "하부에" 있다고 할 경우, 이는 다른 부분 "바로 아래에" 있는 경우뿐만 아니라 그 중간에 또 다른 부분이 있는 경우도 포함한다.In this specification, terms such as "include" or "have" are intended to designate that there is a feature, number, step, operation, component, part, or combination thereof described in the specification, but one or more other features It should be understood that it does not preclude the possibility of the presence or addition of numbers, steps, operations, components, parts, or combinations thereof. In addition, when a part such as a layer, film, region, plate, etc. is said to be "on" another part, this includes not only the case where it is "directly on" the other part, but also the case where another part is present in the middle. Conversely, when a part such as a layer, film, region, plate, etc. is said to be "under" another part, this includes not only the case where it is "directly below" the other part, but also the case where another part is in the middle.
달리 명시되지 않는 한, 본 명세서에서 사용된 성분, 반응 조건, 폴리머 조성물 및 배합물의 양을 표현하는 모든 숫자, 값 및/또는 표현은, 이러한 숫자들이 본질적으로 다른 것들 중에서 이러한 값을 얻는 데 발생하는 측정의 다양한 불확실성이 반영된 근사치들이므로, 모든 경우 "약"이라는 용어에 의해 수식되는 것으로 이해되어야 한다. 또한, 본 기재에서 수치범위가 개시되는 경우, 이러한 범위는 연속적이며, 달리 지적되지 않는 한 이러한 범 위의 최소값으로부터 최대값이 포함된 상기 최대값까지의 모든 값을 포함한다. 더 나아가, 이러한 범위가 정수를 지칭하는 경우, 달리 지적되지 않는 한 최소값으로부터 최대값이 포함된 상기 최대값까지를 포함하는 모든 정수가 포함된다.Unless otherwise specified, all numbers, values and/or expressions expressing quantities of components, reaction conditions, polymer compositions and formulations used herein refer to the number of factors that such numbers arise, among other things, to obtain such values. Since these are approximations that reflect the various uncertainties of the measurement, they should be understood to be qualified by the term "about" in all cases. Also, when numerical ranges are disclosed herein, such ranges are contiguous and include all values from the minimum value of such range to the maximum value inclusive, unless otherwise indicated. Furthermore, where such ranges refer to integers, all integers from the minimum value to the maximum value inclusive are included unless otherwise indicated.
본 명세서에 있어서, 범위가 변수에 대해 기재되는 경우, 상기 변수는 상기 범위의 기재된 종료점들을 포함하는 기재된 범위 내의 모든 값들을 포함하는 것으로 이해될 것이다. 예를 들면, "5 내지 10"의 범위는 5, 6, 7, 8, 9, 및 10의 값들뿐만 아니라 6 내지 10, 7 내지 10, 6 내지 9, 7 내지 9 등의 임의의 하위 범위를 포함하고, 5.5, 6.5, 7.5, 5.5 내지 8.5 및 6.5 내지 9 등과 같은 기재된 범위의 범주에 타당한 정수들 사이의 임의의 값도 포함하는 것으로 이해될 것이다. 또한 예를 들면, "10% 내지 30%"의 범위는 10%, 11%, 12%, 13% 등의 값들과 30%까지를 포함하는 모든 정수들뿐만 아니라 10% 내지 15%, 12% 내지 18%, 20% 내지 30% 등의 임의의 하위 범위를 포함하고, 10.5%, 15.5%, 25.5% 등과 같이 기재된 범위의 범주 내의 타당한 정수들 사이의 임의의 값도 포함하는 것으로 이해될 것이다.In this specification, where ranges are stated for a variable, it will be understood that the variable includes all values within the stated range inclusive of the stated endpoints of the range. For example, a range of "5 to 10" includes values of 5, 6, 7, 8, 9, and 10, as well as any subrange of 6 to 10, 7 to 10, 6 to 9, 7 to 9, and the like. inclusive, as well as any value between integers that fall within the scope of the stated range, such as 5.5, 6.5, 7.5, 5.5 to 8.5 and 6.5 to 9, and the like. Also, for example, the range of "10% to 30%" includes values such as 10%, 11%, 12%, 13%, etc., and all integers up to and including 30%, as well as values from 10% to 15%, 12% to 12%, etc. It will be understood to include any sub-range, such as 18%, 20% to 30%, and the like, as well as any value between reasonable integers within the scope of the stated range, such as 10.5%, 15.5%, 25.5%, and the like.
종래 흑색종 치료제에 대하여 BRAF 억제제 또는 MEK 억제제가 권고되고 있으나, 흑색종 환자의 경우 저항성을 보이고 있는 실정이었고, 이에 따라, 진행성 흑색종 환자 치료제의 치료율 개선을 위해, 흑색종 세포들의 상호작용 분석에 기반 한 흑색종 내성 극복 전략 수립 및 흑색종 치료제 치료예측 반응 마커 발굴이 이 절실하게 필요한 실정이었다.BRAF inhibitors or MEK inhibitors have been recommended for conventional melanoma treatment, but melanoma patients show resistance, and accordingly, in order to improve the treatment rate of treatment for advanced melanoma patients, analysis of the interaction of melanoma cells is needed. The establishment of a strategy based on melanoma resistance and the discovery of treatment predictive response markers for melanoma drugs were urgently needed.
이에 본 발명자들은 상기 문제를 해결하기 위해 예의 연구한 결과, TRIM51 mRNA 또는 단백질의 제어를 통해 흑색종 치료제 내성 극복 후보로서의 유효성을 검증하고, 치료 반응 예측 마커로서 임상적 유의성을 보이는지 확인한 결과, 흑색종 유래 TRIM51은 흑색종 치료 반응 예측을 위한 바이오마커로 유용하게 활용될 가능성이 높다는 것을 확인하고 이를 완성하였다.Accordingly, as a result of intensive research to solve the above problems, the present inventors verified the effectiveness as a candidate for overcoming melanoma drug resistance through the control of TRIM51 mRNA or protein, and confirmed that it showed clinical significance as a predictive marker for treatment response. As a result, melanoma It was confirmed that the derived TRIM51 is highly likely to be usefully used as a biomarker for predicting melanoma treatment response, and this was completed.
일 구현예에 따른 흑색종 치료제 내성 예측용 바이오마커는 TRIM51(Tripartite Motif-Containing 51) mRNA 또는 단백질을 포함한다.The biomarker for predicting melanoma drug resistance according to one embodiment includes TRIM51 (Tripartite Motif-Containing 51) mRNA or protein.
바람직하게, 상기 흑색종 치료제는 BRAF 억제제 및 MEK 억제제로 이루어진 군에서 선택되는 하나 이상의 억제제를 포함한다.Preferably, the melanoma treatment includes one or more inhibitors selected from the group consisting of BRAF inhibitors and MEK inhibitors.
사용되는 용어 "흑색종"은 멜라닌 생성 세포로 구성된 피부 악성 신생물(암)을 의미하고, 한 실시양태에서, 상기 흑색종은 BRAF 돌연변이 흑색종일 수 있고, 상기 흑색종은 피부 흑색종, 및 포도막 흑색종으로 이루어진 군에서 선택되는 하나 이상의 흑색종일 수 있다.The term "melanoma", as used, refers to a cutaneous malignant neoplasm (cancer) composed of melanocytes, and in one embodiment, the melanoma may be a BRAF mutant melanoma, the melanoma comprising cutaneous melanoma, and uveal It may be one or more melanomas selected from the group consisting of melanomas.
사용되는 용어 "TRIM51"이란 Tripartite Motif-Containing 51의 약어로써 상기 TRIM51의 유전자 및 단백질 정보는 NCBI 유전자 은행과 같은 공지의 데이터베이스를 통하여 용이하게 확인할 수 있으며, 상기 TRIM51 유전자는 예를 들어, 서열번호 1의 염기 서열로 이루어진 폴리뉴클레오티드이거나 NCBI 유전자 은행의 Gene ID: 84767에 기재된 염기 서열로 이루어진 폴리뉴클레오티드일 수 있고, 상기 TRIM51 단백질은 서열번호 2의 아미노산 서열로 이루어진 폴리펩티드일 수 있다.The term "TRIM51" used is an abbreviation of Tripartite Motif-Containing 51, and information on the gene and protein of TRIM51 can be easily identified through a known database such as NCBI gene bank, and the TRIM51 gene is, for example, SEQ ID NO: 1 It may be a polynucleotide consisting of the nucleotide sequence of or a polynucleotide consisting of the nucleotide sequence described in Gene ID: 84767 of the NCBI Genbank, and the TRIM51 protein may be a polypeptide consisting of the amino acid sequence of SEQ ID NO: 2.
사용되는 용어 "예측"은 대상 환자가 약물 또는 약물 세트에 대해 유리하게 또는 불리하게 반응할 가능성을 지칭하는데 사용된다. 한 실시양태에서, 예측은 이러한 반응의 정도에 관한 것이다. 예컨대, 예측은 환자가 처치 후, 예를 들어 특정한 치료제의 처치 및/또는 초발성 종양의 수술적 제거 및/또는 특정 기간 동안의 화학요법 후에 흑색종 재발 없이 생존할 지의 여부 및/또는 그러할 확률에 관한 것이다. 상기 예측은 흑색종 환자에 대한 가장 적절한 치료 방식을 선택함으로써 치료를 결정하는데 임상적으로 사용될 수 있다. 상기 예측은 환자가 치료 처치, 예컨대 주어진 치료적 처치, 예를 들어 주어진 치료제 또는 조합물의 투여, 수술적 개입, 화학요법 등에 유리하게 반응할 것인지 또는 치료적 처치 후에 환자의 장기 생존이 가능한 지의 여부를 예측하는데 있어서 유용한 도구이다.As used herein, the term "prediction" is used to refer to the likelihood that a subject patient will respond favorably or unfavorably to a drug or set of drugs. In one embodiment, the prediction relates to the extent of such response. For example, a prediction relates to whether and/or the probability that a patient will survive without melanoma recurrence after treatment, e.g., treatment with a particular therapeutic agent and/or surgical removal of a primary tumor and/or chemotherapy for a specified period of time. will be. These predictions can be used clinically to make treatment decisions by selecting the most appropriate treatment modalities for melanoma patients. The prediction is whether the patient will respond favorably to a therapeutic treatment, such as a given therapeutic treatment, e.g., administration of a given therapeutic agent or combination, surgical intervention, chemotherapy, etc., or whether long-term survival of the patient is possible after the therapeutic treatment. It is a useful tool for forecasting.
사용되는 용어 "흑색종 치료제 내성 예측"이란 환자가 흑색종 치료에 대해 선호적으로 또는 비선호적으로 반응할지 여부를 예측하는 것, 또는 흑색종 치료제 내성의 위험성을 예측하는 것을 의미한다. 따라서, 치료 개시 전에 효과를 기대할 수 있는 환자(반응자)와, 효과를 기대할 수 없는 환자(무반응자)를 예측할 수 있으면, 유효성과 안전성이 높은 화학 요법이 실현될 수 있다. 또한, 상기 예측 방법은 흑색종 발병 환자에 대한 가장 적절한 치료 방식을 선택함으로써 치료 결정을 하기 위해 임상적으로 사용될 수 있다.As used herein, the term "predicting melanoma drug resistance" means predicting whether a patient will respond preferentially or unfavorably to melanoma treatment, or predicting the risk of melanoma drug resistance. Therefore, if it is possible to predict patients for whom an effect can be expected (responders) and patients for whom no effect can be expected (non-responders) before the start of treatment, chemotherapy with high efficacy and safety can be realized. In addition, the prediction method can be used clinically to make treatment decisions by selecting the most appropriate treatment modalities for patients with melanoma.
또한, 다른 일 구현예에 따른 흑색종 치료제 내성 예측용 조성물은 TRIM51(Tripartite Motif-Containing 51) mRNA 또는 단백질 발현 수준을 검출하는 제제를 유효성분으로 포함한다. 이때, 흑색종 치료제 내성 예측용 조성물과 관련된 내용 중 흑색종 치료제 내성 예측용 바이오마커와 중복되는 내용이 있으면 이를 생략할 수 있다.In addition, the composition for predicting melanoma drug resistance according to another embodiment includes an agent for detecting TRIM51 (Tripartite Motif-Containing 51) mRNA or protein expression level as an active ingredient. At this time, if there is overlapping content with the biomarker for melanoma drug resistance prediction among the contents related to the composition for melanoma drug resistance prediction, it can be omitted.
이러한 TRIM51의 서열을 바탕으로 TRIM51의 발현 수준을 측정하여, 흑색종 치료제 내성 여부를 예측 및 진단할 수 있다.Based on the sequence of TRIM51, the expression level of TRIM51 can be measured to predict and diagnose melanoma treatment resistance.
상기 서열은 암의 진행 또는 발병 여부를 진단하는데 있어서 일정 정도 변형이 가능하다. 본 기술 분야의 당업자라면 이러한 인위적인 변형에 의해 80% 이상, 구체적으로는 90% 이상, 보다 구체적으로는 95% 이상, 보다 더 구체적으로는 98%의 상동성이 유지되는 서열이 본 발명에서 목적하는 암 진단 마커로서 사용될 수 있으며, 또한 정상 개체와 암이 의심되는 개체 간에 발현량 차이를 유의있게 비교 가능하게 하는 한, 본 발명의 상기 서열과 균등한 것임을 쉽게 이해할 것이다.The sequence can be modified to a certain extent in diagnosing the progression or onset of cancer. For those skilled in the art, a sequence in which 80% or more, specifically 90% or more, more specifically 95% or more, and even more specifically 98% homology is maintained by such artificial modification is the target in the present invention. It will be readily understood that it is equivalent to the above sequence of the present invention, as long as it can be used as a cancer diagnostic marker and allows a significant comparison of the expression level difference between a normal subject and a subject suspected of having cancer.
구체적으로, 상기 mRNA 발현 수준을 측정하는 제제는 TRIM51 mRNA에 특이적으로 결합하는 프라이머 또는 프로브이고, 상기 단백질의 발현 수준을 측정하는 제제는 TRIM51 단백질에 특이적으로 결합하는 항체, 이의 단편, 또는 앱타머일 수 있다.Specifically, the agent for measuring the mRNA expression level is a primer or probe that specifically binds to TRIM51 mRNA, and the agent for measuring the expression level of the protein is an antibody that specifically binds to the TRIM51 protein, a fragment thereof, or an aptamer. it can be
사용되는 용어 " TRIM51 mRNA의 발현 수준을 측정하는 제제"란, 시료에 포함된 mRNA의 발현 여부를 확인하는 방법에 사용되는 제제를 의미하는데, 바람직하게는 RT-PCR, 경쟁적 RT-PCR(Competitive RT-PCR), 실시간 RT-PCR(Real-time RT-PCR), RNase 보호 분석법(RPA; RNase protection assay), 노던 블럿팅(Northern blotting), 유전자 칩 분석법 등의 방법에 사용되는 표적 유전자에 특이적으로 결합할 수 있는 프라이머 또는 프로브가 될 수 있으나, 특별히 이에 제한되지는 않는다.The term "agent for measuring the expression level of TRIM51 mRNA" as used herein refers to an agent used in a method for determining the expression of mRNA contained in a sample, preferably RT-PCR or competitive RT-PCR (Competitive RT -PCR), Real-time RT-PCR, RNase protection assay (RPA; RNase protection assay), Northern blotting, gene chip analysis, etc. Specific to target genes used in methods It may be a primer or probe capable of binding to, but is not particularly limited thereto.
사용되는 용어 "프라이머"란, 짧은 자유 3말단 수산화기(free 3' hydroxyl group)를 가지는 핵산 서열로 상보적인 템플레이트(template)와 염기쌍(base pair)을 형성할 수 있고 템플레이트 가닥 복사를 위한 시작 지점으로 기능을 하는 짧은 핵산 서열을 의미한다. 프라이머는 적절한 완충용액 및 온도에서 중합반응(즉, DNA 폴리머레이즈 또는 역전사효소)을 위한 시약 및 상이한 4가지 뉴클레오사이드 트리포스페이트의 존재하에서 DNA 합성이 개시할 수 있다.The term "primer" as used herein refers to a nucleic acid sequence having a short free 3' hydroxyl group, capable of forming base pairs with a complementary template, and serving as a starting point for template strand copying. It refers to a short nucleic acid sequence that functions. Primers can initiate DNA synthesis in the presence of reagents for polymerization (i.e., DNA polymerase or reverse transcriptase) and four different nucleoside triphosphates in an appropriate buffer and temperature.
사용되는 용어 "프로브"란, 유전자 또는 mRNA와 특이적 결합을 이룰 수 있는 짧게는 수 염기 내지 길게는 수백 염기에 해당하는 RNA 또는 DNA 등의 핵산 단편을 의미하는데, 올리고뉴클레오티드(oligonucleotide) 프로브, 단쇄 DNA(single stranded DNA) 프로브, 이중쇄 DNA(double stranded DNA) 프로브, RNA 프로브 등의 형태로 제작될 수 있고, 보다 용이하게 검출하기 위하여 라벨링될 수 있으나 이에 제한되는 것은 아니다.As used herein, the term "probe" refers to a nucleic acid fragment such as RNA or DNA corresponding to a few bases to several hundreds of bases in length that can form a specific binding with a gene or mRNA. It may be manufactured in the form of a single stranded DNA (DNA) probe, a double stranded DNA probe, an RNA probe, or the like, and may be labeled for easier detection, but is not limited thereto.
본 발명의 프라이머 또는 프로브는 포스포르아미다이트 고체 지지체 방법, 또는 기타 널리 공지된 방법을 사용하여 화학적으로 합성할 수 있다. 이러한 핵산서열은 또한 당해 분야에 공지된 많은 수단을 이용하여 변형시킬 수 있다. 이러한 변형의 비-제한적인 예로는 메틸화, 캡화, 천연 뉴클레오타이드 하나 이상의 동족체로의 치환, 및 뉴클레오타이드 간의 변형, 예를 들면, 하전되지 않은 연결체 (예: 메틸 포스포네이트, 포스소트리에스테르, 포스포로아미데이트, 카바메이트 등) 또는 하전된 연결체 (예: 포스포로티오에이트, 포스포로디티오에이트 등)The primers or probes of the present invention can be chemically synthesized using the phosphoramidite solid support method, or other well-known methods. Such nucleic acid sequences can also be modified using a number of means known in the art. Non-limiting examples of such modifications include methylation, capping, substitution of one or more homologues of a natural nucleotide, and modifications between nucleotides, such as uncharged linkages such as methyl phosphonates, phossotriesters, phosphoramidates, carbamates, etc.) or charged linkages (eg phosphorothioates, phosphorodithioates, etc.)
로의 변형이 있다. 핵산은 하나 이상의 부가적인 공유 결합된 잔기, 예를 들면, 단백질(예: 뉴클레아제, 독소, 항체, 시그날 펩타이드, 폴리-L-리신 등), 삽입제(예: 아크리딘, 프소랄렌 등), 킬레이트화제(예: 금속, 방사성 금속, 철, 산화성 금속 등), 및 알킬화제를 함유할 수 있다. 본 발명의 핵산 서열은 또한 검출 가능한 시그날을 직접적으로 또는 간접적으로 제공할 수 있는 표지를 이용하여 변형시킬 수 있다. 표지의 예로는 방사성 동위원소, 형광성 분자, 바이오틴 등이 있다.There is a variation of A nucleic acid may contain one or more additional covalently linked moieties, such as proteins (eg, nucleases, toxins, antibodies, signal peptides, poly-L-lysine, etc.), intercalants (eg, acridine, psoralen, etc.). ), chelating agents (eg, metals, radioactive metals, iron, oxidizing metals, etc.), and alkylating agents. Nucleic acid sequences of the present invention can also be modified with labels that can directly or indirectly provide a detectable signal. Examples of labels include radioactive isotopes, fluorescent molecules, and biotin.
사용되는 용어 " TRIM51 단백질의 발현 수준을 검출하는 제제"란 암을 진단하기 위하여 생물학적 시료에서 암 마커 유전자로부터 발현된 단백질의 존재 여부와 발현 정도를 확인하는 과정으로, 구체적으로는, 상기 유전자의 단백질에대하여 특이적으로 결합하는 항체, 이의 단편, 또는 앱타머를 이용하여 단백질의 양을 확인할 수 있다.The term "agent for detecting the TRIM51 protein expression level" is a process for confirming the presence and expression level of a protein expressed from a cancer marker gene in a biological sample in order to diagnose cancer, specifically, the protein of the gene The amount of the protein can be confirmed using an antibody, a fragment thereof, or an aptamer that specifically binds to.
사용되는 용어 "항체"란 항원성 부위에 대해서 지시되는 특이적인 단백질 분자를 의미한다. 목적상, 항체는 마커 단백질에 대해 특이적으로 결합하는 항체를 의미하며, 다클론 항체, 단클론 항체 및 재조합 항체를 모두 포함한다. 상기한 바와 같이 암 마커 단백질이 규명되었으므로, 이를 이용하여 항체를 생성하는 것은 당업계에 널리 공지된 기술을 이용하여 용이하게 제조할 수 있다.As used herein, the term "antibody" refers to a specific protein molecule directed against an antigenic site. For purposes of this purpose, antibody refers to an antibody that specifically binds to a marker protein and includes both polyclonal, monoclonal and recombinant antibodies. Since cancer marker proteins have been identified as described above, antibodies can be easily prepared using techniques well known in the art.
다클론 항체는 상기한 대장암 또는 전립선암 마커 단백질 항원을 동물에 주사하고 동물로부터 채혈하여 항체를 포함하는 혈청을 수득하는 당업계에 널리 공지된 방법에 의해 생산할 수 있다. 이러한 다클론 항체는 염소, 토끼, 양, 원숭이, 말, 돼지, 소 개 등의 임의의 동물 종 숙주로부터 제조 가능하다.Polyclonal antibodies can be produced by a method well known in the art, in which the above-described colorectal cancer or prostate cancer marker protein antigen is injected into an animal and blood is collected from the animal to obtain serum containing the antibody. Such polyclonal antibodies can be prepared from any animal species host, such as goat, rabbit, sheep, monkey, horse, pig, and cow.
단일클론 항체는 당업계에 널리 공지된 하이브리도마 방법(hybridoma method) 또는 파지 항체 라이브러리기술을 이용하여 제조될 수 있다. 상기 방법으로 제조된 항체는 겔 전지영동, 투석, 염 침전, 이온교환 크로마토그래피, 친화성 크로마토그래피 등의 방법을 이용하여 분리, 정제할 수 있다.Monoclonal antibodies can be prepared using a hybridoma method or phage antibody library technology well known in the art. The antibody prepared by the above method may be separated and purified using methods such as gel electrophoresis, dialysis, salt precipitation, ion exchange chromatography, and affinity chromatography.
또한, 상기 항체는 2개의 전체 길이의 경쇄 및 2개의 전체 길이의 중쇄를 가지는 완전한 형태뿐만 아니라, 항체 분자의 기능적인 단편을 포함한다. 항체 분자의 기능적인 단편이란 적어도 항원 결합 기능을 보유하고 있는 단편을 뜻하며, Fab, F(ab'), F(ab') 2 및 Fv 등이 있다.In addition, the antibodies include functional fragments of antibody molecules as well as complete forms having two full-length light chains and two full-length heavy chains. A functional fragment of an antibody molecule means a fragment having at least an antigen-binding function, and includes Fab, F(ab'), F(ab') 2 and Fv.
상기 항체를 이용하여 이와 결합한 표적 단백질의 양을 확인하기 위한 분석 방법으로는 웨스턴 블랏, 엘라이자(enzyme linked immunosorbent assay,ELISA), 방사선면역분석(RIA: Radioimmunoassay), 방사 면역 확산법(radioimmunodiffusion), 오우크테로니(Ouchterlony) 면역 확산법, 로케트(rocket) 면역전기영동, 조직면역 염색, 면역침전 분석법(Immunoprecipitation Assay), 보체 고정 분석법(Complement Fixation Assay), 유세포분석(Fluorescence Activated Cell Sorter, FACS), 단백질 칩(protein chip) 등이 있으나, 이로 제한되는 것은 아니다.As an analysis method for confirming the amount of the target protein bound to the antibody using the antibody, Western blot, ELISA (enzyme linked immunosorbent assay, ELISA), radioimmunoassay (RIA), radioimmunodiffusion, and Ou Ouchterlony immunodiffusion method, rocket immunoelectrophoresis, tissue immunostaining, immunoprecipitation assay, complement fixation assay, flow cytometry (Fluorescence Activated Cell Sorter, FACS), protein Chips (protein chips) and the like, but are not limited thereto.
사용되는 용어 "앱타머"는 그 자체로 안정된 삼차 구조를 가지면서 표적 분자에 높은 친화성과 특이성으로 결합할 수 있는 특징을 가진 특별한 종류의 단일가닥 핵산(DNA, RNA 또는 변형핵산)으로 구성된 폴리뉴클레오티드의 일종을 의미한다. 상술한 바와 같이, 앱타머는 항체와 동일하게 항원성 물질에 특이적으로 결합할 수 있으면서도, 단백질보다 안정성이 높고, 구조가 간단하며, 합성이 용이한 폴리뉴클레오티드로 구성되어 있으므로, 항체를 대체하여 사용될 수 있다.The term "aptamer" as used herein refers to a polynucleotide composed of a special kind of single-stranded nucleic acid (DNA, RNA, or modified nucleic acid) that has a stable tertiary structure and is capable of binding to a target molecule with high affinity and specificity. means a kind of As described above, aptamers can specifically bind to antigenic substances in the same way as antibodies, but are more stable than proteins, have a simple structure, and are composed of polynucleotides that are easy to synthesize, so they can be used instead of antibodies. can
다른 일 구현예에 따른 흑색종 진단용 키트는 상기 흑색종 진단용 조성물을 포함한다.A kit for diagnosing melanoma according to another embodiment includes the composition for diagnosing melanoma.
상기 키트는 흑색종이 발병된 개체로 부터 분리된 시료 내 TRIM51의 발현 수준을 측정함으로써 흑색종 치료제 내성을 예측하는데 사용될 수 있는데, 특별히 이에 제한되지 않으나, 상기 TRIM51의 발현 수준을 측정하기 위한 프라이머 또는 프로브 뿐만 아니라 분석 방법에 적합한 한 종류 또는 그 이상의 다른 구성 성분 조성물, 용액 또는 장치가 포함될 수도 있다.The kit can be used to predict melanoma drug resistance by measuring the expression level of TRIM51 in a sample isolated from a melanoma-affected individual, but is not particularly limited thereto, Primers or probes for measuring the expression level of TRIM51 In addition, one or more other component compositions, solutions or devices suitable for the analytical method may be included.
구체적으로, 본 발명의 TRIM51의 발현 수준을 측정하기 위한 진단 키트는 RT-PCR을 수행하기 위해 필요한 필수요소를 포함하는 키트일 수 있다. RT-PCR 키트는, 상기 유전자에 대한 특이적인 각각의 프라이머 쌍 외에도 테스트 튜브 또는 다른 적절한 컨테이너, 반응 완충액(pH 및 마그네슘 농도는 다양), 데옥시뉴클레오타이드(dNTPs), Taq-폴리머라아제 및 역전사효소와 같은 효소, DNase, RNAse 억제제, DEPC-수(DEPC-water), 멸균수 등을 포함할 수 있다. 또한, 정량 대조군으로 사용되는 유전자에 특이적인 프라이머 쌍을 포함할 수 있다.Specifically, the diagnostic kit for measuring the expression level of TRIM51 of the present invention may be a kit containing essential elements required to perform RT-PCR. The RT-PCR kit contains, in addition to each primer pair specific for the gene, a test tube or other suitable container, reaction buffer (with varying pH and magnesium concentration), deoxynucleotides (dNTPs), Taq-polymerase and reverse transcriptase enzymes such as, DNase, RNAse inhibitors, DEPC-water, sterile water, and the like. In addition, a primer pair specific to a gene used as a quantitative control may be included.
또한, 구체적으로 본 발명의 키트는 유전자 칩 분석법을 수행하기 위해 필요한 필수 요소를 포함할 수 있다. 유전자 칩 분석용 키트는, 유전자 또는 그의 단편에 해당하는 cDNA가 프로브로 부착되어 있는 기판, 및 형광표식 프로브를 제작하기 위한 시약, 제제, 효소 등을 포함할 수 있다. 또한, 기판은 정량 대조군 유전자 또는 그의 단편에 해당하는 cDNA를 포함할 수 있다.In addition, specifically, the kit of the present invention may include essential elements required to perform gene chip analysis. A gene chip analysis kit may include a substrate to which cDNA corresponding to a gene or a fragment thereof is attached as a probe, and reagents, reagents, enzymes, and the like for preparing a fluorescently labeled probe. In addition, the substrate may include a cDNA corresponding to a quantitative control gene or a fragment thereof.
또한, 구체적으로 상기 키트는 ELISA를 수행하기 위해 필요한 필수 요소를 포함할 수 있다. ELISA 키트는 마커 단백질에 대한 특이적인 항체를 포함한다. 항체는 각 마커 단백질에 대한 특이성 및 친화성이 높고 다른 단백질에 대한 교차 반응성이 거의 없는 항체로, 단클론 항체, 다클론 항체 또는 재조합 항체이다. 또한 ELISA 키트는 대조군 단백질에 특이적인 항체를 포함할 수 있다. 그 외 ELISA 키트는 결합된 항체를 검출할 수 있는 시약, 예를 들면, 표지된 2차 항체, 발색단(chromophores), 효소(예: 항체와 컨주게이트됨) 및 그의 기질 또는 항체와 결합할 수 있는 다른 물질 등을 포함할 수 있다.In addition, specifically, the kit may include essential elements required to perform ELISA. ELISA kits contain antibodies specific for marker proteins. An antibody is an antibody that has high specificity and affinity for each marker protein and little cross-reactivity to other proteins, and is a monoclonal antibody, polyclonal antibody, or recombinant antibody. ELISA kits may also include antibodies specific for a control protein. Other ELISA kits include reagents capable of detecting bound antibodies, such as labeled secondary antibodies, chromophores, enzymes (eg, conjugated with antibodies) and substrates thereof or those capable of binding the antibody. may contain other substances and the like.
또한, 다른 일 구현예에 따른 흑색종 치료제의 내성 예측에 필요한 정보를 제공하는 방법은 흑색종 환자로부터 분리된 시료 내 TRIM51의 mRNA 또는 단백질의 수준을 측정하는 단계; 상기 측정된 TRIM51의 mRNA 또는 단백질의 수준과 정상 대조군 시료의 TRIM51의 mRNA 또는 단백질의 수준을 비교하는 단계; 및 상기 측정된 TRIM51의 mRNA 또는 단백질의 수준이 정상 대조군 시료의 수준보다 높을 경우 흑색종 치료제에 대한 내성이 낮다고 판단하는 단계;를 포함한다.In addition, a method for providing information necessary for predicting resistance to a melanoma therapeutic agent according to another embodiment includes measuring the mRNA or protein level of TRIM51 in a sample isolated from a melanoma patient; Comparing the measured mRNA or protein level of TRIM51 with the level of TRIM51 mRNA or protein in a normal control sample; and determining that resistance to a melanoma treatment is low when the measured mRNA or protein level of TRIM51 is higher than that of the normal control sample.
흑색종 환자로부터 분리된 시료에서 mRNA를 분리하는 과정은 공지의 공정을 이용하여 수행할 수 있으며, 본 발명에서 사용되는 용어 "흑색종 환자로부터 분리된 시료"란 흑색종 마커인 TRIM51 유전자의 mRNA 또는 이의 단백질의 수준이 차이나는 조직, 세포, 혈액, 혈청, 혈장, 타액, 객담, 뇌척수액 또는 뇨와 같은 시료 등을 포함하나, 이에 제한되지 않는다.The process of isolating mRNA from a sample isolated from a melanoma patient can be performed using a known process, and the term "sample isolated from a melanoma patient" as used in the present invention refers to the mRNA of the TRIM51 gene, which is a melanoma marker, or Samples such as tissues, cells, blood, serum, plasma, saliva, sputum, cerebrospinal fluid or urine having different protein levels thereof are included, but are not limited thereto.
상기 mRNA 수준은 다양한 방법으로 측정할 수 있으며, 구체적으로 상기 TRIM51 유전자에 특이적으로 결합하는 프라이머 또는 프로브를 이용할 수 있다.The mRNA level can be measured in various ways, and specifically, primers or probes that specifically bind to the TRIM51 gene can be used.
또한, 구체적으로 상기 mRNA 수준은 역전사효소 중합효소반응(RT-PCR), 경쟁적 역전사효소 중합효소반응(competitive RT-PCR), 실시간 역전사효소 중합효소반응(real time quantitative RT-PCR), RNase 보호 분석법(RNase protection method), 노던 블랏팅(Northern blotting) 또는 유전자 칩에 의하여 측정되는 것일 수 있으나, 이로 제한되는 것은 아니다.In addition, specifically, the mRNA level is reverse transcriptase polymerase reaction (RT-PCR), competitive reverse transcriptase polymerase reaction (competitive RT-PCR), real time reverse transcriptase polymerase reaction (real time quantitative RT-PCR), RNase protection assay (RNase protection method), it may be measured by Northern blotting or gene chip, but is not limited thereto.
상기 TRIM51 단백질 수준의 측정 방법은 웨스턴 블랏, ELISA, 방사선면역분석, 방사 면역 확산법, 오우크테로니면역 확산법, 로케트 면역전기영동, 조직면역 염색, 면역침전 분석법, 보체 고정 분석법, FACS, 단백질 칩 등이 있으나 이로 제한되는 것은 아니다.The TRIM51 protein level measurement method includes Western blot, ELISA, radioimmunoassay, radioimmunoassay, Oukteroni immunodiffusion method, rocket immunoelectrophoresis, tissue immunostaining, immunoprecipitation assay, complement fixation assay, FACS, protein chip, etc. There is, but is not limited to this.
상기 분석 방법들을 통하여, 정상 대조군에서의 항원-항체 복합체의 형성량과 흑색종 의심 환자에서의 항원-항체 복합체의 형성량을 비교할 수 있고, 흑색종 마커 유전자에서 단백질로의 유의한 발현량의 증가여부를 판단하여, 흑색종 환자의 흑색종 치료제의 내성 여부를 진단할 수 있다.Through the above analysis methods, it is possible to compare the amount of antigen-antibody complex formation in normal controls and the amount of antigen-antibody complex formation in melanoma suspected patients, and a significant increase in the expression level of melanoma marker genes to proteins It is possible to diagnose whether a patient with melanoma is resistant to melanoma treatment by determining whether or not the patient has melanoma.
사용되는 용어 "항원-항체 복합체"란 흑색종 마커 단백질과 이에 특이적인 항체의 결합물을 의미하고, 항원-항체 복합체의 형성량은 검출 라벨(detection label)의 시그널의 크기를 통해서 정량적으로 측정 가능하다.The term "antigen-antibody complex" as used herein refers to a combination of a melanoma marker protein and an antibody specific thereto, and the amount of antigen-antibody complex formed can be quantitatively measured through the size of the signal of a detection label do.
이러한 검출 라벨은 효소, 형광물, 리간드, 발광물, 미소입자(microparticle), 레독스 분자 및 방사선 동위원소로 이루어진 그룹중에서 선택할 수 있으며, 반드시 이로 제한되는 것은 아니다. 검출 라벨로서 효소가 사용되는 경우 이용 가능한 효소에는 β-글루쿠로니다제, β-D-글루코시다제, β-D-갈락토시다제, 우레아제, 퍼옥시다아제 또는 알칼라인 포스파타아제, 아세틸콜린에스테라제, 글루코즈 옥시다제, 헥소키나제와 GDPase, RNase, 글루코즈 옥시다제와 루시페라제, 포스포프럭토키나제, 포스포에놀피루베이트 카복실라제, 아스파르테이트 아미노트랜스페라제, 포스페놀피루베이트 데카복실라제, β-라타마제 등이 있으며 이로 제한되지 않는다. 형광물에는 플루오레신, 이소티오시아네이트, 로다민, 피코에리테린, 피코시아닌, 알로피코시아닌, o-프탈데히드, 플루오레스카민 등이 있으며 이로 제한되지 않는다. 리간드에는 바이오틴 유도체 등이 있으며 이로 제한되지 않는다.These detection labels may be selected from the group consisting of enzymes, fluorescent substances, ligands, luminescent substances, microparticles, redox molecules, and radioactive isotopes, but are not necessarily limited thereto. When enzymes are used as detection labels, available enzymes include β-glucuronidase, β-D-glucosidase, β-D-galactosidase, urease, peroxidase or alkaline phosphatase, acetylcholine Theranase, glucose oxidase, hexokinase and GDPase, RNase, glucose oxidase and luciferase, phosphofructokinase, phosphoenolpyruvate carboxylase, aspartate aminotransferase, phosphophenolpyruvate deca voxylase, β-latamase, and the like, but are not limited thereto. Fluorescent substances include fluorescein, isothiocyanate, rhodamine, phycoerytherin, phycocyanin, allophycocyanine, o-phthalaldehyde, fluorescamine, and the like, but are not limited thereto. Ligands include biotin derivatives and the like, but are not limited thereto.
발광물에는 아크리디늄 에스테르, 루시페린, 루시퍼라아제 등이 있으며 이로 제한되지 않는다. 미소입자에는 콜로이드 금, 착색된 라텍스 등이 있으며 이로 제한되지 않는다. 레독스 분자에는 페로센, 루테늄 착화합물, 바이올로젠, 퀴논, Ti 이온, Cs 이온, 디이미드, 1,4-벤조퀴논, 하이드로퀴논, K4W(CN)8,[Os(bpy)3]2+, [RU(bpy)3]2+,[MO(CN)8]4-등이 포함되며 이로 제한되지 않는다. 방사선동위원소에는 3H,14C,32P, 35S, 36Cl, 51Cr, 57Co, 58Co, 59Fe, 90Y, 125I, 131I, 186Re등이 포함되며 이로 제한되지 않는다.Luminescent substances include acridinium ester, luciferin, luciferase, and the like, but are not limited thereto. Microparticles include, but are not limited to, colloidal gold, colored latex, and the like. Redox molecules include ferrocene, ruthenium complex, biologen, quinone, Ti ion, Cs ion, diimide, 1,4-benzoquinone, hydroquinone, K 4 W(CN) 8 ,[Os(bpy) 3 ] 2+ , [RU(bpy) 3 ] 2+ , [MO(CN) 8 ] 4- , and the like, but are not limited thereto. Radioisotopes include, but are not limited to, 3 H, 14 C, 32 P, 35 S, 36 Cl, 51 Cr, 57 Co , 58 Co, 59 Fe, 90 Y, 125 I, 131 I, and 186 Re. .
단백질 발현수준 측정은 구체적으로는, ELISA법을 이용하는 것이다. ELISA는 고체 지지체에 부착된 항원을 인지하는 표지된 항체를 이용하는 직접적 ELISA, 고체 지지체에 부착된 항원을 인지하는 항체의 복합체에서 포획 항체를 인지하는 표지된 항체를 이용하는 간접적 ELISA, 고체 지지체에 부착된 항체와 항원의 복합체에서 항원을 인지하는 표지된 또 다른 항체를 이용하는 직접적 샌드위치 ELISA, 고체 지지체에 부착된 항체와 항원의 복합체에서 항원을 인지하는 또 다른 항체와 반응시킨 후 이 항체를 인지하는 표지된 2차 항체를 이용하는 간접적 샌드위치 ELISA 등 다양한 ELISA 방법을 포함한다. 보다 바람직하게는, 고체 지지체에 항체를 부착시키고 시료를 반응시킨 후 항원-항체 복합체의 항원을 인지하는 표지된 항체를 부착시켜 효소적으로 발색시키거나 항원-항체 복합체의 항원을 인지하는 항체에 대해 표지된 2차 항체를 부착시켜 효소적으로 발색시키는 샌드위치 ELISA 방법에 의해서 검출한다. 암 마커 단백질과 항체의 복합체 형성 정도를 확인하여, 흑색종 치료제의 내성 여부를 확인할 수 있다.The protein expression level measurement is specifically using the ELISA method. ELISA includes direct ELISA using a labeled antibody that recognizes an antigen attached to a solid support, indirect ELISA using a labeled antibody that recognizes a capture antibody in a complex of antibodies that recognize an antigen attached to a solid support, and Direct sandwich ELISA using another labeled antibody that recognizes an antigen in a complex of antibody and antigen, followed by reaction with another antibody that recognizes an antigen in a complex of antibody and antigen attached to a solid support, followed by labeled antibody that recognizes this antibody It includes various ELISA methods such as indirect sandwich ELISA using secondary antibodies. More preferably, after attaching the antibody to the solid support and reacting the sample, a labeled antibody recognizing the antigen of the antigen-antibody complex is attached to enzymatically develop color, or for the antibody recognizing the antigen of the antigen-antibody complex It is detected by a sandwich ELISA method in which a labeled secondary antibody is attached to enzymatically develop color. Resistance to the melanoma treatment can be confirmed by checking the degree of complex formation between the cancer marker protein and the antibody.
또한, 구체적으로는, 상기 흑색종 마커에 대한 하나 이상의 항체를 이용한 웨스턴 블랏을 이용하는 것이다. 시료에서 전체 단백질을 분리하고, 이를 전기영동하여, 단백질을 크기에 따라 분리한 다음, 니트로셀루로즈 막으로 이동시켜 항체와 반응시킨다. 생성된 항원-항체 복합체의 양을 표지된 항체를 이용하여 확인하는 방법으로 유전자의 발현에 의해 생성된 단백질의 양을 확인하여, 암 발병 여부를 확인할 수 있다. 상기 검출 방법은 대조군에서의 마커 유전자의 발현량과 암이 발병한 세포에서의 마커 유전자의 발현량을 조사하는 방법으로 이루어진다. mRNA 또는 단백질 수준은 상기한 마커 단백질의 절대적(예: ㎍/㎖) 또는 상대적(예: 시그널의 상대 강도) 차이로 나타낼 수 있다.Also, specifically, Western blotting using one or more antibodies against the melanoma marker is used. Total proteins are separated from the sample, subjected to electrophoresis to separate the proteins according to size, and transferred to a nitrocellulose membrane to react with antibodies. Cancer occurrence can be confirmed by checking the amount of protein produced by gene expression by a method of checking the amount of the produced antigen-antibody complex using a labeled antibody. The detection method consists of a method of examining the expression level of a marker gene in a control group and the expression level of a marker gene in cancerous cells. mRNA or protein levels can be expressed as absolute (eg, μg/ml) or relative (eg, relative intensity of signal) differences in the marker proteins described above.
또한, 구체적으로는, 상기 흑색종 마커에 대한 하나 이상의 항체를 이용한 면역조직 염색을 실시하는 것이다. 정상 대장 상피 조직 및 암으로 의심되는 조직을 채취 및 고정한 후, 당업계에서 널리 공지된 방법으로 파라핀 포매블록을 제조한다. 이들을 수 um 두께의 절편으로 만들어 유리 슬라이드에 붙인 후, 이와 상기의 항체 중 선택된 1개와 공지의 방법에 의하여 반응시킨다. 이후, 반응하지 못한 항체는 세척하고, 상기에 언급한 검출라벨 중의 하나로 표지하여 현미경 상에서 항체의 표지 여부를 판독한다.Also, specifically, immunohistochemical staining is performed using at least one antibody against the melanoma marker. After collecting and fixing normal colonic epithelial tissue and tissue suspected of cancer, a paraffin-embedded block is prepared by a method well known in the art. These are made into slices with a thickness of several μm and attached to a glass slide, and then reacted with one selected from the above antibodies by a known method. Thereafter, the unreacted antibody is washed, labeled with one of the above-mentioned detection labels, and whether the antibody is labeled is read under a microscope.
또한, 구체적으로는, 상기 흑색종 마커에 대한 하나 이상의 항체가 기판 위의 정해진 위치에 배열되어 고밀도로 고정화되어 있는 단백질 칩을 이용하는 것이다. 단백질 칩을 이용하여 시료를 분석하는 방법은, 시료에서 단백질을 분리하고, 분리한 단백질을 단백질 칩과 혼성화시켜서 항원-항체 복합체를 형성시키고, 이를 판독하여, 단백질의 존재 또는 발현 정도를 확인하여, 흑색종 치료제의 내성 여부를 확인할 수 있다.In addition, more specifically, a protein chip in which one or more antibodies against the melanoma marker are arranged at a predetermined location on a substrate and immobilized at a high density is used. A method of analyzing a sample using a protein chip isolates a protein from the sample, hybridizes the isolated protein with the protein chip to form an antigen-antibody complex, reads it, and confirms the presence or expression level of the protein, Resistance to melanoma treatment can be confirmed.
다른 일 구현예에 따른 흑색종 치료제 반응성 증진제 스크리닝 방법은 흑색종 환자로부터 분리된 시료를 시험물질을 접촉시키는 단계; 상기 시험물질을 접촉한 시료에서 TRIM51의 mRNA 또는 단백질 수준을 측정하는 단계; 및 대조군 시료와 비교하여, 상기 TRIM51의 mRNA 또는 단백질 수준이 감소한 시험물질을 선별하는 단계를 포함한다.A method for screening a melanoma therapeutic agent responsiveness enhancer according to another embodiment includes contacting a test substance with a sample separated from a melanoma patient; Measuring the mRNA or protein level of TRIM51 in a sample contacted with the test material; and selecting a test substance having a reduced mRNA or protein level of TRIM51 compared to a control sample.
후보 물질의 부재 하에 TRIM51 유전자를 발현하는 세포에서 본 발명의 TRIM51의 수준을 측정하고, 또한, 상기 후보 물질의 존재 하에서 본 발명의 상기 TRIM51의 수준을 측정하여 양자를 비교한 후, 상기 후보 물질이 존재할 때의 본 발명의 상기 TRIM51의 발현 수준을 상기 후보 물질의 부재 하에서의 수준보다 감소시키는 물질을 흑색종 치료제 반응성 증진제로 예측할 수 있다.After measuring the level of TRIM51 of the present invention in cells expressing the TRIM51 gene in the absence of the candidate substance and also measuring the level of the TRIM51 of the present invention in the presence of the candidate substance and comparing the two, the candidate substance A substance that reduces the expression level of the TRIM51 of the present invention when present than the level in the absence of the candidate substance can be predicted as a melanoma therapeutic agent responsiveness enhancer.
사용되는 용어 '후보물질'은 유전자의 발현량에 영향을 미치거나, 단백질의 발현 또는 활성에 영향을 미치는지 여부를 검사하기 위하여 스크리닝에서 이용되는 미지의 후보 물질을 의미한다. 상기 시료는 화학물질, 뉴클레오타이드, 안티센스-RNA, siRNA(small interference RNA) 및 천연물 추출물을 포함하나, 이에 제한되는 것은 아니다.The term 'candidate' as used herein refers to an unknown candidate material used in screening to examine whether or not it affects the expression level of a gene or affects the expression or activity of a protein. The samples include, but are not limited to, chemical substances, nucleotides, antisense-RNA, small interference RNA (siRNA), and natural product extracts.
이하 실시예를 통해 본 발명을 보다 구체적으로 설명한다. 하기 실시예는 본 발명의 이해를 돕기 위한 예시에 불과하며, 본 발명의 범위가 이에 한정되는 것은 아니다.The present invention will be described in more detail through the following examples. The following examples are merely examples to aid understanding of the present invention, and the scope of the present invention is not limited thereto.
실험예 : 데이터 분석 및 통계분석Experimental Example: Data Analysis and Statistical Analysis
1. 데이터분석1. Data analysis
하기 실시예 분석을 위해 하기와 같은 데이터 베이스를 활용하였다.For the analysis of the following examples, the following database was utilized.
- 암세포주(Cancel cell line; CCL)의 멀티오믹스 데이터 분석(multiomics data analysis)을 위한 암 세포주 백과사전(Cancer Cell Line Encyclopedia; CCLE)- Cancer Cell Line Encyclopedia (CCLE) for multiomics data analysis of cancer cell line (CCL)
- CCL의 약물 민감도 프로파일 데이터에 대한 CTRP(Cancer Therapeutics Response Portal) PRISM(Profiling Relative Inhibition Simultaneously in Mixtures) 프로파일링- CTRP (Cancer Therapeutics Response Portal) PRISM (Profiling Relative Inhibition Simultaneously in Mixtures) profiling for CCL's drug sensitivity profile data
- 흑색종 환자의 임상 데이터를 위한 Cancer Genome Atlas(TCGA) 및 cBioPortal.- Cancer Genome Atlas (TCGA) and cBioPortal for clinical data of melanoma patients.
구체적으로, 상기 CTRP 데이터는 827개 CCL에 걸쳐 16포인트 농도-반응 곡선(AUC) 아래 면적을 계산하여 481개 화합물 각각의 효과를 정량화하였다.또한, 상기 PRISM 데이터는 단일 농도에서 음성 대조군과 비교하여 풀링된 578 CCL의 화학적 교란 생존력의 배수 변화(log2)를 추정하였다.Specifically, the CTRP data was used to quantify the effect of each of the 481 compounds by calculating the area under a 16-point concentration-response curve (AUC) across 827 CCLs. In addition, the PRISM data compared to the negative control at a single concentration The fold change (log 2 ) of chemical perturbation viability of the pooled 578 CCLs was estimated.
또한, 약물 민감도와 관련된 유전자를 식별하기 위해 우리는 log2-변환된 유전자 발현 수준(CCLE 데이터에서)과 AUC(CTRP 데이터에서) 또는 민감도 배수 변화(PRISM 데이터에서) 사이의 피어슨 상관 계수를 조사했다.Additionally, to identify genes associated with drug sensitivity, we investigated the Pearson correlation coefficient between log 2 -transformed gene expression levels (from CCLE data) and AUC (from CTRP data) or sensitivity fold change (from PRISM data). .
또한, 우리는 BRAF 유전자 또는 단백질 억제제-MEK 유전자 또는 단백질 억제제 치료 시 흑색종 질환 상태에 따라 TRIM51의 mRNA 수준을 조사하기 위해 하기와 같은 Gene Expression Omnibus(GEO) 데이터 세트를 사용하였다.In addition, we used the following Gene Expression Omnibus (GEO) data set to investigate the mRNA level of TRIM51 according to melanoma disease status upon treatment with BRAF gene or protein inhibitor-MEK gene or protein inhibitor.
(I) GSE127988(13): 24시간 동안 7회 용량의 베무라페닙(0.001-10uM)으로 처리된 A375 흑색종 세포의 전사체.(I) GSE127988 (13): Transcripts of A375 melanoma cells treated with 7 doses of vemurafenib (0.001-10 uM) for 24 hours.
(II) GSE127948(14): 24시간 동안 트라메티닙(10nM)으로 처리된 92.1 포도막 흑색종 세포의 전사체.(II) GSE127948 (14): transcript of 92.1 uveal melanoma cells treated with trametinib (10 nM) for 24 hours.
(III) GSE33655(15): 8시간 동안 셀루메티닙으로 처리된 포도막 흑색종 세포의 전사체.(III) GSE33655 (15): Transcriptome of uveal melanoma cells treated with selumetinib for 8 hours.
(IV) GSE65185(16): 치료(베무라페닙 또는 다브라페닙) 전 및 질병 진행 동안 생검된 흑색종 종양(n=19)의 전사체.(IV) GSE65185 (16): Transcripts of melanoma tumors (n=19) biopsied before treatment (vemurafenib or dabrafenib) and during disease progression.
(V) GSE99898(17): 치료 전(n=17) 및 후에(n=8) 치료(베무라페닙, 다브라페닙 또는 다브라페닙 + 트라메티닙) 및 질병 진행 동안(n=13) 생검된 흑색종 종양의 전사체.(V) GSE99898 (17): biopsy before (n=17) and after (n=8) treatment (vemurafenib, dabrafenib or dabrafenib plus trametinib) and during disease progression (n=13) transcriptome of melanoma tumors.
(VI) GSE15605(18): 정상 피부(n=16), 원발성(n=46) 및 전이성 흑색종(n=12)의 전사체.(VI) GSE15605 (18): transcripts of normal skin (n=16), primary (n=46) and metastatic melanoma (n=12).
(VII) GSE112509(19): 미세해부된 멜라닌세포 모반(n=23) 및 원발성 흑색종(n=57)의 전사체.(VII) GSE112509 (19): Transcripts of microdissected melanocytic nevus (n=23) and primary melanoma (n=57).
(VIII) GSE83583(20): 멜라닌세포(n=3) 및 원발성 흑색종(n=32)의 전사체.(VIII) GSE83583 (20): Transcripts of melanocytes (n=3) and primary melanoma (n=32).
(IX) GSE12391(21): 일반 멜라닌세포 모반(n=18), 원발성 방사상 성장기 흑색종(n=8), 원발성 수직 성장기 흑색종(n=15) 및 흑색종 전이(n=5)의 전사체.(IX) GSE12391 (21): Common melanocytic nevus (n=18), primary radial anagen melanoma (n=8), primary vertical anagen melanoma (n=15) and metastasis of melanoma (n=5). corpse.
하기 실시예는 헬싱키 선언(2013년 개정)에 따라 수행되었다.The following examples were carried out in accordance with the Declaration of Helsinki (revised in 2013).
2. 통계 분석2. Statistical analysis
GraphPad Prism(버전 9.0; GraphPad Software, San Diego, CA, USA)을 사용하여 수치를 생성하고 통계 분석을 수행했다.Figures were generated and statistical analysis was performed using GraphPad Prism (version 9.0; GraphPad Software, San Diego, CA, USA).
두 그룹 간의 평균을 비교하기 위해 t-검정을 수행하고 상관 연관성을 평가하기 위해 Pearson의 상관 계수를 계산했다.A t-test was performed to compare the means between the two groups, and Pearson's correlation coefficient was calculated to evaluate the correlation.
Kaplan-Meier 생존 분석을 위해 환자를 z-score(≥2) 또는 중앙 발현 수준에 따라 TRIM51-high와 TRIM51-low로 분류하고 두 그룹 간의 통계적 유의성을 log-rank test로 조사하였다. 이때, 통계적 유의성은 P<0.05로 설정되었다.For Kaplan-Meier survival analysis, patients were classified into TRIM51-high and TRIM51-low according to z-score (≥2) or median expression level, and statistical significance between the two groups was investigated by log-rank test. At this time, statistical significance was set at P<0.05.
실시예 1 : 약물반응점수(Drug response score; DRS)에 의한 흑색종 발현 유전자 분석Example 1: Analysis of Melanoma Expression Genes by Drug Response Score (DRS)
유전자의 약물전사 특성을 평가하기 위해 481개 소분자에 대한 860개 CCL의 민감도 프로파일을 포함하는 잘 정의된 CTRP 데이터를 분석하였다.Well-defined CTRP data including sensitivity profiles of 860 CCLs to 481 small molecules were analyzed to evaluate the pharmacotransfer properties of the gene.
조사된 총 481개의 소분자에 대한 저항성 또는 감수성에 대한 각 유전자의 상대적인 전사 성향을 정량적으로 측정하기 위해, 유전자 발현과 약물 감수성 간의 상관 관계를 기반으로 각 유전자를 평가하는 스코어링 메트릭, 즉 DRS를 채택하였다.In order to quantitatively measure the relative transcriptional propensity of each gene for resistance or susceptibility to a total of 481 small molecules investigated, a scoring metric that evaluates each gene based on the correlation between gene expression and drug sensitivity, or DRS, was adopted. .
[수학식 1][Equation 1]
Figure PCTKR2022011017-appb-img-000001
Figure PCTKR2022011017-appb-img-000001
X: 상관계수 X의 절대값.X: The absolute value of the correlation coefficient X.
NT: 검사된 총 약물 수(CTRP 데이터의 481개 약물).N T : Total number of drugs tested (481 drugs from CTRP data).
NR: "유전자 A"의 발현 수준과 약물 감수성 사이에 X보다 큰 양의 상관 관계가 있는 약물의 수.N R : The number of drugs with a positive correlation greater than X between the expression level of "Gene A" and drug sensitivity.
NS: "유전자 A"의 발현 수준과 약물 감수성 사이에 -X보다 낮은 음의 상관 관계가 있는 약물의 수. NS : The number of drugs with a negative correlation lower than -X between the expression level of "Gene A" and drug sensitivity.
예를 들어, "DRS(0.3)_gene A는 "gene A"의 발현 수준과 약물 민감도 사이에 상관관계 >0.3을 갖는 약물의 수에서 "유전자 A"의 발현 수준 및 약물 민감도 사이에 <-0.3의 상관관계를 갖는 약물의 수를 뺀 수에, 481개의 약물으로 나눈 값이다.For example, "DRS(0.3)_gene A is <-0.3 between the expression level of "gene A" and drug sensitivity in the number of drugs with a correlation >0.3 between the expression level of "gene A" and drug sensitivity. It is the number minus the number of drugs with a correlation, divided by 481 drugs.
따라서, DRS가 높은 주어진 유전자는 481개의 소분자에 대한 우세한 내성 관련 유전자로 분류될 수 있는 반면, 낮은 DRS를 갖는 유전자는 우세한 감수성 관련 유전자로 분류될 수 있다.Thus, a given gene with a high DRS can be classified as a predominantly resistance-related gene for 481 small molecules, whereas a gene with a low DRS can be classified as a predominantly susceptibility-related gene.
Ordered DRS에 따르면, DRS가 상대적으로 높은 유전자는 개발 상태(예: FDA 승인, 임상 조사 및 분자 프로브)와 대상 클래스(예: 키나제)에 관계없이 검사되는 대부분의 작은 분자에 내성이 있을 가능성이 높다.According to Ordered DRS, genes with relatively high DRS are likely to be resistant to most small molecules tested, regardless of development status (e.g., FDA-approved, clinical investigations, and molecular probes) and target class (e.g., kinases). .
감수성 또는 저항성에 대한 유전자의 광범위한 경향 외에도 우리는 특정 단백질을 표적으로 하는 선택적 억제제에 대한 DRS에 초점을 맞췄다.In addition to the broad predisposition of genes for susceptibility or resistance, we focused on DRS for selective inhibitors targeting specific proteins.
도 1a는 일 실시예에 따라 Cancer Therapeutics Response Portal(CTRP) 데이터의 481개 약물에 대한 각 유전자의 약전사 상관관계를 계산하여 DRS(0.3)로 변환한 약물반응점수(DRS)로 정렬된 유전자를 나타낸 그래프이다.Figure 1a shows the genes aligned with the drug response score (DRS) converted to DRS (0.3) by calculating the pharmacologic correlation of each gene for 481 drugs of Cancer Therapeutics Response Portal (CTRP) data according to one embodiment. is the graph shown.
도 1a를 참고하면, 대부분의 소분자에 대해 높은 DRS를 갖는 유전자는 PI3Kβ, ALK, 또는 MET에 대한 선택적 억제제에 대해서도 높은 DRS를 나타낸 것을 확인할 수 있었다.Referring to Figure 1a, it was confirmed that genes having high DRS for most small molecules showed high DRS for selective inhibitors of PI3Kβ, ALK, or MET.
도 1b는 일 실시예에 따라 모든 약물, 키나제 억제제 및 BRAF 억제제에 대한 DRS가 상대적으로 표시된 것을 나타낸 그래프이다.Figure 1b is a graph showing the relative display of DRS for all drugs, kinase inhibitors and BRAF inhibitors according to one embodiment.
상기 도 1b를 참고하면, DRS에서 BRAF로의 억제제는 다른 행동을 보였다. 즉, 모든 약물, 또는 키나제 억제제가 아닌 BRAF 억제제에 대한 DRS가 높은 유전자는 대부분의 약물에 대한 내성이나 민감성으로 편향되지 않은 것을 확인할 수 있었다.Referring to FIG. 1B, the DRS to BRAF inhibitors showed different behavior. That is, it was confirmed that genes with high DRS for all drugs or BRAF inhibitors other than kinase inhibitors were not biased toward resistance or sensitivity to most drugs.
이를 통해, BRAF 억제제, 즉, BRAF 유전자 또는 단백질 억제제는 특이적 민감도 관련 유전자를 식별할 가능성이 높다는 것을 확인할 수 있었다.Through this, it was confirmed that BRAF inhibitors, ie, BRAF gene or protein inhibitors, are highly likely to identify specific sensitivity-related genes.
실시예 2 : TRIM51 유전자의 발현 수준과 BRAF-MEK 억제제에 대한 감수성 관련 분석Example 2: Analysis of TRIM51 gene expression level and susceptibility to BRAF-MEK inhibitors
도 2는 다양한 암 세포주(CCL)에서 cBioPortal을 사용한 TRIM51 mRNA 수준 검사를 나타낸 그래프이다.Figure 2 is a graph showing the TRIM51 mRNA level test using cBioPortal in various cancer cell lines (CCL).
상기 도 2를 참고하면, z-점수가 2≥인 높은 TRIM51 mRNA 수준은 흑색종 CCL(위)에서만 발견되었으므로, TRIM51의 독점적으로 높은 mRNA 발현은 또한 상자 그림(아래)에 의해 피부 흑색종 CCL에서 표시된 것을 확인할 수 있었다. 즉, BRAF 억제제가 주로 치료제로 활용되는 흑색종에서 파생된 CCL에서 독점적으로 가장 높게 발현되는 유전자 TRIM51에 초점을 맞췄다.Referring to Figure 2 above, since high TRIM51 mRNA levels with a z-score of 2≥ were found only in melanoma CCL (top), exclusively high mRNA expression of TRIM51 was also found in cutaneous melanoma CCL by box plot (bottom). was able to confirm what was displayed. That is, we focused on TRIM51, a gene that is exclusively highly expressed in melanoma-derived CCL, where BRAF inhibitors are primarily utilized as therapeutics.
도 3a는 일 실시예에 따라 약물 반응 곡선 아래 면적(AUC)으로 측정된 여러 BRAF-MEK 억제제에 대한 약물 민감도 프로파일의 열 지도이고, 도 3b는 일 실시예에 따라 BRAF-MEK 경로와 관련된 돌연변이의 발생을 나타낸 도이고, 도 3c는 일 실시예에 따라 TRIM51 mRNA 수준에 의해 정렬된 201개의 암 세포주(CCL)에 표시된 역상 단백질 어레이(RPPA)에 의해 측정된 BRAF-MEK 경로 관련 단백질의 발현 수준을 나타낸 도이다. (이때, 괄호값은 TRIM51 mRNA 수준과 Pearson의 상관 계수를 나타냄)3A is a heat map of drug sensitivity profiles for several BRAF-MEK inhibitors as measured by area under the drug response curve (AUC) according to one embodiment, and FIG. Figure 3c is a diagram showing the expression level of BRAF-MEK pathway-related proteins measured by reverse-phase protein array (RPPA) displayed in 201 cancer cell lines (CCL) sorted by TRIM51 mRNA level according to one embodiment. is the diagram shown. (At this time, parentheses indicate TRIM51 mRNA level and Pearson's correlation coefficient)
도 3a를 참고하면, TRIM51 전사체 검출이 있는 201개의 CCL에서 증가된 TRIM51 수준은 감소된 AUC에 의해 표시되는 바와 같이 다중 BRAF 및 MEK 억제제의 향상된 효능과 명확한 연관성이 있다는 것을 확인할 수 있었다.Referring to Figure 3a, it was confirmed that increased TRIM51 levels in 201 CCLs with TRIM51 transcript detection were clearly correlated with improved efficacy of multiple BRAF and MEK inhibitors, as indicated by reduced AUC.
또한, BRAF 유전자 또는 단백질 억제제는 베무라페닙(vemurafenib), 및 다브라페닙(Dabrafenib)으로 이루어진 군으로부터 선택된 1종 이상을 포함할 수 있고, 상기 MEK 유전자 또는 단백질 억제제는 트라메티닙(trametinib)을 포함할 수 있다.In addition, the BRAF gene or protein inhibitor may include one or more selected from the group consisting of vemurafenib and dabrafenib, and the MEK gene or protein inhibitor may include trametinib can include
이때, 상기 도를 참고하면, BRAF 유전자 또는 단백질 억제제-MEK 유전자 또는 단백질 억제제가 매우 효과적인 TRIM51-high CCL(도 3a)은 BRAF 돌연변이의 상대적으로 높은 농축(도 3b), 및 BRAF, MEK 및 ERK1/2의 증가된 인산화 수준과 함께 발생(도 3c)한 것을 확인할 수 있었다.At this time, referring to the above figure, TRIM51-high CCL (FIG. 3a), in which the BRAF gene or protein inhibitor-MEK gene or protein inhibitor is very effective, has a relatively high concentration of BRAF mutations (FIG. 3b), and BRAF, MEK and ERK1/ It was confirmed that it occurred together with an increased phosphorylation level of 2 (FIG. 3c).
따라서 높은 효능이 BRAF 돌연변이의 의존성에 기인할 가능성을 배제하기 위해, BRAF 돌연변이 흑색종으로 제한된 CCL을 사용하여 BRAF 유전자 또는 단백질 억제제-MEK 유전자 또는 단백질 억제제에 대한 민감도와 TRIM51 발현 수준의 연관성을 조사하고 그에 따른 결과를 도 4a 및 도 4b에 나타내었다.Therefore, to rule out the possibility that the high efficacy is due to the dependence of BRAF mutation, we investigated the association of TRIM51 expression levels with sensitivity to the BRAF gene or protein inhibitor-MEK gene or protein inhibitor using CCL restricted to BRAF mutant melanoma. The results thereof are shown in FIGS. 4a and 4b.
구체적으로, 도 4a 및 도 4b는 CTRP(Cancer Therapeutics Response Portal) 데이터(도 4a) 및 혼합물에서 동시에 상대 억제 프로파일링(PRISM) 데이터(도 4b)를 사용한, BRAF 돌연변이 흑색종 암 세포주(CCL)에서, TRIM51의 발현 수준과 BRAF(다브라페닙 및 GDC-0879) 및 MEK(PD318088 및 트라메티닙) 유전자 또는 단백질 억제제에 대한 감수성 간의 상관관계를 나타낸 그래프이다.Specifically, FIGS. 4A and 4B show in a BRAF mutant melanoma cancer cell line (CCL) using Cancer Therapeutics Response Portal (CTRP) data (FIG. 4A) and simultaneous relative suppression profiling (PRISM) data in the mixture (FIG. 4B). , A graph showing the correlation between expression levels of TRIM51 and susceptibility to BRAF (dabrafenib and GDC-0879) and MEK (PD318088 and trametinib) genes or protein inhibitors.
도 4a를 참고하면, TRIM51의 발현 수준과 다중 BRAF(예: 다브라페닙 및 GDC-0879) 및 MEK 유전자 또는 단백질 억제제(예: PD318088 및 트라메티닙)에 대한 민감도 사이의 강한 상관관계가 있다는 것을 확인할 수 있다.Referring to Figure 4a, there is a strong correlation between the expression level of TRIM51 and sensitivity to multiple BRAFs (eg dabrafenib and GDC-0879) and MEK gene or protein inhibitors (eg PD318088 and trametinib). You can check.
그 다음, 도 4b에 따라 578개 CCL에서 4,518개 약물의 민감도 프로파일을 조사한 PRISM의 독립적인 데이터 세트를 사용하여 결과를 검증하였다. 그 결과, BRAF-돌연변이 흑색종에서 TRIM51의 발현 수준과 BRAF MEK 유전자 또는 단백질 억제제에 대한 민감도 사이에 상당한 상관관계가 있다는 것도 확인할 수 있었다.Results were then validated using an independent data set from PRISM examining the sensitivity profiles of 4,518 drugs in 578 CCLs according to FIG. 4B. As a result, it was also confirmed that there was a significant correlation between the expression level of TRIM51 in BRAF-mutant melanoma and the sensitivity to BRAF MEK gene or protein inhibitors.
즉, 상기 결과에 따라, TRIM51의 발현 수준이 BRAF-MEK 신호 전달 경로에 포함될 수 있음을 확인할 수 있을 뿐만 아니라, TRIM51의 발현 수준이 BRAF 돌연변이 흑색종 환자에서도 BRAF-MEK 유전자 또는 단백질 억제제에 대한 반응자의 상세한 분류에 활용될 수 있다는 것을 확인할 수 있었다.That is, according to the above results, not only can it be confirmed that the expression level of TRIM51 can be included in the BRAF-MEK signaling pathway, but also the expression level of TRIM51 can be expressed in response to BRAF-MEK gene or protein inhibitors even in BRAF mutant melanoma patients. It was confirmed that it can be used for detailed classification of characters.
실시예 2 : TRIM51 유전자의 발현 수준과 BRAF-MEK 억제제에 대한 약리적 활성 관련 분석Example 2: Analysis of pharmacological activity related to TRIM51 gene expression level and BRAF-MEK inhibitor
실시예 1에 따라, TRIM51의 기본 발현 수준이 BRAF 및 MEK 모두에 대한 다중 억제제에 대한 민감성과 관련되었다는 사실은 TRIM51의 발현 수준이 BRAF-MEK 신호 전달 경로에 포함될 수 있다는 것을 확인할 수 있었다.According to Example 1, the fact that the basal expression level of TRIM51 was associated with sensitivity to multiple inhibitors of both BRAF and MEK confirmed that the expression level of TRIM51 could be involved in the BRAF-MEK signaling pathway.
도 5a 내지 도 5g는 일 실시예에 따라 BRAF-MEK 억제제의 약리학적 활성에 대한 대리 마커인 TRIM51의 발현 수준을 나타낸 그래프이다. 5a to 5g are graphs showing the expression level of TRIM51, a surrogate marker for the pharmacological activity of a BRAF-MEK inhibitor, according to one embodiment.
구체적으로, 도 5a는 일 실시예에 따라 A375 흑색종 세포를 BRAF 억제제인 베무라페닙으로 처리한 경우 TRIM51의 발현 수준을 나타낸 막대 그래프이다.Specifically, FIG. 5a is a bar graph showing the expression level of TRIM51 when A375 melanoma cells were treated with the BRAF inhibitor vemurafenib according to one embodiment.
도 5b는 일 실시예에 따라 92.1 포도막 흑색종 세포를 MEK 억제제인 트라메티닙으로 처리한 경우 TRIM51의 발현 수준을 나타낸 막대 그래프이다.Figure 5b is a bar graph showing the expression level of TRIM51 when 92.1 uveal melanoma cells were treated with the MEK inhibitor, trametinib, according to one embodiment.
도 5c는 일 실시예에 따라 여러 포도막 흑색종 암 세포주를 MEK 억제제인 셀루메티닙으로 처리한 경우 TRIM51의 발현 수준을 나타낸 막대 그래프이다.Figure 5c is a bar graph showing the expression level of TRIM51 when several uveal melanoma cancer cell lines were treated with the MEK inhibitor selumetinib according to one embodiment.
도 5d 및 도 5e는 일 실시예에 따라 각각 2개의 독립적인 흑색종 생검 샘플 (GSE65185(도 5d) 및 GSE99898(도 5e))에서 BRAF-MEK 억제제를 사용한 치료 전(전처리) 및 후(후처리) TRIM51의 발현 수준을 보여주는 쌍선 플롯이다.5D and 5E show before (pre-treatment) and after (post-treatment) treatment with a BRAF-MEK inhibitor in two independent melanoma biopsy samples (GSE65185 (FIG. 5D) and GSE99898 (FIG. 5E)), respectively, according to one embodiment. ) is a paired plot showing the expression level of TRIM51.
도 5f 및 도 5g는 일 실시예에 따라 BRAF-MEK 억제제 치료 후 초기(도 5f) 및 진행(도 5f) 동안 TRIM51의 발현 수준을 보여주는 쌍선 플롯이다.5F and 5G are paired plots showing the expression level of TRIM51 during initial (FIG. 5F) and progression (FIG. 5F) after treatment with a BRAF-MEK inhibitor, according to one embodiment.
도 5a를 참고하면, BRAF 유전자 또는 단백질 억제제인 베무라페닙으로 처리한 경우, 100nM 미만의 농도에서도 흑색종 CCL, A375에서 용량 의존적 방식으로 TRIM51의 발현 수준을 극적으로 감소시킨 것을 확인할 수 있었다.Referring to Figure 5a, when treated with the BRAF gene or protein inhibitor vemurafenib, it was confirmed that the expression level of TRIM51 was dramatically reduced in a dose-dependent manner in melanoma CCL, A375 even at a concentration of less than 100 nM.
도 5b 및 도 5c를 참고하면, MEK 유전자 또는 단백질 억제제인 트라메티닙 또는 셀루메티닙으로 처리한 경우, 다양한 포도막 흑색종 CCL에서 TRIM51의 발현 수준을 유의하게 감소시킨 것을 확인할 수 있었다.Referring to Figures 5b and 5c, when treated with the MEK gene or protein inhibitor trametinib or selumetinib, it was confirmed that the expression level of TRIM51 was significantly reduced in various uveal melanoma CCL.
이를 통해 BRAF-MEK 경로가 흑색종에서 TRIM51의 mRNA 수준을 긍정적으로 조절할 수 있음을 확인할 수 있었다.Through this, it was confirmed that the BRAF-MEK pathway can positively regulate the mRNA level of TRIM51 in melanoma.
또한, 도 5d 내지 도 5f에 따라, TRIM51의 BRAF-MEK 경로 의존적 전사 조절의 임상적 관련성을 입증하기 위해, 우리는 BRAF 억제제로 치료하기 전과 후에 쌍을 이루는 흑색종 생검 사이에서 TRIM51의 mRNA 수준을 비교하였다.In addition, to demonstrate the clinical relevance of BRAF-MEK pathway-dependent transcriptional regulation of TRIM51, according to Figures 5D to 5F, we measured the mRNA level of TRIM51 between paired melanoma biopsies before and after treatment with a BRAF inhibitor. compared.
구체적으로, 도 5d를 참고하면, 조사된 12명의 환자 중 11명에서 TRIM51의 발현 수준을 일관되게 감소시켰다는 것을 확인할 수 있었다.Specifically, referring to Figure 5d, it was confirmed that the expression level of TRIM51 was consistently reduced in 11 out of 12 patients investigated.
또한, 도 5e를 참고하면, BRAF-MEK 유전자 또는 단백질 억제제(베무라페닙, 다브라페닙 또는 다브라페닙 및 트라메티닙 병용 요법)를 사용한 조기 치료도 독립적으로 검사된 8쌍의 흑색종 생검 샘플 중 6개에서 TRIM51의 발현 수준을 안정적으로 감소시킨 것을 확인할 수 있었다.In addition, referring to FIG. 5E, early treatment with a BRAF-MEK gene or protein inhibitor (vemurafenib, dabrafenib or dabrafenib and trametinib combination therapy) was also independently tested in 8 pairs of melanoma biopsy samples. It was confirmed that the expression level of TRIM51 was stably reduced in 6 of them.
또한, 도 5f를 참고하면, TRIM51의 mRNA 수준은 억제제에 대한 질병 진행 후 4쌍의 흑색종 생검 중 3개에서 회복되거나 심지어 증가한 것을 확인할 수 있고, 도 5g를 참고하면, 진행 후 TRIM51의 mRNA 수준은 13쌍의 샘플 중 3명의 환자에서 증가하고 4명의 환자에서 변화가 없었고 6명의 환자에서 감소한 것을 확인할 수 있었다.In addition, referring to Figure 5f, it can be confirmed that the mRNA level of TRIM51 recovered or even increased in 3 out of 4 pairs of melanoma biopsies after disease progression to the inhibitor, and referring to Figure 5g, the mRNA level of TRIM51 after progression It was confirmed that out of 13 pairs of samples, 3 patients increased, 4 patients did not change, and 6 patients decreased.
이를 종합하면, BRAF-MEK 경로에 의한 TRIM51 mRNA 수준의 양성 조절을 입증하고 TRIM51의 발현 수준이 시험관 내 및 임상 상황 모두에서 치료 후 활성 및 BRAF-MEK 억제제에 대한 내성 정도를 충실하게 나타낼 수 있음을 확인할 수 있었다.Taken together, we demonstrate the positive regulation of TRIM51 mRNA levels by the BRAF-MEK pathway and show that the expression levels of TRIM51 can faithfully represent the degree of activity and resistance to BRAF-MEK inhibitors after treatment in both in vitro and clinical situations. I was able to confirm.
실시예 3 : TRIM51 유전자의 발현 수준과 흑색종 환자의 생존 및 면역 내성 관련 분석Example 3: TRIM51 gene expression level and survival and immune tolerance analysis of melanoma patients
TRIM51의 발현 수준이 흑색종의 질병 진행 및 예후와 관련이 있는지 여부를 평가하고 그 결과를 도 6a 내지 도 6c에 나타내었다.Whether the expression level of TRIM51 is related to melanoma disease progression and prognosis was evaluated, and the results are shown in FIGS. 6a to 6c.
구체적으로, 도 6a는 일 실시예에 따라 4개의 독립적인 유전자 발현 옴니버스(GEO) 데이터 세트를 사용하여 조사하여 흑색종의 질병 진행 및 상태에 따른 TRIM51의 발현 수준을 나타낸 그래프이다.Specifically, FIG. 6A is a graph showing the expression level of TRIM51 according to the disease progression and status of melanoma examined using four independent gene expression omnibus (GEO) data sets according to one embodiment.
도 6b는 일 실시예에 따라 피부 피부 흑색종(SKCM)에서 TRIM51-high(z-score ≥ 2 ) 및 TRIM51-low(z-score <2) 환자의 전체 및 무진행 생존율을 보여주는 Kaplan-Meier 곡선그래프이다.Figure 6b is a Kaplan-Meier curve showing overall and progression-free survival of TRIM51-high (z-score ≥ 2) and TRIM51-low (z-score <2) patients in cutaneous cutaneous melanoma (SKCM) according to one embodiment. it's a graph
도 6c는 일 실시예에 따라 The Cancer Genome Atlas(TCGA) 데이터를 사용하여 포도막 흑색종(UVM)의 TRIM51-high(≥ 중앙 발현 수준) 및 TRIM51-low(< 중앙 발현 수준) 환자의 전체 및 무진행 생존율을 보여주는 Kaplan-Meier 곡선그래프이다.Figure 6c shows total and no TRIM51-high (≥ median expression level) and TRIM51-low (< median expression level) patients of uveal melanoma (UVM) using The Cancer Genome Atlas (TCGA) data according to one embodiment. It is a Kaplan-Meier curve graph showing progression survival rate.
도 6a를 참고하면, 독립적인 연구의 데이터 세트는 일반적으로 TRIM51의 발현 수준이 질병 진행 중에 상향 조절된다는 것을 보여주었는 바, TRIM51의 mRNA 수준은 정상 모반에 비해 원발성 및 전이성 흑색종 모두에서 유의하게 증가한 것을 확인할 수 있었다.Referring to FIG. 6A , a data set from an independent study showed that the expression level of TRIM51 was generally upregulated during disease progression, and the mRNA level of TRIM51 was significantly increased in both primary and metastatic melanoma compared to normal nevi. could confirm that
또한, 도 6b 및 도 6c를 참고하면, TRIM51 mRNA 수준의 상향 조절은 피부 및 포도막 흑색종 모두에서 낮은 생존율과 유의하게 연관된 것을 확인할 수 있었다.In addition, referring to Figures 6b and 6c, it was confirmed that the upregulation of TRIM51 mRNA level was significantly associated with low survival rates in both cutaneous and uveal melanomas.
또한, TRIM51이 높은 환자의 낮은 생존율이 더 나쁜 종양 미세 환경, 특히 면역 저항과 관련되는지 여부 확인을 위해 흑색종에 대한 면역 요법의 중요성은 TRIM51의 발현 수준과 면역 내성 관련 특징 사이의 연관성을 조사한 결과를 도 7a 및 도 7b에 나타내었다.In addition, the importance of immunotherapy for melanoma was investigated to determine whether the poor survival of patients with high TRIM51 was associated with a poorer tumor microenvironment, especially immune resistance, by examining the association between the expression level of TRIM51 and immune resistance-related features. is shown in Figures 7a and 7b.
도 7a를 참고하면, TRIM51이 높은 환자는 T 세포 효과기 분자인 그랜자임을 코딩하는 유전자의 발현 수준이 감소된 것을 확인할 수 있었다. 즉, TRIM51이 높은 환자는 T 세포 우세한 마커인 LCK의 낮은 mRNA 수준을 나타내어 T 세포의 낮은 침윤이 나타난다는 것을 확인할 수 있었다.Referring to FIG. 7a , it was confirmed that the expression level of the gene encoding granzyme, a T cell effector molecule, was reduced in patients with high levels of TRIM51. That is, it was confirmed that patients with high TRIM51 showed low mRNA levels of LCK, which is a T cell dominant marker, indicating low T cell infiltration.
또한, 도 7b를 참고하면, 유전자 세트 농축 분석(GSEA)은 TRIM51이 높은 환자가 낮은 수준의 CD8 T 세포 활성을 갖는 경향이 있음을 확인할 수 있었다. 또한, TRIM51이 높은 환자의 발현 패턴은 니볼루맙에 대한 내성을 향한 전사 편향이 나타난다는 것을 확인할 수 있었다.In addition, referring to FIG. 7B , gene set enrichment analysis (GSEA) confirmed that patients with a high level of TRIM51 tended to have a low level of CD8 T cell activity. In addition, it was confirmed that the expression pattern of patients with high TRIM51 showed a transcriptional bias toward resistance to nivolumab.
종합하면, TRIM51이 높은 환자가 면역 요법에 내성을 가질 가능성이 높을 수 있고 그들의 낮은 생존율이 부분적으로 면역 내성 특징에 기인한다는 것을 확인할 수 있었다. Taken together, we could confirm that patients with high TRIM51 may be more likely to be resistant to immunotherapy and their poor survival is partly due to immune tolerance features.

Claims (12)

  1. TRIM51(Tripartite Motif-Containing 51) mRNA 또는 단백질을 포함하는 흑색종 치료제 내성 예측용 바이오마커로써,TRIM51 (Tripartite Motif-Containing 51) As a biomarker for predicting melanoma drug resistance including mRNA or protein,
    상기 흑색종 치료제는 BRAF 억제제 및 MEK 억제제로 이루어진 군에서 선택되는 하나 이상의 억제제를 포함하는 것을 특징으로 하는, 바이오마커.The melanoma therapeutic agent is a biomarker, characterized in that it comprises one or more inhibitors selected from the group consisting of BRAF inhibitors and MEK inhibitors.
  2. 제1항에 있어서,According to claim 1,
    상기 흑색종은 BRAF 돌연변이 흑색종인 것인, 흑색종 치료제 내성 예측용 바이오마커.The melanoma is a BRAF mutant melanoma, a biomarker for predicting melanoma drug resistance.
  3. 제1항에 있어서,According to claim 1,
    상기 흑색종은 피부 흑색종, 및 포도막 흑색종으로 이루어진 군에서 선택되는 하나 이상의 흑색종인 것인, 흑색종 치료제 내성 예측용 바이오마커.The melanoma is one or more melanomas selected from the group consisting of cutaneous melanoma and uveal melanoma, a biomarker for predicting melanoma drug resistance.
  4. 제1항에 있어서,According to claim 1,
    상기 내성은 내재적 내성(Intrinsic resistance)인 것인, 흑색종 치료제 내성 예측용 바이오마커.The resistance is intrinsic resistance (Intrinsic resistance), a biomarker for predicting melanoma therapeutic resistance.
  5. TRIM51(Tripartite Motif-Containing 51) mRNA 또는 단백질 발현 수준을 측정하는 제제를 유효성분으로 포함하는 흑색종 치료제 내성 예측용 조성물로써,TRIM51 (Tripartite Motif-Containing 51) A composition for predicting resistance to a melanoma treatment comprising an agent measuring the mRNA or protein expression level as an active ingredient,
    상기 흑색종 치료제는 BRAF 억제제 및 MEK 억제제로 이루어진 군에서 선택되는 하나 이상의 억제제를 포함하는 것을 특징으로 하는, 조성물.The melanoma treatment agent is characterized in that it comprises one or more inhibitors selected from the group consisting of BRAF inhibitors and MEK inhibitors, composition.
  6. 제5항에 있어서,According to claim 5,
    상기 mRNA 발현 수준을 측정하는 제제는 TRIM51 mRNA에 특이적으로 결합하는 프라이머 또는 프로브이고,The agent for measuring the mRNA expression level is a primer or probe that specifically binds to TRIM51 mRNA,
    상기 단백질의 발현 수준을 측정하는 제제는 TRIM51 단백질에 특이적으로 결합하는 항체, 이의 단편, 또는 앱타머인 것인 흑색종 치료제 내성 예측용 조성물.The agent for measuring the expression level of the protein is an antibody that specifically binds to the TRIM51 protein, a fragment thereof, or an aptamer composition for predicting melanoma treatment resistance.
  7. 제5항의 흑색종 치료제 내성 예측용 조성물을 포함하는 흑색종 치료제 내성 예측용 키트.A kit for predicting resistance to a melanoma therapeutic agent comprising the composition for predicting resistance to a melanoma therapeutic agent of claim 5.
  8. 제7항에 있어서,According to claim 7,
    RT-PCR 키트, DNA 칩 키트 또는 단백질 칩 키트인 것인 흑색종 치료제 내성 예측용 키트.A kit for predicting melanoma drug resistance, which is an RT-PCR kit, a DNA chip kit, or a protein chip kit.
  9. 흑색종 환자로부터 분리된 시료 내 TRIM51의 mRNA 또는 단백질의 수준을 측정하는 단계; Measuring the mRNA or protein level of TRIM51 in a sample isolated from a melanoma patient;
    상기 측정된 TRIM51의 mRNA 또는 단백질의 수준과 정상 대조군 시료의 TRIM51의 mRNA 또는 단백질의 수준을 비교하는 단계; 및Comparing the measured mRNA or protein level of TRIM51 with the level of TRIM51 mRNA or protein in a normal control sample; and
    상기 측정된 TRIM51의 mRNA 또는 단백질의 수준이 정상 대조군 시료의 수준보다 높을 경우 흑색종 치료제에 대한 내성이 낮다고 판단하는 단계;를 포함하는 흑색종 치료제의 내성 예측에 필요한 정보를 제공하는 방법으로써, Determining that resistance to the melanoma treatment is low when the measured mRNA or protein level of TRIM51 is higher than the level of the normal control sample; As a method of providing information necessary for predicting resistance to a melanoma treatment,
    상기 흑색종 치료제는 BRAF 억제제 및 MEK 억제제로 이루어진 군에서 선택되는 하나 이상의 억제제를 포함하는 것을 특징으로 하는, 정보를 제공하는 방법.The method for providing information, characterized in that the melanoma therapeutic agent comprises at least one inhibitor selected from the group consisting of a BRAF inhibitor and a MEK inhibitor.
  10. 제9항에 있어서,According to claim 9,
    상기 TRIM51의 mRNA 수준을 측정하는 단계는 상기 TRIM51 mRNA에 특이적으로 결합하는 프라이머 또는 프로브를 이용하는 것인 흑색종 치료제의 내성 예측에 필요한 정보를 제공하는 방법.The step of measuring the mRNA level of TRIM51 is to use a primer or probe that specifically binds to the TRIM51 mRNA.
  11. 제9항에 있어서,According to claim 9,
    상기 TRIM51 단백질 수준을 측정하는 단계는 상기 단백질에 특이적으로 결합하는 항체, 이의 단편, 또는 앱타머를 이용하는 것인 흑색종 치료제의 내성 예측에 필요한 정보를 제공하는 방법.The step of measuring the TRIM51 protein level is to use an antibody, a fragment thereof, or an aptamer that specifically binds to the protein.
  12. 흑색종 환자로부터 분리된 시료를 시험물질을 접촉시키는 단계;contacting a sample isolated from a melanoma patient with a test substance;
    상기 시험물질을 접촉한 시료에서 TRIM51의 mRNA 또는 단백질 수준을 측정하는 단계; 및Measuring the mRNA or protein level of TRIM51 in a sample contacted with the test material; and
    대조군 시료와 비교하여, 상기 TRIM51의 mRNA 또는 단백질 수준이 감소한 시험물질을 선별하는 단계를 포함하는 흑색종 치료제 반응성 증진제 스크리닝 방법으로써,A method for screening a melanoma therapeutic agent responsiveness enhancer comprising the step of selecting a test substance having a reduced mRNA or protein level of TRIM51 compared to a control sample,
    상기 흑색종 치료제는 BRAF 억제제 및 MEK 억제제로 이루어진 군에서 선택되는 하나 이상의 억제제를 포함하는 것을 특징으로 하는, 스크리닝 방법.상기 흑색종 치료제는 BRAF 억제제 및 MEK 억제제로 이루어진 군에서 선택되는 하나 이상의 억제제를 포함하는 것을 특징으로 하는, 스크리닝 방법.The screening method, characterized in that the melanoma therapeutic agent comprises at least one inhibitor selected from the group consisting of a BRAF inhibitor and a MEK inhibitor. The melanoma therapeutic agent comprises at least one inhibitor selected from the group consisting of a BRAF inhibitor and a MEK inhibitor. Characterized in that it comprises, a screening method.
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