CROSS-REFERENCE TO RELATED APPLICATION This application claims priority benefit of U.S. Provisional Application Ser. No. 61/069,373, filed Mar. 14, 2008, the entire disclosure of which is incorporated herein by reference in its entirety.
TECHNICAL FIELD The present invention provides genes and gene sets, the expression levels of which are useful for predicting response of cancer patients to chemotherapy.
INTRODUCTION Colorectal cancer is the number two cause of cancer-related death in the United States and the European Union, accounting for 10% of all cancer-related deaths. Although colon cancer and rectal cancer may represent identical or similar disease at the molecular level, surgery for rectal cancer is complicated by anatomical issues. Possibly for this reason, the rate of local recurrence for rectal cancer is significantly higher than for colon cancer, and so the treatment approach is significantly different. Approximately 100,000 colon cancers are newly diagnosed each year in the United States, with about 65% of these being diagnosed as stage II/III as discussed below.
Refining a diagnosis of colorectal cancer involves evaluating the progression status of the cancer using standard classification criteria. Two classification systems have been widely used in colorectal cancer, the modified Duke's (or Astler-Coller) staging system (Stages A-D) (Astler V B, Coller F A., Ann Surg 1954;139:846-52), and more recently TNM staging (Stages I-IV) as developed by the American Joint Committee on Cancer (AJCC Cancer Staging Manual, 6th Edition, Springer-Verlag, New York, 2002). Both systems evaluate tumor progression by applying measures of the spread of the primary tumor through layers of colon or rectal wall to adjacent organs, lymph nodes and distant sites. Estimates of recurrence risk and treatment decisions in colon cancer are currently based primarily on tumor stage.
There are approximately 33,000 newly diagnosed Stage II colorectal cancers each year in the United States. Nearly all of these patients are treated by surgical resection of the tumor and, in addition, about 40% are currently treated with chemotherapy based on 5-fluorouracil (5-FU). The decision whether to administer adjuvant chemotherapy is not straightforward. The five-year survival rate for Stage II colon cancer patients treated with surgery alone is approximately 80%. Standard adjuvant treatment with 5-FU+leucovorin (leucovorin-mediated fluorouracil) produces an only 2-4% absolute improvement in 5-year survival in this population. Such treatment also shows significant toxicity, including a rate of toxic death from chemotherapy as high as 1%. Thus, a large number of patients receive toxic therapy from which only a few benefit. A test capable of quantifying likelihood of patient benefit from chemotherapy to more accurately identify Stage II patients for treatment would be extremely useful.
The benefit of chemotherapy in Stage III colon cancer is even more evident than in Stage II. A large proportion of the 31,000 patients annually diagnosed with Stage III colon cancer receive 5-FU-based adjuvant chemotherapy. The absolute benefit of treatment in this setting ranges, depending on the particular regimen employed, from about 18% (5-FU+leucovorin) to about 24% (5-FU+leucovorin+oxaliplatin). Current standard-of-care chemotherapy treatment for Stage III colon cancer patients is moderately effective, achieving an improvement in 5-year survival rate from about 50% (surgery alone) to about 65% (5-FU+leucovorin) or 70% (5-FU+leucovorin+oxaliplatin). Treatment with 5-FU+leucovorin alone or in combination with oxaliplatin is accompanied by a range of adverse side-effects, including toxic death in approximately 1% of patients treated. It has not been established whether a subset of Stage III patients (overall untreated 5-year survival about 50%) exists for which recurrence risk resembles that observed for Stage II patients (overall untreated 5-year survival about 80%).
A test capable of quantifying likelihood of patient benefit from chemotherapy to more accurately identify Stage III patients for treatment would be extremely useful. A patient having a low recurrence risk resembling that of a Stage II patient and a low likelihood of benefit from chemotherapy might elect to forego chemotherapy. A patient with a high recurrence risk and a low likelihood of benefit from 5-FU based chemotherapy might elect an alternative treatment.
Staging of rectal tumors is carried out based on similar criteria as for colon tumor staging, although there are some differences resulting for example from differences in the arrangement of the draining lymph nodes. As a result, Stage II/III rectal tumors bear a reasonable correlation to Stage II/III colon tumors as to their state of progression. As noted above, the rate of local recurrence and other aspects of prognosis differ between rectal cancer and colon cancer, and these differences may arise from difficulties in accomplishing total resection of rectal tumors. Nevertheless, there is no compelling evidence that there is a difference between colon cancer and rectal cancer as to the molecular characteristics of the respective tumors.
Tests able to predict chemotherapy treatment benefit for rectal cancer patients would have utility similar in nature as described for colon cancer tests and the same markers might well have utility in both cancer types. Tests that identify patients more likely to be those that fail to respond to standard-of-care are useful in drug development, for example in identifying patients for inclusion in clinical trials testing the efficacy of alternative drugs. For example, 30-35% of Stage III colon cancer patients fail to survive five years when treated with fluorouracil-based chemotherapy after surgical resection of tumor. Preferential inclusion of these patients in a clinical trial for a new Stage III colon cancer treatment could substantially improve the efficiency and reduce the costs of such a clinical trial.
SUMMARY The present invention relates to gene sets useful in assessing prognosis and/or predicting the response of cancer, e.g. colorectal cancer to chemotherapy. In addition, the invention relates to a clinically validated cancer test, e.g. colorectal test, for assessment of prognosis and/or prediction of patient response to chemotherapy, using expression analysis. The present invention accommodates the use of archived paraffin embedded biopsy material for assay of all markers in the relevant gene sets and therefore is compatible with the most widely available type of biopsy material.
In one aspect, the present disclosure concerns a method of predicting the likelihood of positive response to treatment with chemotherapy of a subject diagnosed with cancer involving determining the normalized expression level of at least one gene listed in Table 5, or its expression product, in a tumor sample obtained from said subject, and using the normalized expression level to calculate a likelihood of a positive clinical response to chemotherapy, wherein increased normalized expression of one or more of the genes selected from the group consisting of ABCB1, AMFR, ANXA1, APC, B-Catenin, BGN, CALD1, CD44E, CD44s, CD44v6, CD68, CDH11, CHFR, CLDN1, CLTC, COL1A1, COL1A2, CREBBP, CTSB, CTSL, CXCL12, EFNB2, ENO1, EPAS1, FGF18, FOXO3A, FPGS, FZD1, GJB2, GPX1, HIF1A, HNRPD, HSD17B2, HoxA5, IGFBP3, IGFBP5, IGFBP7, IL6ST, ITGA5, KLF5, KLK10, KRT8, LEF, LOX, MADH7, MCM3, MCP1, MMP1, MMP2, Maspin, NRP1, PDGFC, PDGFD, PDGFRa, PFN2, PKR2, RUNX1, SEMA4B, SIAT4A, SKP2, SPARC, SPRY1, THBS1, TIMP1, UPP1, and VDAC2, or their corresponding product, indicates that said subject is predicted to have a decreased likelihood of a positive clinical response to the chemotherapy, and wherein increased normalized expression of one or more of the genes selected from the group consisting of AURKB, Axin 2, BIK, BRAF, BRCA2, BUB1, C20 orf1, C20ORF126, CASP9, CCNE2 variant 1, CDC2, CDC4, CENPA, CENPF, CLIC1, CYR61, Cdx2, Chk1, DLC1, DUSP1, E2F1, EGR3, EI24, ESPL1, FBXO5, FGF2, FOS, FUT6, GSK3B, Grb10, HES6, HLA-G, HNRPAB, HOXB13, HSPE1, KIF22, KIFC1, KLRK1, Ki-67, LAT, LMYC, MAD2L1, MSH2, MSH3, NR4A1, PDGFA, PRDX2, RAB32, RAD54L, RANBP2, RCC1, ROCK2, RhoB, S100P, SAT, SOD1, SOS1, STK15, TCF-1, TOP2A, TP53BP1, UBE2C, VCP, and cMYC, or their corresponding products, indicates that said subject has an increased likelihood of a positive clinical response to chemotherapy.
In another aspect, the present disclosure concerns methods of predicting the likelihood of a positive clinical outcome of treatment with chemotherapy of a subject diagnosed with cancer by determining the normalized expression level of one or more genes listed in Table 5, or their expression products, in a tumor sample obtained from said subject, using the normalized expression level to calculate a likelihood of a positive clinical outcome of treatment with chemotherapy, wherein increased normalized expression of one or more of the genes selected from the group consisting of ABCB1, AMFR, ANXA1, APC, B-Catenin, BGN, CALD1, CD44E, CD44s, CD44v6, CD68, CDH11, CHFR, CLDN1, CLTC, COL1A1, COL1A2, CREBBP, CTSB, CTSL, CXCL12, EFNB2, ENO1, EPAS1, FGF18, FOXO3A, FPGS, FZD1, GJB2, GPX1, HIF1A, HNRPD, HSD17B2, HoxA5, IGFBP3, IGFBP5, IGFBP7, IL6ST, ITGA5, KLF5, KLK10, KRT8, LEF, LOX, MADH7, MCM3, MCP1, MMP1, MMP2, Maspin, NRP1, PDGFC, PDGFD, PDGFRa, PFN2, PKR2, RUNX1, SEMA4B, SIAT4A, SKP2, SPARC, SPRY1, THBS1, TIMP1, UPP1, and VDAC2, or their corresponding products, indicates that said subject is predicted to have a decreased likelihood of a positive clinical outcome, and wherein increased expression of one or more of the genes selected from the group consisting of AURKB, Axin 2, BIK, BRAF, BRCA2, BUB1, C20 orf1, C20ORF126, CASP9, CCNE2 variant 1, CDC2, CDC4, CENPA, CENPF, CLIC1, CYR61, Cdx2, Chk1, DLC1, DUSP1, E2F1, EGR3, EI24, ESPL1, FBXO5, FGF2, FOS, FUT6, GSK3B, Grb10, HES6, HLA-G, HNRPAB, HOXB13, HSPE1, KIF22, KIFC1, KLRK1, Ki-67, LAT, LMYC, MAD2L1, MSH2, MSH3, NR4A1, PDGFA, PRDX2, RAB32, RAD54L, RANBP2, RCC1, ROCK2, RhoB, S100P, SAT, SOD1, SOS1, STK15, TCF-1, TOP2A, TP53BP1, UBE2C, VCP, and cMYC, or their corresponding products, indicates that said subject has an increased likelihood of a positive clinical outcome.
The clinical outcome of the methods of the present disclosure may be expressed, for example, in terms of Recurrence-Free Interval (RFI), Overall Survival (OS), Disease-Free Survival (DFS), or Distant Recurrence-Free Interval (DRFI).
In one embodiment, the cancer is selected from the group of cancers including colorectal cancer, breast cancer, lung cancer, prostate cancer, hepatocellular cancer, gastric cancer, pancreatic cancer, cervical cancer, ovarian cancer, liver cancer, bladder cancer, cancer of the urinary tract, thyroid cancer, renal cancer, carcinoma, melanoma and brain cancer. In one embodiment the cancer is colorectal cancer. In another embodiment, the colorectal cancer is invasive colorectal cancer or Dukes B (stage II) or Dukes C (stage III) colorectal cancer.
In a particular embodiment, the chemotherapy is adjuvant chemotherapy. In another embodiment, the chemotherapy is neoadjuvant chemotherapy. In a particular embodiment the chemotherapy is 5-fluorouracil with leucovorin. The chemotherapy may further include administration of an additional anti-cancer agent.
In another aspect the present disclosure provides methods of predicting a positive clinical response of a colorectal cancer patient to treatment with 5-fluorouracil involving determining the normalized expression level of one or more of the genes listed in Table 5, or their products, in a tumor sample obtained from said patient, using the normalized expression level to calculate a likelihood of a positive clinical response, wherein increased normalized expression of one or more of the genes selected from the group consisting of ABCB1, AMFR, ANXA1, APC, B-Catenin, BGN, CALD1, CD44E, CD44s, CD44v6, CD68, CDH11, CHFR, CLDN1, CLTC, COL1A1, COL1A2, CREBBP, CTSB, CTSL, CXCL12, EFNB2, ENO1, EPAS1, FGF18, FOXO3A, FPGS, FZD1, GJB2, GPX1, HIF1A, HNRPD, HSD17B2, HoxA5, IGFBP3, IGFBP5, IGFBP7, IL6ST, ITGA5, KLF5, KLK10, KRT8, LEF, LOX, MADH7, MCM3, MCP1, MMP1, MMP2, Maspin, NRP1, PDGFC, PDGFD, PDGFRa, PFN2, PKR2, RUNX1, SEMA4B, SIAT4A, SKP2, SPARC, SPRY1, THBS1, TIMP1, UPP1, and VDAC2, or their corresponding product, indicates a decreased likelihood of clinical response; and increased normalized expression of one or more of the genes selected from the group consisting of AURKB, Axin 2, BIK, BRAF, BRCA2, BUB1, C20 orf1, C20ORF126, CASP9, CCNE2 variant 1, CDC2, CDC4, CENPA, CENPF, CLIC1, CYR61, Cdx2, Chk1, DLC1, DUSP1, E2F1, EGR3, EI24, ESPL1, FBXO5, FGF2, FOS, FUT6, GSK3B, Grb10, HES6, HLA-G, HNRPAB, HOXB13, HSPE1, KIF22, KIFC1, KLRK1, Ki-67, LAT, LMYC, MAD2L1, MSH2, MSH3, NR4A1, PDGFA, PRDX2, RAB32, RAD54L, RANBP2, RCC1, ROCK2, RhoB, S100P, SAT, SOD1, SOS1, STK15, TCF-1, TOP2A, TP53BP1, UBE2C, VCP, and cMYC, or their corresponding product, indicates an increased likelihood of clinical response, and generating a report based on the likelihood of a positive clinical response to chemotherapy.
In another aspect the present disclosure provides methods of predicting an effect of treatment with a 5-fluorouracil (5-FU)-based therapy on duration of a Recurrence-Free Interval (RFI) in a subject diagnosed with colorectal cancer by determining the normalized expression level of one or more of the genes listed in Table 5, or their expression products, in a tumor sample obtained from said subject, using the normalized expression level to calculate a predicted RFI for the subject after treatment with a 5-FU-based therapy, wherein evidence of increased normalized expression of one or more of the genes selected from the group consisting of ABCB1, AMFR, ANXA1, APC, B-Catenin, BGN, CALD1, CD44E, CD44s, CD44v6, CD68, CDH11, CHFR, CLDN1, CLTC, COL1A1, COL1A2, CREBBP, CTSB, CTSL, CXCL12, EFNB2, ENO1, EPAS1, FGF18, FOXO3A, FPGS, FZD1, GJB2, GPX1, HIF1A, HNRPD, HSD17B2, HoxA5, IGFBP3, IGFBP5, IGFBP7, IL6ST, ITGA5, KLF5, KLK10, KRT8, LEF, LOX, MADH7, MCM3, MCP1, MMP1, MMP2, Maspin, NRP1, PDGFC, PDGFD, PDGFRa, PFN2, PKR2, RUNX1, SEMA4B, SIAT4A, SKP2, SPARC, SPRY1, THBS1, TIMP1, UPP1, and VDAC2, or their corresponding product, indicates that said RFI is predicted to be shorter; and evidence of increased normalized expression of one or more of the genes listed elected from the group consisting of AURKB, Axin 2, BIK, BRAF, BRCA2, BUB1, C20 orf1, C20ORF126, CASP9, CCNE2 variant 1, CDC2, CDC4, CENPA, CENPF, CLIC1, CYR61, Cdx2, Chk1, DLC1, DUSP1, E2F1, EGR3, EI24, ESPL1, FBXO5, FGF2, FOS, FUT6, GSK3B, Grb10, HES6, HLA-G, HNRPAB, HOXB13, HSPE1, KIF22, KIFC1, KLRK1, Ki-67, LAT, LMYC, MAD2L1, MSH2, MSH3, NR4A1, PDGFA, PRDX2, RAB32, RAD54L, RANBP2, RCC1, ROCK2, RhoB, S100P, SAT, SOD1, SOS1, STK15, TCF-1, TOP2A, TP53BP1, UBE2C, VCP, and cMYC, or their corresponding product, indicates that said RFI is predicted to be longer.
For all aspects of the method of the present disclosure, determining the expression level of one or more genes may be obtained, for example, by a method of gene expression profiling. The method of gene expression profiling may be, for example, a PCR-based method.
The expression level of said said genes can be determined, for example, by RT-PCR (reverse transcriptase PCR) or an other PCR-based method, immunohistochemistry, proteomics techniques, an array-based method, or any other methods known in the art or their combination. In one aspect the RNA trancripts are fragmented.
For all aspects of the methods disclosed herein, the RNA transcript may be detected by assaying for an exon-baed sequence or an intron-based sequence, the expression of which correlates with the expression of a corresponding exon sequence.
In an embodiment, the assay for the measurement of said genes, or its expression products, is provided in the form of a kit or kits.
For all aspects of the present disclosure, the expression levels of the genes may be normalized relative to the expression levels of one or more reference genes, or their expression products.
The tumor sample may be e.g. a tissue sample containing cancer cells, or portion(s) of cancer cells, where the tissue can be fixed, paraffin-embedded or fresh or frozen tissue. In a particular embodiment, the tissue is from fine needle, core or other types of biopsy. For example, the tissue sample can be obtained by fine needle aspiration, or by obtaining body fluid containing a cancer cell, e.g. urine, blood, etc.
For all aspects of the present disclosure, the subject preferably is a human patient.
For all aspects of the present disclosure, the methods may further include determining the expression levels of at least two of said genes, or their expression products. It is further contemplated that the method of the present disclosure may further include determining the expression levels of at least three of said genes, or their expression products. It is also contemplated that the method of the present disclosure may further include determining the expression levels of at least four of said genes, or their expression products. It is also contemplated that the method of the present disclosure may further include determining the expression levels of at least five of said genes, or their expression products. The method may involve determination of the expression levels of at least ten (10) or at least fifteen (15) of the transcripts listed above or their products. Thus, for all aspects of the present disclosure, the method may further include determining the expression levels of, e.g., STK15, B1K, or MAD2L1 and at least one other of said genes, or their expression products. Thus, it is further contemplated that the method of the present disclosure may further include determining the expression levels of, e.g., STK15, B1K, or MAD2L1 and at least two others of said genes, or their expression products. Thus, it is also contemplated that the method of the present disclosure may further include determining the expression levels of, e.g., STK15, B1K, or MAD2L1 and at least three others of said genes, or their expression products. Thus, it is also contemplated that the method of the present disclosure may further include determining the expression levels of, e.g., STK15, B1K, or MAD2L1 and at least four others of said genes, or their expression products. Thus, the method may involve determination of the expression levels of, e.g., STK15, B1K, or MAD2L1 and at least nine others totaling ten (10) or at least fourteen others totaling fifteen (15) of the transcripts listed above or their products. It is contemplated that the method will include determining the expression levels of a gene and at least one additional gene that co-expresses with a significant pairwise correlation co-efficient, e.g. a Pearson correlation of >0.4.
For all aspects of the methods of the present disclosure, it is contemplated that for every increment of an increase in the level of one or more genes or their expression products, the patient is identified to show an incremental increase in clinical outcome.
For all aspects of the methods of the present disclosure, the determination of expression levels may occur more than one time.
For all aspects of the methods of the present disclosure, the determination of expression levels may occur before the patient is subjected to any therapy following surgical resection.
For all aspects of the methods of the present disclosure, the methods may further include the step of creating a report summarizing said likelihood.
In another aspect the present disclosure provides methods of producing reports that include gene expression information about a tumor sample obtained from a patient that includes the steps of determining information indicative of the expression levels of the genes listed in Table 5, or their expression products, in said tumor sample; and creating a report summarizing said information. In one aspect of the method, if increased expression of AURKB, Axin 2, BIK, BRAF, BRCA2, BUB1, C20 orf1, C20ORF126, CASP9, CCNE2 variant 1, CDC2, CDC4, CENPA, CENPF, CLIC1, CYR61, Cdx2, Chk1, DLC1, DUSP1, E2F1, EGR3, EI24, ESPL1, FBXO5, FGF2, FOS, FUT6, GSK3B, Grb10, HES6, HLA-G, HNRPAB, HOXB13, HSPE1, KIF22, KIFC1, KLRK1, Ki-67, LAT, LMYC, MAD2L1, MSH2, MSH3, NR4A1, PDGFA, PRDX2, RAB32, RAD54L, RANBP2, RCC1, ROCK2, RhoB, S100P, SAT, SOD1, SOS1, STK15, TCF-1, TOP2A, TP53BP1, UBE2C, VCP, and cMYC, or the corresponding expression product, is determined, said report includes a prediction that said subject has an increased likelihood of response to treatment with 5-fluorouracil. In another aspect of the method, if increased expression of one or more of ABCB1, AMFR, ANXA1, APC, B-Catenin, BGN, CALD1, CD44E, CD44s, CD44v6, CD68, CDH11, CHFR, CLDN1, CLTC, COL1A1, COL1A2, CREBBP, CTSB, CTSL, CXCL12, EFNB2, ENO1, EPAS1, FGF18, FOXO3A, FPGS, FZD1, GJB2, GPX1, HIF1A, HNRPD, HSD17B2, HoxA5, IGFBP3, IGFBP5, IGFBP7, IL6ST, ITGA5, KLF5, KLK10, KRT8, LEF, LOX, MADH7, MCM3, MCP1, MMP1, MMP2, Maspin, NRP1, PDGFC, PDGFD, PDGFRa, PFN2, PKR2, RUNX1, SEMA4B, SIAT4A, SKP2, SPARC, SPRY1, THBS1, TIMP1, UPP1, and VDAC2, or the corresponding expression product, is determined, said report includes a prediction that said subject has an decreased likelihood of response to treatment with 5-fluorouracil.
In one aspect the report includes information to support a treatment recommendation for said patient. For example, the information can include a recommendation for adjuvant chemotherapy and/or neoadjuvant chemotherapy, a likelihood of chemotherapy benefit score, or other such data.
In another aspect the present disclosure provides reports for a patient containing a summary of the expression levels of the one or more genes listed in Table 5, or their expression products, in a tumor sample obtained from said patient. In one aspect the report is in electronic form.
In one aspect the report indicates that if increased expression of one or more of ABCB1, AMFR, ANXA1, APC, B-Catenin, BGN, CALD1, CD44E, CD44s, CD44v6, CD68, CDH11, CHFR, CLDN1, CLTC, COL1A1, COL1A2, CREBBP, CTSB, CTSL, CXCL12, EFNB2, ENO1, EPAS1, FGF18, FOXO3A, FPGS, FZD1, GJB2, GPX1, HIF1A, HNRPD, HSD17B2, HoxA5, IGFBP3, IGFBP5, IGFBP7, IL6ST, ITGA5, KLF5, KLK10, KRT8, LEF, LOX, MADH7, MCM3, MCP1, MMP1, MMP2, Maspin, NRP1, PDGFC, PDGFD, PDGFRa, PFN2, PKR2, RUNX1, SEMA4B, SIAT4A, SKP2, SPARC, SPRY1, THBS1, TIMP1, UPP1, and VDAC2, or their corresponding expression products, is determined, said report includes a prediction that said subject has an increased likelihood of cancer recurrence at 10 years.
In another aspect the report indicates that if increased expression of one or more of AURKB, Axin 2, BIK, BRAF, BRCA2, BUB1, C20 orf1, C20ORF126, CASP9, CCNE2 variant 1, CDC2, CDC4, CENPA, CENPF, CLIC1, CYR61, Cdx2, Chk1, DLC1, DUSP1, E2F1, EGR3, EI24, ESPL1, FBXO5, FGF2, FOS, FUT6, GSK3B, Grb10, HES6, HLA-G, HNRPAB, HOXB13, HSPE1, KIF22, KIFC1, KLRK1, Ki-67, LAT, LMYC, MAD2L1, MSH2, MSH3, NR4A1, PDGFA, PRDX2, RAB32, RAD54L, RANBP2, RCC1, ROCK2, RhoB, S100P, SAT, SOD1, SOS1, STK15, TCF-1, TOP2A, TP53BP1, UBE2C, VCP, and cMYC, or their corresponding expression products, is determined, said report includes a prediction that said subject has a decreased likelihood of cancer recurrence at 10 years.
In some embodiments, the report further includes a recommendation for a treatment modality for said patient. In all aspects the report may include a classification of a subject into a risk group. In all aspects a report may include a prediction of the likelihood that said patient will respond positively to treatment with chemotherapy.
In another aspect, the present disclosure concerns methods of preparing a personalized genomics profile for a patient by a) determining the normalized expression levels of at least one gene listed in Table 5, or its expression product, in a tumor sample obtained from said patient; and (b) creating a report summarizing the data obtained by the gene expression analysis.
In another embodiment, the present disclosure provides an array comprising polynucleotides hybridizing to a plurality of the genes listed in Table 5. In another aspect the present disclosure provides arrays having polynucleotides hybridizing to a plurality of the following genes: ABCB1, AMFR, ANXA1, APC, B-Catenin, BGN, CALD1, CD44E, CD44s, CD44v6, CD68, CDH11, CHFR, CLDN1, CLTC, COL1A1, COL1A2, CREBBP, CTSB, CTSL, CXCL12, EFNB2, ENO1, EPAS1, FGF18, FOXO3A, FPGS, FZD1, GJB2, GPX1, HIF1A, HNRPD, HSD17B2, HoxA5, IGFBP3, IGFBP5, IGFBP7, IL6ST, ITGA5, KLF5, KLK10, KRT8, LEF, LOX, MADH7, MCM3, MCP1, MMP1, MMP2, Maspin, NRP1, PDGFC, PDGFD, PDGFRa, PFN2, PKR2, RUNX1, SEMA4B, SIAT4A, SKP2, SPARC, SPRY1, THBS1, TIMP1, UPP1, and VDAC2. In another aspect the present disclosure provides arrays having polynucleotides hybridizing to a plurality of the following genes: AURKB, Axin 2, BIK, BRAF, BRCA2, BUB1, C20 orf1, C20ORF126, CASP9, CCNE2 variant 1, CDC2, CDC4, CENPA, CENPF, CLIC1, CYR61, Cdx2, Chk1, DLC1, DUSP1, E2F1, EGR3, EI24, ESPL1, FBXO5, FGF2, FOS, FUT6, GSK3B, Grb10, HES6, HLA-G, HNRPAB, HOXB13, HSPE1, KIF22, KIFC1, KLRK1, Ki-67, LAT, LMYC, MAD2L1, MSH2, MSH3, NR4A1, PDGFA, PRDX2, RAB32, RAD54L, RANBP2, RCC1, ROCK2, RhoB, S100P, SAT, SOD1, SOS1, STK15, TCF-1, TOP2A, TP53BP1, UBE2C, VCP, and cMYC.
The present disclosure also provides methods for analyzing a colorectal cancer tissue sample to deterimine whether the sample contains cancer cells likely to respond to a chemotherapy, where the method includes determining a normalized expression value for at least one gene from Table 5, or its expression product, in a colorectal cancer tissue sample obtained from the patient; inputting the normalized expression value of the least one gene from Table 5, or a gene co-expressed with a gene of Table 5, into a computer programmed to execute an algorithm to convert the value to a score indicative of a likelihood of the patient to respond to chemotherapy, wherein expression of one or more of the genes selected from the group consisting of AURKB, Axin 2, BIK, BRAF, BRCA2, BUB1, C20 orf1, C20ORF126, CASP9, CCNE2 variant 1, CDC2, CDC4, CENPA, CENPF, CLIC1, CYR61, Cdx2, Chk1, DLC1, DUSP1, E2F1, EGR3, EI24, ESPL1, FBXO5, FGF2, FOS, FUT6, GSK3B, Grb10, HES6, HLA-G, HNRPAB, HOXB13, HSPE1, KIF22, KIFC1, KLRK1, Ki-67, LAT, LMYC, MAD2L1, MSH2, MSH3, NR4A1, PDGFA, PRDX2, RAB32, RAD54L, RANBP2, RCC1, ROCK2, RhoB, S100P, SAT, SOD1, SOS1, STK15, TCF-1, TOP2A, TP53BP1, UBE2C, VCP, and cMYC, or a gene co-expressed with one or more of said genes, is positively correlated with an increased likelihood of a positive clinical response to treatment with chemotherapy; and expression of one or more of the genes selected from the group consisting of ABCB1, AMFR, ANXA1, APC, B-Catenin, BGN, CALD1, CD44E, CD44s, CD44v6, CD68, CDH11, CHFR, CLDN1, CLTC, COL1A1, COL1A2, CREBBP, CTSB, CTSL, CXCL12, EFNB2, ENO1, EPAS1, FGF18, FOXO3A, FPGS, FZD1, GJB2, GPX1, HIF1A, HNRPD, HSD17B2, HoxA5, IGFBP3, IGFBP5, IGFBP7, IL6ST, ITGA5, KLF5, KLK10, KRT8, LEF, LOX, MADH7, MCM3, MCP1, MMP1, MMP2, Maspin, NRP1, PDGFC, PDGFD, PDGFRa, PFN2, PKR2, RUNX1, SEMA4B, SIAT4A, SKP2, SPARC, SPRY1, THBS1, TIMP1, UPP1, and VDAC2, or a gene co-expressed with one or more of said genes, is negatively correlated withan increased likelihood of a positive response to treatment with chemotherapy; and generating a report comprising the score.
In related embodiments, the tumor sample is obtained from a solid tumor, e.g., a colorectal cancer. In further related embodiments, the chemotherapy is a a 5-fluorouracil (5-FU)-based treatment.
DETAILED DESCRIPTION OF THE EXEMPLARY EMBODIMENTS Definitions Unless defined otherwise, technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. Singleton et al., Dictionary of Microbiology and Molecular Biology 2nd ed., J. Wiley & Sons (New York, N.Y. 1994), and March, Advanced Organic Chemistry Reactions, Mechanisms and Structure 4th ed., John Wiley & Sons (New York, N.Y. 1992), provide one skilled in the art with a general guide to many of the terms used in the present application.
One skilled in the art will recognize many methods and materials similar or equivalent to those described herein, which could be used in the practice of the present invention. Indeed, the present invention is in no way limited to the methods and materials described. For purposes of the present invention, the following terms are defined below.
The term “tumor,” as used herein, refers to any neoplastic cell growth and proliferation, whether malignant or benign, and all pre-cancerous and cancerous cells and tissues.
The terms “cancer” and “cancerous” refer to or describe the physiological condition in mammals that is typically characterized by unregulated cell growth. Examples of cancer include, but are not limited to, colorectal cancer, breast cancer, ovarian cancer, lung cancer, prostate cancer, hepatocellular cancer, gastric cancer, pancreatic cancer, cervical cancer, liver cancer, bladder cancer, cancer of the urinary tract, thyroid cancer, renal cancer, carcinoma, melanoma, and brain cancer. In one embodiment the cancer is colorectal cancer. In another embodiment the cancer is invasive colorectal cancer or Dukes B (stage II) or Dukes C (stage III) colorectal cancer.
The “pathology” of cancer includes all phenomena that compromise the well-being of the patient. This includes, without limitation, abnormal or uncontrollable cell growth, metastasis, interference with the normal functioning of neighboring cells, release of cytokines or other secretory products at abnormal levels, suppression or aggravation of inflammatory or immunological response, neoplasia, premalignancy, malignancy, invasion of surrounding or distant tissues or organs, such as lymph nodes, etc.
The term “colorectal cancer” is used in the broadest sense and refers to (1) all stages and all forms of cancer arising from epithelial cells of the large intestine and/or rectum and/or (2) all stages and all forms of cancer affecting the lining of the large intestine and/or rectum. In the staging systems used for classification of colorectal cancer, the colon and rectum are treated as one organ.
According to the tumor, node, metastatis (TNM) staging system of the American Joint Committee on Cancer (AJCC) (Greene et al. (eds.), AJCC Cancer Staging Manual. 6th Ed. New York, N.Y.: Springer; 2002), the various stages of colorectal cancer are defined as follows:
Tumor: T1: tumor invades submucosa; T2: tumor invades muscularis propria; T3: tumor invades through the muscularis propria into the subserose, or into the pericolic or perirectal tissues; T4: tumor directly invades other organs or structures, and/or perforates.
Node: N0: no regional lymph node metastasis; N1: metastasis in 1 to 3 regional lymph nodes; N2: metastasis in 4 or more regional lymph nodes.
Metastasis: M0: mp distant metastasis; M1: distant metastasis present.
Stage groupings: Stage I: T1 N0 M0; T2 N0 M0; Stage II: T3 N0 M0; T4 N0 M0;
Stage III: any T, N1-2; M0; Stage IV: any T, any N, M1.
According to the Modified Duke Staging System, the various stages of colorectal cancer are defined as follows:
Stage A: the tumor penetrates into the mucosa of the bowel wall but not further. Stage B: tumor penetrates into and through the muscularis propria of the bowel wall; Stage C: tumor penetrates into but not through muscularis propria of the bowel wall, there is pathologic evidence of colorectal cancer in the lymph nodes; or tumor penetrates into and through the muscularis propria of the bowel wall, there is pathologic evidence of cancer in the lymph nodes; Stage D: tumor has spread beyond the confines of the lymph nodes, into other organs, such as the liver, lung or bone.
Prognostic factors are those variables related to the natural history of colorectal cancer, which influence the recurrence rates and outcome of patients once they have developed colorectal cancer. Clinical parameters that have been associated with a worse prognosis include, for example, lymph node involvement, and high grade tumors. Prognostic factors are frequently used to categorize patients into subgroups with different baseline relapse risks.
The term “prognosis” is used herein to refer to the prediction of the likelihood of cancer-attributable death or progression, including recurrence, metastatic spread, and drug resistance, of a neoplastic disease, such as colon cancer. “Prognosis” thus encompasses prediction of response to chemotherapy.
The term “prediction” is used herein to refer to the likelihood that a patient will have a particular clinical outcome, whether positive or negative, following treatment with chemotherapy and, optionally, surgical removal of the primary tumor. The predictive methods of the present disclosure can be used clinically to make treatment decisions by choosing the most appropriate treatment modalities for any particular patient. The predictive methods of the present disclosure are valuable tools in predicting if a patient is likely to respond favorably to a treatment regimen, such as chemotherapy, surgical intervention, or both.
The term “positive clinical response” can be assessed using any endpoint indicating a benefit to the patient, including, without limitation, (1) inhibition, to some extent, of tumor growth, including slowing down and complete growth arrest; (2) reduction in the number of tumor cells; (3) reduction in tumor size; (4) inhibition (i.e., reduction, slowing down or complete stopping) of tumor cell infiltration into adjacent peripheral organs and/or tissues; (5) inhibition of metastasis; (6) enhancement of anti-tumor immune response, possibly resulting in regression or rejection of the tumor; (7) relief, to some extent, of one or more symptoms associated with the tumor; (8) increase in the length of survival following treatment; and/or (9) decreased mortality at a given point of time following treatment. Positive clinical response may also be expressed in terms of various measures of clinical outcome. Positive clinical outcome can also be considered in the context of an individual's outcome relative to an outcome of a population of patients having a comparable clinical diagnosis, and can be assessed using various endpoints such as an increase in the duration of Recurrence-Free interval (RFI), an increase in the time of survival as compared to Overall Survival (OS) in a population, an increase in the time of Disease-Free Survival (DFS), an increase in the duration of Distant Recurrence-Free Interval (DRFI), and the like. An increase in the likelihood of positive clinical response corresponds to a decrease in the likelihood of cancer recurrence.
The term “long-term” survival is used herein to refer to survival for at least 3 years, or for at least 5 years.
The term “Recurrence-Free Interval (RFI)” is used herein to refer to time in years to first colon cancer recurrence. RFI excludes the identification of a second primary cancer or death without evidence of recurrence.
The term “Overall Survival (OS)” is used herein to refer to time in years from surgery to death from any cause.
The term “Disease-Free Survival (DFS)” is used herein to refer to the length of time (in years) after treatment for colon cancer during which a patient survives with no sign of recurrence.
The term “Distant Recurrence-Free Interval (DRFI)” is used herein to refer to the time (in years) from surgery to the first cancer recurrence that is regionally distant from the primary tumor.
The term “microarray” refers to an ordered arrangement of hybridizable array elements, preferably polynucleotide probes, on a substrate.
The term “polynucleotide,” when used in singular or plural, generally refers to any polyribonucleotide or polydeoxyribonucleotide, which may be unmodified RNA or DNA or modified RNA or DNA. Thus, for instance, polynucleotides as defined herein include, without limitation, single- and double-stranded DNA, DNA including single- and double-stranded regions, single- and double-stranded RNA, and RNA including single- and double-stranded regions, hybrid molecules comprising DNA and RNA that may be single-stranded or, more typically, double-stranded or include single- and double-stranded regions. The term “polynucleotide” specifically includes cDNAs. The term includes DNAs (including cDNAs) and RNAs that contain one or more modified bases. Thus, DNAs or RNAs with backbones modified for stability or for other reasons are “polynucleotides” as that term is intended herein. Moreover, DNAs or RNAs comprising unusual bases, such as inosine, or modified bases, such as tritiated bases, are included within the term “polynucleotides” as defined herein. In general, the term “polynucleotide” embraces all chemically, enzymatically and/or metabolically modified forms of unmodified polynucleotides, as well as the chemical forms of DNA and RNA characteristic of viruses and cells, including simple and complex cells.
The term “oligonucleotide” refers to a relatively short polynucleotide, including, without limitation, single-stranded deoxyribonucleotides, single- or double-stranded ribonucleotides, RNA:DNA hybrids and double-stranded DNAs. Oligonucleotides, such as single-stranded DNA probe oligonucleotides, are often synthesized by chemical methods, for example using automated oligonucleotide synthesizers that are commercially available. However, oligonucleotides can be made by a variety of other methods, including in vitro recombinant DNA-mediated techniques and by expression of DNAs in cells and organisms.
The terms “differentially expressed gene,” “differential gene expression” and their synonyms, which are used interchangeably, refer to a gene whose expression is activated to a higher or lower level in a subject suffering from a disease, specifically cancer, such as colon cancer, relative to its expression in a normal or control subject. The terms also include genes whose expression is activated to a higher or lower level at different stages of the same disease. It is also understood that a differentially expressed gene may be either activated or inhibited at the nucleic acid level or protein level, or may be subject to alternative splicing to result in a different polypeptide product. Such differences may be evidenced by a change in mRNA levels, surface expression, secretion or other partitioning of a polypeptide, for example. Differential expression includes both quantitative, as well as qualitative, differences in the temporal or cellular expression pattern in a gene, for example, normal and diseased cells, or among cells which have undergone different disease events or disease stages.
The term “increased expression” or “increased normalized expression” with regard to a gene or an RNA transcript or other expression prodocut (e.g., protein) is used to refer to the level of the transcript (or fragmented RNA) determined by normalization to the level of reference mRNAs, which might be all measured transcripts in the specimen or a particular reference set of mRNAs. A gene exhibits “increased expression” in a subpopulation of subjects when the normalized expression level of an RNA transcript (or its gene product) is higher in one clinically relevant subpopulation of patients (e.g., patients who are responsive to chemotherapy treatment) than in a related subpopulation (e.g., patients who are not responsive to said chemotherapy). In the context of an analysis of a normalized expression level of a gene in tissue obtained from an individual subject, a gene is exhibits “increased expression” when the normalized expression level of the gene trends toward or more closely approximates the normalized expression level characteristic of such a clinically relevant subpopulation of patients. Thus, for example, when the gene analyzed is a gene that shows increased expression in responsive subjects as compared to non-responsive subjects, then if the expression level of the gene in the patient sample trends toward a level of expression characteristic of a responsive subject, then the gene expression level supports a determination that the individual patient is likely to be a responder. Similarly, where the gene analyzed is a gene that is increased in expression in non-responsive patients as compared to responsive patients, then if the expression level of the gene in the patient sample trends toward a level of expression characteristic of a non-responsive subject, then the gene expression level supports a determination that the individual patient will be nonresponsive Thus normalized expression of a given gene as disclosed herein can be described as being positively correlated with an increased likelihood of positive clinical response to chemotherapy or as being positively correlated with a decreased likelihood of a positive clinical response to chemotherapy.
The phrase “gene amplification” refers to a process by which multiple copies of a gene or gene fragment are formed in a particular cell or cell line. The duplicated region (a stretch of amplified DNA) is often referred to as “amplicon.” Usually, the amount of the messenger RNA (mRNA) produced, i.e., the level of gene expression, also increases in the proportion of the number of copies made of the particular gene expressed.
“Stringency” of hybridization reactions is readily determinable by one of ordinary skill in the art, and generally is an empirical calculation dependent upon probe length, washing temperature, and salt concentration. In general, longer probes require higher temperatures for proper annealing, while shorter probes need lower temperatures. Hybridization generally depends on the ability of denatured DNA to reanneal when complementary strands are present in an environment below their melting temperature. The higher the degree of desired homology between the probe and hybridizable sequence, the higher the relative temperature which can be used. As a result, it follows that higher relative temperatures would tend to make the reaction conditions more stringent, while lower temperatures less so. For additional details and explanation of stringency of hybridization reactions, see Ausubel et al., Current Protocols in Molecular Biology, Wiley Interscience Publishers, (1995).
“Stringent conditions” or “high stringency conditions”, as defined herein, typically: (1) employ low ionic strength and high temperature for washing, for example 0.015 M sodium chloride/0.0015 M sodium citrate/0.1% sodium dodecyl sulfate at 50° C.; (2) employ during hybridization a denaturing agent, such as formamide, for example, 50% (v/v) formamide with 0.1% bovine serum albumin/0.1% Ficoll/0.1% polyvinylpyrrolidone/50 mM sodium phosphate buffer at pH 6.5 with 750 mM sodium chloride, 75 mM sodium citrate at 42° C.; or (3) employ 50% formamide, 5×SSC (0.75 M NaCl, 0.075 M sodium citrate), 50 mM sodium phosphate (pH 6.8), 0.1% sodium pyrophosphate, 5×Denhardt's solution, sonicated salmon sperm DNA (50 μg/ml), 0.1% SDS, and 10% dextran sulfate at 42° C., with washes at 42° C. in 0.2×SSC (sodium chloride/sodium citrate) and 50% formamide, followed by a high-stringency wash consisting of 0.1×SSC containing EDTA at 55° C.
“Moderately stringent conditions” may be identified as described by Sambrook et al., Molecular Cloning: A Laboratory Manual, New York: Cold Spring Harbor Press, 1989, and include the use of washing solution and hybridization conditions (e.g., temperature, ionic strength and % SDS) less stringent that those described above. An example of moderately stringent conditions is overnight incubation at 37° C. in a solution comprising: 20% formamide, 5×SSC (150 mM NaCl, 15 mM trisodium citrate), 50 mM sodium phosphate (pH 7.6), 5×Denhardt's solution, 10% dextran sulfate, and 20 mg/ml denatured sheared salmon sperm DNA, followed by washing the filters in 1×SSC at about 37-50° C. The skilled artisan will recognize how to adjust the temperature, ionic strength, etc. as necessary to accommodate factors such as probe length and the like.
In the context of the present disclosure, reference to at least one,” at least two,” at least five,” etc. of the genes listed in any particular gene set means any one or any and all combinations of the genes listed.
The term “node negative” cancer, such as “node negative” colon cancer, is used herein to refer to cancer that has not spread to the lymph nodes.
The terms “splicing” and “RNA splicing” are used interchangeably and refer to RNA processing that removes introns and joins exons to produce mature mRNA with continuous coding sequence that moves into the cytoplasm of an eukaryotic cell.
In theory, the term “exon” refers to any segment of an interrupted gene that is represented in the mature RNA product (B. Lewin. Genes IV Cell Press, Cambridge Mass. 1990). In theory the term “intron” refers to any segment of DNA that is transcribed but removed from within the transcript by splicing together the exons on either side of it. Operationally, exon sequences occur in the mRNA sequence of a gene as defined by Ref. SEQ ID numbers. Operationally, intron sequences are the intervening sequences within the genomic DNA of a gene, bracketed by exon sequences and having GT and AG splice consensus sequences at their 5′ and 3′ boundaries.
The term “expression cluster” is used herein to refer to a group of genes which co-express, e.g., tend to exhibit a similar change in expression level across different samples, when studied within samples from a defined set of patients. As used herein, the genes within an expression cluster show similar expression patterns when studied within samples from patients with Stage II and/or Stage III cancers of the colon and/or rectum.
Reference to markers for prediction of response to 5-fluorouracil (5-FU) and like expressions encompass within their meaning response to treatment comprising 5-FU as monotherapy, or in combination with other agents, or as prodrugs, or together with local therapies such as surgery and radiation, or as adjuvant or neoadjuvant chemotherapy, or as part of a multimodal approach to the treatment of neoplastic disease. The general mechanism of action of 5-FU is its activity as a pyrimidine antimetabolite. In 5-FU, the smaller fluorine at position 5 allows the molecule to mimic uracil biochemically. However, the fluorine-carbon bond is much tighter than that of C-H and prevents methylation of the 5 position of 5-FU by thymidylate synthase. Instead, in the presence of the physiological cofactor 5,10-methylene tetrahydrofolate, the fluoropyrimidine locks the enzyme in an inhibited state and prevents the synthesis of thymidylate, a required DNA precursor.
A 5-FU combination or 5-FU combination therapy refers to a combination of 5-FU and another agent. A number of agents have been combined with 5-FU to enhance the cytotoxic activity through biochemical modulation. Addition of exogenous folate in the form of 5-formyl-tetrahydrofolate (leucovorin) sustains inhibition of thymidylate synthase. Methotrexate, by inhibiting purine synthesis and increasing cellular pools of certain substrates for reactivity with 5-FU, enhances the activation of 5-FU. The combination of cisplatin and 5-FU increases the antitumor activity of 5-FU. Oxaliplatin is commonly used with 5-FU and leucovorin for treating colorectal cancer, and it may inhibit catabolism of 5-FU, perhaps by inhibiting dihydropyrimidine dehydrogenase (the enzyme that is responsible for the catabolism of 5-FU), and may also inhibit expression of thymidylate synthase. The combination of 5-FU and irinotecan, a topoisomerase-1 inhibitor, is a treatment that combines 5-FU with an agent that has a different mechanism of action. Eniluracil, which is an inactivator of dihydropyrimidine dehydrogenase, leads to another strategy for improving the efficacy of 5-FU.
A number of 5-FU prodrugs have been developed. One is capecitabine (N4-pentoxycarbonyl-5′-deoxy-5-fluorcytidine). This orally administered agent is converted to 5′-deoxy-5-fluorcytidine by the ubiquitous enzyme cytidine deaminase. The final step in its activation occurs when thymidine phosphorylase cleaves off the 5′-deoxy sugar, leaving intracellular 5-FU. Capecitabine (Xeloda®) is approved by the FDA for certain treatments including colorectal cancer. Another fluoropyrimidine that acts as a prodrug for 5-FU is ftorafur.
As used herein, the terms “5-FU-based therapy”, “5-FU based treatment”, and “5-FU therapy” are used interchangeably to refer to encompass administration of 5-FU or a prodrug thereof and further encompasses administion of 5-FU combination or 5-FU combination therapy (e.g., 5-FU with the agents exemplified above).
General Description The practice of the methods and compositions of the present disclosure will employ, unless otherwise indicated, conventional techniques of molecular biology (including recombinant techniques), microbiology, cell biology, and biochemistry, which are within the skill of the art. Such techniques are explained fully in the literature, such as, “Molecular Cloning: A Laboratory Manual”, 2nd edition (Sambrook et al., 1989); “Oligonucleotide Synthesis” (M. J. Gait, ed., 1984); “Animal Cell Culture” (R. I. Freshney, ed., 1987); “Methods in Enzymology” (Academic Press, Inc.); “Handbook of Experimental Immunology”, 4th edition (D. M. Weir & C. C. Blackwell, eds., Blackwell Science Inc., 1987); “Gene Transfer Vectors for Mammalian Cells” (J. M. Miller & M. P. Calos, eds., 1987); “Current Protocols in Molecular Biology” (F. M. Ausubel et al., eds., 1987); and “PCR: The Polymerase Chain Reaction”, (Mullis et al., eds., 1994).
Based on evidence of differential expression of a gene (e.g., as deteted by assaying for an RNA transcript or expression product threof) in cancer cells that positively respond to chemotherapy and non-responsive cancer cells, the present disclosure provides prognostic and/or predictive gene markers for colorectal cancer. Thus, in a particular aspect, the present disclosure provides prognostic and/or predictive gene markers of Stage II and/or Stage III colorectal cancer. The prognostic and/or predictive markers and associated information provided by the present disclosure allow physicians to make more intelligent treatment decisions, and to customize the treatment of colorectal cancer to the needs of individual patients, thereby maximizing the benefit of treatment and minimizing the exposure of patients to unnecessary treatments, which do not provide any significant benefits and often carry serious risks due to toxic side-effects.
The prognostic and/or predictive markers and associated information provided by the present disclosure predicting the clinical outcome in Stage II and/or Stage III cancers of the colon and/or rectum has utility in the development of drugs to treat Stage II and/or Stage III cancers of the colon and/or rectum.
The prognostic and/or predictive markers and associated information provided by the present disclosure predicting the clinical outcome of treatment with 5-FU/leucovorin of Stage II and/or Stage III cancers of the colon and/or rectum also have utility in screening patients for inclusion in clinical trials that test the efficacy of other drug compounds. The predictive markers and associated information provided by the present disclosure predicting the clinical outcome of treatment with 5-FU/leucovorin of Stage II and/or Stage III cancers of the colon and/or rectum are useful as inclusion criterion for a clinical trial. For example, a patient is more likely to be included in a clinical trial if the results of the test indicate that the patient will have a poor clinical outcome if treated with surgery and 5-FU/leucovorin and a patient is less likely to be included in a clinical trial if the results of the test indicate that the patient will have a good clinical outcome if treated with surgery alone or with surgery and 5-FU/leucovorin.
In a particular embodiment, prognostic and/or predictive markers and associated information are used to design or produce a reagent that modulates the level or activity of the gene's transcript (i.e., RNA transcript) or its expression product. Said reagents may include but are not limited to an antisense RNA, a small inhibitory RNA, a ribozyme, a monoclonal or polyclonal antibody.
In various embodiments of the methods of the present disclosure, various technological approaches are available for determination of expression levels of the disclosed genes, including, without limitation, RT-PCR, microarrays, serial analysis of gene expression (SAGE) and Gene Expression Analysis by Massively Parallel Signature Sequencing (MPSS), which will be discussed in detail below. In particular embodiments, the expression level of each gene may be determined in relation to various features of the expression products of the gene including exons, introns, protein epitopes and protein activity
Gene Expression Profiling Methods of gene expression profiling include methods based on hybridization analysis of polynucleotides, methods based on sequencing of polynucleotides, and proteomics-based methods. The most commonly used methods known in the art for the quantification of mRNA expression in a sample include northern blotting and in situ hybridization (Parker & Barnes, Methods in Molecular Biology 106:247-283 (1999)); RNAse protection assays (Hod, Biotechniques 13:852-854 (1992)); and PCR-based methods, such as reverse transcription polymerase chain reaction (RT-PCR) (Weis et al., Trends in Genetics 8:263-264 (1992)). Alternatively, antibodies may be employed that can recognize sequence-specific duplexes, including DNA duplexes, RNA duplexes, and DNA-RNA hybrid duplexes or DNA-protein duplexes. Representative methods for sequencing-based gene expression analysis include Serial Analysis of Gene Expression (SAGE), and gene expression analysis by massively parallel signature sequencing (MPSS).
Reverse Transcriptase PCR (RT-PCR)
The first step is the isolation of mRNA from a target sample. The starting material is typically total RNA isolated from human tumors or tumor cell lines, and, optionally, corresponding normal tissues or cell lines as a control, respectively. If the source of mRNA is a primary tumor, mRNA can be extracted, for example, from frozen or archived paraffin-embedded and fixed (e.g. formalin-fixed) tissue samples.
General methods for mRNA extraction are well known in the art and are disclosed in standard textbooks of molecular biology, including Ausubel et al., Current Protocols of Molecular Biology, John Wiley and Sons (1997). Methods for RNA extraction from paraffin embedded tissues are disclosed, for example, in Rupp and Locker, Lab Invest. 56:A67 (1987), and De Andres et al., BioTechniques 18:42044 (1995). In particular, RNA isolation can be performed using a purification kit, buffer set and protease from commercial manufacturers, such as Qiagen, according to the manufacturer's instructions. For example, total RNA from cells in culture can be isolated using Qiagen RNeasy mini-columns. Other commercially available RNA isolation kits include MasterPure™ Complete DNA and RNA Purification Kit (EPICENTRE®, Madison, Wis.), and Paraffin Block RNA Isolation Kit (Ambion, Inc.). Total RNA from tissue samples can be isolated using RNA Stat-60 (Tel-Test). RNA prepared from tumor can be isolated, for example, by cesium chloride density gradient centrifugation.
As RNA cannot serve as a template for PCR, the first step in gene expression profiling by RT-PCR is the reverse transcription of the RNA template into cDNA, followed by its exponential amplification in a PCR reaction. The two most commonly used reverse transcriptases are avilo myeloblastosis virus reverse transcriptase (AMV-RT) and Moloney murine leukemia virus reverse transcriptase (MMLV-RT). The reverse transcription step is typically primed using specific primers, random hexamers, or oligo-dT primers, depending on the circumstances and the goal of expression profiling. For example, extracted RNA can be reverse-transcribed using a GeneAmp RNA PCR kit (Perkin Elmer, Calif., USA), following the manufacturer's instructions. The derived cDNA can then be used as a template in the subsequent PCR reaction.
Although the PCR step can use a variety of thermostable DNA-dependent DNA polymerases, it typically employs the Taq DNA polymerase, which has a 5′-3′ nuclease activity but lacks a 3′-5′ proofreading endonuclease activity. Thus, TaqMan® PCR typically utilizes the 5′-nuclease activity of Taq or Tth polymerase to hydrolyze a hybridization probe bound to its target amplicon, but any enzyme with equivalent 5′ nuclease activity can be used. Two oligonucleotide primers are used to generate an amplicon typical of a PCR reaction. A third oligonucleotide, or probe, is designed to detect nucleotide sequence located between the two PCR primers. The probe is non-extendible by Taq DNA polymerase enzyme, and is labeled with a reporter fluorescent dye and a quencher fluorescent dye. Any laser-induced emission from the reporter dye is quenched by the quenching dye when the two dyes are located close together as they are on the probe. During the amplification reaction, the Taq DNA polymerase enzyme cleaves the probe in a template-dependent manner. The resultant probe fragments disassociate in solution, and signal from the released reporter dye is free from the quenching effect of the second fluorophore. One molecule of reporter dye is liberated for each new molecule synthesized, and detection of the unquenched reporter dye provides the basis for quantitative interpretation of the data.
TaqMan® RT-PCR can be performed using commercially available equipment, such as, for example, ABI PRISM 7700 Sequence Detection System™ (Perkin-Elmer-Applied Biosystems, Foster City, Calif., USA), or Lightcycler (Roche Molecular Biochemicals, Mannheim, Germany). In a preferred embodiment, the 5′ nuclease procedure is run on a real-time quantitative PCR device such as the ABI PRISM 7700 Sequence Detection System™. The system consists of a thermocycler, laser, charge-coupled device (CCD), camera and computer. The system amplifies samples in a 96-well format on a thermocycler. During amplification, laser-induced fluorescent signal is collected in real-time through fiber optics cables for all 96 wells, and detected at the CCD. The system includes software for running the instrument and for analyzing the data.
5′-Nuclease assay data are initially expressed as Ct, or the threshold cycle. As discussed above, fluorescence values are recorded during every cycle and represent the amount of product amplified to that point in the amplification reaction. The point when the fluorescent signal is first recorded as statistically significant is the threshold cycle (Ct).
To minimize errors and the effect of sample-to-sample variation, RT-PCR is usually performed using an internal standard. The ideal internal standard is expressed at a constant level among different tissues, and is unaffected by the experimental treatment. RNAs most frequently used to normalize patterns of gene expression are mRNAs for the housekeeping genes glyceraldehyde-3-phosphate-dehydrogenase (GAPDH) and β-actin.
A more recent variation of the RT-PCR technique is the real time quantitative PCR, which measures PCR product accumulation through a dual-labeled fluorigenic probe (i.e., TaqMan® probe). Real time PCR is compatible both with quantitative competitive PCR, where internal competitor for each target sequence is used for normalization, and with quantitative comparative PCR using a normalization gene contained within the sample, or a housekeeping gene for RT-PCR. For further details see, e.g. Held et al., Genome Research 6:986-994 (1996).
The steps of a representative protocol for profiling gene expression using fixed, paraffin-embedded tissues as the RNA source, including mRNA isolation, purification, primer extension and amplification are given in various published journal articles (for example: T. E. Godfrey et al. J. Molec. Diagnostics 2: 84-91 (2000); K. Specht et al., Am. J. Pathol. 158: 419-29 (2001)). Briefly, a representative process starts with cutting about 10 μm thick sections of paraffin-embedded tumor tissue samples. The RNA is then extracted, and protein and DNA are removed. After analysis of the RNA concentration, RNA repair and/or amplification steps may be included, if necessary, and RNA is reverse transcribed using gene specific primers followed by RT-PCR.
MassARRAY System
In the MassARRAY-based gene expression profiling method, developed by Sequenom, Inc. (San Diego, Calif.) following the isolation of RNA and reverse transcription, the obtained cDNA is spiked with a synthetic DNA molecule (competitor), which matches the targeted cDNA region in all positions, except a single base, and serves as an internal standard. The cDNA/competitor mixture is PCR amplified and is subjected to a post-PCR shrimp alkaline phosphatase (SAP) enzyme treatment, which results in the dephosphorylation of the remaining nucleotides. After inactivation of the alkaline phosphatase, the PCR products from the competitor and cDNA are subjected to primer extension, which generates distinct mass signals for the competitor- and cDNA-derived PCR products. After purification, these products are dispensed on a chip array, which is pre-loaded with components needed for analysis with matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF MS) analysis. The cDNA present in the reaction is then quantified by analyzing the ratios of the peak areas in the mass spectrum generated. For further details see, e.g. Ding and Cantor, Proc. Natl. Acad. Sci. USA 100:3059-3064 (2003).
Other PCR-based Methods
Further PCR-based techniques include, for example, differential display (Liang and Pardee, Science 257:967-971 (1992)); amplified fragment length polymorphism (iAFLP) (Kawamoto et al., Genome Res. 12:1305-1312 (1999)); BeadArray™ technology (Illumina, San Diego, Calif.; Oliphant et al., Discovery of Markers for Disease (Supplement to Biotechniques), June 2002; Ferguson et al., Analytical Chemistry 72:5618 (2000)); BeadsArray for Detection of Gene Expression (BADGE), using the commercially available Luminex100 LabMAP system and multiple color-coded microspheres (Luminex Corp., Austin, Tex.) in a rapid assay for gene expression (Yang et al., Genome Res. 11:1888-1898 (2001)); and high coverage expression profiling (HiCEP) analysis (Fukumura et al., Nucl. Acids. Res. 31(16) e94 (2003)).
Microarrays
Differential gene expression can also be identified, or confirmed using the microarray technique. Thus, the expression profile of colorectal cancer-associated genes can be measured in either fresh or paraffin-embedded tumor tissue, using microarray technology. In this method, polynucleotide sequences of interest (including cDNAs and oligonucleotides) are plated, or arrayed, on a microchip substrate. The arrayed sequences are then hybridized with specific DNA probes from cells or tissues of interest. Just as in the RT-PCR method, the source of mRNA typically is total RNA isolated from human tumors or tumor cell lines, and corresponding normal tissues or cell lines. Thus RNA can be isolated from a variety of primary tumors or tumor cell lines. If the source of mRNA is a primary tumor, mRNA can be extracted, for example, from frozen or archived paraffin-embedded and fixed (e.g. formalin-fixed) tissue samples, which are routinely prepared and preserved in everyday clinical practice.
In a specific embodiment of the microarray technique, PCR amplified inserts of cDNA clones are applied to a substrate in a dense array. Preferably at least 10,000 nucleotide sequences are applied to the substrate. The microarrayed genes, immobilized on the microchip at 10,000 elements each, are suitable for hybridization under stringent conditions. Fluorescently labeled cDNA probes may be generated through incorporation of fluorescent nucleotides by reverse transcription of RNA extracted from tissues of interest. Labeled cDNA probes applied to the chip hybridize with specificity to each spot of DNA on the array. After stringent washing to remove non-specifically bound probes, the chip is scanned by confocal laser microscopy or by another detection method, such as a CCD camera. Quantitation of hybridization of each arrayed element allows for assessment of corresponding mRNA abundance. With dual color fluorescence, separately labeled cDNA probes generated from two sources of RNA are hybridized pair wise to the array. The relative abundance of the transcripts from the two sources corresponding to each specified gene is thus determined simultaneously. The miniaturized scale of the hybridization affords a convenient and rapid evaluation of the expression pattern for large numbers of genes. Such methods have been shown to have the sensitivity required to detect rare transcripts, which are expressed at a few copies per cell, and to reproducibly detect at least approximately two-fold differences in the expression levels (Schena et al., Proc. Natl. Acad. Sci. USA 93(2):106-149 (1996)). Microarray analysis can be performed by commercially available equipment, following manufacturer's protocols, such as by using the Affymetrix GenChip technology, or Incyte's microarray technology.
The development of microarray methods for large-scale analysis of gene expression makes it possible to search systematically for molecular markers of outcome predictions for a variety of chemotherapy treatments for a variety of tumor types.
Serial Analysis of Gene Expression (SAGE)
Serial analysis of gene expression (SAGE) is a method that allows the simultaneous and quantitative analysis of a large number of gene transcripts, without the need of providing an individual hybridization probe for each transcript. First, a short sequence tag (about 10-14 bp) is generated that contains sufficient information to uniquely identify a transcript, provided that the tag is obtained from a unique position within each transcript. Then, many transcripts are linked together to form long serial molecules, that can be sequenced, revealing the identity of the multiple tags simultaneously. The expression pattern of any population of transcripts can be quantitatively evaluated by determining the abundance of individual tags, and identifying the gene corresponding to each tag. For more details see, e.g. Velculescu et al., Science 270:484-487 (1995); and Velculescu et al., Cell 88:243-51 (1997).
Gene Expression Analysis by Massively Parallel Signature Sequencing (MPSS)
This method, described by Brenner et al., Nature Biotechnology 18:630-634 (2000), is a sequencing approach that combines non-gel-based signature sequencing with in vitro cloning of millions of templates on separate 5 μm diameter microbeads. First, a microbead library of DNA templates is constructed by in vitro cloning. This is followed by the assembly of a planar array of the template-containing microbeads in a flow cell at a high density (typically greater than 3×106 microbeads/cm2). The free ends of the cloned templates on each microbead are analyzed simultaneously, using a fluorescence-based signature sequencing method that does not require DNA fragment separation. This method has been shown to simultaneously and accurately provide, in a single operation, hundreds of thousands of gene signature sequences from a yeast cDNA library.
Immunohistochemistry
Immunohistochemistry methods are also suitable for detecting the expression levels of the prognostic and/or predictive markers of the present disclosure. Thus, antibodies or antisera, preferably polyclonal antisera, and most preferably monoclonal antibodies specific for each marker are used to detect expression. The antibodies can be detected by direct labeling of the antibodies themselves, for example, with radioactive labels, fluorescent labels, hapten labels such as, biotin, or an enzyme such as horse radish peroxidase or alkaline phosphatase. Alternatively, unlabeled primary antibody is used in conjunction with a labeled secondary antibody, comprising antisera, polyclonal antisera or a monoclonal antibody specific for the primary antibody. Immunohistochemistry protocols and kits are well known in the art and are commercially available.
Proteomics
The term “proteome” is defined as the totality of the proteins present in a sample (e.g. tissue, organism, or cell culture) at a certain point of time. Proteomics includes, among other things, study of the global changes of protein expression in a sample (also referred to as “expression proteomics”). Proteomics typically includes the following steps: (1) separation of individual proteins in a sample by 2-D gel electrophoresis (2-D PAGE); (2) identification of the individual proteins recovered from the gel, e.g. by mass spectrometry or N-terminal sequencing, and (3) analysis of the data using bioinformatics. Proteomics methods are valuable supplements to other methods of gene expression profiling, and can be used, alone or in combination with other methods, to detect the products of the prognostic and/or predictive markers of the present disclosure.
Promoter Methylation Analysis
A number of methods for quantization of RNA transcripts (gene expression analysis) or their protein translation products are discussed herein. The expression level of genes may also be inferred from information regarding chromatin structure, such as for example the methylation status of gene promoters and other regulatory elements and the acetylation status of histones.
In particular, the methylation status of a promoter influences the level of expression of the gene regulated by that promoter. Aberrant methylation of particular gene promoters has been implicated in expression regulation, such as for example silencing of tumor suppressor genes. Thus, examination of the methylation status of a gene's promoter can be utilized as a surrogate for direct quantization of RNA levels.
Several approaches for measuring the methylation status of particular DNA elements have been devised, including methylation-specific PCR (Herman J. G. et al. (1996) Methylation-specific PCR: a novel PCR assay for methylation status of CpG islands. Proc. Natl Acad. Sci. USA. 93, 9821-9826.) and bisulfite DNA sequencing (Frommer M. et al. (1992) A genomic sequencing protocol that yields a positive display of 5-methylcytosine residues in individual DNA strands. Proc. Natl Acad. Sci. USA. 89, 1827-1831.). More recently, microarray-based technologies have been used to characterize promoter methylation status (Chen C. M. (2003) Methylation target array for rapid analysis of CpG island hypermethylation in multiple tissue genomes. Am. J. Pathol. 163, 37-45.).
General Description of the mRNA Isolation, Purification and Amplification
The steps of a representative protocol for profiling gene expression using fixed, paraffin-embedded tissues as the RNA source, including mRNA isolation, purification, primer extension and amplification are provided in various published journal articles (for example: T. E. Godfrey et al., J. Molec. Diagnostics 2: 84-91 (2000); K. Specht et al., Am. J. Pathol. 158: 419-29 (2001)). Briefly, a representative process starts with cutting about 10 μm thick sections of paraffin-embedded tumor tissue samples. The RNA is then extracted, and protein and DNA are removed. After analysis of the RNA concentration, RNA repair and/or amplification steps may be included, if necessary, and the RNA is reverse transcribed using gene specific primers followed by RT-PCR. Finally, the data are analyzed to identify and/or facilitate selection of treatment option(s) available to the patient on the basis of the characteristic gene expression pattern identified in the tumor sample examined, dependent on the predicted likelihood of response of the cancer to treatment.
Colon Cancer Gene Set, Assayed Gene Subsequences, and Clinical Application of Gene Expression Data The measured expression of certain genes by colon cancer tissue to provide prognostic and/or predictive information which is indicative of a likelihood of clinical benefit of treatment of a patient having cancer, particularly a colorectal cancer, with chemotherapy, particularly 5-FU therapy.
It is desirable to correct for (normalize away) both differences in the amount of RNA assayed and variability in the quality of the RNA used. Therefore, the assay typically measures, and expression analysis of a marker gene incorporates analysis of, the expression of certain reference genes (or “normalizing genes”), including well known housekeeping genes, such as GAPDH. Alternatively, normalization can be based on the mean or median signal (Ct) of all of the assayed genes or a large subset thereof (often referred to as a “global normalization” approach). On a gene-by-gene basis, measured normalized amount of a patient tumor mRNA may be compared to the amount found in a colon cancer tissue reference set. See M. Cronin, et al., Am. Soc. Investigative Pathology 164:35-42 (2004).
The genes assayed can include one or more (e.g., two or more, three or more, etc.) of the genes listed in Table 5, and/or a gene that is co-expressed with a gene listed in Table 5. As shown in the Examples below, increased expression of AURKB, Axin 2, BIK, BRAF, BRCA2, BUB1, C20 orf1, C20ORF126, CASP9, CCNE2 variant 1, CDC2, CDC4, CENPA, CENPF, CLIC1, CYR61, Cdx2, Chk1, DLC1, DUSP1, E2F1, EGR3, EI24, ESPL1, FBXO5, FGF2, FOS, FUT6, GSK3B, Grb10, HES6, HLA-G, HNRPAB, HOXB13, HSPE1, KIF22, KIFC1, KLRK1, Ki-67, LAT, LMYC, MAD2L1, MSH2, MSH3, NR4A1, PDGFA, PRDX2, RAB32, RAD54L, RANBP2, RCC1, ROCK2, RhoB, S100P, SAT, SOD1, SOS1, STK15, TCF-1, TOP2A, TP53BP1, UBE2C, VCP, and cMYC is positively correlated to an increased likelihood of a positive clinical response to treatment with chemotherapy; and increased expression of one or more of the genes selected from the group consisting of ABCB1, AMFR, ANXA1, APC, B-Catenin, BGN, CALD1, CD44E, CD44s, CD44v6, CD68, CDH11, CHFR, CLDN1, CLTC, COL1A1, COL1A2, CREBBP, CTSB, CTSL, CXCL12, EFNB2, ENO1, EPAS1, FGF18, FOXO3A, FPGS, FZD1, GJB2, GPX1, HIF1A, HNRPD, HSD17B2, HoxA5, IGFBP3, IGFBP5, IGFBP7, IL6ST, ITGA5, KLF5, KLK10, KRT8, LEF, LOX, MADH7, MCM3, MCP1, MMP1, MMP2, Maspin, NRP1, PDGFC, PDGFD, PDGFRa, PFN2, PKR2, RUNX1, SEMA4B, SIAT4A, SKP2, SPARC, SPRY1, THBS1, TIMP1, UPP1, and VDAC2 is negatively correlated to an increased likelihood of a positive response to treatment with chemotherapy.
Genes that exhibit an expression pattern that directly correlates with that of a gene of Table 5 are referred to herein as “co-expressed genes” or “substitute genes”. Such genes can be assayed in lieu of the gene with which it exhibits co-expression, or can be assayed in combination with the gene with which it is co-expressed (e.g., as an internal control or to increase statistical power). Suitable co-expressed genes that exhibit co-expression with a gene of Table 5 are provided in Table C.
Design of Primers and Probes
Primers and probes (e.g., for use in PCR amplification-based methods) can be designed based upon exon sequence or upon intron sequences present in the gene to be amplified. Accordingly, the first step in the primer/probe design is the delineation of a target exon or intron sequence within the gene of interest. This can be done by publicly available software, such as the DNA BLAT software developed by Kent, W. J., Genome Res. 12(4):656-64 (2002), or by the BLAST software including its variations. Subsequent steps follow well established methods of PCR primer and probe design.
In order to avoid non-specific signals, repetitive sequences within the target sequence of the gene can be masked when designing the primers and probes. This can be easily accomplished by using the Repeat Masker program available on-line through the Baylor College of Medicine, which screens DNA sequences against a library of repetitive elements and returns a query sequence in which the repetitive elements are masked. The masked sequences can then be used to design primer and probe sequences using any commercially or otherwise publicly available primer/probe design packages, such as Primer Express (Applied Biosystems); MGB assay-by-design (Applied Biosystems); Primer3 (Steve Rozen and Helen J. Skaletsky (2000) Primer3 on the WWW for general users and for biologist programmers. In: Krawetz S, Misener S (eds) Bioinformatics Methods and Protocols: Methods in Molecular Biology. Humana Press, Totowa, N.J., pp 365-386).
The factors that to be considered in PCR primer design can include primer length, melting temperature (Tm), and G/C content, specificity, complementary primer sequences, and 3′-end sequence. In general, optimal PCR primers are generally 17-30 bases in length, and contain about 20-80%, such as, for example, about 50-60% G+C bases. Tm's between 50 and 80° C., e.g. about 50 to 70° C. are typically preferred.
For further guidelines for PCR primer and probe design see, e.g. Dieffenbach, C. W. et al., “General Concepts for PCR Primer Design” in: PCR Primer, A Laboratory Manual, Cold Spring Harbor Laboratory Press, New York, 1995, pp. 133-155; Innis and Gelfand, “Optimization of PCRs” in: PCR Protocols, A Guide to Methods and Applications, CRC Press, London, 1994, pp. 5-11; and Plasterer, T. N. Primerselect: Primer and probe design. Methods Mol. Biol. 70:520-527 (1997), the entire disclosures of which are hereby expressly incorporated by reference.
Kits
The materials for use in the methods of the present disclosure are suited for preparation of kits produced in accordance with well known procedures. The present disclosure thus provides kits comprising agents, which may include gene-specific or gene-selective probes and/or primers, for quantitating the expression of the disclosed genes for predicting clinical outcome or response to treatment. Such kits may optionally contain reagents for the extraction of RNA from tumor samples, in particular fixed paraffin-embedded tissue samples and/or reagents for RNA amplification. In addition, the kits may optionally comprise the reagent(s) with an identifying description or label or instructions relating to their use in the methods of the present disclosure. The kits may comprise containers (including microtiter plates suitable for use in an automated implementation of the method), each with one or more of the various reagents (typically in concentrated form) utilized in the methods, including, for example, pre-fabricated microarrays, buffers, the appropriate nucleotide triphosphates (e.g., dATP, dCTP, dGTP and dTTP; or rATP, rCTP, rGTP and UTP), reverse transcriptase, DNA polymerase, RNA polymerase, and one or more probes and primers of the present disclosure (e.g., appropriate length poly(T) or random primers linked to a promoter reactive with the RNA polymerase). Mathematical algorithms used to estimate or quantify prognostic and/or predictive information are also properly potential components of kits.
The methods provided by the present disclosure may also be automated in whole or in part.
Reports
The methods of the present disclosure are suited for the preparation of reports summarizing the predictions resulting from the methods of the present disclosure. A “report,” as described herein, is an electronic or tangible document which includes report elements that provide information of interest relating to a likelihood assessment and its results. A subject report includes at least a likelihood assessment, e.g., an indication as to the likelihood that a cancer patient will exhibit a beneficial clinical response to a 5FU treatment regimen. A subject report can be completely or partially electronically generated, e.g., presented on an electronic display (e.g., computer monitor). A report can further include one or more of: 1) information regarding the testing facility; 2) service provider information; 3) patient data; 4) sample data; 5) an interpretive report, which can include various information including: a) indication; b) test data, where test data can include a normalized level of one or more genes of interest, and 6) other features.
The present disclosure thus provides for methods of creating reports and the reports resulting therefrom. The report may include a summary of the expression levels of the RNA transcripts, or the expression products of such RNA transcripts, for certain genes in the cells obtained from the patients tumor tissue. The report may include a prediction that said subject has an increased likelihood of response to treatment with a particular chemotherapy or the report may include a prediction that the subject has a decreased likelihood of response to the chemotherapy. The report may include a recommendation for treatment modality such as surgery alone or surgery in combination with chemotherapy. The report may be presented in electronic format or on paper.
Thus, in some embodiments, the methods of the present disclosure further includes generating a report that includes information regarding the patient's likelihood of response to chemotherapy, particularly an 5FU-based therapy. For example, the methods disclosed herein can further include a step of generating or outputting a report providing the results of a subject response likelihood assessment, which report can be provided in the form of an electronic medium (e.g., an electronic display on a computer monitor), or in the form of a tangible medium (e.g., a report printed on paper or other tangible medium).
A report that includes information regarding the likelihood that a patient will respond to treatment with chemotherapy, particularly a 5-FU-based therapy, is provided to a user. An assessment as to the likelihood that a cancer patient will respond to treatment with chemotherapy, particularly a 5FU-based therapy, is referred to below as a “response likelihood assessment” or, simply, “likelihood assessment.” A person or entity who prepares a report (“report generator”) will also perform the likelihood assessment. The report generator may also perform one or more of sample gathering, sample processing, and data generation, e.g., the report generator may also perform one or more of: a) sample gathering; b) sample processing; c) measuring a level of an indicator response gene product(s); d) measuring a level of a reference gene product(s); and e) determining a normalized level of a response indicator gene product(s). Alternatively, an entity other than the report generator can perform one or more sample gathering, sample processing, and data generation.
For clarity, it should be noted that the term “user,” which is used interchangeably with “client,” is meant to refer to a person or entity to whom a report is transmitted, and may be the same person or entity who does one or more of the following: a) collects a sample; b) processes a sample; c) provides a sample or a processed sample; and d) generates data (e.g., level of a response indicator gene product(s); level of a reference gene product(s); normalized level of a response indicator gene product(s)) for use in the likelihood assessment. In some cases, the person(s) or entity(ies) who provides sample collection and/or sample processing and/or data generation, and the person who receives the results and/or report may be different persons, but are both referred to as “users” or “clients” herein to avoid confusion. In certain embodiments, e.g., where the methods are completely executed on a single computer, the user or client provides for data input and review of data output. A “user” can be a health professional (e.g., a clinician, a laboratory technician, a physician (e.g., an oncologist, surgeon, pathologist), etc.).
In embodiments where the user only executes a portion of the method, the individual who, after computerized data processing according to the methods of the invention, reviews data output (e.g., results prior to release to provide a complete report, a complete, or reviews an “incomplete” report and provides for manual intervention and completion of an interpretive report) is referred to herein as a “reviewer.” The reviewer may be located at a location remote to the user (e.g., at a service provided separate from a healthcare facility where a user may be located).
Where government regulations or other restrictions apply (e.g., requirements by health, malpractice, or liability insurance), all results, whether generated wholly or partially electronically, are subjected to a quality control routine prior to release to the user.
Computer-Based Systems and Methods
The methods and systems described herein can be implemented in numerous ways. In one embodiment of particular interest, the methods involve use of a communications infrastructure, for example the internet. Several embodiments of the invention are discussed below. It is also to be understood that the present invention may be implemented in various forms of hardware, software, firmware, processors, or a combination thereof. The methods and systems described herein can be implemented as a combination of hardware and software. The software can be implemented as an application program tangibly embodied on a program storage device, or different portions of the software implemented in the user's computing environment (e.g., as an applet) and on the reviewer's computing environment, where the reviewer may be located at a remote site associated (e.g., at a service provider's facility).
For example, during or after data input by the user, portions of the data processing can be performed in the user-side computing environment. For example, the user-side computing environment can be programmed to provide for defined test codes to denote a likelihood “score,” where the score is transmitted as processed or partially processed responses to the reviewer's computing environment in the form of test code for subsequent execution of one or more algorithms to provide a results and/or generate a report in the reviewer's computing environment. The score can be a numerical score (representative of a numerical value) or a non-numerical score representive of a numerical value or range of numerical values (e.g., “A′ representative of a 90-95% likelihood of an outcome; “high” respresentative of a greater than 50% chance of response (or some other selected threshold of likelihood); “low” representative of a less than 50% chance of response (or some other selected threshold of likelihood); and the like.
The application program for executing the algorithms described herein may be uploaded to, and executed by, a machine comprising any suitable architecture. In general, the machine involves a computer platform having hardware such as one or more central processing units (CPU), a random access memory (RAM), and input/output (I/O) interface(s). The computer platform also includes an operating system and microinstruction code. The various processes and functions described herein may either be part of the microinstruction code or part of the application program (or a combination thereof) which is executed via the operating system. In addition, various other peripheral devices may be connected to the computer platform such as an additional data storage device and a printing device.
As a computer system, the system generally includes a processor unit. The processor unit operates to receive information, which can include test data (e.g., level of a response indicator gene product(s); level of a reference gene product(s); normalized level of a response indicator gene product(s)); and may also include other data such as patient data. This information received can be stored at least temporarily in a database, and data analyzed to generate a report as described above.
Part or all of the input and output data can also be sent electronically; certain output data (e.g., reports) can be sent electronically or telephonically (e.g., by facsimile, e.g., using devices such as fax back). Exemplary output receiving devices can include a display element, a printer, a facsimile device and the like. Electronic forms of transmission and/or display can include email, interactive television, and the like. In an embodiment of particular interest, all or a portion of the input data and/or all or a portion of the output data (e.g., usually at least the final report) are maintained on a web server for access, preferably confidential access, with typical browsers. The data may be accessed or sent to health professionals as desired. The input and output data, including all or a portion of the final report, can be used to populate a patient's medical record which may exist in a confidential database at the healthcare facility.
A system for use in the methods described herein generally includes at least one computer processor (e.g., where the method is carried out in its entirety at a single site) or at least two networked computer processors (e.g., where data is to be input by a user (also referred to herein as a “client”) and transmitted to a remote site to a second computer processor for analysis, where the first and second computer processors are connected by a network, e.g., via an intranet or internet). The system can also include a user component(s) for input; and a reviewer component(s) for review of data, generated reports, and manual intervention. Additional components of the system can include a server component(s); and a database(s) for storing data (e.g., as in a database of report elements, e.g., interpretive report elements, or a relational database (RDB) which can include data input by the user and data output. The computer processors can be processors that are typically found in personal desktop computers (e.g., IBM, Dell, Macintosh), portable computers, mainframes, minicomputers, or other computing devices.
The networked client/server architecture can be selected as desired, and can be, for example, a classic two or three tier client server model. A relational database management system (RDMS), either as part of an application server component or as a separate component (RDB machine) provides the interface to the database.
In one example, the architecture is provided as a database-centric client/server architecture, in which the client application generally requests services from the application server which makes requests to the database (or the database server) to populate the report with the various report elements as required, particularly the interpretive report elements, especially the interpretation text and alerts. The server(s) (e.g., either as part of the application server machine or a separate RDB/relational database machine) responds to the client's requests.
The input client components can be complete, stand-alone personal computers offering a full range of power and features to run applications. The client component usually operates under any desired operating system and includes a communication element (e.g., a modem or other hardware for connecting to a network), one or more input devices (e.g., a keyboard, mouse, keypad, or other device used to transfer information or commands), a storage element (e.g., a hard drive or other computer-readable, computer-writable storage medium), and a display element (e.g., a monitor, television, LCD, LED, or other display device that conveys information to the user). The user enters input commands into the computer processor through an input device. Generally, the user interface is a graphical user interface (GUI) written for web browser applications.
The server component(s) can be a personal computer, a minicomputer, or a mainframe and offers data management, information sharing between clients, network administration and security. The application and any databases used can be on the same or different servers.
Other computing arrangements for the client and server(s), including processing on a single machine such as a mainframe, a collection of machines, or other suitable configuration are contemplated. In general, the client and server machines work together to accomplish the processing of the present invention.
Where used, the database(s) is usually connected to the database server component and can be any device which will hold data. For example, the database can be a any magnetic or optical storing device for a computer (e.g., CDROM, internal hard drive, tape drive). The database can be located remote to the server component (with access via a network, modem, etc.) or locally to the server component.
Where used in the system and methods, the database can be a relational database that is organized and accessed according to relationships between data items. The relational database is generally composed of a plurality of tables (entities). The rows of a table represent records (collections of information about separate items) and the columns represent fields (particular attributes of a record). In its simplest conception, the relational database is a collection of data entries that “relate” to each other through at least one common field.
Additional workstations equipped with computers and printers may be used at point of service to enter data and, in some embodiments, generate appropriate reports, if desired. The computer(s) can have a shortcut (e.g., on the desktop) to launch the application to facilitate initiation of data entry, transmission, analysis, report receipt, etc. as desired.
Computer-Readable Storage Media
The present disclosure also contemplates a computer-readable storage medium (e.g. CD-ROM, memory key, flash memory card, diskette, etc.) having stored thereon a program which, when executed in a computing environment, provides for implementation of algorithms to carry out all or a portion of the results of a response likelihood assessment as described herein. Where the computer-readable medium contains a complete program for carrying out the methods described herein, the program includes program instructions for collecting, analyzing and generating output, and generally includes computer readable code devices for interacting with a user as described herein, processing that data in conjunction with analytical information, and generating unique printed or electronic media for that user.
Where the storage medium provides a program which provides for implementation of a portion of the methods described herein (e.g., the user-side aspect of the methods (e.g., data input, report receipt capabilities, etc.)), the program provides for transmission of data input by the user (e.g., via the internet, via an intranet, etc.) to a computing environment at a remote site. Processing or completion of processing of the data is carried out at the remote site to generate a report. After review of the report, and completion of any needed manual intervention, to provide a complete report, the complete report is then transmitted back to the user as an electronic document or printed document (e.g., fax or mailed paper report). The storage medium containing a program according to the invention can be packaged with instructions (e.g., for program installation, use, etc.) recorded on a suitable substrate or a web address where such instructions may be obtained. The computer-readable storage medium can also be provided in combination with one or more reagents for carrying out response likelihood assessment (e.g., primers, probes, arrays, or other such kit components).
All aspects of the present disclosure may also be practiced such that a limited number of additional genes that are co-expressed with the disclosed genes, for example as evidenced by high Pearson correlation coefficients, are included in a prognostic and/or predictive test in addition to and/or in place of disclosed genes.
Having described the invention, the same will be more readily understood through reference to the following Examples, which are provided by way of illustration, and are not intended to limit the invention in any way. All citations throughout the disclosure are hereby expressly incorporated by reference.
Example 1 A Study to Identify Relationships Between Genomic Tumor Expression Profiles and the Likelihood of Recurrence in Dukes' B and Duke′s C Colon Cancer Patients Treated with Resection of the Colon The primary objective of this study was to determine whether there is a significant relationship between the expression of each of 751 test genes identified in Table B and clinical outcome in stage II and stage III colon cancer patients who receive colon resection (surgery) without chemotherapy.
Table A shows qRT-PCR and primer and probe sequences for all test and reference genes included in the studies described in the Examples. Reagt=Reagent; FPr=Forward Primer; RPr=Reverse Primer Table B shows target amplicons for all test and reference genes included in the studies described in the Examples.
Study Design
This study used tissue and outcome data from National Surgical Adjuvant Breast and Bowel Project (NSABP) Studies C-01 and C-02 in up to 400 Dukes B (stage II) and Dukes C (stage III) patients who received colon resection (surgery) only or surgery and postoperative Bacillus Calmette-Guerin (BCG).
Inclusion Criteria
Patients enrolled in either NSABP Study C-01: “A Clinical Trial To Evaluate Postoperative Immunotherapy And Postoperative Systemic Chemotherapy In The Management Of Resectable Colon Cancer” or NSABP Study C-02: “A Protocol To Evaluate The Postoperative Portal Vein Infusion Of 5-Fluorouracil And Heparin In Adenocarcinoma Of The Colon” Details of C-01 and C-02 can be found on the NSABP Website at the following URL: www.nsabp.pittedu/NSABP_Protocols.htm#treatment %20closed
Tissue samples from the surgery only and surgery+postoperative BCG arms of NSABP CO1 and from the surgery only arm of NSABP CO2 surgery were combined into one sample set.
Exclusion Criteria
Patients enrolled in NSABP Study C-01 or NSABP Study C-02 were excluded from the present study if one or more of the following applied:
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- No tumor block available from initial diagnosis in the NSABP archive.
- Insufficient tumor in block as assessed by examination of hematoxylin and eosin (H&E) slide.
- Insufficient RNA (<700 ng) recovered from tissue sections for RT-PCR analysis.
Of 1943 patients enrolled in NSABP Study C-01 or NSABP Study C-02, 270 patient samples were available after application of exclusion criteria and used in the gene expression study disclosed herein. The overall demographic and clinical characteristics of the 270 included samples were similar to the original NSABP combined cohorts.
Gene Panel
Seven hundred fifty-seven genes, including reference genes (ATP5E, CLTC, GPX1, NEDD8, PGK1, UBB), were chosen for expression analysis. These genes are listed in Table A together with the sequences of primers and probes used in qRT-PCR to determine expression level.
Experimental Materials and Methods
The expression of 751 cancer-related test genes and 6 genes designated for use as reference genes was quantitatively assessed for each patient using TaqMan® RT-PCR, which was performed in singlet with RNA input at 1 nanogram per reaction.
Data Analysis Methods
Reference Normalization
For normalization of extraneous effects, cycle threshold (CT) measurements obtained by RT-PCR were normalized relative to the mean expression of a set of reference genes. The resulting reference-normalized expression measurements typically range from 0 to 15, where a one unit increase generally reflects a 2-fold increase in RNA quantity.
Comparison of Study Cohort to Original NSABP Study Populations
We compared the distribution of clinical and demographic variables for the current study cohort of evaluable tissue blocks versus the original NSABP C-01 and C-02 study populations. There were no clinically meaningful differences in the distributions.
Univariate Analysis
For each of the 751 genes under study, we used the Cox proportional hazard model to examine the relationship between gene expression and recurrence free interval (RFI). The likelihood ratio was used as the test of statistical significance. The method of Benjamini and Hochberg (Benjamini, Y. and Hochberg, Y. (1995). Controlling the false discovery rate: a practical and powerful approach to multiple testing. J. R. Statist. Soc. B 57, 289-300.), as well as resampling and permutation based methods (Tusher V G, Tibshirani R, Chu G (2001) Significance analysis of microarrays applied to the ionizing radiation response. Proc Natl Acad Sci USA, 98:5116-5121.; Storey J D, Tibshirani R (2001) Estimating false discovery rates under dependence, with applications to DNA microarrays. Stanford: Stanford University, Department of Statistics; Report No.: Technical Report 2001-28.; Korn E L, Troendle J, McShane L, Simon R (2001) Controlling the number of false discoveries: Application to high-dimensional genomic data. Technical Report 003. 2001. National Cancer Institute.) were applied to the resulting set of p-values to estimate false discovery rates All analyses were repeated for each of the alternative endpoints: distant recurrence free interval (DRFI), overall survival (OS), and disease free survival (DFS).
Study Results
Table 1A shows associations for those genes whose increased expression is predictive of shorter Recurrence-Free Interval (RFI) in untreated patients (surgical resection only) based on univariate proportional hazards analysis. Table 1A shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio>1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using RFI as the metric for clinical outcome.
TABLE 1A
Hazard Official Accession
Gene Ratio P Value Symbol Number
RARB 2.22 0.0294 RARB NM_016152
ITGB1 2.04 0.0002 ITGB1 NM_002211
ANXA2 1.78 0.0003 ANXA2 NM_004039
CYP3A4 1.68 0.0075 CYP3A4 NM_017460
COX2 1.64 0.0604 PTGS2 NM_000963
KRAS2 1.62 0.0064 KRAS NM_004985
TJP1 1.58 0.0751 TJP1 NM_003257
KIAA0125 1.58 0.0889 KIAA0125 NM_014792
RhoB 1.57 0.0002 RHOB NM_004040
RhoC 1.56 0.0059 RHOC NM_175744
NTN1 1.54 0.0336 NTN1 NM_004822
ANXA5 1.52 0.0086 ANXA5 NM_001154
TIMP1 1.52 <.0001 TIMP1 NM_003254
AKT3 1.50 <.0001 AKT3 NM_005465
CALD1 1.48 0.0007 CALD1 NM_004342
IGFBP7 1.46 0.0023 IGFBP7 NM_001553
CYP1B1 1.45 0.0222 CYP1B1 NM_000104
BGN 1.44 0.0002 BGN NM_001711
VEGFC 1.44 0.0151 VEGFC NM_005429
DLC1 1.44 0.0014 DLC1 NM_006094
SI 1.42 0.0086 SI NM_001041
TIMP2 1.42 0.0022 TIMP2 NM_003255
CDC42BPA 1.41 0.0038 CDC42BPA NM_003607
LAMC2 1.40 0.0004 LAMC2 NM_005562
ITGAV 1.40 0.0019 ITGAV NM_002210
CTSB 1.40 0.0357 CTSB NM_001908
DUSP1 1.39 <.0001 DUSP1 NM_004417
TLN1 1.39 0.0335 TLN1 NM_006289
CCNE2 1.39 0.0708 CCNE2 NM_057749
variant 1
TIMP3 1.38 0.0023 TIMP3 NM_000362
GHI BRAF 1.38 0.0537 GHI_BRAF_mut4
mut4
HB-EGF 1.38 0.0109 HBEGF NM_001945
HSPG2 1.38 0.0258 HSPG2 NM_005529
VIM 1.37 0.0077 VIM NM_003380
ROCK1 1.37 0.0168 ROCK1 NM_005406
S100A1 1.36 0.0233 S100A1 NM_006271
p21 1.36 0.0113 CDKN1A NM_000389
CGB 1.36 0.0023 CGB NM_000737
UBC 1.36 0.0137 UBC NM_021009
GADD45B 1.36 0.0003 GADD45B NM_015675
INHBA 1.35 0.0010 INHBA NM_002192
VCL 1.34 0.0286 VCL NM_003373
SIR2 1.34 0.0049 SIRT1 NM_012238
CD68 1.34 0.0042 CD68 NM_001251
Maspin 1.34 <.0001 SERPINB5 NM_002639
FST 1.33 0.0326 FST NM_006350
EPAS1 1.33 0.0306 EPAS1 NM_001430
LOXL2 1.33 0.0076 LOXL2 NM_002318
STC1 1.33 0.0119 STC1 NM_003155
UNC5C 1.32 0.0642 UNC5C NM_003728
IGFBP5 1.32 0.0080 IGFBP5 NM_000599
INHBB 1.32 0.0643 INHBB NM_002193
FAP 1.32 0.0017 FAP NM_004460
DKK1 1.31 0.0298 DKK1 NM_012242
FYN 1.31 0.0053 FYN NM_002037
CTHRC1 1.31 0.0017 CTHRC1 NM_138455
FOS 1.31 0.0010 FOS NM_005252
RBX1 1.31 0.0633 RBX1 NM_014248
TAGLN 1.31 0.0058 TAGLN NM_003186
SBA2 1.31 0.0439 WSB2 NM_018639
CYR61 1.30 0.0018 CYR61 NM_001554
SPARC 1.30 0.0117 SPARC NM_003118
SNAI2 1.30 0.0076 SNAI2 NM_003068
TMSB10 1.30 0.0757 TMSB10 NM_021103
IGFBP3 1.30 0.0056 IGFBP3 NM_000598
PDGFC 1.29 0.0040 PDGFC NM_016205
SLPI 1.29 0.0026 SLPI NM_003064
COL1A2 1.29 0.0087 COL1A2 NM_000089
NRP2 1.29 0.0112 NRP2 NM_003872
PRKCA 1.29 0.0093 PRKCA NM_002737
KLF6 1.29 0.0661 KLF6 NM_001300
THBS1 1.28 0.0062 THBS1 NM_003246
EGR1 1.28 0.0067 EGR1 NM_001964
S100A4 1.28 0.0070 S100A4 NM_002961
CXCR4 1.28 0.0089 CXCR4 NM_003467
LAMA3 1.27 0.0024 LAMA3 NM_000227
LOX 1.26 0.0036 LOX NM_002317
AKAP12 1.26 0.0046 AKAP12 NM_005100
ADAMTS12 1.26 0.0109 ADAMTS12 NM_030955
MCP1 1.25 0.0122 CCL2 NM_002982
Grb10 1.25 0.0107 GRB10 NM_005311
PTGER3 1.25 0.0240 PTGER3 NM_000957
CRYAB 1.25 0.0035 CRYAB NM_001885
ANGPT2 1.25 0.0566 ANGPT2 NM_001147
ANXA1 1.25 0.0353 ANXA1 NM_000700
EphB6 1.24 0.0960 EPHB6 NM_004445
PDGFB 1.24 0.0139 PDGFB NM_002608
COL1A1 1.24 0.0198 COL1A1 NM_000088
TGFB3 1.23 0.0094 TGFB3 NM_003239
CTGF 1.23 0.0265 CTGF NM_001901
PDGFA 1.23 0.0312 NM_002607
HSPA1A 1.23 0.0027 HSPA1A NM_005345
EFNB2 1.23 0.0331 EFNB2 NM_004093
CAPG 1.23 0.0724 CAPG NM_001747
TGFBI 1.22 0.0231 TGFBI NM_000358
SIAT4A 1.22 0.0253 ST3GAL1 NM_003033
LAT 1.22 0.0307 LAT NM_014387
ITGA5 1.22 0.0224 ITGA5 NM_002205
GBP2 1.22 0.0225 GBP2 NM_004120
ANTXR1 1.22 0.0204 ANTXR1 NM_032208
ID4 1.22 0.0512 ID4 NM_001546
SFRP2 1.22 0.0039 SFRP2 NM_003013
TMEPAI 1.21 0.0170 TMEPAI NM_020182
CTSL 1.21 0.0388 CTSL NM_001912
KLK10 1.21 0.0007 KLK10 NM_002776
FXYD5 1.21 0.0547 FXYD5 NM_014164
GJB2 1.21 0.0356 GJB2 NM_004004
P14ARF 1.21 0.0451 S78535
DAPK1 1.21 0.0525 DAPK1 NM_004938
SKP1A 1.21 0.0663 SKP1A NM_006930
SFRP4 1.21 0.0078 SFRP4 NM_003014
KLK6 1.20 0.0048 KLK6 NM_002774
GJA1 1.20 0.0345 GJA1 NM_000165
HOXB7 1.20 0.0278 HOXB7 NM_004502
NDRG1 1.20 0.0948 NDRG1 NM_006096
PAI1 1.19 0.0061 SERPINE1 NM_000602
CDH11 1.19 0.0762 CDH11 NM_001797
EGR3 1.19 0.0149 EGR3 NM_004430
EMP1 1.19 0.0533 EMP1 NM_001423
FZD1 1.19 0.0671 FZD1 NM_003505
ABCC5 1.19 0.0631 ABCC5 NM_005688
S100P 1.18 0.0160 S100P NM_005980
OPN, 1.18 0.0030 SPP1 NM_000582
osteopontin
p16-INK4 1.17 0.0503 L27211
NR4A1 1.17 0.0332 NR4A1 NM_002135
TUBB 1.17 0.0950 TUBB2 NM_001069
SIAT7B 1.17 0.0352 ST6GALNAC2 NM_006456
ALDH1A1 1.17 0.0299 ALDH1A1 NM_000689
F3 1.16 0.0654 F3 NM_001993
SLC2A1 1.15 0.0806 SLC2A1 NM_006516
CXCL12 1.13 0.0986 CXCL12 NM_000609
STMY3 1.13 0.0518 MMP11 NM_005940
S100A2 1.13 0.0303 S100A2 NM_005978
FABP4 1.13 0.0363 FABP4 NM_001442
REG4 1.11 0.0034 REG4 NM_032044
pS2 1.09 0.0690 TFF1 NM_003225
MUC2 1.06 0.0674 MUC2 NM_002457
Table 1B shows associations for those genes whose increased expression is predictive of longer Recurrence-Free Interval (RFI) in untreated patients (surgical resection only) based on univariate proportional hazards analysis. Table 1B shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio<1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using RFI as the metric for clinical outcome.
TABLE 1B
Hazard Official Accession
Gene Ratio P Value Symbol Number
ORC1L 0.41 0.0623 ORC1L NM_004153
E2F1 0.63 0.0006 E2F1 NM_005225
HSPA8 0.63 0.0346 HSPA8 NM_006597
RAD54L 0.65 0.0026 RAD54L NM_003579
BRCA1 0.68 0.0001 BRCA1 NM_007295
SLC25A3 0.70 0.0100 SLC25A3 NM_213611
PPM1D 0.71 0.0025 PPM1D NM_003620
DHFR 0.71 0.0106 DHFR NM_000791
SKP2 0.72 0.0087 SKP2 NM_005983
FASN 0.73 0.0070 FASN NM_004104
HNRPD 0.73 0.0611 HNRPD NM_031370
ENO1 0.74 0.0432 ENO1 NM_001428
C20 orf1 0.74 0.0086 TPX2 NM_012112
BRCA2 0.75 0.0515 BRCA2 NM_000059
DDB1 0.75 0.0639 DDB1 NM_001923
KIF22 0.76 0.0127 KIF22 NM_007317
RPLPO 0.76 0.0330 RPLP0 NM_001002
Chk1 0.76 0.0164 CHEK1 NM_001274
ST14 0.77 0.0392 ST14 NM_021978
Bax 0.77 0.0502 BAX NM_004324
TCF-1 0.78 0.0023 TCF1 NM_000545
LMNB1 0.78 0.0458 LMNB1 NM_005573
RRM1 0.78 0.0693 RRM1 NM_001033
CSEL1 0.79 0.0261 CSE1L NM_001316
CDC20 0.79 0.0274 CDC20 NM_001255
PRDX2 0.79 0.0930 PRDX2 NM_005809
RPS13 0.79 0.0906 RPS13 NM_001017
RAF1 0.80 0.0717 RAF1 NM_002880
CMYC 0.80 0.0095 MYC NM_002467
UBE2M 0.80 0.0390 UBE2M NM_003969
CKS2 0.80 0.0596 CKS2 NM_001827
NME1 0.80 0.0694 NME1 NM_000269
c-myb (MYB official) 0.80 0.0082 MYB NM_005375
CD80 0.80 0.0688 CD80 NM_005191
CDCA7 v2 0.81 0.0164 CDCA7 NM_145810
EFP 0.81 0.0387 TRIM25 NM_005082
CCNE2 0.81 0.0405 CCNE2 NM_057749
SURV 0.81 0.0573 BIRC5 NM_001168
RRM2 0.82 0.0181 RRM2 NM_001034
ABCC6 0.82 0.0464 ABCC6 NM_001171
UMPS 0.82 0.0371 UMPS NM_000373
PI3KC2A 0.82 0.0855 PIK3C2A NM_002645
NOTCH1 0.82 0.0222 NOTCH1 NM_017617
EIF4E 0.82 0.0928 EIF4E NM_001968
EPHB2 0.82 0.0183 EPHB2 NM_004442
AREG 0.83 0.0012 AREG NM_001657
EREG 0.83 0.0059 EREG NM_001432
MYBL2 0.83 0.0234 MYBL2 NM_002466
ABCB1 0.83 0.0342 ABCB1 NM_000927
HRAS 0.83 0.0708 HRAS NM_005343
SLC7A5 0.84 0.0547 SLC7A5 NM_003486
MAD2L1 0.84 0.0653 MAD2L1 NM_002358
ING5 0.85 0.0920 ING5 NM_032329
Ki-67 0.85 0.0562 MKI67 NM_002417
MCM2 0.85 0.0671 MCM2 NM_004526
Cdx2 0.88 0.0430 CDX2 NM_001265
HES6 0.89 0.0966 HES6 NM_018645
PTPRO 0.89 0.0664 PTPRO NM_030667
cripto (TDGF1 official) 0.90 0.0781 TDGF1 NM_003212
The hazard ratios derived from the Cox proportional hazards regression model provided in Tables 1A and 1B provide an assessment of the contribution of the instantaneous risk of recurrence at time t conditional on a recurrence not occurring by time t. For an individual with gene expression measurement X, the instantaneous risk of recurrence at time t, λX(t|X) is given by the relationship λ(t|X)=λo(t)·exp[β·X] where λo(t) is the baseline hazard at time t and β is the log hazard ratio (β=ln[HR]) from Tables 1A or 1B. Furthermore, the survivor function at time t is given by S(t|X)=So(t)exp[β·X], where =So(t) is the baseline survivor function at time t. Consequently, the risk of recurrence at time t for a patient with a gene expression measurement of X is given by 1−S(t|X). In this way, an individual patient's estimated risk of recurrence may be derived from an observed gene expression measurement. As an example, suppose the baseline estimate of survival at 3 years is 0.95. Then a patient with a gene expression measurement of 5 for INHBA would have an estimated risk of recurrence of approximately 1-0.95exp[ln(1.35)·4]=0.205.
Example 2 A Study to Identify Relationships Between Tumor Gene Expression Profiles and Recurrence-Free Interval in Dukes' B and Duke′s C Colon Cancer Patients Treated with Leucovorin-Modulated Fluorouracil after Resection of The Colon The primary objective of this study was to determine whether there is a significant relationship between the expression of each of 751 test genes identified in Table B and clinical outcome in stage II and stage III colon cancer patients who received chemotherapy with leucovorin-modulated fluorouracil after colon resection surgery. Improvement in a clinical endpoint such as recurrence free interval reflects an increased likelihood of response to treatment with FU/LV and an increased likelihood of a positive clinical outcome.
Study Design
This study used tissue and outcome data from National Surgical Adjuvant Breast and Bowel Project (NSABP) Study C04 in up to 360 Dukes B (stage II) and Dukes C (stage III) patients who received colon resection and postoperative treatment with 5-fluorouracil and leucovorin.
Inclusion Criteria
Enrollment in NSABP Study C-04: “A Clinical Trial to Assess the Relative Efficacy of Fluorouracil and Leucovorin, Fluorouracil and Levamisole, and Fluorouracil, Leucovorin, and Levamisole in Patients With Dukes' B and C Carcinoma of the Colon” and randomization to leucovorin-modulated fluorouracil (LV+5-FU) arm of the study. Details of C-04 can be found on the NSABP Website at the following URL: www.nsabp.pittedu/NSABP_Protocols.htm#treatment %20closed.
Exclusion Criteria
Patients enrolled in NSABP Study C-04 were excluded from the present study if one or more of the following applied:
-
- No tumor block available from initial diagnosis in the NSABP archive.
- Insufficient tumor in block as assessed by examination of hematoxylin and eosin (H&E) slide.
- Insufficient RNA (<700 ng) recovered from tissue sections for RT-PCR analysis.
- Pathologically ineligible.
- Clinically ineligible.
Of 1943 patients enrolled in NSABP Study C-04, 308 patient samples were available after application of exclusion criteria and used in the gene expression study disclosed herein. The overall demographic and clinical characteristics of the 308 included samples were similar to the original NSABP combined cohorts.
Gene Panel
Seven hundred fifty-seven genes, including reference genes (ATP5E, CLTC, GPX1, NEDD8, PGK1, UBB), were chosen for expression analysis. These genes are listed in Table A together with the sequences of primers and probes used in qRT-PCR to determine expression level.
Experimental Materials and Methods
The expression of 751 cancer-related test genes plus six genes designated for use as reference genes was quantitatively assessed for each patient using TaqMan® RT-PCR, which was performed in singlet with RNA input at 1 nanogram per reaction.
Data Analysis Methods
Reference Normalization
For normalization of extraneous effects, cycle threshold (CT) measurements obtained by RT-PCR were normalized relative to the mean expression of a set of reference genes. The resulting reference-normalized expression measurements typically range from 0 to 15, where a one unit increase generally reflects a 2-fold increase in RNA quantity.
Comparison of Study Cohort to Original NSABP Study Populations
The distribution of clinical and demographic variables for the current study cohort of evaluable tissue blocks was compared to the original NSABP C-04 study population. There were no clinically meaningful differences in the distributions.
Univariate Analysis
For each of the 751 genes under study, the Cox proportional hazard model was used to examine the relationship between gene expression and recurrence free interval (RFI). The likelihood ratio was used as the test of statistical significance. The method of Benjamini and Hochberg (Benjamini, Y. and Hochberg, Y. (1995). Controlling the false discovery rate: a practical and powerful approach to multiple testing. J. R. Statist. Soc. B 57, 289-300.), as well as resampling and permutation based methods (Tusher V G, Tibshirani R, Chu G (2001) Significance analysis of microarrays applied to the ionizing radiation response. Proc Natl Acad Sci USA, 98:5116-5121; Storey J D, Tibshirani R (2001) Estimating false discovery rates under dependence, with applications to DNA microarrays. Stanford: Stanford University, Department of Statistics; Report No.: Technical Report 2001-28.; Korn E L, Troendle J, McShane L, Simon R (2001) Controlling the number of false discoveries: Application to high-dimensional genomic data. Technical Report 003. 2001. National Cancer Institute.) were applied to the resulting set of p-values to estimate false discovery rates.
Table 2A shows associations for those genes whose increased expression is predictive of shorter Recurrence-Free Interval (RFI) in treated patients (surgical resection and 5-FU/LV) based on univariate proportional hazards analysis.
TABLE 2A
Hazard Official Accession
Gene Ratio P Value Symbol Number
CYR61 1.44 0.0003 CYR61 NM_001554
FABP4 1.20 0.0014 FABP4 NM_001442
CTGF 1.38 0.0024 CTGF NM_001901
CYP1B1 1.54 0.0024 CYP1B1 NM_000104
IGFBP3 1.40 0.0037 IGFBP3 NM_000598
PDGFC 1.40 0.0041 PDGFC NM_016205
P14ARF 1.32 0.0043 S78535
MAP2 2.89 0.0044 MAP2 NM_031846
ID4 1.41 0.0054 ID4 NM_001546
P16-INK4 1.29 0.0060 L27211
PAI1 1.25 0.0074 SERPINE1 NM_000602
SFRP2 1.22 0.0079 SFRP2 NM_003013
NMB 1.72 0.0081 NMB NM_021077
INHA 2.63 0.0087 INHA NM_002191
MMP9 1.29 0.0095 MMP9 NM_004994
FAP 1.31 0.0104 FAP NM_004460
GJB2 1.32 0.0112 GJB2 NM_004004
LEF 1.34 0.0126 LEF1 NM_016269
BGN 1.31 0.0129 BGN NM_001711
SFRP4 1.25 0.0138 SFRP4 NM_003014
EphB6 1.35 0.0148 EPHB6 NM_004445
INHBA 1.34 0.0149 INHBA NM_002192
STC1 1.41 0.0161 STC1 NM_003155
EPAS1 1.55 0.0168 EPAS1 NM_001430
DLC1 1.36 0.0174 DLC1 NM_006094
CXCR4 1.34 0.0174 CXCR4 NM_003467
THY1 1.37 0.0184 THY1 NM_006288
EMP1 1.29 0.0193 EMP1 NM_001423
MADH7 1.37 0.0195 SMAD7 NM_005904
CREBBP 1.61 0.0196 CREBBP NM_004380
K-ras 1.35 0.0202 KRAS NM_033360
FOXO3A 1.30 0.0207 FOXO3A NM_001455
IMP-1 1.90 0.0210 IMP-1 NM_006546
HoxA5 1.28 0.0224 HOXA5 NM_019102
PADI4 2.03 0.0225 PADI4 NM_012387
AKT3 1.33 0.0226 AKT3 NM_005465
CXCL12 1.23 0.0227 CXCL12 NM_000609
EGR3 1.22 0.0235 EGR3 NM_004430
TGFB3 1.25 0.0250 TGFB3 NM_003239
RUNX1 1.42 0.0250 RUNX1 NM_001754
EGR1 1.26 0.0265 EGR1 NM_001964
Nkd-1 1.14 0.0271 NKD1 NM_033119
SHC1 1.47 0.0280 SHC1 NM_003029
SPARC 1.32 0.0285 SPARC NM_003118
UNC5B 1.39 0.0293 UNC5B NM_170744
ITGB3 1.31 0.0301 ITGB3 NM_000212
CHFR 1.27 0.0313 CHFR NM_018223
WWOX 1.77 0.0328 WWOX NM_016373
VIM 1.34 0.0339 VIM NM_003380
TIMP1 1.32 0.0340 TIMP1 NM_003254
VEGF_altsplice2 1.27 0.0340 AF214570
VEGF 1.34 0.0342 VEGF NM_003376
PTP4A3 v2 1.26 0.0352 PTP4A3 NM_032611
NRP2 1.28 0.0352 NRP2 NM_003872
ANTXR1 1.25 0.0354 ANTXR1 NM_032208
OPN, osteopontin 1.15 0.0359 SPP1 NM_000582
CEBPB 1.51 0.0370 CEBPB NM_005194
GADD45B 1.27 0.0377 GADD45B NM_015675
IL10 2.82 0.0381 IL10 NM_000572
LOXL2 1.32 0.0403 LOXL2 NM_002318
BCL2L11 1.39 0.0421 BCL2L11 NM_138621
ANGPT2 1.35 0.0462 ANGPT2 NM_001147
TGFB2 1.21 0.0462 TGFB2 NM_003238
ABCC5 1.28 0.0467 ABCC5 NM_005688
WISP1 1.27 0.0469 WISP1 NM_003882
VEGFB 1.42 0.0475 VEGFB NM_003377
CRYAB 1.22 0.0477 CRYAB NM_001885
HSPA1A 1.20 0.0481 HSPA1A NM_005345
MCP1 1.23 0.0486 CCL2 NM_002982
COL1A1 1.23 0.0498 COL1A1 NM_000088
Table 2B shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio<1.0 and for which p<0.05. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using RFI after treatment with 5-FU/LV as the metric for clinical outcome.
TABLE 2B
Hazard Official Accession
Gene Ratio P Value Symbol Number
VCP 0.52 0.0003 VCP NM_007126
CKS2 0.61 0.0005 CKS2 NM_001827
CDC20 0.67 0.0006 CDC20 NM_001255
CDC2 0.69 0.0008 CDC2 NM_001786
LMNB1 0.62 0.0009 LMNB1 NM_005573
EI24 0.51 0.0009 EI24 NM_004879
MAD2L1 0.70 0.0011 MAD2L1 NM_002358
HNRPAB 0.54 0.0014 HNRPAB NM_004499
CCNB1 0.69 0.0015 CCNB1 NM_031966
STK15 0.68 0.0017 STK6 NM_003600
cdc25A 0.30 0.0038 CDC25A NM_001789
Chk1 0.68 0.0054 CHEK1 NM_001274
UBE2C 0.72 0.0062 UBE2C NM_007019
ITGB4 0.70 0.0070 ITGB4 NM_000213
SAT 0.64 0.0071 SAT NM_002970
MCM6 0.67 0.0077 MCM6 NM_005915
SNRPF 0.72 0.0080 SNRPF NM_003095
TUBA1 0.69 0.0097 TUBA1 NM_006000
HSPA8 0.45 0.0100 HSPA8 NM_006597
BIK 0.78 0.0104 BIK NM_001197
PRDX4 0.66 0.0106 PRDX4 NM_006406
H2AFZ 0.64 0.0115 H2AFZ NM_002106
CENPA 0.70 0.0116 CENPA NM_001809
BUB1 0.73 0.0118 BUB1 NM_004336
Bax 0.66 0.0130 BAX NM_004324
MCM2 0.74 0.0144 MCM2 NM_004526
TOP2A 0.68 0.0156 TOP2A NM_001067
Ki-67 0.77 0.0164 MKI67 NM_002417
SLC25A3 0.56 0.0172 SLC25A3 NM_213611
NEK2 0.66 0.0181 NEK2 NM_002497
CENPE 0.39 0.0195 CENPE NM_001813
E2F1 0.69 0.0198 E2F1 NM_005225
HSPE1 0.71 0.0198 HSPE1 NM_002157
ODC1 0.73 0.0203 ODC1 NM_002539
CLDN7 0.75 0.0203 CLDN7 NM_001307
CSEL1 0.71 0.0204 CSE1L NM_001316
MMP7 0.82 0.0228 MMP7 NM_002423
CD24 0.83 0.0242 CD24 NM_013230
C20 orf1 0.74 0.0249 TPX2 NM_012112
BAD 0.72 0.0259 BAD NM_032989
CLIC1 0.61 0.0272 CLIC1 NM_001288
F3 0.79 0.0272 F3 NM_001993
TRAIL 0.71 0.0285 TNFSF10 NM_003810
NME1 0.73 0.0316 NME1 NM_000269
GDF15 0.84 0.0317 GDF15 NM_004864
c-myb (MYB official) 0.79 0.0327 MYB NM_005375
CD44E 0.79 0.0335 X55150
EIF4E 0.69 0.0341 EIF4E NM_001968
cMet 0.80 0.0349 MET NM_000245
AREG 0.87 0.0377 AREG NM_001657
CYP2C8 0.68 0.0392 CYP2C8 NM_000770
PCNA 0.77 0.0421 PCNA NM_002592
SLC31A1 0.72 0.0437 SLC31A1 NM_001859
MSH2 0.72 0.0450 MSH2 NM_000251
PRDX2 0.67 0.0476 PRDX2 NM_005809
TUFM 0.77 0.0499 TUFM NM_003321
Analysis of Combined Study Results (Example 1 and Example 2)
The study presented in Example 1 identified genes for which a significant association was found between gene expression and recurrence-free interval in colon cancer patients treated solely by surgical resection of tumor. The study presented in Example 2 identified genes for which a significant association was found between gene expression and recurrence-free interval in colon cancer patients treated with 5-FU/LV (leucovorin-modulated fluorouracil) after surgical resection of tumor. In order to identify genes whose expression is associated specifically with response to 5-FU/LV, a test was performed to evaluate whether the Hazard Ratio associated with gene expression in surgery-only patients is sufficiently different from the Hazard Ratio associated with gene expression in surgery+5-FU/LV to conclude that gene expression is informative regarding response to 5-FU.
The results are shown in Table 3, which show Hazard Ratios and 75% Confidence Intervals for association between normalized expression values for a particular gene and the likelihood of response to 5-FU treatment. A gene with interaction HR>1 indicates higher recurrence risk after treatment and therefore a decreased likelihood of beneficial response as gene expression increases. A gene with interaction HR<1 indicates lower recurrence risk after treatment and therefore increased likelihood of beneficial response as gene expression increases. Results are shown for all genes for which the 75% Confidence Interval for Hazard Ratio doe not include HR=1. LCL and UCL indicate the lower confidence limit and the upper confidence limit respectively.
TABLE 3
Hazard Ratios and 75% Confidence Intervals for Prediction
of Treatment Response Based on Gene Expression Levels
Accession
Gene Hazard Ratio (HR) HR 75% LCL HR 75% UCL OfficialSymbol Number
ABCB1 1.16 1.003 1.346 ABCB1 NM_000927
ABCC6 1.24 1.018 1.521 ABCC6 NM_001171
AKAP12 0.84 0.724 0.979 AKAP12 NM_005100
ANXA2 0.54 0.415 0.705 ANXA2 NM_004039
BAD 0.68 0.550 0.835 BAD NM_032989
BCL2L11 1.28 1.023 1.611 BCL2L11 NM_138621
BIK 0.80 0.694 0.923 BIK NM_001197
BRCA1 1.24 1.025 1.490 BRCA1 NM_007295
BUB1 0.82 0.694 0.970 BUB1 NM_004336
CCNB1 0.74 0.627 0.882 CCNB1 NM_031966
CD24 0.84 0.739 0.948 CD24 NM_013230
CDC2 0.71 0.608 0.840 CDC2 NM_001786
CDCA7 v2 1.27 1.080 1.501 CDCA7 NM_145810
CENPA 0.67 0.552 0.823 CENPA NM_001809
CENPE 0.29 0.164 0.515 CENPE NM_001813
CHFR 1.20 1.019 1.418 CHFR NM_018223
CKS2 0.78 0.636 0.965 CKS2 NM_001827
CLDN7 0.77 0.636 0.926 CLDN7 NM_001307
CLIC1 0.51 0.362 0.722 CLIC1 NM_001288
CREBBP 1.42 1.076 1.861 CREBBP NM_004380
CTSL 0.80 0.668 0.949 CTSL NM_001912
CYP2C8 0.67 0.493 0.901 CYP2C8 NM_000770
CYP3A4 0.62 0.458 0.835 CYP3A4 NM_017460
DKK1 0.76 0.626 0.935 DKK1 NM_012242
DUSP1 0.84 0.723 0.973 DUSP1 NM_004417
EI24 0.63 0.489 0.825 EI24 NM_004879
ENO1 1.31 1.043 1.657 ENO1 NM_001428
F3 0.68 0.583 0.795 F3 NM_001993
FOS 0.86 0.740 0.994 FOS NM_005252
GBP2 0.78 0.667 0.920 GBP2 NM_004120
Grb10 0.81 0.688 0.959 GRB10 NM_005311
H2AFZ 0.72 0.566 0.927 H2AFZ NM_002106
HNRPAB 0.55 0.424 0.712 HNRPAB NM_004499
HOXB7 0.81 0.692 0.939 HOXB7 NM_004502
IMP-1 1.80 1.280 2.531 IMP-1 NM_006546
INHA 2.09 1.167 3.760 INHA NM_002191
ITGAV 0.77 0.617 0.950 ITGAV NM_002210
ITGB1 0.61 0.439 0.836 ITGB1 NM_002211
ITGB4 0.72 0.579 0.884 ITGB4 NM_000213
KLK10 0.84 0.765 0.929 KLK10 NM_002776
KLK6 0.88 0.786 0.977 KLK6 NM_002774
KRAS2 0.61 0.439 0.834 KRAS NM_004985
LAMA3 0.73 0.630 0.842 LAMA3 NM_000227
LAMC2 0.69 0.582 0.808 LAMC2 NM_005562
LAT 0.79 0.662 0.941 LAT NM_014387
LEF 1.22 1.039 1.442 LEF1 NM_016269
MAD2L1 0.84 0.715 0.990 MAD2L1 NM_002358
MADH7 1.39 1.145 1.688 SMAD7 NM_005904
MCM6 0.75 0.602 0.931 MCM6 NM_005915
MMP7 0.73 0.636 0.839 MMP7 NM_002423
MMP9 1.36 1.181 1.555 MMP9 NM_004994
MYBL2 1.19 1.020 1.380 MYBL2 NM_002466
Maspin 0.79 0.704 0.879 SERPINB5 NM_002639
NEK2 0.71 0.545 0.925 NEK2 NM_002497
NMB 1.59 1.187 2.123 NMB NM_021077
Nkd-1 1.11 1.017 1.212 NKD1 NM_033119
ODC1 0.81 0.666 0.987 ODC1 NM_002539
PCNA 0.83 0.692 0.998 PCNA NM_002592
PTP4A3 v2 1.30 1.108 1.522 PTP4A3 NM_032611
REG4 0.92 0.863 0.972 REG4 NM_032044
ROCK1 0.77 0.601 0.988 ROCK1 NM_005406
RhoB 0.66 0.531 0.819 RHOB NM_004040
S100A2 0.88 0.792 0.976 S100A2 NM_005978
S100P 0.78 0.696 0.884 S100P NM_005980
SAT 0.64 0.502 0.823 SAT NM_002970
SI 0.76 0.593 0.985 SI NM_001041
SIAT7B 0.85 0.730 0.984 ST6GALNAC2 NM_006456
SIR2 0.66 0.533 0.814 SIRT1 NM_012238
SKP2 1.32 1.041 1.664 SKP2 NM_005983
SLC31A1 0.76 0.612 0.938 SLC31A1 NM_001859
SLPI 0.78 0.679 0.905 SLPI NM_003064
SNRPF 0.73 0.606 0.868 SNRPF NM_003095
STK15 0.77 0.645 0.916 STK6 NM_003600
TCF-1 1.30 1.108 1.528 TCF1 NM_000545
TGFB2 1.17 1.015 1.353 TGFB2 NM_003238
TUBA1 0.73 0.590 0.892 TUBA1 NM_006000
VCP 0.63 0.495 0.809 VCP NM_007126
VEGFC 0.75 0.572 0.986 VEGFC NM_005429
VEGF_altsplice2 1.19 1.009 1.406 AF214570
Cdc25A 0.28 0.160 0.488 CDC25A NM_001789
P21 0.79 0.637 0.970 CDKN1A NM_000389
rhoC 0.61 0.451 0.815 RHOC NM_175744
The hazard ratios derived from the Cox proportional hazards regression model provided in Table 3 provide an assessment of the contribution of the interaction between gene expression measurement and treatment (surgery resection alone versus treatment with 5-FU/LV after surgical resection of tumor) on the instantaneous risk of recurrence at time t conditional on a recurrence not occurring by time t. For an individual with gene expression measurement X, the instantaneous risk of recurrence at time t, λ(t|X) is given by the relationship X(t|X)=λo(t)·exp[β1·X+β2·I(Treatment)+β3·I(Treatment)·X] where λo(t) is the baseline hazard at time t, β3 is the log hazard ratio from Table 3, and I(Treatment) is an indicator variable for treatment (0=surgical resection and 1=5-FU/LV after surgical resection of tumor). Again, the survivor function at time t is given by S(t|X)=So(t)exp[β1·X+β2·I(Treatment)+β3·I(Treatment)·X], where =So(t) is the baseline survivor function at time t. Consequently, the risk of recurrence at time t for a patient with a gene expression measurement of X is given by 1−S(t|X). In this way, an individual patient's estimated risk of recurrence may be derived from an observed gene expression measurement.
Example 3 A Study to Identify Relationships Between Genomic Tumor Expression Profiles and the Likelihood of Recurrence in Stage II and Stage III Colon Cancer Patients Treated with Resection of the Colon The primary objective of this study was to determine whether there is a significant relationship between the expression of each of 375 test genes identified in Table 4 and clinical outcome in Stage II and Stage III colon cancer patients who receive colon resection (surgery) without chemotherapy.
Study Design
This was an observational study using tissue and outcome data from the Cleveland Clinic Foundation (CCF) surgery database in patients who were diagnosed with Stage II and Stage III colon cancer between the years of 1981 and 2000 and received colon resection surgery at CCF.
Inclusion Criteria
Patients who were diagnosed with Stage II and Stage III colon cancer and had colon resection surgery at the Cleveland Clinic Foundation (CCF) between the years of 1981 and 2000.
Exclusion Criteria
Patients identified under inclusion criteria were excluded from the present study if one or more of the following applied:
-
- No tumor block available from initial diagnosis in the CCF archive.
- Insufficient tumor in block as assessed by examination of hematoxylin and eosin (H&E) slide.
- Patients who were diagnosed with Stage II and Stage III signet ring type colon cancer (WHO classification).
- Insufficient RNA (<700 ng) recovered from tissue sections for RT-PCR analysis.
Of the patients initially identified under inclusion criteria, 765 patient samples were available after application of exclusion criteria and used in the gene expression study disclosed herein. The overall demographic and clinical characteristics of the number of included samples were similar to the original CCF cohort.
Gene Panel
Three-hundred seventy-five genes, including reference genes (ATP5E, CLTC, GPX1, NEDD8, PGK1, UBB), were chosen for expression analysis. These genes are listed in Table 4. For each of the 375 genes, probe and primer sequences are shown in Table A, and target amplicons used for expression analysis are shown in Table B.
Example 4 A Study to Identify Relationships Between Tumor Gene Expression Profiles and Likelihood of Recurrence in Stage II and Stage III Colon Cancer Patients Treated with Leucovorin-Modulated Fluorouracil after Resection of The Colon The primary objective of this study was to determine whether there is a significant relationship between the expression of each of 375 test genes identified in Table 4 and clinical outcome in stage II and stage III colon cancer patients who received chemotherapy with leucovorin-modulated fluorouracil after colon resection surgery.
Study Design
This study used tissue and outcome data from National Surgical Adjuvant Breast and Bowel Project (NSABP) Study C06 in Stage II and Stage III patients who received colon resection and postoperative treatment with 5-fluorouracil and leucovorin.
Inclusion Criteria
Enrollment in NSABP Study C-06: “A Clinical Trial Comparing Oral Uracil/Ftorafur (UFT) Plus Leucovorin (LV) with 5-Fluorouracil (5-FU) Plus LV in the Treatment of Patients with Stage II and III Carcinoma of the Colon” and randomization to leucovorin-modulated fluorouracil (LV+5-FU) arm of the study.
Exclusion Criteria
Patients enrolled in NSABP Study C-06 were excluded from the present study if one or more of the following applied:
-
- No tumor block available from initial diagnosis in the NSABP archive.
- Insufficient tumor in block as assessed by examination of hematoxylin and eosin (H&E) slide.
- Patients who were diagnosed with Stage II and Stage III signet ring type colon cancer (WHO classification).
- Insufficient RNA (<700 ng) recovered from tissue sections for RT-PCR analysis.
Of the patients enrolled in NSABP Study C-06, 508 patient samples were available after application of exclusion criteria and used in the gene expression study disclosed herein. The overall demographic and clinical characteristics of the number of included samples were similar to the original NSABP cohort.
Gene Panel
Three-hundred seventy-five genes, including reference genes (ATP5E, CLTC, GPX1, NEDD8, PGK1, UBB), were chosen for expression analysis. These genes are listed in Table 4. For each of the 375 genes, probe and primer sequences are shown in Table A, and target amplicons used for expression analysis are shown in Table B.
TABLE 4
Name Name Name Name
ABCB1 CXCR4 ITGB1 RANBP2
ABCC5 CYP1B1 ITGB3 RBX1
ABCC6 CYP2C8 ITGB4 RCC1
ADAMTS12 CYP3A4 K-ras REG4
AKAP12 CYR61 KCNH2 RhoB
iso a/c
AKT3 DAPK1 Ki-67 rhoC
ALCAM DHFR KIF22 ROCK1
AMFR DKK1 KIFC1 ROCK2
ANGPT2 DLC1 KLF5 RPS13
ANTXR1 DPYD KLF6 RRM1
ANXA1 DR4 KLK10 RRM2
ANXA2 DUSP1 KLK6 RUNX1
ANXA5 DUT KLRK1 S100A1
APC E2F1 KRT8 S100A4
APG-1 EFNA1 LAMA3 S100P
AREG EFNB2 LAMC2 SAT
ATP5A1 EFP LAT SBA2
ATP5E EGLN3 LEF SEMA4B
AURKB EGR1 LGALS3 SFRP2
Axin 2 EGR3 LMNB1 SFRP4
axin1 EI24 LMYC SGCB
B-Catenin EIF4E LOX SHC1
BAD EIF4EL3 LOXL2 SI
Bax ELAVL1 LRP5 SIAT4A
BCL2L11 EMP1 LRP6 SIM2
BGN ENO1 MAD1L1 SIR2
BIK EPAS1 MAD2L1 SKP2
BLMH EPHB2 MADH2 SLC25A3
BRAF EphB6 MADH4 SLC31A1
BRCA1 EREG MADH7 SLPI
BRCA2 ESPL1 Maspin SMARCA3
BUB1 F3 MCM2 SNAI2
c-myb FABP4 MCM3 SNRPF
(MYB official)
c-Src FAP MCM6 SOD1
C20 orf1 FASN MCP1 SOD2
C20ORF126 FBXO5 MGAT5 SOS1
C8orf4 FGF18 MMP1 SPARC
Cad17 FGF2 MMP2 SPINT2
CALD1 FOS MMP7 SPRY1
CAPG FOXO3A MMP9 SPRY2
CASP9 FPGS MRP3 ST14
CAV1 FST MSH2 STAT5B
CCNA2 FUT6 MSH3 STC1
CCNB1 FYN MUC1 STK15
CCNE2 FZD1 MUC2 STMY3
CCNE2 variant 1 G-Catenin MYBL2 SURV
CCR7 GADD45B MYH11 TAGLN
CD18 GBP2 MYLK TCF-1
CD24 GCNT1 NAV2 TERC
CD3z GHI BRAF mut4 NCAM1 TFF3
CD44E GHI k-ras mut1 NEDD8 TGFB2
CD44s GHI k-ras mut2 NEK2 TGFB3
CD44v6 GHI k-ras mut3 NFKBp50 TGFBI
CD68 GIT1 Nkd-1 TGFBR1
CD80 GJA1 NME1 TGFBR2
CDC2 GJB2 NOTCH1 THBS1
CDC20 GPX1 NR4A1 THY1
CDC25C Grb10 NRP1 TIMP1
CDC4 GRPR NRP2 TIMP2
CDC42BPA GSK3B ODC1 TIMP3
CDC6 GSTp OPN, TK1
osteopontin
CDCA7 v2 GSTT1 OSMR TLN1
CDH1 H2AFZ P14ARF TMEPAI
CDH11 HB-EGF p16-INK4 TMSB10
CDH3 hCRA a p21 TMSB4X
Cdx2 HDAC1 p53R2 TOP2A
CEBPB HER2 PAI1 TP
CENPA HES6 PCNA TP53BP1
CENPF HIF1A PDGFA TP53BP2
CGB HLA-G PDGFB TRAG3
CHFR HNRPAB PDGFC TRAIL
Chk1 HNRPD PDGFD TS
cIAP2 HoxA5 PDGFRa TUBA1
CKS2 HOXB13 PFN2 TUFM
Claudin 4 HOXB7 PGK1 UBB
CLDN1 HRAS PI3K UBE2C
CLDN7 HSD17B2 PKR2 UBE2M
CLIC1 HSPA1A PLK UMPS
CLTC HSPA1B PLK3 UNC5B
cMet HSPA8 PPM1D Upa
cMYC HSPE1 PRDX2 UPP1
COL1A1 HSPG2 PRDX4 VCL
COL1A2 ICAM2 PRKCA VCP
CREBBP ID3 PRKCB1 VDAC2
cripto ID4 pS2 VEGF
(TDGF1 official)
CRYAB IGF1 PTCH VEGF_altsplice1
CSEL1 IGFBP3 PTEN VEGF_altsplice2
CSF1 IGFBP5 PTGER3 VEGFB
CTGF IGFBP7 PTP4A3 v2 VEGFC
CTHRC1 IL6ST PTPRJ VIM
CTSB INHBA RAB32 WIF
CTSL IRS1 RAD54L WISP1
CUL4A ITGA5 RAF1 WNT2
CXCL12 ITGAV RALBP1
Experimental Materials and Methods
The expression of 375 cancer-related test genes plus six genes designated for use as reference genes was quantitatively assessed for each patient using TaqMan® RT-PCR, which was performed in singlet with RNA input at 1 nanogram per reaction.
Data Analysis Methods
Reference Normalization
For normalization of extraneous effects, cycle threshold (CT) measurements obtained by RT-PCR were normalized relative to the mean expression of a set of six reference genes. The resulting reference-normalized expression measurements typically range from 0 to 15, where a one unit increase generally reflects a 2-fold increase in RNA quantity.
Comparison of Study Cohort to Original NSABP Study Populations
The distribution of clinical and demographic variables for the current study cohort of evaluable tissue blocks was compared to the original NSABP C-04 study population. There were no clinically meaningful differences in the distributions.
Univariate Analysis
For each of the 375 genes under study, the Cox proportional hazard model was used to examine the relationship between gene expression and recurrence free interval (RFI). The likelihood ratio was used as the test of statistical significance. The method of Benjamini and Hochberg (Benjamini, Y. and Hochberg, Y. (1995). Controlling the false discovery rate: a practical and powerful approach to multiple testing. J. R. Statist. Soc. B 57, 289-300.), as well as resampling and permutation based methods (Tusher V G, Tibshirani R, Chu G (2001) Significance analysis of microarrays applied to the ionizing radiation response. Proc Natl Acad Sci USA, 98:5116-5121; Storey J D, Tibshirani R (2001) Estimating false discovery rates under dependence, with applications to DNA microarrays. Stanford: Stanford University, Department of Statistics; Report No.: Technical Report 2001-28.; Korn E L, Troendle J, McShane L, Simon R (2001) Controlling the number of false discoveries: Application to high-dimensional genomic data. Technical Report 003. 2001. National Cancer Institute.) were applied to the resulting set of p-values to estimate false discovery rates.
Analysis of Combined Study Results Examples 1-4 The studies presented in Example 1 and Example 3 identified genes for which a significant association was found between gene expression and recurrence-free interval in colon cancer patients treated solely by surgical resection of tumor. The studies presented in Example 2 (only Stage III patients were analyzed in this analysis of combined study results, 171 patients) and Example 4 identified genes for which a significant association was found between gene expression and recurrence-free interval in colon cancer patients treated with 5-FU/LV (leucovorin-modulated fluorouracil) after surgical resection of tumor. In order to identify genes whose expression is associated specifically with response to 5-FU/LV, a test was performed to evaluate whether the Hazard Ratio associated with gene expression in surgery-only patients is sufficiently different from the Hazard Ratio associated with gene expression in surgery+5-FU/LV to conclude that gene expression is informative regarding response to 5-FU. The results are shown in Table 5, which show Hazard Ratios and 75% Confidence Intervals for association between normalized expression values for a particular gene and the likelihood of response to 5-FU treatment. A gene with interaction HR>1 indicates higher recurrence risk and therefore a decreased likelihood of beneficial response as gene expression increases. A gene with interaction HR<1 indicates lower recurrence risk and therefore increased likelihood of beneficial response as gene expression increases. Results are shown for all genes for which the 75% Confidence Interval for Hazard Ratio doe not include HR=1. LCL and UCL indicate the lower confidence limit and the upper confidence limit respectively.
TABLE 5
Hazard Ratios and 75% Confidence Intervals for Prediction of Treatment Response
Based on Gene Expression Levels (Interaction of Treatment and Gene Expression)
Hazard Accession
N Gene Ratio (HR) HR 75% LCL HR 75% UCL LR P-Value* OfficialSymbol Number
1 ABCB1 1.28 1.054 1.549 0.147 ABCB1 NM_000927
2 AMFR 1.33 1.099 1.608 0.085 AMFR NM_001144
3 ANXA1 1.16 1.020 1.314 0.186 ANXA1 NM_000700
4 APC 1.26 1.048 1.515 0.150 APC NM_000038
5 AURKB 0.75 0.623 0.913 0.086 AURKB NM_004217
6 Axin 2 0.85 0.787 0.918 0.015 AXIN2 NM_004655
7 B-Catenin 1.26 1.052 1.519 0.141 CTNNB1 NM_001904
8 BGN 1.23 1.098 1.381 0.038 BGN NM_001711
9 BIK 0.73 0.643 0.831 0.005 BIK NM_001197
10 BRAF 0.81 0.674 0.968 0.173 BRAF NM_004333
11 BRCA2 0.00 0.000 — 0.012 BRCA2 NM_000059
12 BUB1 0.66 0.553 0.796 0.010 BUB1 NM_004336
13 C20 orf1 0.76 0.657 0.889 0.042 TPX2 NM_012112
14 C20ORF126 0.67 0.543 0.832 0.031 PDRG1 NM_030815
15 CALD1 1.15 1.007 1.315 0.227 CALD1 NM_004342
16 CASP9 0.64 0.420 0.961 0.203 CASP9 NM_001229
17 CCNE2 0.23 0.058 0.923 0.156 CCNE2 NM_057749
variant 1
18 CD44E 1.35 1.106 1.656 0.085 CD44E X55150
19 CD44s 1.52 1.301 1.775 0.002 CD44S M59040
20 CD44v6 1.19 1.019 1.380 0.196 CD44v6 AJ251595v6
21 CD68 1.22 1.061 1.413 0.103 CD68 NM_001251
22 CDC2 0.78 0.656 0.926 0.096 CDC2 NM_001786
23 CDC4 0.35 0.187 0.650 0.041 FBXW7 NM_018315
24 CDH11 1.34 1.165 1.540 0.016 CDH11 NM_001797
25 CENPA 0.16 0.084 0.287 <.001 CENPA NM_001809
26 CENPF 0.77 0.658 0.892 0.045 CENPF NM_016343
27 CHFR 1.21 1.020 1.445 0.202 CHFR NM_018223
28 CLDN1 1.23 1.102 1.368 0.029 CLDN1 NM_021101
29 CLIC1 0.58 0.431 0.780 0.034 CLIC1 NM_001288
30 CLTC 1.33 1.056 1.670 0.153 CLTC NM_004859
31 COL1A1 1.12 1.002 1.260 0.243 COL1A1 NM_000088
32 COL1A2 1.28 1.138 1.434 0.015 COL1A2 NM_000089
33 CREBBP 1.35 1.098 1.672 0.097 CREBBP NM_004380
34 CTSB 1.27 1.040 1.542 0.167 CTSB NM_001908
35 CTSL 1.15 1.004 1.317 0.235 CTSL NM_001912
36 CXCL12 1.12 1.016 1.237 0.185 CXCL12 NM_000609
37 CYR61 0.87 0.778 0.981 0.180 CYR61 NM_001554
38 Cdx2 0.80 0.731 0.866 0.002 CDX2 NM_001265
39 Chk1 0.75 0.579 0.971 0.196 CHEK1 NM_001274
40 DLC1 0.81 0.687 0.956 0.142 DLC1 NM_006094
41 DUSP1 0.86 0.768 0.959 0.111 DUSP1 NM_004417
42 E2F1 0.46 0.233 0.914 0.197 E2F1 NM_005225
43 EFNB2 1.35 1.162 1.567 0.021 EFNB2 NM_004093
44 EGR3 0.88 0.784 0.992 0.223 EGR3 NM_004430
45 EI24 0.75 0.607 0.931 0.127 EI24 NM_004879
46 ENO1 1.27 1.045 1.545 0.159 ENO1 NM_001428
47 EPAS1 1.38 1.146 1.663 0.047 EPAS1 NM_001430
48 ESPL1 0.70 0.539 0.920 0.126 ESPL1 NM_012291
49 FBXO5 0.16 0.050 0.535 0.054 FBXO5 NM_012177
50 FGF18 3.30 1.276 8.536 0.168 FGF18 NM_003862
51 FGF2 0.40 0.238 0.673 0.032 FGF2 NM_002006
52 FOS 0.89 0.798 0.982 0.177 FOS NM_005252
53 FOXO3A 1.16 1.000 1.345 0.250 FOXO3A NM_001455
54 FPGS 1.29 1.040 1.591 0.174 FPGS NM_004957
55 FUT6 0.85 0.750 0.962 0.132 FUT6 NM_000150
56 FZD1 1.30 1.082 1.571 0.104 FZD1 NM_003505
57 GJB2 1.31 1.107 1.561 0.071 GJB2 NM_004004
58 GPX1 1.39 1.019 1.890 0.220 GPX1 NM_000581
59 GSK3B 0.83 0.695 0.985 0.213 GSK3B NM_002093
60 Grb10 0.79 0.647 0.959 0.157 GRB10 NM_005311
61 HES6 0.84 0.765 0.920 0.029 HES6 NM_018645
62 HIF1A 1.61 1.372 1.879 <.001 HIF1A NM_001530
63 HLA-G 0.35 0.122 1.004 0.202 HLA-G NM_002127
64 HNRPAB 0.79 0.648 0.966 0.179 HNRPAB NM_004499
65 HNRPD 1.27 1.027 1.559 0.194 HNRPD NM_031370
66 HOXB13 0.70 0.549 0.886 0.075 HOXB13 NM_006361
67 HSD17B2 1.46 1.196 1.776 0.029 HSD17B2 NM_002153
68 HSPE1 0.77 0.663 0.905 0.064 HSPE1 NM_002157
69 HoxA5 1.27 1.010 1.592 0.230 HOXA5 NM_019102
70 IGFBP3 1.23 1.077 1.394 0.071 IGFBP3 NM_000598
71 IGFBP5 1.16 1.027 1.314 0.160 IGFBP5 NM_000599
72 IGFBP7 1.29 1.108 1.491 0.052 IGFBP7 NM_001553
73 IL6ST 1.37 1.161 1.609 0.028 IL6ST NM_002184
74 ITGA5 1.28 1.125 1.456 0.028 ITGA5 NM_002205
75 KIF22 0.60 0.468 0.770 0.016 KIF22 NM_007317
76 KIFC1 0.55 0.366 0.819 0.075 KIFC1 NM_002263
77 KLF5 1.22 1.066 1.388 0.087 KLF5 NM_001730
78 KLK10 1.10 1.017 1.195 0.168 KLK10 NM_002776
79 KLRK1 0.53 0.326 0.847 0.101 KLRK1 NM_007360
80 KRT8 1.21 1.043 1.399 0.137 KRT8 NM_002273
81 Ki-67 0.86 0.738 0.994 0.233 MKI67 NM_002417
82 LAT 0.71 0.534 0.954 0.180 LAT NM_014387
83 LEF 1.28 1.110 1.465 0.045 LEF1 NM_016269
84 LMYC 0.70 0.550 0.900 0.096 RLF NM_012421
85 LOX 1.18 1.004 1.383 0.243 LOX NM_002317
86 MAD2L1 0.65 0.479 0.882 0.096 MAD2L1 NM_002358
87 MADH7 1.23 1.042 1.455 0.152 SMAD7 NM_005904
88 MCM3 2.54 1.283 5.012 0.110 MCM3 NM_002388
89 MCP1 1.24 1.089 1.405 0.055 CCL2 NM_002982
90 MMP1 1.35 1.150 1.587 0.032 MMP1 NM_002421
91 MMP2 1.20 1.075 1.344 0.058 MMP2 NM_004530
92 MSH2 0.64 0.541 0.764 0.003 MSH2 NM_000251
93 MSH3 0.50 0.317 0.794 0.080 MSH3 NM_002439
94 Maspin 1.19 1.073 1.315 0.052 SERPINB5 NM_002639
95 NR4A1 0.82 0.750 0.902 0.015 NR4A1 NM_002135
96 NRP1 1.83 1.400 2.379 0.008 NRP1 NM_003873
97 PDGFA 0.84 0.750 0.949 0.096 PDGFA NM_002607
98 PDGFC 1.18 1.023 1.360 0.183 PDGFC NM_016205
99 PDGFD 2.57 1.263 5.210 0.139 PDGFD NM_025208
100 PDGFRa 1.20 1.045 1.380 0.130 PDGFRA NM_006206
101 PFN2 1.26 1.071 1.490 0.106 PFN2 NM_053024
102 PKR2 1.59 1.322 1.912 0.004 PKM2 NM_002654
103 PRDX2 0.79 0.656 0.953 0.148 PRDX2 NM_005809
104 RAB32 0.75 0.580 0.962 0.183 RAB32 NM_006834
105 RAD54L 0.17 0.067 0.409 0.011 RAD54L NM_003579
106 RANBP2 0.59 0.473 0.728 0.004 RANBP2 NM_006267
107 RCC1 0.80 0.671 0.942 0.120 RCC1 NM_001269
108 ROCK2 0.65 0.529 0.792 0.013 ROCK2 NM_004850
109 RUNX1 1.49 1.257 1.764 0.007 RUNX1 NM_001754
110 RhoB 0.69 0.600 0.803 0.004 RHOB NM_004040
111 S100P 0.84 0.769 0.922 0.029 S100P NM_005980
112 SAT 0.83 0.693 0.993 0.232 SAT NM_002970
113 SEMA4B 1.37 1.199 1.576 0.007 SEMA4B NM_020210
114 SIAT4A 1.18 1.027 1.354 0.172 ST3GAL1 NM_003033
115 SKP2 1.66 1.184 2.329 0.082 SKP2 NM_005983
116 SOD1 0.81 0.668 0.988 0.221 SOD1 NM_000454
117 SOS1 0.51 0.251 1.028 0.232 SOS1 NM_005633
118 SPARC 1.30 1.141 1.489 0.022 SPARC NM_003118
119 SPRY1 1.20 1.014 1.414 0.214 SPRY1 AK026960
120 STK15 0.74 0.618 0.882 0.050 AURKA NM_003600
121 TCF-1 0.62 0.491 0.787 0.018 TCF1 NM_000545
122 THBS1 1.19 1.049 1.339 0.110 THBS1 NM_003246
123 TIMP1 1.34 1.164 1.533 0.015 TIMP1 NM_003254
124 TOP2A 0.75 0.635 0.881 0.042 TOP2A NM_001067
125 TP53BP1 0.75 0.576 0.983 0.219 TP53BP1 NM_005657
126 UBE2C 0.77 0.669 0.889 0.034 UBE2C NM_007019
127 UPP1 3.29 1.336 8.123 0.094 UPP1 NM_003364
128 VCP 0.70 0.559 0.867 0.060 VCP NM_007126
129 VDAC2 1.38 1.051 1.812 0.175 VDAC2 NM_003375
130 cMYC 0.88 0.782 0.991 0.217 MYC NM_002467
The hazard ratios derived from the Cox proportional hazards regression model provided in Table 5 provide an assessment of the contribution of the interaction between gene expression measurement and treatment (surgery resection alone versus treatment with 5-FU/LV after surgical resection of tumor) on the instantaneous risk of recurrence at time t conditional on a recurrence not occurring by time t. For an individual with gene expression measurement X, the instantaneous risk of recurrence at time t, λ(t|X) is given by the relationship λ(t|X)=λo(t)·exp[β1·X+β2·I(Treatment)+β3·I(Treatment)·X] where λo(t) is the baseline hazard at time t, β3 is the log hazard ratio from Table 3, and I(Treatment) is an indicator variable for treatment (0=surgical resection and 1=5-FU/LV after surgical resection of tumor). Again, the survivor function at time t is given by S(t|X)=So(t)exp[β1·X+β2·I(Treatment)+β3·I(Treatment)·X], where =So(t) is the baseline survivor function at time t. Consequently, the risk of recurrence at time t for a patient with a gene expression measurement of X is given by 1−S(t|X). In this way, an individual patient's estimated risk of recurrence may be derived from an observed gene expression measurement. As an example, the hazard ratio for the TCF by treatment interaction from Table 5 is 0.62, indicating that there is a lower recurrence risk after treatment and therefore increased likelihood of beneficial response as gene expression of TCF increases. In fact, the hazard ratios for TCF, treatment and the TCF by treatment interaction are 0.91, 7.92 and 0.62, respectively. Consequently, assuming a baseline survivor function at 3 years of 0.95, the estimated risk of recurrence at 3 years after surgery resection is approximately 1-0.95=0.063. In contrast, the estimated risk of recurrence at 3 years after surgery resection plus 5FU is 10.95exp[ln(0.91)·5+ln(7.92)+ln(0.62)*5]=0.047.
Example 5 Identification of Gene Co-Expressed with Prognostic and/or Predictive Genes A co-expression study was conducted to identify genes that exhibit expression level trends in colon cancer cells that directly correlate with those identified above that are predictive of likelihood of a beneficial response to a 5-FU therapy. A set of genes were assayed using standard methods similar to those described above. Gene expression clusters (i.e., genes that exhibited similar expression trends in samples as described above) were identified using pair-wise analysis of correlation based on Pearson correlation coefficients (optionally, Spearman correlation coefficients may be used instead or in addition). (See, e.g., Pearson K. and Lee A., Biometrika 2, 357 (1902); C. Spearman, Amer. J. Psychol 15:72-101 (1904); J. Myers, A. Well, Research Design and Statistical Analysis, p. 508 (2nd Ed., 2003).) The correlation between continuous variables is captured by the product-moment correlation coefficient. In general, a correlation coefficient >0.3 is considered to be statistically significant in a sample size of at least 20. (See, e.g., G. Norman, D. Streiner, Biostatistics: The Bare Essentials, 137-138 (3rd Ed. 2007).)
The results are shown in Table C. The column on the far left of the table shows the gene for which co-expressed genes were identified (“Variable”). The results are provided in two rows for each gene with the top row providing a conventional name for the gene (modified by an underscore and a number indicating the version number of the amplicon design, an internal reference), and bottom row indicating the correlation coefficient for co-expression of that gene with the “Variable” gene. The results are ordered from left to right according to highest to lowest correlation coefficient.
The genes in Table C that are co-expressed with the indicated variable gene can serve are referred to as “co-expressed genes”, and can be assayed as a substitute for the indicated variable gene and/or in combination with such variable gene (e.g., to provide an internal control for the assay or increase statistical power) in the methods disclosed herein. Exemlary primers and probes, as well as exemplary amplicons, are provided for these genes in Tables A and B.
TABLE A
Gene Accession Reagt Sequence SEQ ID NO
A-Catenin NM_001903.1 FPr CGTTCCGATCCTCTATACTGCAT SEQ ID NO: 1
Probe ATGCCTACAGCACCCTGATGTCGCA SEQ ID NO: 2
RPr AGGTCCCTGTTGGCCTTATAGG SEQ ID NO: 3
ABCB1 NM_000927.2 FPr AAACACCACTGGAGCATTGA SEQ ID NO: 4
Probe CTCGCCAATGATGCTGCTCAAGTT SEQ ID NO: 5
RPr CAAGCCTGGAACCTATAGCC SEQ ID NO: 6
ABCC5 NM_005688.1 FPr TGCAGACTGTACCATGCTGA SEQ ID NO: 7
Probe CTGCACACGGTTCTAGGCTCCG SEQ ID NO: 8
RPr GGCCAGCACCATAATCCTAT SEQ ID NO: 9
ABCC6 NM_001171.2 FPr GGATGAACCTCGACCTGC SEQ ID NO: 10
Probe CCAGATAGCCTCGTCCGAGTGCTC SEQ ID NO: 11
RPr GAGCTGCACCGTCTCCAG SEQ ID NO: 12
ACP1 NM_004300.2 FPr GCTACCAAGTCCGTGCTGT SEQ ID NO: 13
Probe TGATCGACAAATGTTACCCAGACACACA SEQ ID NO: 14
RPr GAAAACTGCTTCTGCAATGG SEQ ID NO: 15
ADAM10 NM_001110.1 FPr CCCATCAACTTGTGCCAGTA SEQ ID NO: 16
Probe TGCCTACTCCACTGCACAGACCCT SEQ ID NO: 17
RPr GGTGATGGTTCGACCACTG SEQ ID NO: 18
ADAM17 NM_003183.3 FPr GAAGTGCCAGGAGGCGATTA SEQ ID NO: 19
Probe TGCTACTTGCAAAGGCGTGTCCTACTGC SEQ ID NO: 20
RPr CGGGCACTCACTGCTATTACC SEQ ID NO: 21
ADAMTS12 NM_030955.2 FPr GGAGAAGGGTGGAGTGCAG SEQ ID NO: 22
Probe CGCACAGTCAGAATCCATCTGGGT SEQ ID NO: 23
RPr CAGGGTCAGGTCTCTGGATG SEQ ID NO: 24
ADPRT NM_001618.2 FPr TTGACAACCTGCTGGACATC SEQ ID NO: 25
Probe CCCTGAGCAGACTGTAGGCCACCT SEQ ID NO: 26
RPr ATGGGATCCTTGCTGCTATC SEQ ID NO: 27
AGXT NM_000030.1 FPr CTTTTCCCTCCAGTGGCA SEQ ID NO: 28
Probe CTCCTGGAAACAGTCCACTTGGGC SEQ ID NO: 29
RPr ATTTGGAAGGCACTGGGTTT SEQ ID NO: 30
AKAP12 NM_005100.2 FPr TAGAGAGCCCCTGACAATCC SEQ ID NO: 31
Probe TGGCTCTAGCTCCTGATGAAGCCTC SEQ ID NO: 32
RPr GGTTGGTCTTGGAAAGAGGA SEQ ID NO: 33
AKT1 NM_005163.1 FPr CGCTTCTATGGCGCTGAGAT SEQ ID NO: 34
Probe CAGCCCTGGACTACCTGCACTCGG SEQ ID NO: 35
RPr TCCCGGTACACCACGTTCTT SEQ ID NO: 36
AKT2 NM_001626.2 FPr TCCTGCCACCCTTCAAACC SEQ ID NO: 37
Probe CAGGTCACGTCCGAGGTCGACACA SEQ ID NO: 38
RPr GGCGGTAAATTCATCATCGAA SEQ ID NO: 39
AKT3 NM_005465.1 FPr TTGTCTCTGCCTTGGACTATCTACA SEQ ID NO: 40
Probe TCACGGTACACAATCTTTCCGGA SEQ ID NO: 41
RPr CCAGCATTAGATTCTCCAACTTGA SEQ ID NO: 42
AL137428 AL137428.1 FPr CAAGAAGAGGCTCTACCCTGG SEQ ID NO: 43
Probe ACTGGGAATTTCCAAGGCCACCTT SEQ ID NO: 44
RPr AAATGAGCTCTGCGATCCTC SEQ ID NO: 45
ALCAM NM_001627.1 FPr GAGGAATATGGAATCCAAGGG SEQ ID NO: 46
Probe CCAGTTCCTGCCGTCTGCTCTTCT SEQ ID NO: 47
RPr GTGGCGGAGATCAAGAGG SEQ ID NO: 48
ALDH1A1 NM_000689.1 FPr GAAGGAGATAAGGAGGATGTTGACA SEQ ID NO: 49
Probe AGTGAAGGCCGCAAGACAGGCTTTTC SEQ ID NO: 50
RPr CGCCACGGAGATCCAATC SEQ ID NO: 51
ALDOA NM_000034.2 FPr GCCTGTACGTGCCAGCTC SEQ ID NO: 52
Probe TGCCAGAGCCTCAACTGTCTCTGC SEQ ID NO: 53
RPr TCATCGGAGCTTGATCTCG SEQ ID NO: 54
AMFR NM_001144.2 FPr GATGGTTCAGCTCTGCAAGGA SEQ ID NO: 55
Probe CGATTTGAATATCTTTCCTTCTCGCCCAC SEQ ID NO: 56
C
RPr TCGACCGTGGCTGCTCAT SEQ ID NO: 57
ANGPT2 NM_001147.1 FPr CCGTGAAAGCTGCTCTGTAA SEQ ID NO: 58
Probe AAGCTGACACAGCCCTCCCAAGTG SEQ ID NO: 59
RPr TTGCAGTGGGAAGAACAGTC SEQ ID NO: 60
ANTXR1 NM_032208.1 FPr CTCCAGGTGTACCTCCAACC SEQ ID NO: 61
Probe AGCCTTCTCCCACAGCTGCCTACA SEQ ID NO: 62
RPr GAGAAGGCTGGGAGACTCTG SEQ ID NO: 63
ANXA1 NM_000700.1 FPr GCCCCTATCCTACCTTCAATCC SEQ ID NO: 64
Probe TCCTCGGATGTCGCTGCCT SEQ ID NO: 65
RPr CCTTTAACCATTATGGCCTTATGC SEQ ID NO: 66
ANXA2 NM_004039.1 FPr CAAGACACTAAGGGCGACTACCA SEQ ID NO: 67
Probe CCACCACACAGGTACAGCAGCGCT SEQ ID NO: 68
RPr CGTGTCGGGCTTCAGTCAT SEQ ID NO: 69
ANXA5 NM_001154.2 FPr GCTCAAGCCTGGAAGATGAC SEQ ID NO: 70
Probe AGTACCCTGAAGTGTCCCCCACCA SEQ ID NO: 71
RPr AGAACCACCAACATCCGCT SEQ ID NO: 72
AP-1 (JUN NM_002228.2 FPr GACTGCAAAGATGGAAACGA SEQ ID NO: 73
official) Probe CTATGACGATGCCCTCAACGCCTC SEQ ID NO: 74
RPr TAGCCATAAGGTCCGCTCTC SEQ ID NO: 75
APC NM_000038.1 FPr GGACAGCAGGAATGTGTTTC SEQ ID NO: 76
Probe CATTGGCTCCCCGTGACCTGTA SEQ ID NO: 77
RPr ACCCACTCGATTTGTTTCTG SEQ ID NO: 78
APEX-1 NM_001641.2 FPr GATGAAGCCTTTCGCAAGTT SEQ ID NO: 79
Probe CTTTCGGGAAGCCAGGCCCTT SEQ ID NO: 80
RPr AGGTCTCCACACAGCACAAG SEQ ID NO: 81
APG-1 NM_014278.2 FPr ACCCCGGCCTGTATATCAT SEQ ID NO: 82
Probe CCAATGGCTCGAGTTCTTGATCCC SEQ ID NO: 83
RPr CTATCTGGCTCTTTGCTGCAT SEQ ID NO: 84
APN NM_001150.1 FPr CCACCTTGGACCAAAGTAAAGC SEQ ID NO: 85
(ANPEP Probe CTCCCCAACACGCTGAAACCCG SEQ ID NO: 86
official) RPr TCTCAGCGTCACCTGGTAGGA SEQ ID NO: 87
APOC1 NM_001645.3 FPr GGAAACACACTGGAGGACAAG SEQ ID NO: 88
Probe TCATCAGCCGCATCAAACAGAGTG SEQ ID NO: 89
RPr CGCATCTTGGCAGAAAGTT SEQ ID NO: 90
AREG NM_001657.1 FPr TGTGAGTGAAATGCCTTCTAGTAGTGA SEQ ID NO: 91
Probe CCGTCCTCGGGAGCCGACTATGA SEQ ID NO: 92
RPr TTGTGGTTCGTTATCATACTCTTCTGA SEQ ID NO: 93
ARG NM_005158.2 FPr CGCAGTGCAGCTGAGTATCTG SEQ ID NO: 94
Probe TCGCACCAGGAAGCTGCCATTGA SEQ ID NO: 95
RPr TGCCCAGGGCTACTCTCACTT SEQ ID NO: 96
ARHF NM_019034.2 FPr ACTGGCCCACTTAGTCCTCA SEQ ID NO: 97
Probe CTCCCAACCTGCTGTCCCTCAAG SEQ ID NO: 98
RPr CTGAACTCCACAGGCTGGTA SEQ ID NO: 99
ATOH1 NM_005172.1 FPr GCAGCCACCTGCAACTTT SEQ ID NO: 100
Probe CAGGCGAGAGAGCATCCCGTCTAC SEQ ID NO: 101
RPr TCCAGGAGGGACAGCTCA SEQ ID NO: 102
ATP5A1 NM_004046.3 FPr GATGCTGCCACTCAACAACT SEQ ID NO: 103
Probe AGTTAGACGCACGCCACGACTCAA SEQ ID NO: 104
RPr TGTCCTTGCTTCAGCAACTC SEQ ID NO: 105
ATP5E NM_006886.2 FPr CCGCTTTCGCTACAGCAT SEQ ID NO: 106
Probe TCCAGCCTGTCTCCAGTAGGCCAC SEQ ID NO: 107
RPr TGGGAGTATCGGATGTAGCTG SEQ ID NO: 108
AURKB NM_004217.1 FPr AGCTGCAGAAGAGCTGCACAT SEQ ID NO: 109
Probe TGACGAGCAGCGAACAGCCACG SEQ ID NO: 110
RPr GCATCTGCCAACTCCTCCAT SEQ ID NO: 111
Axin 2 NM_004655.2 FPr GGCTATGTCTTTGCACCAGC SEQ ID NO: 112
Probe ACCAGCGCCAACGACAGTGAGATA SEQ ID NO: 113
RPr ATCCGTCAGCGCATCACT SEQ ID NO: 114
axin1 NM_003502.2 FPr CCGTGTGACAGCATCGTT SEQ ID NO: 115
Probe CGTACTACTTCTGCGGGGAACCCA SEQ ID NO: 116
RPr CTCACCAGGGTGCGGTAG SEQ ID NO: 117
B-Catenin NM_001904.1 FPr GGCTCTTGTGCGTACTGTCCTT SEQ ID NO: 118
Probe AGGCTCAGTGATGTCTTCCCTGTCACCA SEQ ID NO: 119
G
RPr TCAGATGACGAAGAGCACAGATG SEQ ID NO: 120
BAD NM_032989.1 FPr GGGTCAGGTGCCTCGAGAT SEQ ID NO: 121
Probe TGGGCCCAGAGCATGTTCCAGATC SEQ ID NO: 122
RPr CTGCTCACTCGGCTCAAACTC SEQ ID NO: 123
BAG1 NM_004323.2 FPr CGTTGTCAGCACTTGGAATACAA SEQ ID NO: 124
Probe CCCAATTAACATGACCCGGCAACCAT SEQ ID NO: 125
RPr GTTCAACCTCTTCCTGTGGACTGT SEQ ID NO: 126
BAG2 NM_004282.2 FPr CTAGGGGCAAAAAGCATGA SEQ ID NO: 127
Probe TTCCATGCCAGACAGGAAAAAGCA SEQ ID NO: 128
RPr CTAAATGCCCAAGGTGACTG SEQ ID NO: 129
BAG3 NM_004281.2 FPr GAAAGTAAGCCAGGCCCAGTT SEQ ID NO: 130
Probe CAGAACTCCCTCCTGGACACATCCCAA SEQ ID NO: 131
RPr ACCTCTTTGCGGATCACTTGA SEQ ID NO: 132
Bak NM_001188.1 FPr CCATTCCCACCATTCTACCT SEQ ID NO: 133
Probe ACACCCCAGACGTCCTGGCCT SEQ ID NO: 134
RPr GGGAACATAGACCCACCAAT SEQ ID NO: 135
Bax NM_004324.1 FPr CCGCCGTGGACACAGACT SEQ ID NO: 136
Probe TGCCACTCGGAAAAAGACCTCTCGG SEQ ID NO: 137
RPr TTGCCGTCAGAAAACATGTCA SEQ ID NO: 138
BBC3 NM_014417.1 FPr CCTGGAGGGTCCTGTACAAT SEQ ID NO: 139
Probe CATCATGGGACTCCTGCCCTTACC SEQ ID NO: 140
RPr CTAATTGGGCTCCATCTCG SEQ ID NO: 141
BCAS1 NM_003657.1 FPr CCCCGAGACAACGGAGATAA SEQ ID NO: 142
Probe CTTTCCGTTGGCATCCGCAACAG SEQ ID NO: 143
RPr CTCGGGTTTGGCCTCTTTC SEQ ID NO: 144
Bc12 NM_000633.1 FPr CAGATGGACCTAGTACCCACTGAGA SEQ ID NO: 145
Probe TTCCACGCCGAAGGACAGCGAT SEQ ID NO: 146
RPr CCTATGATTTAAGGGCATTTTTCC SEQ ID NO: 147
BCL2L10 NM_020396.2 FPr GCTGGGATGGCTTTTGTCA SEQ ID NO: 148
Probe TCTTCAGGACCCCCTTTCCACTGGC SEQ ID NO: 149
RPr GCCTGGACCAGCTGTTTTCTC SEQ ID NO: 150
BCL2L11 NM_138621.1 FPr AATTACCAAGCAGCCGAAGA SEQ ID NO: 151
Probe CCACCCACGAATGGTTATCTTACGACTG SEQ ID NO: 152
RPr CAGGCGGACAATGTAACGTA SEQ ID NO: 153
BCL2L12 NM_138639.1 FPr AACCCACCCCTGTCTTGG SEQ ID NO: 154
Probe TCCGGGTAGCTCTCAAACTCGAGG SEQ ID NO: 155
RPr CTCAGCTGACGGGAAAGG SEQ ID NO: 156
Bclx NM_001191.1 FPr CTTTTGTGGAACTCTATGGGAACA SEQ ID NO: 157
Probe TTCGGCTCTCGGCTGCTGCA SEQ ID NO: 158
RPr CAGCGGTTGAAGCGTTCCT SEQ ID NO: 159
BCRP NM_004827.1 FPr TGTACTGGCGAAGAATATTTGGTAAA SEQ ID NO: 160
Probe CAGGGCATCGATCTCTCACCCTGG SEQ ID NO: 161
RPr GCCACGTGATTCTTCCACAA SEQ ID NO: 162
BFGF NM_007083.1 FPr CCAGGAAGAATGCTTAAGATGTGA SEQ ID NO: 163
Probe TTCGCCAGGTCATTGAGATCCATCCA SEQ ID NO: 164
RPr TGGTGATGGGAGTTGTATTTTCAG SEQ ID NO: 165
BGN NM_001711.3 FPr GAGCTCCGCAAGGATGAC SEQ ID NO: 166
Probe CAAGGGTCTCCAGCACCTCTACGC SEQ ID NO: 167
RPr CTTGTTGTTCACCAGGACGA SEQ ID NO: 168
BID NM_001196.2 FPr GGACTGTGAGGTCAACAACG SEQ ID NO: 169
Probe TGTGATGCACTCATCCCTGAGGCT SEQ ID NO: 170
RPr GGAAGCCAAACACCAGTAGG SEQ ID NO: 171
BIK NM_001197.3 FPr ATTCCTATGGCTCTGCAATTGTC SEQ ID NO: 172
Probe CCGGTTAACTGTGGCCTGTGCCC SEQ ID NO: 173
RPr GGCAGGAGTGAATGGCTCTTC SEQ ID NO: 174
BIN1 NM_004305.1 FPr CCTGCAAAAGGGAACAAGAG SEQ ID NO: 175
Probe CTTCGCCTCCAGATGGCTCCC SEQ ID NO: 176
RPr CGTGGTTGACTCTGATCTCG SEQ ID NO: 177
BLMH NM_000386.2 FPr GGTTGCTGCCTCCATCAAAG SEQ ID NO: 178
Probe ACATCACAGCCAAACCACACAGCCTCT SEQ ID NO: 179
RPr CCAGCTTGCTATTGAAGTGTTTTC SEQ ID NO: 180
BMP2 NM_001200.1 FPr ATGTGGACGCTCTTTCAATG SEQ ID NO: 181
Probe ACCGCAGTCCGTCTAAGAAGCACG SEQ ID NO: 182
RPr ACCATGGTCGACCTTTAGGA SEQ ID NO: 183
BMP4 NM_001202.2 FPr GGGCTAGCCATTGAGGTG SEQ ID NO: 184
Probe CTCACCTCCATCAGACTCGGACCC SEQ ID NO: 185
RPr GCTAATCCTGACATGCTGGC SEQ ID NO: 186
BMP7 NM_001719.1 FPr TCGTGGAACATGACAAGGAATT SEQ ID NO: 187
Probe TTCCACCCACGCTACCACCATCG SEQ ID NO: 188
RPr TGGAAAGATCAAACCGGAACTC SEQ ID NO: 189
BMPR1A NM_004329.2 FPr TTGGTTCAGCGAACTATTGC SEQ ID NO: 190
Probe CAAACAGATTCAGATGGTCCGGCA SEQ ID NO: 191
RPr TCTCCATATCGGCCTTTACC SEQ ID NO: 192
BRAF NM_004333.1 FPr CCTTCCGACCAGCAGATGAA SEQ ID NO: 193
Probe CAATTTGGGCAACGAGACCGATCCT SEQ ID NO: 194
RPr TTTATATGCACATTGGGAGCTGAT SEQ ID NO: 195
BRCA1 NM_007295.1 FPr TCAGGGGGCTAGAAATCTGT SEQ ID NO: 196
Probe CTATGGGCCCTTCACCAACATGC SEQ ID NO: 197
RPr CCATTCCAGTTGATCTGTGG SEQ ID NO: 198
BRCA2 NM_000059.1 FPr AGTTCGTGCTTTGCAAGATG SEQ ID NO: 199
Probe CATTCTTCACTGCTTCATAAAGCTCTGCA SEQ ID NO: 200
RPr AAGGTAAGCTGGGTCTGCTG SEQ ID NO: 201
BRK NM_005975.1 FPr GTGCAGGAAAGGTTCACAAA SEQ ID NO: 202
Probe AGTGTCTGCGTCCAATACACGCGT SEQ ID NO: 203
RPr GCACACACGATGGAGTAAGG SEQ ID NO: 204
BTF3 NM_001207.2 FPr CAGTGATCCACTTTAACAACCCTAAAG SEQ ID NO: 205
Probe TCAGGCATCTCTGGCAGCGAACAC SEQ ID NO: 206
RPr AGCATGGCCTGTAATGGTGAA SEQ ID NO: 207
BTRC NM_033637.2 FPr GTTGGGACACAGTTGGTCTG SEQ ID NO: 208
Probe CAGTCGGCCCAGGACGGTCTACT SEQ ID NO: 209
RPr TGAAGCAGTCAGTTGTGCTG SEQ ID NO: 210
BUB1 NM_004336.1 FPr CCGAGGTTAATCCAGCACGTA SEQ ID NO: 211
Probe TGCTGGGAGCCTACACTTGGCCC SEQ ID NO: 212
RPr AAGACATGGCGCTCTCAGTTC SEQ ID NO: 213
BUB1B NM_001211.3 FPr TCAACAGAAGGCTGAACCACTAGA SEQ ID NO: 214
Probe TACAGTCCCAGCACCGACAATTCC SEQ ID NO: 215
RPr CAACAGAGTTTGCCGAGACACT SEQ ID NO: 216
BUB3 NM_004725.1 FPr CTGAAGCAGATGGTTCATCATT SEQ ID NO: 217
Probe CCTCGCTTTGTTTAACAGCCCAGG SEQ ID NO: 218
RPr GCTGATTCCCAAGAGTCTAACC SEQ ID NO: 219
c-abl NM_005157.2 FPr CCATCTCGCTGAGATACGAA SEQ ID NO: 220
Probe GGGAGGGTGTACCATTACAGGATCAACA SEQ ID NO: 221
RPr AGACGTAGAGCTTGCCATCA SEQ ID NO: 222
c-kit NM_000222.1 FPr GAGGCAACTGCTTATGGCTTAATTA SEQ ID NO: 223
Probe TTACAGCGACAGTCATGGCCGCAT SEQ ID NO: 224
RPr GGCACTCGGCTTGAGCAT SEQ ID NO: 225
c-myb NM_005375.1 FPr AACTCAGACTTGGAAATGCCTTCT SEQ ID NO: 226
(MYB Probe AACTTCCACCCCCCTCATTGGTCACA SEQ ID NO: 227
official) RPr CTGGTCTCTATGAAATGGTGTTGTAAC SEQ ID NO: 228
c-Src NM_005417.3 FPr TGAGGAGTGGTATTTTGGCAAGA SEQ ID NO: 229
Probe AACCGCTCTGACTCCCGTCTGGTG SEQ ID NO: 230
RPr CTCTCGGGTTCTCTGCATTGA SEQ ID NO: 231
C20 orf1 NM_012112.2 FPr TCAGCTGTGAGCTGCGGATA SEQ ID NO: 232
Probe CAGGTCCCATTGCCGGGCG SEQ ID NO: 233
RPr ACGGTCCTAGGTTTGAGGTTAAGA SEQ ID NO: 234
C20ORF126 NM_030815.2 FPr CCAGCACTGCTCGTTACTGT SEQ ID NO: 235
Probe TGGGACCTCAGACCACTGAAGGC SEQ ID NO: 236
RPr TTGACTTCACGGCAGTTCATA SEQ ID NO: 237
C8orf4 NM_020130.2 FPr CTACGAGTCAGCCCATCCAT SEQ ID NO: 238
Probe CATGGCTACCACTTCGACACAGCC SEQ ID NO: 239
RPr TGCCCACGGCTTTCTTAC SEQ ID NO: 240
CA9 NM_001216.1 FPr ATCCTAGCCCTGGTTTTTGG SEQ ID NO: 241
Probe TTTGCTGTCACCAGCGTCGC SEQ ID NO: 242
RPr CTGCCTTCTCATCTGCACAA SEQ ID NO: 243
Cad17 NM_004063.2 FPr GAAGGCCAAGAACCGAGTCA SEQ ID NO: 244
Probe TTATATTCCAGTTTAAGGCCAATCCTC SEQ ID NO: 245
RPr TCCCCAGTTAGTTCAAAAGTCACA SEQ ID NO: 246
CALD1 NM_004342.4 FPr CACTAAGGTTTGAGACAGTTCCAGAA SEQ ID NO: 247
Probe AACCCAAGCTCAAGACGCAGGACGAG SEQ ID NO: 248
RPr GCGAATTAGCCCTCTACAACTGA SEQ ID NO: 249
CAPG NM_001747.1 FPr GATTGTCACTGATGGGGAGG SEQ ID NO: 250
Probe AGGACCTGGATCATCTCAGCAGGC SEQ ID NO: 251
RPr CCTTCAGAGCAGGCTTGG SEQ ID NO: 252
CAPN1 NM_005186.2 FPr CAAGAAGCTGTACGAGCTCATCA SEQ ID NO: 253
Probe CCGCTACTCGGAGCCCGACCTG SEQ ID NO: 254
RPr GCAGCAAACGAAATTGTCAAAG SEQ ID NO: 255
CASP8 NM_033357.1 FPr CCTCGGGGATACTGTCTGAT SEQ ID NO: 256
Probe CAACAATCACAATTTTGCAAAAGCACG SEQ ID NO: 257
RPr GAAGTTTGGGCACTTTCTCC SEQ ID NO: 258
CASP9 NM_001229.2 FPr TGAATGCCGTGGATTGCA SEQ ID NO: 259
Probe CACTAGCCCTGGACCAGCCACTGCT SEQ ID NO: 260
RPr ACAGGGATCATGGGACACAAG SEQ ID NO: 261
CAT NM_001752.1 FPr ATCCATTCGATCTCACCAAGGT SEQ ID NO: 262
Probe TGGCCTCACAAGGACTACCCTCTCATCC SEQ ID NO: 263
RPr TCCGGTTTAAGACCAGTTTACCA SEQ ID NO: 264
CAV1 NM_001753.3 FPr GTGGCTCAACATTGTGTTCC SEQ ID NO: 265
Probe ATTTCAGCTGATCAGTGGGCCTCC SEQ ID NO: 266
RPr CAATGGCCTCCATTTTACAG SEQ ID NO: 267
CBL NM_005188.1 FPr TCATTCACAAACCTGGCAGT SEQ ID NO: 268
Probe TTCCGGCTGAGCTGTACTCGTCTG SEQ ID NO: 269
RPr CATACCCAATAGCCCACTGA SEQ ID NO: 270
CCL20 NM_004591.1 FPr CCATGTGCTGTACCAAGAGTTTG SEQ ID NO: 271
Probe CAGCACTGACATCAAAGCAGCCAGGA SEQ ID NO: 272
RPr CGCCGCAGAGGTGGAGTA SEQ ID NO: 273
CCL3 NM_002983.1 FPr AGCAGACAGTGGTCAGTCCTT SEQ ID NO: 274
Probe CTCTGCTGACACTCGAGCCCACAT SEQ ID NO: 275
RPr CTGCATGATTCTGAGCAGGT SEQ ID NO: 276
CCNA2 NM_001237.2 FPr CCATACCTCAAGTATTTGCCATCAG SEQ ID NO: 277
Probe ATTGCTGGAGCTGCCTTTCATTTAGCACT SEQ ID NO: 278
RPr AGCTTTGTCCCGTGACTGTGTA SEQ ID NO: 279
CCNB1 NM_031966.1 FPr TTCAGGTTGTTGCAGGAGAC SEQ ID NO: 280
Probe TGTCTCCATTATTGATCGGTTCATGCA SEQ ID NO: 281
RPr CATCTTCTTGGGCACACAAT SEQ ID NO: 282
CCNB2 NM_004701.2 FPr AGGCTTCTGCAGGAGACTCTGT SEQ ID NO: 283
Probe TCGATCCATAATGCCAACGCACATG SEQ ID NO: 284
RPr GGGAAACTGGCTGAACCTGTAA SEQ ID NO: 285
CCND1 NM_001758.1 FPr GCATGTTCGTGGCCTCTAAGA SEQ ID NO: 286
Probe AAGGAGACCATCCCCCTGACGGC SEQ ID NO: 287
RPr CGGTGTAGATGCACAGCTTCTC SEQ ID NO: 288
CCND3 NM_001760.2 FPr CCTCTGTGCTACAGATTATACCTTTGC SEQ ID NO: 289
Probe TACCCGCCATCCATGATCGCCA SEQ ID NO: 290
RPr CACTGCAGCCCCAATGCT SEQ ID NO: 291
CCNE1 NM_001238.1 FPr AAAGAAGATGATGACCGGGTTTAC SEQ ID NO: 292
Probe CAAACTCAACGTGCAAGCCTCGGA SEQ ID NO: 293
RPr GAGCCTCTGGATGGTGCAAT SEQ ID NO: 294
CCNE2 NM_057749.1 FPr GGTCACCAAGAAACATCAGTATGAA SEQ ID NO: 295
Probe CCCAGATAATACAGGTGGCCAACAATTC SEQ ID NO: 296
CT
RPr TTCAATGATAATGCAAGGACTGATC SEQ ID NO: 297
CCNE2 NM_057749var1 FPr ATGCTGTGGCTCCTTCCTAACT SEQ ID NO: 298
variant 1 Probe TACCAAGCAACCTACATGTCAAGAAAGC SEQ ID NO: 299
CC
RPr ACCCAAATTGTGATATACAAAAAGGTT SEQ ID NO: 300
CCR7 NM_001838.2 FPr GGATGACATGCACTCAGCTC SEQ ID NO: 301
Probe CTCCCATCCCAGTGGAGCCAA SEQ ID NO: 302
RPr CCTGACATTTCCCTTGTCCT SEQ ID NO: 303
CD105 NM_000118.1 FPr GCAGGTGTCAGCAAGTATGATCAG SEQ ID NO: 304
Probe CGACAGGATATTGACCACCGCCTCATT SEQ ID NO: 305
RPr TTTTTCCGCTGTGGTGATGA SEQ ID NO: 306
CD134 NM_003327.1 FPr GCCCAGTGCGGAGAACAG SEQ ID NO: 307
(TNFRSF4 Probe CCAGCTTGATTCTCGTCTCTGCACTTAAG SEQ ID NO: 308
official) C
RPr AATCACACGCACCTGGAGAAC SEQ ID NO: 309
CD18 NM_000211.1 FPr CGTCAGGACCCACCATGTCT SEQ ID NO: 310
Probe CGCGGCCGAGACATGGCTTG SEQ ID NO: 311
RPr GGTTAATTGGTGACATCCTCAAGA SEQ ID NO: 312
CD24 NM_013230.1 FPr TCCAACTAATGCCACCACCAA SEQ ID NO: 313
Probe CTGTTGACTGCAGGGCACCACCA SEQ ID NO: 314
RPr GAGAGAGTGAGACCACGAAGAGACT SEQ ID NO: 315
CD28 NM_006139.1 FPr TGTGAAAGGGAAACACCTTTG SEQ ID NO: 316
Probe CCAAGTCCCCTATTTCCCGGACCT SEQ ID NO: 317
RPr AGCACCCAAAAGGGCTTAG SEQ ID NO: 318
CD31 NM_000442.1 FPr TGTATTTCAAGACCTCTGTGCACTT SEQ ID NO: 319
Probe TTTATGAACCTGCCCTGCTCCCACA SEQ ID NO: 320
RPr TTAGCCTGAGGAATTGCTGTGTT SEQ ID NO: 321
CD34 NM_001773.1 FPr CCACTGCACACACCTCAGA SEQ ID NO: 322
Probe CTGTTCTTGGGGCCCTACACCTTG SEQ ID NO: 323
RPr CAGGAGTTTACCTGCCCCT SEQ ID NO: 324
CD3z NM_000734.1 FPr AGATGAAGTGGAAGGCGCTT SEQ ID NO: 325
Probe CACCGCGGCCATCCTGCA SEQ ID NO: 326
RPr TGCCTCTGTAATCGGCAACTG SEQ ID NO: 327
CD44E X55150 FPr ATCACCGACAGCACAGACA SEQ ID NO: 328
Probe CCCTGCTACCAATATGGACTCCAGTCA SEQ ID NO: 329
RPr ACCTGTGTTTGGATTTGCAG SEQ ID NO: 330
CD44s M59040.1 FPr GACGAAGACAGTCCCTGGAT SEQ ID NO: 331
Probe CACCGACAGCACAGACAGAATCCC SEQ ID NO: 332
RPr ACTGGGGTGGAATGTGTCTT SEQ ID NO: 333
CD44v3 AJ251595v3 FPr CACACAAAACAGAACCAGGACT SEQ ID NO: 334
Probe ACCCAGTGGAACCCAAGCCATTC SEQ ID NO: 335
RPr CTGAAGTAGCACTTCCGGATT SEQ ID NO: 336
CD44v6 AJ251595v6 FPr CTCATACCAGCCATCCAATG SEQ ID NO: 337
Probe CACCAAGCCCAGAGGACAGTTCCT SEQ ID NO: 338
RPr TTGGGTTGAAGAAATCAGTCC SEQ ID NO: 339
CD68 NM_001251.1 FPr TGGTTCCCAGCCCTGTGT SEQ ID NO: 340
Probe CTCCAAGCCCAGATTCAGATTCGAGTCA SEQ ID NO: 341
RPr CTCCTCCACCCTGGGTTGT SEQ ID NO: 342
CD80 NM_005191.2 FPr TTCAGTTGCTTTGCAGGAAG SEQ ID NO: 343
Probe TTCTGTGCCCACCATATTCCTCTAGACA SEQ ID NO: 344
RPr TTGATCAAGGTCACCAGAGC SEQ ID NO: 345
CD82 NM_002231.2 FPr GTGCAGGCTCAGGTGAAGTG SEQ ID NO: 346
Probe TCAGCTTCTACAACTGGACAGACAACGC SEQ ID NO: 347
TG
RPr GACCTCAGGGCGATTCATGA SEQ ID NO: 348
CD8A NM_171827.1 FPr AGGGTGAGGTGCTTGAGTCT SEQ ID NO: 349
Probe CCAACGGCAAGGGAACAAGTACTTCT SEQ ID NO: 350
RPr GGGCACAGTATCCCAGGTA SEQ ID NO: 351
CD9 NM_001769.1 FPr GGGCGTGGAACAGTTTATCT SEQ ID NO: 352
Probe AGACATCTGCCCCAAGAAGGACGT SEQ ID NO: 353
RPr CACGGTGAAGGTTTCGAGT SEQ ID NO: 354
CDC2 NM_001786.2 FPr GAGAGCGACGCGGTTGTT SEQ ID NO: 355
Probe TAGCTGCCGCTGCGGCCG SEQ ID NO: 356
RPr GTATGGTAGATCCCGGCTTATTATTC SEQ ID NO: 357
CDC20 NM_001255.1 FPr TGGATTGGAGTTCTGGGAATG SEQ ID NO: 358
Probe ACTGGCCGTGGCACTGGACAACA SEQ ID NO: 359
RPr GCTTGCACTCCACAGGTACACA SEQ ID NO: 360
cdc25A NM_001789.1 FPr TCTTGCTGGCTACGCCTCTT SEQ ID NO: 361
Probe TGTCCCTGTTAGACGTCCTCCGTCCATA SEQ ID NO: 362
RPr CTGCATTGTGGCACAGTTCTG SEQ ID NO: 363
CDC25B NM_021874.1 FPr AAACGAGCAGTTTGCCATCAG SEQ ID NO: 364
Probe CCTCACCGGCATAGACTGGAAGCG SEQ ID NO: 365
RPr GTTGGTGATGTTCCGAAGCA SEQ ID NO: 366
CDC25C NM_001790.2 FPr GGTGAGCAGAAGTGGCCTAT SEQ ID NO: 367
Probe CTCCCCGTCGATGCCAGAGAACT SEQ ID NO: 368
RPr CTTCAGTCTTGGCCTGTTCA SEQ ID NO: 369
CDC4 NM_018315.2 FPr GCAGTCCGCTGTGTTCAA SEQ ID NO: 370
Probe TGCTCCACTAACAACCCTCCTGCC SEQ ID NO: 371
RPr GGATCCCACACCTTTACCATAA SEQ ID NO: 372
CDC42 NM_001791.2 FPr TCCAGAGACTGCTGAAAA SEQ ID NO: 373
Probe CCCGTGACCTGAAGGCTGTCAAG SEQ ID NO: 374
RPr TGTGTAAGTGCAGAACAC SEQ ID NO: 375
CDC42BPA NM_003607.2 FPr GAGCTGAAAGACGCACACTG SEQ ID NO: 376
Probe AATTCCTGCATGGCCAGTTTCCTC SEQ ID NO: 377
RPr GCCGCTCATTGATCTCCA SEQ ID NO: 378
CDC6 NM_001254.2 FPr GCAACACTCCCCATTTACCTC SEQ ID NO: 379
Probe TTGTTCTCCACCAAAGCAAGGCAA SEQ ID NO: 380
RPr TGAGGGGGACCATTCTCTTT SEQ ID NO: 381
CDCA7 v2 NM_145810.1 FPr AAGACCGTGGATGGCTACAT SEQ ID NO: 382
Probe ATGAAGATGACCTGCCCAGAAGCC SEQ ID NO: 383
RPr AGGGTCACGGATGATCTGG SEQ ID NO: 384
CDH1 NM_004360.2 FPr TGAGTGTCCCCCGGTATCTTC SEQ ID NO: 385
Probe TGCCAATCCCGATGAAATTGGAAATTT SEQ ID NO: 386
RPr CAGCCGCTTTCAGATTTTCAT SEQ ID NO: 387
CDH11 NM_001797.2 FPr GTCGGCAGAAGCAGGACT SEQ ID NO: 388
Probe CCTTCTGCCCATAGTGATCAGCGA SEQ ID NO: 389
RPr CTACTCATGGGCGGGATG SEQ ID NO: 390
CDH3 NM_001793.3 FPr ACCCATGTACCGTCCTCG SEQ ID NO: 391
Probe CCAACCCAGATGAAATCGGCAACT SEQ ID NO: 392
RPr CCGCCTTCAGGTTCTCAAT SEQ ID NO: 393
CDK2 NM_001798.2 FPr AATGCTGCACTACGACCCTA SEQ ID NO: 394
Probe CCTTGGCCGAAATCCGCTTGT SEQ ID NO: 395
RPr TTGGTCACATCCTGGAAGAA SEQ ID NO: 396
CDX1 NM_001804.1 FPr AGCAACACCAGCCTCCTG SEQ ID NO: 397
Probe CACCTCCTCTCCAATGCCTGTGAA SEQ ID NO: 398
RPr GGGCTATGGCAGAAACTCCT SEQ ID NO: 399
Cdx2 NM_001265.2 FPr GGGCAGGCAAGGTTTACA SEQ ID NO: 400
Probe ATCTTAGCTGCCTTTGGCTTCCGC SEQ ID NO: 401
RPr GTCTTTGGTCAGTCCAGCTTTC SEQ ID NO: 402
CEACAM1 NM_001712.2 FPr ACTTGCCTGTTCAGAGCACTCA SEQ ID NO: 403
Probe TCCTTCCCACCCCCAGTCCTGTC SEQ ID NO: 404
RPr TGGCAAATCCGAATTAGAGTGA SEQ ID NO: 405
CEACAM6 NM_002483.2 FPr CACAGCCTCACTTCTAACCTTCTG SEQ ID NO: 406
Probe ACCCACCCACCACTGCCAAGCTC SEQ ID NO: 407
RPr TTGAATGGCGTGGATTCAATAG SEQ ID NO: 408
CEBPB NM_005194.2 FPr GCAACCCACGTGTAACTGTC SEQ ID NO: 409
Probe CCGGGCCCTGAGTAATCGCTTAA SEQ ID NO: 410
RPr ACAAGCCCGTAGGAACATCT SEQ ID NO: 411
CEGP1 NM_020974.1 FPr TGACAATCAGCACACCTGCAT SEQ ID NO: 412
Probe CAGGCCCTCTTCCGAGCGGT SEQ ID NO: 413
RPr TGTGACTACAGCCGTGATCCTTA SEQ ID NO: 414
CENPA NM_001809.2 FPr TAAATTCACTCGTGGTGTGGA SEQ ID NO: 415
Probe CTTCAATTGGCAAGCCCAGGC SEQ ID NO: 416
RPr GCCTCTTGTAGGGCCAATAG SEQ ID NO: 417
CENPE NM_001813.1 FPr GGATGCTGGTGACCTCTTCT SEQ ID NO: 418
Probe TCCCTCACGTTGCAACAGGAATTAA SEQ ID NO: 419
RPr GCCAAGGCACCAAGTAACTC SEQ ID NO: 420
CENPF NM_016343.2 FPr CTCCCGTCAACAGCGTTC SEQ ID NO: 421
Probe ACACTGGACCAGGAGTGCATCCAG SEQ ID NO: 422
RPr GGGTGAGTCTGGCCTTCA SEQ ID NO: 423
CES2 NM_003869.4 FPr ACTTTGCGAGAAATGGGAAC SEQ ID NO: 424
Probe AGTGTGGCAGACCCTCGCCATT SEQ ID NO: 425
RPr CAGGTATTGCTCCTCCTGGT SEQ ID NO: 426
CGA NM_001275.2 FPr CTGAAGGAGCTCCAAGACCT SEQ ID NO: 427
(CHGA Probe TGCTGATGTGCCCTCTCCTTGG SEQ ID NO: 428
official) RPr CAAAACCGCTGTGTTTCTTC SEQ ID NO: 429
CGB NM_000737.2 FPr CCACCATAGGCAGAGGCA SEQ ID NO: 430
Probe ACACCCTACTCCCTGTGCCTCCAG SEQ ID NO: 431
RPr AGTCGTCGAGTGCTAGGGAC SEQ ID NO: 432
CHAF1B NM_005441.1 FPr GAGGCCAGTGGTGGAAACAG SEQ ID NO: 433
Probe AGCTGATGAGTCTGCCCTACCGCCTG SEQ ID NO: 434
RPr TCCGAGGCCACAGCAAAC SEQ ID NO: 435
CHD2 NM_001271.1 FPr CTCTGTGCGAGGCTGTCA SEQ ID NO: 436
Probe ACCCATCTCGGGATCCCTGATACC SEQ ID NO: 437
RPr GGTAAGGACTGTGGGCTGG SEQ ID NO: 438
CHFR NM_018223.1 FPr AAGGAAGTGGTCCCTCTGTG SEQ ID NO: 439
Probe TGAAGTCTCCAGCTTTGCCTCAGC SEQ ID NO: 440
RPr GACGCAGTCTTTCTGTCTGG SEQ ID NO: 441
Chk1 NM_001274.1 FPr GATAAATTGGTACAAGGGATCAGCTT SEQ ID NO: 442
Probe CCAGCCCACATGTCCTGATCATATGC SEQ ID NO: 443
RPr GGGTGCCAAGTAACTGACTATTCA SEQ ID NO: 444
Chk2 NM_007194.1 FPr ATGTGGAACCCCCACCTACTT SEQ ID NO: 445
Probe AGTCCCAACAGAAACAAGAACTTCAGGC SEQ ID NO: 446
G
RPr CAGTCCACAGCACGGTTATACC SEQ ID NO: 447
CIAP1 NM_001166.2 FPr TGCCTGTGGTGGGAAGCT SEQ ID NO: 448
Probe TGACATAGCATCATCCTTTGGTTCCCAGT SEQ ID NO: 449
T
RPr GGAAAATGCCTCCGGTGTT SEQ ID NO: 450
cIAP2 NM_001165.2 FPr GGATATTTCCGTGGCTCTTATTCA SEQ ID NO: 451
Probe TCTCCATCAAATCCTGTAAACTCCAGAG SEQ ID NO: 452
CA
RPr CTTCTCATCAAGGCAGAAAAATCTT SEQ ID NO: 453
CKS1B NM_001826.1 FPr GGTCCCTAAAACCCATCTGA SEQ ID NO: 454
Probe TGAACGCCAAGATTCCTCCATTCA SEQ ID NO: 455
RPr TAATGGACCCATCCCTGACT SEQ ID NO: 456
CKS2 NM_001827.1 FPr GGCTGGACGTGGTTTTGTCT SEQ ID NO: 457
Probe CTGCGCCCGCTCTTCGCG SEQ ID NO: 458
RPr CGCTGCAGAAAATGAAACGA SEQ ID NO: 459
Claudin 4 NM_001305.2 FPr GGCTGCTTTGCTGCAACTG SEQ ID NO: 460
Probe CGCACAGACAAGCCTTACTCCGCC SEQ ID NO: 461
RPr CAGAGCGGGCAGCAGAATA SEQ ID NO: 462
CLDN1 NM_021101.3 FPr TCTGGGAGGTGCCCTACTT SEQ ID NO: 463
Probe TGTTCCTGTCCCCGAAAAACAACC SEQ ID NO: 464
RPr TGGATAGGGCCTTGGTGTT SEQ ID NO: 465
CLDN7 NM_001307.3 FPr GGTCTGCCCTAGTCATCCTG SEQ ID NO: 466
Probe TGCACTGCTCTCCTGTTCCTGTCC SEQ ID NO: 467
RPr GTACCCAGCCTTGCTCTCAT SEQ ID NO: 468
CLIC1 NM_001288.3 FPr CGGTACTTGAGCAATGCCTA SEQ ID NO: 469
Probe CGGGAAGAATTCGCTTCCACCTG SEQ ID NO: 470
RPr TCGATCTCCTCATCATCTGG SEQ ID NO: 471
CLTC NM_004859.1 FPr ACCGTATGGACAGCCACAG SEQ ID NO: 472
Probe TCTCACATGCTGTACCCAAAGCCA SEQ ID NO: 473
RPr TGACTACAGGATCAGCGCTTC SEQ ID NO: 474
CLU NM_001831.1 FPr CCCCAGGATACCTACCACTACCT SEQ ID NO: 475
Probe CCCTTCAGCCTGCCCCACCG SEQ ID NO: 476
RPr TGCGGGACTTGGGAAAGA SEQ ID NO: 477
cMet NM_000245.1 FPr GACATTTCCAGTCCTGCAGTCA SEQ ID NO: 478
Probe TGCCTCTCTGCCCCACCCTTTGT SEQ ID NO: 479
RPr CTCCGATCGCACACATTTGT SEQ ID NO: 480
cMYC NM_002467.1 FPr TCCCTCCACTCGGAAGGACTA SEQ ID NO: 481
Probe TCTGACACTGTCCAACTTGACCCTCTT SEQ ID NO: 482
RPr CGGTTGTTGCTGATCTGTCTCA SEQ ID NO: 483
CNN NM_001299.2 FPr TCCACCCTCCTGGCTTTG SEQ ID NO: 484
Probe TCCTTTCGTCTTCGCCATGCTGG SEQ ID NO: 485
RPr TCACTCCCACGTTCACCTTGT SEQ ID NO: 486
COL1A1 NM_000088.2 FPr GTGGCCATCCAGCTGACC SEQ ID NO: 487
Probe TCCTGCGCCTGATGTCCACCG SEQ ID NO: 488
RPr CAGTGGTAGGTGATGTTCTGGGA SEQ ID NO: 489
COL1A2 NM_000089.2 FPr CAGCCAAGAACTGGTATAGGAGCT SEQ ID NO: 490
Probe TCTCCTAGCCAGACGTGTTTCTTGTCCTT SEQ ID NO: 491
G
RPr AAACTGGCTGCCAGCATTG SEQ ID NO: 492
COPS3 NM_003653.2 FPr ATGCCCAGTGTTCCTGACTT SEQ ID NO: 493
Probe CGAAACGCTATTCTCACAGGTTCAGC SEQ ID NO: 494
RPr CTCCCCATTACAAGTGCTGA SEQ ID NO: 495
COX2 NM_000963.1 FPr TCTGCAGAGTTGGAAGCACTCTA SEQ ID NO: 496
Probe CAGGATACAGCTCCACAGCATCGATGTC SEQ ID NO: 497
RPr GCCGAGGCTTTTCTACCAGAA SEQ ID NO: 498
COX3 MITO_COX3 FPr TCGAGTCTCCCTTCACCATT SEQ ID NO: 499
Probe CGACGGCATCTACGGCTCAACAT SEQ ID NO: 500
RPr GACGTGAAGTCCGTGGAAG SEQ ID NO: 501
CP NM_000096.1 FPr CGTGAGTACACAGATGCCTCC SEQ ID NO: 502
Probe TCTTCAGGGCCTCTCTCCTTTCGA SEQ ID NO: 503
RPr CCAGGATGCCAAGATGCT SEQ ID NO: 504
CRBP NM_002899.2 FPr TGGTCTGCAAGCAAGTATTCAAG SEQ ID NO: 505
Probe TCTGCTTGGGCCTCACTGCACCT SEQ ID NO: 506
RPr GCTGATTGGTTGGGACAAGGT SEQ ID NO: 507
CREBBP NM_004380.1 FPr TGGGAAGCAGCTGTGTACCAT SEQ ID NO: 508
Probe CCTCGCGATGCTGCCTACTACAGCTATC SEQ ID NO: 509
RPr GAAACACTTCTCACAGAAATGATACCTA SEQ ID NO: 510
TT
CRIP2 NM_001312.1 FPr GTGCTACGCCACCCTGTT SEQ ID NO: 511
Probe CCGATGTTCACGCCTTTGGGTC SEQ ID NO: 512
RPr CAGGGGCTTCTCGTAGATGT SEQ ID NO: 513
cripto NM_003212.1 FPr GGGTCTGTGCCCCATGAC SEQ ID NO: 514
(TDGF1 Probe CCTGGCTGCCCAAGAAGTGTTCCCT SEQ ID NO: 515
official) RPr TGACCGTGCCAGCATTTACA SEQ ID NO: 516
CRK(a) NM_016823.2 FPr CTCCCTAACCTCCAGAATGG SEQ ID NO: 517
Probe ACTCGCTTCTGGATAACCCTGGCA SEQ ID NO: 518
RPr TGTCTTGTCGTAGGCATTGG SEQ ID NO: 519
CRMP1 NM_001313.1 FPr AAGGTTTTTGGATTGCAAGG SEQ ID NO: 520
Probe ACCGTCATACATGCCCCTGGAAAC SEQ ID NO: 521
RPr GGGTGTAGCTGGTACCTCGT SEQ ID NO: 522
CRYAB NM_001885.1 FPr GATGTGATTGAGGTGCATGG SEQ ID NO: 523
Probe TGTTCATCCTGGCGCTCTTCATGT SEQ ID NO: 524
RPr GAACTCCCTGGAGATGAAACC SEQ ID NO: 525
CSEL1 NM_001316.2 FPr TTACGCAGCTCATGCTCTTG SEQ ID NO: 526
Probe ACGGCTCTTTACTATGCGAGGGCC SEQ ID NO: 527
RPr GCAGCTGTAAAGAGAGTGGCAT SEQ ID NO: 528
CSF1 NM_000757.3 FPr TGCAGCGGCTGATTGACA SEQ ID NO: 529
Probe TCAGATGGAGACCTCGTGCCAAATTACA SEQ ID NO: 530
RPr CAACTGTTCCTGGTCTACAAACTCA SEQ ID NO: 531
CSK (SRC) NM_004383.1 FPr CCTGAACATGAAGGAGCTGA SEQ ID NO: 532
Probe TCCCGATGGTCTGCAGCAGCT SEQ ID NO: 533
RPr CATCACGTCTCCGAACTCC SEQ ID NO: 534
CTAG1B NM_001327.1 FPr GCTCTCCATCAGCTCCTGTC SEQ ID NO: 535
Probe CCACATCAACAGGGAAAGCTGCTG SEQ ID NO: 536
RPr AACACGGGCAGAAAGCACT SEQ ID NO: 537
CTGF NM_001901.1 FPr GAGTTCAAGTGCCCTGACG SEQ ID NO: 538
Probe AACATCATGTTCTTCTTCATGACCTCGC SEQ ID NO: 539
RPr AGTTGTAATGGCAGGCACAG SEQ ID NO: 540
CTHRC1 NM_138455.2 FPr GCTCACTTCGGCTAAAATGC SEQ ID NO: 541
Probe ACCAACGCTGACAGCATGCATTTC SEQ ID NO: 542
RPr TCAGCTCCATTGAATGTGAAA SEQ ID NO: 543
CTLA4 NM_005214.2 FPr CACTGAGGTCCGGGTGACA SEQ ID NO: 544
Probe CACCTGGCTGTCAGCCTGCCG SEQ ID NO: 545
RPr GTAGGTTGCCGCACAGACTTC SEQ ID NO: 546
CTNNBIP1 NM_020248.2 FPr GTTTTCCAGGTCGGAGACG SEQ ID NO: 547
Probe CTTTGCAGCTACTGCCTCCGGTCT SEQ ID NO: 548
RPr AGCATCCAGGGTGTTCCA SEQ ID NO: 549
CTSB NM_001908.1 FPr GGCCGAGATCTACAAAAACG SEQ ID NO: 550
Probe CCCCGTGGAGGGAGCTTTCTC SEQ ID NO: 551
RPr GCAGGAAGTCCGAATACACA SEQ ID NO: 552
CTSD NM_001909.1 FPr GTACATGATCCCCTGTGAGAAGGT SEQ ID NO: 553
Probe ACCCTGCCCGCGATCACACTGA SEQ ID NO: 554
RPr GGGACAGCTTGTAGCCTTTGC SEQ ID NO: 555
CTSH NM_004390.1 FPr GCAAGTTCCAACCTGGAAAG SEQ ID NO: 556
Probe TGGCTACATCCTTGACAAAGCCGA SEQ ID NO: 557
RPr CATCGCTTCCTCGTCATAGA SEQ ID NO: 558
CTSL NM_001912.1 FPr GGGAGGCTTATCTCACTGAGTGA SEQ ID NO: 559
Probe TTGAGGCCCAGAGCAGTCTACCAGATTC SEQ ID NO: 560
T
RPr CCATTGCAGCCTTCATTGC SEQ ID NO: 561
CTSL2 NM_001333.2 FPr TGTCTCACTGAGCGAGCAGAA SEQ ID NO: 562
Probe CTTGAGGACGCGAACAGTCCACCA SEQ ID NO: 563
RPr ACCATTGCAGCCCTGATTG SEQ ID NO: 564
CUL1 NM_003592.2 FPr ATGCCCTGGTAATGTCTGCAT SEQ ID NO: 565
Probe CAGCCACAAAGCCAGCGTCATTGT SEQ ID NO: 566
RPr GCGACCACAAGCCTTATCAAG SEQ ID NO: 567
CUL4A NM_003589.1 FPr AAGCATCTTCCTGTTCTTGGA SEQ ID NO: 568
Probe TATGTGCTGCAGAACTCCACGCTG SEQ ID NO: 569
RPr AATCCCATATCCCAGATGGA SEQ ID NO: 570
CXCL12 NM_000609.3 FPr GAGCTACAGATGCCCATGC SEQ ID NO: 571
Probe TTCTTCGAAAGCCATGTTGCCAGA SEQ ID NO: 572
RPr TTTGAGATGCTTGACGTTGG SEQ ID NO: 573
CXCR4 NM_003467.1 FPr TGACCGCTTCTACCCCAATG SEQ ID NO: 574
Probe CTGAAACTGGAACACAACCACCCACAAG SEQ ID NO: 575
RPr AGGATAAGGCCAACCATGATGT SEQ ID NO: 576
CYBA NM_000101.1 FPr GGTGCCTACTCCATTGTGG SEQ ID NO: 577
Probe TACTCCAGCAGGCACACAAACACG SEQ ID NO: 578
RPr GTGGAGCCCTTCTTCCTCTT SEQ ID NO: 579
CYP1B1 NM_000104.2 FPr CCAGCTTTGTGCCTGTCACTAT SEQ ID NO: 580
Probe CTCATGCCACCACTGCCAACACCTC SEQ ID NO: 581
RPr GGGAATGTGGTAGCCCAAGA SEQ ID NO: 582
CYP2C8 NM_000770.2 FPr CCGTGTTCAAGAGGAAGCTC SEQ ID NO: 583
Probe TTTTCTCAACTCCTCCACAAGGCA SEQ ID NO: 584
RPr AGTGGGATCACAGGGTGAAG SEQ ID NO: 585
CYP3A4 NM_017460.3 FPr AGAACAAGGACAACATAGATCCTTACAT SEQ ID NO: 586
AT
Probe CACACCCTTTGGAAGTGGACCCAGAA SEQ ID NO: 587
RPr GCAAACCTCATGCCAATGC SEQ ID NO: 588
CYR61 NM_001554.3 FPr TGCTCATTCTTGAGGAGCAT SEQ ID NO: 589
Probe CAGCACCCTTGGCAGTTTCGAAAT SEQ ID NO: 590
RPr GTGGCTGCATTAGTGTCCAT SEQ ID NO: 591
DAPK1 NM_004938.1 FPr CGCTGACATCATGAATGTTCCT SEQ ID NO: 592
Probe TCATATCCAAACTCGCCTCCAGCCG SEQ ID NO: 593
RPr TCTCTTTCAGCAACGATGTGTCTT SEQ ID NO: 594
DCC NM_005215.1 FPr AAATGTCCTCCTCGACTGCT SEQ ID NO: 595
Probe ATCACTGGAACTCCTCGGTCGGAC SEQ ID NO: 596
RPr TGAATGCCATCTTTCTTCCA SEQ ID NO: 597
DCC_exons X76132_18-23 FPr GGTCACCGTTGGTGTCATCA SEQ ID NO: 598
18-23 Probe CAGCCACGATGACCACTACCAGCACT SEQ ID NO: 599
RPr GAGCGTCGGGTGCAAATC SEQ ID NO: 600
DCC_exons X76132_6-7 FPr ATGGAGATGTGGTCATTCCTAGTG SEQ ID NO: 601
6-7 Probe TGCTTCCTCCCACTATCTGAAAATAA SEQ ID NO: 602
RPr CACCACCCCAAGTATCCGTAAG SEQ ID NO: 603
DCK NM_000788.1 FPr GCCGCCACAAGACTAAGGAAT SEQ ID NO: 604
Probe AGCTGCCCGTCTTTCTCAGCCAGC SEQ ID NO: 605
RPr CGATGTTCCCTTCGATGGAG SEQ ID NO: 606
DDB1 NM_001923.2 FPr TGCGGATCATCCGGAATG SEQ ID NO: 607
Probe AATTGGAATCCACGAGCATGCCAGC SEQ ID NO: 608
RPr TCCTTTGATGCCTGGTAAGTCA SEQ ID NO: 609
DET1 NM_017996.2 FPr CTTGTGGAGATCACCCAATCAG SEQ ID NO: 610
Probe CTATGCCCGGGACTCGGGCCT SEQ ID NO: 611
RPr CCCGCCTGGATCTCAAACT SEQ ID NO: 612
DHFR NM_000791.2 FPr TTGCTATAACTAAGTGCTTCTCCAAGA SEQ ID NO: 613
Probe CCCAACTGAGTCCCCAGCACCT SEQ ID NO: 614
RPr GTGGAATGGCAGCTCACTGTAG SEQ ID NO: 615
DHPS NM_013407.1 FPr GGGAGAACGGGATCAATAGGAT SEQ ID NO: 616
Probe CTCATTGGGCACCAGCAGGTTTCC SEQ ID NO: 617
RPr GCATCAGCCAGTCCTCAAACT SEQ ID NO: 618
DIABLO NM_019887.1 FPr CACAATGGCGGCTCTGAAG SEQ ID NO: 619
Probe AAGTTACGCTGCGCGACAGCCAA SEQ ID NO: 620
RPr ACACAAACACTGTCTGTACCTGAAGA SEQ ID NO: 621
DIAPH1 NM_005219.2 FPr CAAGCAGTCAAGGAGAACCA SEQ ID NO: 622
Probe TTCTTCTGTCTCCCGCCGCTTC SEQ ID NO: 623
RPr AGTTTTGCTCGCCTCATCTT SEQ ID NO: 624
DICER1 NM_177438.1 FPr TCCAATTCCAGCATCACTGT SEQ ID NO: 625
Probe AGAAAAGCTGTTTGTCTCCCCAGCA SEQ ID NO: 626
RPr GGCAGTGAAGGCGATAAAGT SEQ ID NO: 627
DKK1 NM_012242.1 FPr TGACAACTACCAGCCGTACC SEQ ID NO: 628
Probe AGTGCCGCACTCCTCGTCCTCT SEQ ID NO: 629
RPr GGGACTAGCGCAGTACTCATC SEQ ID NO: 630
DLC1 NM_006094.3 FPr GATTCAGACGAGGATGAGCC SEQ ID NO: 631
Probe AAAGTCCATTTGCCACTGATGGCA SEQ ID NO: 632
RPr CACCTCTTGCTGTCCCTTTG SEQ ID NO: 633
DPYD NM_000110.2 FPr AGGACGCAAGGAGGGTTTG SEQ ID NO: 634
Probe CAGTGCCTACAGTCTCGAGTCTGCCAGT SEQ ID NO: 635
G
RPr GATGTCCGCCGAGTCCTTACT SEQ ID NO: 636
DR4 NM_003844.1 FPr TGCACAGAGGGTGTGGGTTAC SEQ ID NO: 637
Probe CAATGCTTCCAACAATTTGTTTGCTTGCC SEQ ID NO: 638
RPr TCTTCATCTGATTTACAAGCTGTACATG SEQ ID NO: 639
DR5 NM_003842.2 FPr CTCTGAGACAGTGCTTCGATGACT SEQ ID NO: 640
Probe CAGACTTGGTGCCCTTTGACTCC SEQ ID NO: 641
RPr CCATGAGGCCCAACTTCCT SEQ ID NO: 642
DRG1 NM_004147.3 FPr CCTGGATCTCCCAGGTATCA SEQ ID NO: 643
Probe ACCTTTCCCATCCTTGGCACCTTC SEQ ID NO: 644
RPr TGCAATGACTTGACGACCTC SEQ ID NO: 645
DSP NM_004415.1 FPr TGGCACTACTGCATGATTGACA SEQ ID NO: 646
Probe CAGGGCCATGACAATCGCCAA SEQ ID NO: 647
RPr CCTGCCGCATTGTTTTCAG SEQ ID NO: 648
DTYMK NM_012145.1 FPr AAATCGCTGGGAACAAGTG SEQ ID NO: 649
Probe CGCCCTGGCTCAACTTTTCCTTAA SEQ ID NO: 650
RPr AATGCGTATCTGTCCACGAC SEQ ID NO: 651
DUSP1 NM_004417.2 FPr AGACATCAGCTCCTGGTTCA SEQ ID NO: 652
Probe CGAGGCCATTGACTTCATAGACTCCA SEQ ID NO: 653
RPr GACAAACACCCTTCCTCCAG SEQ ID NO: 654
DUSP2 NM_004418.2 FPr TATCCCTGTGGAGGACAACC SEQ ID NO: 655
Probe CCTCCTGGAACCAGGCACTGATCT SEQ ID NO: 656
RPr CACCCAGTCAATGAAGCCTA SEQ ID NO: 657
DUT NM_001948.2 FPr ACACATGGAGTGCTTCTGGA SEQ ID NO: 658
Probe ATCAGCCCACTTGACCACCCAGTT SEQ ID NO: 659
RPr CTCTTGCCTGTGCTTCCAC SEQ ID NO: 660
DYRK1B NM_004714.1 FPr AGCATGACACGGAGATGAAG SEQ ID NO: 661
Probe CACCTGAAGCGGCACTTCATGTTC SEQ ID NO: 662
RPr AATACCAGGCACAGGTGGTT SEQ ID NO: 663
E2F1 NM_005225.1 FPr ACTCCCTCTACCCTTGAGCA SEQ ID NO: 664
Probe CAGAAGAACAGCTCAGGGACCCCT SEQ ID NO: 665
RPr CAGGCCTCAGTTCCTTCAGT SEQ ID NO: 666
EDN1 NM_001955.1 FPr TGCCACCTGGACATCATTTG SEQ ID NO: 667
endothelin Probe CACTCCCGAGCACGTTGTTCCGT SEQ ID NO: 668
RPr TGGACCTAGGGCTTCCAAGTC SEQ ID NO: 669
EFNA1 NM_004428.2 FPr TACATCTCCAAACCCATCCA SEQ ID NO: 670
Probe CAACCTCAAGCAGCGGTCTTCATG SEQ ID NO: 671
RPr TTGCCACTGACAGTCACCTT SEQ ID NO: 672
EFNA3 NM_004952.3 FPr ACTACATCTCCACGCCCACT SEQ ID NO: 673
Probe CCTCAGACACTTCCAGTGCAGGTTG SEQ ID NO: 674
RPr CAGCAGACGAACACCTTCAT SEQ ID NO: 675
EFNB1 NM_004429.3 FPr GGAGCCCGTATCCTGGAG SEQ ID NO: 676
Probe CCCTCAACCCCAAGTTCCTGAGTG SEQ ID NO: 677
RPr GGATAGATCACCAAGCCCTTC SEQ ID NO: 678
EFNB2 NM_004093.2 FPr TGACATTATCATCCCGCTAAGGA SEQ ID NO: 679
Probe CGGACAGCGTCTTCTGCCCTCACT SEQ ID NO: 680
RPr GTAGTCCCCGCTGACCTTCTC SEQ ID NO: 681
EFP NM_005082.2 FPr TTGAACAGAGCCTGACCAAG SEQ ID NO: 682
Probe TGATGCTTTCTCCAGAAACTCGAACTCA SEQ ID NO: 683
RPr TGTTGAGATTCCTCGCAGTT SEQ ID NO: 684
EGFR NM_005228.1 FPr TGTCGATGGACTTCCAGAAC SEQ ID NO: 685
Probe CACCTGGGCAGCTGCCAA SEQ ID NO: 686
RPr ATTGGGACAGCTTGGATCA SEQ ID NO: 687
EGLN1 NM_022051.1 FPr TCAATGGCCGGACGAAAG SEQ ID NO: 688
Probe CATTGCCCGGATAACAAGCAACCATG SEQ ID NO: 689
RPr TTTGGATTATCAACATGACGTACATAAC SEQ ID NO: 690
EGLN3 NM_022073.2 FPr GCTGGTCCTCTACTGCGG SEQ ID NO: 691
Probe CCGGCTGGGCAAATACTACGTCAA SEQ ID NO: 692
RPr CCACCATTGCCTTAGACCTC SEQ ID NO: 693
EGR1 NM_001964.2 FPr GTCCCCGCTGCAGATCTCT SEQ ID NO: 694
Probe CGGATCCTTTCCTCACTCGCCCA SEQ ID NO: 695
RPr CTCCAGCTTAGGGTAGTTGTCCAT SEQ ID NO: 696
EGR3 NM_004430.2 FPr CCATGTGGATGAATGAGGTG SEQ ID NO: 697
Probe ACCCAGTCTCACCTTCTCCCCACC SEQ ID NO: 698
RPr TGCCTGAGAAGAGGTGAGGT SEQ ID NO: 699
EI24 NM_004879.2 FPr AAAGTGGTGAATGCCATTTG SEQ ID NO: 700
Probe CCTCAAATGCCAGGTCAGCTATATCCTG SEQ ID NO: 701
RPr GTGAGGCTTCCTCCCTGATA SEQ ID NO: 702
EIF4E NM_001968.1 FPr GATCTAAGATGGCGACTGTCGAA SEQ ID NO: 703
Probe ACCACCCCTACTCCTAATCCCCCGACT SEQ ID NO: 704
RPr TTAGATTCCGTTTTCTCCTCTTCTG SEQ ID NO: 705
EIF4EL3 NM_004846.1 FPr AAGCCGCGGTTGAATGTG SEQ ID NO: 706
Probe TGACCCTCTCCCTCTCTGGATGGCA SEQ ID NO: 707
RPr TGACGCCAGCTTCAATGATG SEQ ID NO: 708
ELAVL1 NM_001419.2 FPr GACAGGAGGCCTCTATCCTG SEQ ID NO: 709
Probe CACCCCACCCTCCACCTCAATC SEQ ID NO: 710
RPr GTGAGGTAGGTCTGGGGAAG SEQ ID NO: 711
EMP1 NM_001423.1 FPr GCTAGTACTTTGATGCTCCCTTGAT SEQ ID NO: 712
Probe CCAGAGAGCCTCCCTGCAGCCA SEQ ID NO: 713
RPr GAACAGCTGGAGGCCAAGTC SEQ ID NO: 714
EMR3 NM_032571.2 FPr TGGCCTACCTCTTCACCATC SEQ ID NO: 715
Probe TCAACAGCCTCCAAGGCTTCTTCA SEQ ID NO: 716
RPr TGAGGAGGCAGTAGACCAAGA SEQ ID NO: 717
EMS1 NM_005231.2 FPr GGCAGTGTCACTGAGTCCTTGA SEQ ID NO: 718
Probe ATCCTCCCCTGCCCCGCG SEQ ID NO: 719
RPr TGCACTGTGCGTCCCAAT SEQ ID NO: 720
ENO1 NM_001428.2 FPr CAAGGCCGTGAACGAGAAGT SEQ ID NO: 721
Probe CTGCAACTGCCTCCTGCTCAAAGTCA SEQ ID NO: 722
RPr CGGTCACGGAGCCAATCT SEQ ID NO: 723
EP300 NM_001429.1 FPr AGCCCCAGCAACTACAGTCT SEQ ID NO: 724
Probe CACTGACATCATGGCTGGCCTTG SEQ ID NO: 725
RPr TGTTCAAAGGTTGACCATGC SEQ ID NO: 726
EPAS1 NM_001430.3 FPr AAGCCTTGGAGGGTTTCATTG SEQ ID NO: 727
Probe TGTCGCCATCTTGGGTCACCACG SEQ ID NO: 728
RPr TGCTGATGTTTTCTGACAGAAAGAT SEQ ID NO: 729
EpCAM NM_002354.1 FPr GGGCCCTCCAGAACAATGAT SEQ ID NO: 730
Probe CCGCTCTCATCGCAGTCAGGATCAT SEQ ID NO: 731
RPr TGCACTGCTTGGCCTTAAAGA SEQ ID NO: 732
EPHA2 NM_004431.2 FPr CGCCTGTTCACCAAGATTGAC SEQ ID NO: 733
Probe TGCGCCCGATGAGATCACCG SEQ ID NO: 734
RPr GTGGCGTGCCTCGAAGTC SEQ ID NO: 735
EPHB2 NM_004442.4 FPr CAACCAGGCAGCTCCATC SEQ ID NO: 736
Probe CACCTGATGCATGATGGACACTGC SEQ ID NO: 737
RPr GTAATGCTGTCCACGGTGC SEQ ID NO: 738
EPHB4 NM_004444.3 FPr TGAACGGGGTATCCTCCTTA SEQ ID NO: 739
Probe CGTCCCATTTGAGCCTGTCAATGT SEQ ID NO: 740
RPr AGGTACCTCTCGGTCAGTGG SEQ ID NO: 741
EphB6 NM_004445.1 FPr ACTGGTCCTCCATCGGCT SEQ ID NO: 742
Probe CCTTGCACCTCAAACCAAAGCTCC SEQ ID NO: 743
RPr CCAGTGTAGCATGAGTGCTGA SEQ ID NO: 744
EPM2A NM_005670.2 FPr ACTGTGGCACTTAGGGGAGA SEQ ID NO: 745
Probe CTGCCTCTGCCCAAAGCAAATGTC SEQ ID NO: 746
RPr AGTGGAAATGTGTCCTGGCT SEQ ID NO: 747
ErbB3 NM_001982.1 FPr CGGTTATGTCATGCCAGATACAC SEQ ID NO: 748
Probe CCTCAAAGGTACTCCCTCCTCCCGG SEQ ID NO: 749
RPr GAACTGAGACCCACTGAAGAAAGG SEQ ID NO: 750
ERCC1 NM_001983.1 FPr GTCCAGGTGGATGTGAAAGA SEQ ID NO: 751
Probe CAGCAGGCCCTCAAGGAGCTG SEQ ID NO: 752
RPr CGGCCAGGATACACATCTTA SEQ ID NO: 753
ERCC2 NM_000400.2 FPr TGGCCTTCTTCACCAGCTA SEQ ID NO: 754
Probe AGGCCACGGTGCTCTCCATGTACT SEQ ID NO: 755
RPr CAAGGATCCCCTGCTCATAC SEQ ID NO: 756
EREG NM_001432.1 FPr ATAACAAAGTGTAGCTCTGACATGAATG SEQ ID NO: 757
Probe TTGTTTGCATGGACAGTGCATCTATCTGG SEQ ID NO: 758
T
RPr CACACCTGCAGTAGTTTTGACTCA SEQ ID NO: 759
ERK1 Z11696.1 FPr ACGGATCACAGTGGAGGAAG SEQ ID NO: 760
Probe CGCTGGCTCACCCCTACCTG SEQ ID NO: 761
RPr CTCATCCGTCGGGTCATAGT SEQ ID NO: 762
ERK2 NM_002745.1 FPr AGTTCTTGACCCCTGGTCCT SEQ ID NO: 763
Probe TCTCCAGCCCGTCTTGGCTT SEQ ID NO: 764
RPr AAACGGCTCAAAGGAGTCAA SEQ ID NO: 765
ESPL1 NM_012291.1 FPr ACCCCCAGACCGGATCAG SEQ ID NO: 766
Probe CTGGCCCTCATGTCCCCTTCACG SEQ ID NO: 767
RPr TGTAGGGCAGACTTCCTCAAACA SEQ ID NO: 768
EstR1 NM_000125.1 FPr CGTGGTGCCCCTCTATGAC SEQ ID NO: 769
Probe CTGGAGATGCTGGACGCCC SEQ ID NO: 770
RPr GGCTAGTGGGCGCATGTAG SEQ ID NO: 771
ETV4 NM_001986.1 FPr TCCAGTGCCTATGACCCC SEQ ID NO: 772
Probe CAGACAAATCGCCATCAAGTCCCC SEQ ID NO: 773
RPr ACTGTCCAAGGGCACCAG SEQ ID NO: 774
F3 NM_001993.2 FPr GTGAAGGATGTGAAGCAGACGTA SEQ ID NO: 775
Probe TGGCACGGGTCTTCTCCTACC SEQ ID NO: 776
RPr AACCGGTGCTCTCCACATTC SEQ ID NO: 777
FABP4 NM_001442.1 FPr GCTTTGCCACCAGGAAAGT SEQ ID NO: 778
Probe CTGGCATGGCCAAACCTAACATGA SEQ ID NO: 779
RPr CATCCCCATTCACACTGATG SEQ ID NO: 780
FAP NM_004460.2 FPr CTGACCAGAACCACGGCT SEQ ID NO: 781
Probe CGGCCTGTCCACGAACCACTTATA SEQ ID NO: 782
RPr GGAAGTGGGTCATGTGGG SEQ ID NO: 783
fas NM_000043.1 FPr GGATTGCTCAACAACCATGCT SEQ ID NO: 784
Probe TCTGGACCCTCCTACCTCTGGTTCTTACG SEQ ID NO: 785
T
RPr GGCATTAACACTTTTGGACGATAA SEQ ID NO: 786
fas1 NM_000639.1 FPr GCACTTTGGGATTCTTTCCATTAT SEQ ID NO: 787
Probe ACAACATTCTCGGTGCCTGTAACAAAGA SEQ ID NO: 788
A
RPr GCATGTAAGAAGACCCTCACTGAA SEQ ID NO: 789
FASN NM_004104.4 FPr GCCTCTTCCTGTTCGACG SEQ ID NO: 790
Probe TCGCCCACCTACGTACTGGCCTAC SEQ ID NO: 791
RPr GCTTTGCCCGGTAGCTCT SEQ ID NO: 792
FBXO5 NM_012177.2 FPr GGCTATTCCTCATTTTCTCTACAAAGTG SEQ ID NO: 793
Probe CCTCCAGGAGGCTACCTTCTTCATGTTCA SEQ ID NO: 794
C
RPr GGATTGTAGACTGTCACCGAAATTC SEQ ID NO: 795
FBXW7 NM_033632.1 FPr CCCCAGTTTCAACGAGACTT SEQ ID NO: 796
Probe TCATTGCTCCCTAAAGAGTTGGCACTC SEQ ID NO: 797
RPr GTTCCAGGAATGAAAGCACA SEQ ID NO: 798
FDXR NM_004110.2 FPr GAGATGATTCAGTTACCGGGAG SEQ ID NO: 799
Probe AATCCACAGGATCCAAAATGGGCC SEQ ID NO: 800
RPr ATCTTGTCCTGGAGACCCAA SEQ ID NO: 801
FES NM_002005.2 FPr CTCTGCAGGCCTAGGTGC SEQ ID NO: 802
Probe CTCCTCAGCGGCTCCAGCTCATAT SEQ ID NO: 803
RPr CCAGGACTGTGAAGAGCTGTC SEQ ID NO: 804
FGF18 NM_003862.1 FPr CGGTAGTCAAGTCCGGATCAA SEQ ID NO: 805
Probe CAAGGAGACGGAATTCTACCTGTGC SEQ ID NO: 806
RPr GCTTGCCTTTGCGGTTCA SEQ ID NO: 807
FGF2 NM_002006.2 FPr AGATGCAGGAGAGAGGAAGC SEQ ID NO: 808
Probe CCTGCAGACTGCTTTTTGCCCAAT SEQ ID NO: 809
RPr GTTTTGCAGCCTTACCCAAT SEQ ID NO: 810
FGFR1 NM_023109.1 FPr CACGGGACATTCACCACATC SEQ ID NO: 811
Probe ATAAAAAGACAACCAACGGCCGACTGC SEQ ID NO: 812
RPr GGGTGCCATCCACTTCACA SEQ ID NO: 813
FGFR2 NM_000141.2 FPr GAGGGACTGTTGGCATGCA SEQ ID NO: 814
isoform 1 Probe TCCCAGAGACCAACGTTCAAGCAGTTG SEQ ID NO: 815
RPr GAGTGAGAATTCGATCCAAGTCTTC SEQ ID NO: 816
FHIT NM_002012.1 FPr CCAGTGGAGCGCTTCCAT SEQ ID NO: 817
Probe TCGGCCACTTCATCAGGACGCAG SEQ ID NO: 818
RPr CTCTCTGGGTCGTCTGAAACAA SEQ ID NO: 819
FIGF NM_004469.2 FPr GGTTCCAGCTTTCTGTAGCTGT SEQ ID NO: 820
Probe ATTGGTGGCCACACCACCTCCTTA SEQ ID NO: 821
RPr GCCGCAGGTTCTAGTTGCT SEQ ID NO: 822
FLJ12455 NM_022078.1 FPr CCACCAGCATGAAGTTTCG SEQ ID NO: 823
Probe ACCCCTCACAAAGGCCATGTCTGT SEQ ID NO: 824
RPr GGCTGTCTGAAGCACAACTG SEQ ID NO: 825
FLJ20712 AK000719.1 FPr GCCACACAAACATGCTCCT SEQ ID NO: 826
Probe ATGTCTTTCCCAGCAGCTCTGCCT SEQ ID NO: 827
RPr GCCACAGGAAACTTCCGA SEQ ID NO: 828
FLT1 NM_002019.1 FPr GGCTCCCGAATCTATCTTTG SEQ ID NO: 829
Probe CTACAGCACCAAGAGCGACGTGTG SEQ ID NO: 830
RPr TCCCACAGCAATACTCCGTA SEQ ID NO: 831
FLT4 NM_002020.1 FPr ACCAAGAAGCTGAGGACCTG SEQ ID NO: 832
Probe AGCCCGCTGACCATGGAAGATCT SEQ ID NO: 833
RPr CCTGGAAGCTGTAGCAGACA SEQ ID NO: 834
FOS NM_005252.2 FPr CGAGCCCTTTGATGACTTCCT SEQ ID NO: 835
Probe TCCCAGCATCATCCAGGCCCAG SEQ ID NO: 836
RPr GGAGCGGGCTGTCTCAGA SEQ ID NO: 837
FOXO3A NM_001455.1 FPr TGAAGTCCAGGACGATGATG SEQ ID NO: 838
Probe CTCTACAGCAGCTCAGCCAGCCTG SEQ ID NO: 839
RPr ACGGCTTGCTTACTGAAGGT SEQ ID NO: 840
FPGS NM_004957.3 FPr CAGCCCTGCCAGTTTGAC SEQ ID NO: 841
Probe ATGCCGTCTTCTGCCCTAACCTGA SEQ ID NO: 842
RPr GTTGCCTGTGGATGACACC SEQ ID NO: 843
FRP1 NM_003012.2 FPr TTGGTACCTGTGGGTTAGCA SEQ ID NO: 844
Probe TCCCCAGGGTAGAATTCAATCAGAGC SEQ ID NO: 845
RPr CACATCCAAATGCAAACTGG SEQ ID NO: 846
FST NM_006350.2 FPr GTAAGTCGGATGAGCCTGTCTGT SEQ ID NO: 847
Probe CCAGTGACAATGCCACTTATGCCAGC SEQ ID NO: 848
RPr CAGCTTCCTTCATGGCACACT SEQ ID NO: 849
Furin NM_002569.1 FPr AAGTCCTCGATACGCACTATAGCA SEQ ID NO: 850
Probe CCCGGATGGTCTCCACGTCAT SEQ ID NO: 851
RPr CTGGCATGTGGCACATGAG SEQ ID NO: 852
FUS NM_004960.1 FPr GGATAATTCAGACAACAACACCATCT SEQ ID NO: 853
Probe TCAATTGTAACATTCTCACCCAGGCCTTG SEQ ID NO: 854
RPr TGAAGTAATCAGCCACAGACTCAAT SEQ ID NO: 855
FUT1 NM_000148.1 FPr CCGTGCTCATTGCTAACCA SEQ ID NO: 856
Probe TCTGTCCCTGAACTCCCAGAACCA SEQ ID NO: 857
RPr CTGCCCAAAGCCAGATGTA SEQ ID NO: 858
FUT3 NM_000149.1 FPr CAGTTCGGTCCAACAGAGAA SEQ ID NO: 859
Probe AGCAGGCAACCACCATGTCATTTG SEQ ID NO: 860
RPr TGCGAATTATATCCCGATGA SEQ ID NO: 861
FUT6 NM_000150.1 FPr CGTGTGTCTCAAGACGATCC SEQ ID NO: 862
Probe TGTGTACCCTAATGGGTCCCGCTT SEQ ID NO: 863
RPr GGTCCCTGTGCTGTCTGG SEQ ID NO: 864
FXYD5 NM_014164.4 FPr AGAGCACCAAAGCAGCTCAT SEQ ID NO: 865
Probe CACTGATGACACCACGACGCTCTC SEQ ID NO: 866
RPr GTGCTTGGGGATGGTCTCT SEQ ID NO: 867
FYN NM_002037.3 FPr GAAGCGCAGATCATGAAGAA SEQ ID NO: 868
Probe CTGAAGCACGACAAGCTGGTCCAG SEQ ID NO: 869
RPr CTCCTCAGACACCACTGCAT SEQ ID NO: 870
FZD1 NM_003505.1 FPr GGTGCACCAGTTCTACCCTC SEQ ID NO: 871
Probe ACTTGAGCTCAGCGGAACACTGCA SEQ ID NO: 872
RPr GCGTACATGGAGCACAGGA SEQ ID NO: 873
FZD2 NM_001466.2 FPr TGGATCCTCACCTGGTCG SEQ ID NO: 874
Probe TGCGCTTCCACCTTCTTCACTGTC SEQ ID NO: 875
RPr GCGCTGCATGTCTACCAA SEQ ID NO: 876
FZD6 NM_003506.2 FPr AATGAGAGAGGTGAAAGCGG SEQ ID NO: 877
Probe CGGAGCTAGCACCCCCAGGTTAAG SEQ ID NO: 878
RPr AGGTTCACCACAGTCCTGTTC SEQ ID NO: 879
G-Catenin NM_002230.1 FPr TCAGCAGCAAGGGCATCAT SEQ ID NO: 880
Probe CGCCCGCAGGCCTCATCCT SEQ ID NO: 881
RPr GGTGGTTTTCTTGAGCGTGTACT SEQ ID NO: 882
G1P2 NM_005101.1 FPr CAACGAATTCCAGGTGTCC SEQ ID NO: 883
Probe CTGAGCAGCTCCATGTCGGTGTC SEQ ID NO: 884
RPr GATCTGCGCCTTCAGCTC SEQ ID NO: 885
GADD45 NM_001924.2 FPr GTGCTGGTGACGAATCCA SEQ ID NO: 886
Probe TTCATCTCAATGGAAGGATCCTGCC SEQ ID NO: 887
RPr CCCGGCAAAAACAAATAAGT SEQ ID NO: 888
GADD45B NM_015675.1 FPr ACCCTCGACAAGACCACACT SEQ ID NO: 889
Probe AACTTCAGCCCCAGCTCCCAAGTC SEQ ID NO: 890
RPr TGGGAGTTCATGGGTACAGA SEQ ID NO: 891
GADD45G NM_006705.2 FPr CGCGCTGCAGATCCATTT SEQ ID NO: 892
Probe CGCTGATCCAGGCTTTCTGCTGC SEQ ID NO: 893
RPr CGCACTATGTCGATGTCGTTCT SEQ ID NO: 894
GAGE4 NM_001474.1 FPr GGAACAGGGTCACCCACAGA SEQ ID NO: 895
Probe TCAGGACCATCTTCACACTCACACCCA SEQ ID NO: 896
RPr GATTTGGCGGGTCCATCTC SEQ ID NO: 897
GBP1 NM_002053.1 FPr TTGGGAAATATTTGGGCATT SEQ ID NO: 898
Probe TTGGGACATTGTAGACTTGGCCAGAC SEQ ID NO: 899
RPr AGAAGCTAGGGTGGTTGTCC SEQ ID NO: 900
GBP2 NM_004120.2 FPr GCATGGGAACCATCAACCA SEQ ID NO: 901
Probe CCATGGACCAACTTCACTATGTGACAGA SEQ ID NO: 902
GC
RPr TGAGGAGTTTGCCTTGATTCG SEQ ID NO: 903
GCLC NM_001498.1 FPr CTGTTGCAGGAAGGCATTGA SEQ ID NO: 904
Probe CATCTCCTGGCCCAGCATGTT SEQ ID NO: 905
RPr GTCAGTGGGTCTCTAATAAAGAGATGAG SEQ ID NO: 906
GCLM NM_002061.1 FPr TGTAGAATCAAACTCTTCATCATCAACT SEQ ID NO: 907
AG
Probe TGCAGTTGACATGGCCTGTTCAGTCC SEQ ID NO: 908
RPr CACAGAATCCAGCTGTGCAACT SEQ ID NO: 909
GCNT1 NM_001490.3 FPr TGGTGCTTGGAGCATAGAAG SEQ ID NO: 910
Probe TGCCCTTCACAAAGGAAATCCCTG SEQ ID NO: 911
RPr GCAACGTCCTCAGCATTTC SEQ ID NO: 912
GDF15 NM_004864.1 FPr CGCTCCAGACCTATGATGACT SEQ ID NO: 913
Probe TGTTAGCCAAAGACTGCCACTGCA SEQ ID NO: 914
RPr ACAGTGGAAGGACCAGGACT SEQ ID NO: 915
GIT1 NM_014030.2 FPr GTGTATGACGAGGTGGATCG SEQ ID NO: 916
Probe AGCCAGCCACACTGCATCATTTTC SEQ ID NO: 917
RPr ACCAGAGTGCTGTGGTTTTG SEQ ID NO: 918
GJA1 NM_000165.2 FPr GTTCACTGGGGGTGTATGG SEQ ID NO: 919
Probe ATCCCCTCCCTCTCCACCCATCTA SEQ ID NO: 920
RPr AAATACCAACATGCACCTCTCTT SEQ ID NO: 921
GJB2 NM_004004.3 FPr TGTCATGTACGACGGCTTCT SEQ ID NO: 922
Probe AGGCGTTGCACTTCACCAGCC SEQ ID NO: 923
RPr AGTCCACAGTGTTGGGACAA SEQ ID NO: 924
GPX1 NM_000581.2 FPr GCTTATGACCGACCCCAA SEQ ID NO: 925
Probe CTCATCACCTGGTCTCCGGTGTGT SEQ ID NO: 926
RPr AAAGTTCCAGGCAACATCGT SEQ ID NO: 927
GPX2 NM_002083.1 FPr CACACAGATCTCCTACTCCATCCA SEQ ID NO: 928
Probe CATGCTGCATCCTAAGGCTCCTCAGG SEQ ID NO: 929
RPr GGTCCAGCAGTGTCTCCTGAA SEQ ID NO: 930
Grb10 NM_005311.2 FPr CTTCGCCTTTGCTGATTGC SEQ ID NO: 931
Probe CTCCAAACGCCTGCCTGACGACTG SEQ ID NO: 932
RPr CCATAACGCACATGCTCCAA SEQ ID NO: 933
GRB14 NM_004490.1 FPr TCCCACTGAAGCCCTTTCAG SEQ ID NO: 934
Probe CCTCCAAGCGAGTCCTTCTTCAACCG SEQ ID NO: 935
RPr AGTGCCCAGGCGTAAACATC SEQ ID NO: 936
GRB2 NM_002086.2 FPr GTCCATCAGTGCATGACGTT SEQ ID NO: 937
Probe AGGCCACGTATAGTCCTAGCTGACGC SEQ ID NO: 938
RPr AGCCCACTTGGTTTCTTGTT SEQ ID NO: 939
GRB7 NM_005310.1 FPr CCATCTGCATCCATCTTGTT SEQ ID NO: 940
Probe CTCCCCACCCTTGAGAAGTGCCT SEQ ID NO: 941
RPr GGCCACCAGGGTATTATCTG SEQ ID NO: 942
GRIK1 NM_000830.2 FPr GTTGGGTGCATCTCTCGG SEQ ID NO: 943
Probe AATTCATGCCGAGATACAGCCGCT SEQ ID NO: 944
RPr CGTGCTCCATCTTCCTAGCTT SEQ ID NO: 945
GRO1 NM_001511.1 FPr CGAAAAGATGCTGAACAGTGACA SEQ ID NO: 946
Probe CTTCCTCCTCCCTTCTGGTCAGTTGGAT SEQ ID NO: 947
RPr TCAGGAACAGCCACCAGTGA SEQ ID NO: 948
GRP NM_002091.1 FPr CTGGGTCTCATAGAAGCAAAGGA SEQ ID NO: 949
Probe AGAAACCACCAGCCACCTCAACCCA SEQ ID NO: 950
RPr CCACGAAGGCTGCTGATTG SEQ ID NO: 951
GRPR NM_005314.1 FPr ATGCTGCTGGCCATTCCA SEQ ID NO: 952
Probe CCGTGTTTTCTGACCTCCATCCCTTCC SEQ ID NO: 953
RPr AGGTCTGGTTGGTGCTTTCCT SEQ ID NO: 954
GSK3B NM_002093.2 FPr GACAAGGACGGCAGCAAG SEQ ID NO: 955
Probe CCAGGAGTTGCCACCACTGTTGTC SEQ ID NO: 956
RPr TTGTGGCCTGTCTGGACC SEQ ID NO: 957
GSTA3 NM_000847.3 FPr TCTCCAACTTCCCTCTGCTG SEQ ID NO: 958
Probe AGGCCCTGAAAACCAGAATCAGCA SEQ ID NO: 959
RPr ACTTCTTCACCGTGGGCA SEQ ID NO: 960
GSTM1 NM_000561.1 FPr AAGCTATGAGGAAAAGAAGTACACGAT SEQ ID NO: 961
Probe TCAGCCACTGGCTTCTGTCATAATCAGG SEQ ID NO: 962
AG
RPr GGCCCAGCTTGAATTTTTCA SEQ ID NO: 963
GSTM3 NM_000849.3 FPr CAATGCCATCTTGCGCTACAT SEQ ID NO: 964
Probe CTCGCAAGCACAACATGTGTGGTGAGA SEQ ID NO: 965
RPr GTCCACTCGAATCTTTTCTTCTTCA SEQ ID NO: 966
GSTp NM_000852.2 FPr GAGACCCTGCTGTCCCAGAA SEQ ID NO: 967
Probe TCCCACAATGAAGGTCTTGCCTCCCT SEQ ID NO: 968
RPr GGTTGTAGTCAGCGAAGGAGATC SEQ ID NO: 969
GSTT1 NM_000853.1 FPr CACCATCCCCACCCTGTCT SEQ ID NO: 970
Probe CACAGCCGCCTGAAAGCCACAAT SEQ ID NO: 971
RPr GGCCTCAGTGTGCATCATTCT SEQ ID NO: 972
H2AFZ NM_002106.2 FPr CCGGAAAGGCCAAGACAA SEQ ID NO: 973
Probe CCCGCTCGCAGAGAGCCGG SEQ ID NO: 974
RPr AATACGGCCCACTGGGAACT SEQ ID NO: 975
HB-EGF NM_001945.1 FPr GACTCCTTCGTCCCCAGTTG SEQ ID NO: 976
Probe TTGGGCCTCCCATAATTGCTTTGCC SEQ ID NO: 977
RPr TGGCACTTGAAGGCTCTGGTA SEQ ID NO: 978
hCRA a U78556.1 FPr TGACACCCTTACCTTCCTGAGAA SEQ ID NO: 979
Probe TCTGCTTTCCGCGCTCCCAGG SEQ ID NO: 980
RPr AAAAACACGAGTCAAAAATAGAAGTCA SEQ ID NO: 981
CT
HDAC1 NM_004964.2 FPr CAAGTACCACAGCGATGACTACATTAA SEQ ID NO: 982
Probe TTCTTGCGCTCCATCCGTCCAGA SEQ ID NO: 983
RPr GCTTGCTGTACTCCGACATGTT SEQ ID NO: 984
HDAC2 NM_001527.1 FPr GGTGGCTACACAATCCGTAA SEQ ID NO: 985
Probe TGCAGTCTCATATGTCCAACATCGAGC SEQ ID NO: 986
RPr TGGGAATCTCACAATCAAGG SEQ ID NO: 987
HDGF NM_004494.1 FPr TCCTAGGCATTCTGGACCTC SEQ ID NO: 988
Probe CATTCCTACCCCTGATCCCAACCC SEQ ID NO: 989
RPr GCTGTTGATGCTCCATCCTT SEQ ID NO: 990
hENT1 NM_004955.1 FPr AGCCGTGACTGTTGAGGTC SEQ ID NO: 991
Probe AAGTCCAGCATCGCAGGCAGC SEQ ID NO: 992
RPr AAGTAACGTTCCCAGGTGCT SEQ ID NO: 993
Hepsin NM_002151.1 FPr AGGCTGCTGGAGGTCATCTC SEQ ID NO: 994
Probe CCAGAGGCCGTTTCTTGGCCG SEQ ID NO: 995
RPr CTTCCTGCGGCCACAGTCT SEQ ID NO: 996
HER2 NM_004448.1 FPr CGGTGTGAGAAGTGCAGCAA SEQ ID NO: 997
Probe CCAGACCATAGCACACTCGGGCAC SEQ ID NO: 998
RPr CCTCTCGCAAGTGCTCCAT SEQ ID NO: 999
Herstatin AF177761.2 FPr CACCCTGTCCTATCCTTCCT SEQ ID NO: 1000
Probe CCCTCTTGGGACCTAGTCTCTGCCT SEQ ID NO: 1001
RPr GGCCAGGGGTAGAGAGTAGA SEQ ID NO: 1002
HES6 NM_018645.3 FPr TTAGGGACCCTGCAGCTCT SEQ ID NO: 1003
Probe TAGCTCCCTCCCTCCACCCACTC SEQ ID NO: 1004
RPr CTACAAAATTCTTCCTCCTGCC SEQ ID NO: 1005
HGF M29145.1 FPr CCGAAATCCAGATGATGATG SEQ ID NO: 1006
Probe CTCATGGACCCTGGTGCTACACG SEQ ID NO: 1007
RPr CCCAAGGAATGAGTGGATTT SEQ ID NO: 1008
HIF1A NM_001530.1 FPr TGAACATAAAGTCTGCAACATGGA SEQ ID NO: 1009
Probe TTGCACTGCACAGGCCACATTCAC SEQ ID NO: 1010
RPr TGAGGTTGGTTACTGTTGGTATCATATA SEQ ID NO: 1011
HK1 NM_000188.1 FPr TACGCACAGAGGCAAGCA SEQ ID NO: 1012
Probe TAAGAGTCCGGGATCCCCAGCCTA SEQ ID NO: 1013
RPr GAGAGAAGTGCTGGAGAGGC SEQ ID NO: 1014
HLA-DPB1 NM_002121.4 FPr TCCATGATGGTTCTGCAGGTT SEQ ID NO: 1015
Probe CCCCGGACAGTGGCTCTGACG SEQ ID NO: 1016
RPr TGAGCAGCACCATCAGTAACG SEQ ID NO: 1017
HLA-DRA NM_019111.3 FPr GACGATTTGCCAGCTTTGAG SEQ ID NO: 1018
Probe TCAAGGTGCATTGGCCAACATAGC SEQ ID NO: 1019
RPr TCCAGGTTGGCTTTGTCC SEQ ID NO: 1020
HLA-DRB1 NM_002124.1 FPr GCTTTCTCAGGACCTGGTTG SEQ ID NO: 1021
Probe CATTTTCTGCAGTTGCCGAACCAG SEQ ID NO: 1022
RPr AGGAAGCCACAAGGGAGG SEQ ID NO: 1023
HLA-G NM_002127.2 FPr CCTGCGCGGCTACTACAAC SEQ ID NO: 1024
Probe CGAGGCCAGTTCTCACACCCTCCAG SEQ ID NO: 1025
RPr CAGGTCGCAGCCAATCATC SEQ ID NO: 1026
HMGB1 NM_002128.3 FPr TGGCCTGTCCATTGGTGAT SEQ ID NO: 1027
Probe TTCCACATCTCTCCCAGTTTCTTCGCAA SEQ ID NO: 1028
RPr GCTTGTCATCTGCAGCAGTGTT SEQ ID NO: 1029
hMLH NM_000249.2 FPr CTACTTCCAGCAACCCCAGA SEQ ID NO: 1030
Probe TCCACATCAGAATCTTCCCG SEQ ID NO: 1031
RPr CTTTCGGGAATCATCTTCCA SEQ ID NO: 1032
HNRPAB NM_004499.2 FPr CAAGGGAGCGACCAACTGA SEQ ID NO: 1033
Probe CTCCATATCCAAACAAAGCATGTGTGCG SEQ ID NO: 1034
RPr GTTTGCCAAGTTAAATTTGGTACATAAT SEQ ID NO: 1035
HNRPD NM_031370.2 FPr GCCAGTAAGAACGAGGAGGA SEQ ID NO: 1036
Probe AAGGCCATTCAAACTCCTCCCCAC SEQ ID NO: 1037
RPr CGTCGCTGCTTCAGAGTGT SEQ ID NO: 1038
HoxA1 NM_005522.3 FPr AGTGACAGATGGACAATGCAAGA SEQ ID NO: 1039
Probe TGAACTCCTTCCTGGAATACCCCA SEQ ID NO: 1040
RPr CCGAGTCGCCACTGCTAAGT SEQ ID NO: 1041
HoxA5 NM_019102.2 FPr TCCCTTGTGTTCCTTCTGTGAA SEQ ID NO: 1042
Probe AGCCCTGTTCTCGTTGCCCTAATTCATC SEQ ID NO: 1043
RPr GGCAATAAACAGGCTCATGATTAA SEQ ID NO: 1044
HOXB13 NM_006361.2 FPr CGTGCCTTATGGTTACTTTGG SEQ ID NO: 1045
Probe ACACTCGGCAGGAGTAGTACCCGC SEQ ID NO: 1046
RPr CACAGGGTTTCAGCGAGC SEQ ID NO: 1047
HOXB7 NM_004502.2 FPr CAGCCTCAAGTTCGGTTTTC SEQ ID NO: 1048
Probe ACCGGAGCCTTCCCAGAACAAACT SEQ ID NO: 1049
RPr GTTGGAAGCAAACGCACA SEQ ID NO: 1050
HRAS NM_005343.2 FPr GGACGAATACGACCCCACT SEQ ID NO: 1051
Probe ACCACCTGCTTCCGGTAGGAATCC SEQ ID NO: 1052
RPr GCACGTCTCCCCATCAAT SEQ ID NO: 1053
HSBP1 NM_001537.1 FPr GGAGATGGCCGAGACTGAC SEQ ID NO: 1054
Probe CAAGACCGTGCAGGACCTCACCT SEQ ID NO: 1055
RPr CTGCAGGAGTGTCTGCACC SEQ ID NO: 1056
HSD17B1 NM_000413.1 FPr CTGGACCGCACGGACATC SEQ ID NO: 1057
Probe ACCGCTTCTACCAATACCTCGCCCA SEQ ID NO: 1058
RPr CGCCTCGCGAAAGACTTG SEQ ID NO: 1059
HSD17B2 NM_002153.1 FPr GCTTTCCAAGTGGGGAATTA SEQ ID NO: 1060
Probe AGTTGCTTCCATCCAACCTGGAGG SEQ ID NO: 1061
RPr TGCCTGCGATATTTGTTAGG SEQ ID NO: 1062
HSPA1A NM_005345.4 FPr CTGCTGCGACAGTCCACTA SEQ ID NO: 1063
Probe AGAGTGACTCCCGTTGTCCCAAGG SEQ ID NO: 1064
RPr CAGGTTCGCTCTGGGAAG SEQ ID NO: 1065
HSPA1B NM_005346.3 FPr GGTCCGCTTCGTCTTTCGA SEQ ID NO: 1066
Probe TGACTCCCGCGGTCCCAAGG SEQ ID NO: 1067
RPr GCACAGGTTCGCTCTGGAA SEQ ID NO: 1068
HSPA4 NM_002154.3 FPr TTCAGTGTGTCCAGTGCATC SEQ ID NO: 1069
Probe CATTTTCCTCAGACTTGTGAACCTCCACT SEQ ID NO: 1070
RPr ATCTGTTTCCATTGGCTCCT SEQ ID NO: 1071
HSPA5 NM_005347.2 FPr GGCTAGTAGAACTGGATCCCAACA SEQ ID NO: 1072
Probe TAATTAGACCTAGGCCTCAGCTGCACTG SEQ ID NO: 1073
CC
RPr GGTCTGCCCAAATGCTTTTC SEQ ID NO: 1074
HSPA8 NM_006597.3 FPr CCTCCCTCTGGTGGTGCTT SEQ ID NO: 1075
Probe CTCAGGGCCCACCATTGAAGAGGTTG SEQ ID NO: 1076
RPr GCTACATCTACACTTGGTTGGCTTAA SEQ ID NO: 1077
HSPB1 NM_001540.2 FPr CCGACTGGAGGAGCATAAA SEQ ID NO: 1078
Probe CGCACTTTTCTGAGCAGACGTCCA SEQ ID NO: 1079
RPr ATGCTGGCTGACTCTGCTC SEQ ID NO: 1080
HSPCA NM_005348.2 FPr CAAAAGGCAGAGGCTGATAA SEQ ID NO: 1081
Probe TGACCAGATCCTTCACAGACTTGTCGT SEQ ID NO: 1082
RPr AGCGCAGTTTCATAAAGCAA SEQ ID NO: 1083
HSPE1 NM_002157.1 FPr GCAAGCAACAGTAGTCGCTG SEQ ID NO: 1084
Probe TCTCCACCCTTTCCTTTAGAACCCG SEQ ID NO: 1085
RPr CCAACTTTCACGCTAACTGGT SEQ ID NO: 1086
HSPG2 NM_005529.2 FPr GAGTACGTGTGCCGAGTGTT SEQ ID NO: 1087
Probe CAGCTCCGTGCCTCTAGAGGCCT SEQ ID NO: 1088
RPr CTCAATGGTGACCAGGACA SEQ ID NO: 1089
ICAM1 NM_000201.1 FPr GCAGACAGTGACCATCTACAGCTT SEQ ID NO: 1090
Probe CCGGCGCCCAACGTGATTCT SEQ ID NO: 1091
RPr CTTCTGAGACCTCTGGCTTCGT SEQ ID NO: 1092
ICAM2 NM_000873.2 FPr GGTCATCCTGACACTGCAAC SEQ ID NO: 1093
Probe TTGCCCACAGCCACCAAAGTG SEQ ID NO: 1094
RPr TGCACTCAATGGTGAAGGAC SEQ ID NO: 1095
ID1 NM_002165.1 FPr AGAACCGCAAGGTGAGCAA SEQ ID NO: 1096
Probe TGGAGATTCTCCAGCACGTCATCGAC SEQ ID NO: 1097
RPr TCCAACTGAAGGTCCCTGATG SEQ ID NO: 1098
ID2 NM_002166.1 FPr AACGACTGCTACTCCAAGCTCAA SEQ ID NO: 1099
Probe TGCCCAGCATCCCCCAGAACAA SEQ ID NO: 1100
RPr GGATTTCCATCTTGCTCACCTT SEQ ID NO: 1101
ID3 NM_002167.2 FPr CTTCACCAAATCCCTTCCTG SEQ ID NO: 1102
Probe TCACAGTCCTTCGCTCCTGAGCAC SEQ ID NO: 1103
RPr CTCTGGCTCTTCAGGCTACA SEQ ID NO: 1104
ID4 NM_001546.2 FPr TGGCCTGGCTCTTAATTTG SEQ ID NO: 1105
Probe CTTTTGTTTTGCCCAGTATAGACTCGGAA SEQ ID NO: 1106
G
RPr TGCAATCATGCAAGACCAC SEQ ID NO: 1107
IFIT1 NM_001548.1 FPr TGACAACCAAGCAAATGTGA SEQ ID NO: 1108
Probe AAGTTGCCCCAGGTCACCAGACTC SEQ ID NO: 1109
RPr CAGTCTGCCCATGTGGTAAT SEQ ID NO: 1110
IGF1 NM_000618.1 FPr TCCGGAGCTGTGATCTAAGGA SEQ ID NO: 1111
Probe TGTATTGCGCACCCCTCAAGCCTG SEQ ID NO: 1112
RPr CGGACAGAGCGAGCTGACTT SEQ ID NO: 1113
IGF1R NM_000875.2 FPr GCATGGTAGCCGAAGATTTCA SEQ ID NO: 1114
Probe CGCGTCATACCAAAATCTCCGATTTTGA SEQ ID NO: 1115
RPr TTTCCGGTAATAGTCTGTCTCATAGATAT SEQ ID NO: 1116
C
IGF2 NM_000612.2 FPr CCGTGCTTCCGGACAACTT SEQ ID NO: 1117
Probe TACCCCGTGGGCAAGTTCTTCCAA SEQ ID NO: 1118
RPr TGGACTGCTTCCAGGTGTCA SEQ ID NO: 1119
IGFBP2 NM_000597.1 FPr GTGGACAGCACCATGAACA SEQ ID NO: 1120
Probe CTTCCGGCCAGCACTGCCTC SEQ ID NO: 1121
RPr CCTTCATACCCGACTTGAGG SEQ ID NO: 1122
IGFBP3 NM_000598.1 FPr ACGCACCGGGTGTCTGA SEQ ID NO: 1123
Probe CCCAAGTTCCACCCCCTCCATTCA SEQ ID NO: 1124
RPr TGCCCTTTCTTGATGATGATTATC SEQ ID NO: 1125
IGFBP5 NM_000599.1 FPr TGGACAAGTACGGGATGAAGCT SEQ ID NO: 1126
Probe CCCGTCAACGTACTCCATGCCTGG SEQ ID NO: 1127
RPr CGAAGGTGTGGCACTGAAAGT SEQ ID NO: 1128
IGFBP6 NM_002178.1 FPr TGAACCGCAGAGACCAACAG SEQ ID NO: 1129
Probe ATCCAGGCACCTCTACCACGCCCTC SEQ ID NO: 1130
RPr GTCTTGGACACCCGCAGAAT SEQ ID NO: 1131
IGFBP7 NM_001553 FPr GGGTCACTATGGAGTTCAAAGGA SEQ ID NO: 1132
Probe CCCGGTCACCAGGCAGGAGTTCT SEQ ID NO: 1133
RPr GGGTCTGAATGGCCAGGTT SEQ ID NO: 1134
IHH NM_002181.1 FPr AAGGACGAGGAGAACACAGG SEQ ID NO: 1135
Probe ATGACCCAGCGCTGCAAGGAC SEQ ID NO: 1136
RPr AGATAGCCAGCGAGTTCAGG SEQ ID NO: 1137
IL-8 NM_000584.2 FPr AAGGAACCATCTCACTGTGTGTAAAC SEQ ID NO: 1138
Probe TGACTTCCAAGCTGGCCGTGGC SEQ ID NO: 1139
RPr ATCAGGAAGGCTGCCAAGAG SEQ ID NO: 1140
IL10 NM_000572.1 FPr GGCGCTGTCATCGATTTCTT SEQ ID NO: 1141
Probe CTGCTCCACGGCCTTGCTCTTG SEQ ID NO: 1142
RPr TGGAGCTTATTAAAGGCATTCTTCA SEQ ID NO: 1143
IL1B NM_000576.2 FPr AGCTGAGGAAGATGCTGGTT SEQ ID NO: 1144
Probe TGCCCACAGACCTTCCAGGAGAAT SEQ ID NO: 1145
RPr GGAAAGAAGGTGCTCAGGTC SEQ ID NO: 1146
IL6 NM_000600.1 FPr CCTGAACCTTCCAAAGATGG SEQ ID NO: 1147
Probe CCAGATTGGAAGCATCCATCTTTTTCA SEQ ID NO: 1148
RPr ACCAGGCAAGTCTCCTCATT SEQ ID NO: 1149
IL6ST NM_002184.2 FPr GGCCTAATGTTCCAGATCCT SEQ ID NO: 1150
Probe CATATTGCCCAGTGGTCACCTCACA SEQ ID NO: 1151
RPr AAAATTGTGCCTTGGAGGAG SEQ ID NO: 1152
ILT-2 NM_006669.1 FPr AGCCATCACTCTCAGTGCAG SEQ ID NO: 1153
Probe CAGGTCCTATCGTGGCCCCTGA SEQ ID NO: 1154
RPr ACTGCAGAGTCAGGGTCTCC SEQ ID NO: 1155
IMP-1 NM_006546.2 FPr GAAAGTGTTTGCGGAGCAC SEQ ID NO: 1156
Probe CTCCTACAGCGGCCAGTTCTTGGT SEQ ID NO: 1157
RPr GAAGGCGTAGCCGGATTT SEQ ID NO: 1158
IMP2 NM_006548.3 FPr CAATCTGATCCCAGGGTTGAA SEQ ID NO: 1159
Probe CTCAGCGCACTTGGCATCTTTTCAACA SEQ ID NO: 1160
RPr GGCCCTGCTGGTGGAGATA SEQ ID NO: 1161
ING1L NM_001564.1 FPr TGTTTCCAAGATCCTGCTGA SEQ ID NO: 1162
Probe CCATCTTTGCTTTATCTGAGGCTCGTTC SEQ ID NO: 1163
RPr TCTTTCTGGTTGGCTGGAAT SEQ ID NO: 1164
ING5 NM_032329.4 FPr CCTACAGCAAGTGCAAGGAA SEQ ID NO: 1165
Probe CCAGCTGCACTTTGTCGTCACTGT SEQ ID NO: 1166
RPr CATCTCGTAGGTCTGCATGG SEQ ID NO: 1167
INHA NM_002191.2 FPr CCTCCCAGTTTCATCTTCCACTA SEQ ID NO: 1168
Probe ATGTGCAGCCCACAACCACCATGA SEQ ID NO: 1169
RPr AGGGACTGGAAGGGACAGGTT SEQ ID NO: 1170
INHBA NM_002192.1 FPr GTGCCCGAGCCATATAGCA SEQ ID NO: 1171
Probe ACGTCCGGGTCCTCACTGTCCTTCC SEQ ID NO: 1172
RPr CGGTAGTGGTTGATGACTGTTGA SEQ ID NO: 1173
INHBB NM_002193.1 FPr AGCCTCCAGGATACCAGCAA SEQ ID NO: 1174
Probe AGCTAAGCTGCCATTTGTCACCG SEQ ID NO: 1175
RPr TCTCCGACTGACAGGCATTTG SEQ ID NO: 1176
IRS1 NM_005544.1 FPr CCACAGCTCACCTTCTGTCA SEQ ID NO: 1177
Probe TCCATCCCAGCTCCAGCCAG SEQ ID NO: 1178
RPr CCTCAGTGCCAGTCTCTTCC SEQ ID NO: 1179
ITGA3 NM_002204.1 FPr CCATGATCCTCACTCTGCTG SEQ ID NO: 1180
Probe CACTCCAGACCTCGCTTAGCATGG SEQ ID NO: 1181
RPr GAAGCTTTGTAGCCGGTGAT SEQ ID NO: 1182
ITGA4 NM_000885.2 FPr CAACGCTTCAGTGATCAATCC SEQ ID NO: 1183
Probe CGATCCTGCATCTGTAAATCGCCC SEQ ID NO: 1184
RPr GTCTGGCCGGGATTCTTT SEQ ID NO: 1185
ITGA5 NM_002205.1 FPr AGGCCAGCCCTACATTATCA SEQ ID NO: 1186
Probe TCTGAGCCTTGTCCTCTATCCGGC SEQ ID NO: 1187
RPr GTCTTCTCCACAGTCCAGCA SEQ ID NO: 1188
ITGA6 NM_000210.1 FPr CAGTGACAAACAGCCCTTCC SEQ ID NO: 1189
Probe TCGCCATCTTTTGTGGGATTCCTT SEQ ID NO: 1190
RPr GTTTAGCCTCATGGGCGTC SEQ ID NO: 1191
ITGA7 NM_002206.1 FPr GATATGATTGGTCGCTGCTTTG SEQ ID NO: 1192
Probe CAGCCAGGACCTGGCCATCCG SEQ ID NO: 1193
RPr AGAACTTCCATTCCCCACCAT SEQ ID NO: 1194
ITGAV NM_002210.2 FPr ACTCGGACTGCACAAGCTATT SEQ ID NO: 1195
Probe CCGACAGCCACAGAATAACCCAAA SEQ ID NO: 1196
RPr TGCCATCACCATTGAAATCT SEQ ID NO: 1197
ITGB1 NM_002211.2 FPr TCAGAATTGGATTTGGCTCA SEQ ID NO: 1198
Probe TGCTAATGTAAGGCATCACAGTCTTTTCC SEQ ID NO: 1199
A
RPr CCTGAGCTTAGCTGGTGTTG SEQ ID NO: 1200
ITGB3 NM_000212.1 FPr ACCGGGAGCCCTACATGAC SEQ ID NO: 1201
Probe AAATACCTGCAACCGTTACTGCCGTGAC SEQ ID NO: 1202
RPr CCTTAAGCTCTTTCACTGACTCAATCT SEQ ID NO: 1203
ITGB4 NM_000213.2 FPr CAAGGTGCCCTCAGTGGA SEQ ID NO: 1204
Probe CACCAACCTGTACCCGTATTGCGA SEQ ID NO: 1205
RPr GCGCACACCTTCATCTCAT SEQ ID NO: 1206
ITGB5 NM_002213.3 FPr TCGTGAAAGATGACCAGGAG SEQ ID NO: 1207
Probe TGCTATGTTTCTACAAAACCGCCAAGG SEQ ID NO: 1208
RPr GGTGAACATCATGACGCAGT SEQ ID NO: 1209
K-ras NM_033360.2 FPr GTCAAAATGGGGAGGGACTA SEQ ID NO: 1210
Probe TGTATCTTGTTGAGCTATCCAAACTGCCC SEQ ID NO: 1211
RPr CAGGACCACCACAGAGTGAG SEQ ID NO: 1212
KCNH2 iso NM_000238.2 FPr GAGCGCAAAGTGGAAATCG SEQ ID NO: 1213
a/b Probe TAGGAAGCAGCTCCCATCTTTCCGGTA SEQ ID NO: 1214
RPr TCTTCACGGGCACCACATC SEQ ID NO: 1215
KCNH2 iso NM_172057.1 FPr TCCTGCTGCTGGTCATCTAC SEQ ID NO: 1216
a/c Probe TGTCTTCACACCCTACTCGGCTGC SEQ ID NO: 1217
RPr CCTTCTTCCGTCTCCTTCAG SEQ ID NO: 1218
KCNK4 NM_016611.2 FPr CCTATCAGCCGCTGGTGT SEQ ID NO: 1219
Probe ATCCTGCTCGGCCTGGCTTACTTC SEQ ID NO: 1220
RPr TGGTGGTGAGCACTGAGG SEQ ID NO: 1221
KDR NM_002253.1 FPr GAGGACGAAGGCCTCTACAC SEQ ID NO: 1222
Probe CAGGCATGCAGTGTTCTTGGCTGT SEQ ID NO: 1223
RPr AAAAATGCCTCCACTTTTGC SEQ ID NO: 1224
Ki-67 NM_002417.1 FPr CGGACTTTGGGTGCGACTT SEQ ID NO: 1225
Probe CCACTTGTCGAACCACCGCTCGT SEQ ID NO: 1226
RPr TTACAACTCTTCCACTGGGACGAT SEQ ID NO: 1227
KIAA0125 NM_014792.2 FPr GTGTCCTGGTCCATGTGGT SEQ ID NO: 1228
Probe CACGTGTCTCCACCTCCAAGGAGA SEQ ID NO: 1229
RPr GGGAGGTGCACACTGAGG SEQ ID NO: 1230
KIF22 NM_007317.1 FPr CTAAGGCACTTGCTGGAAGG SEQ ID NO: 1231
Probe TCCATAGGCAAGCACACTGGCATT SEQ ID NO: 1232
RPr TCTTCCCAGCTCCTGTGG SEQ ID NO: 1233
KIF2C NM_006845.2 FPr AATTCCTGCTCCAAAAGAAAGTCTT SEQ ID NO: 1234
Probe AAGCCGCTCCACTCGCATGTCC SEQ ID NO: 1235
RPr CGTGATGCGAAGCTCTGAGA SEQ ID NO: 1236
KIFC1 XM_371813.1 FPr CCACAGGGTTGAAGAACCAG SEQ ID NO: 1237
Probe AGCCAGTTCCTGCTGTTCCTGTCC SEQ ID NO: 1238
RPr CACCTGATGTGCCAGACTTC SEQ ID NO: 1239
Kit1ng NM_000899.1 FPr GTCCCCGGGATGGATGTT SEQ ID NO: 1240
Probe CATCTCGCTTATCCAACAATGACTTGGC SEQ ID NO: 1241
A
RPr GATCAGTCAAGCTGTCTGACAATTG SEQ ID NO: 1242
KLF5 NM_001730.3 FPr GTGCAACCGCAGCTTCTC SEQ ID NO: 1243
Probe CTCTGACCACCTGGCCCTGCATAT SEQ ID NO: 1244
RPr CGGGCAGTGCTCAGTTCT SEQ ID NO: 1245
KLF6 NM_001300.4 FPr CACGAGACCGGCTACTTCTC SEQ ID NO: 1246
Probe AGTACTCCTCCAGAGACGGCAGCG SEQ ID NO: 1247
RPr GCTCTAGGCAGGTCTGTTGC SEQ ID NO: 1248
KLK10 NM_002776.1 FPr GCCCAGAGGCTCCATCGT SEQ ID NO: 1249
Probe CCTCTTCCTCCCCAGTCGGCTGA SEQ ID NO: 1250
RPr CAGAGGTTTGAACAGTGCAGACA SEQ ID NO: 1251
KLK6 NM_002774.2 FPr GACGTGAGGGTCCTGATTCT SEQ ID NO: 1252
Probe TTACCCCAGCTCCATCCTTGCATC SEQ ID NO: 1253
RPr TCCTCACTCATCACGTCCTC SEQ ID NO: 1254
KLRK1 NM_007360.1 FPr TGAGAGCCAGGCTTCTTGTA SEQ ID NO: 1255
Probe TGTCTCAAAATGCCAGCCTTCTGAA SEQ ID NO: 1256
RPr ATCCTGGTCCTCTTTGCTGT SEQ ID NO: 1257
KNTC2 NM_006101.1 FPr ATGTGCCAGTGAGCTTGAGT SEQ ID NO: 1258
Probe CCTTGGAGAAACACAAGCACCTGC SEQ ID NO: 1259
RPr TGAGCCCCTGGTTAACAGTA SEQ ID NO: 1260
KRAS2 NM_004985.3 FPr GAGACCAAGGTTGCAAGGC SEQ ID NO: 1261
Probe AAGCTCAAAGGTTCACACAGGGCC SEQ ID NO: 1262
RPr CAGTCCATGCTGTGAAACTCTC SEQ ID NO: 1263
KRT19 NM_002276.1 FPr TGAGCGGCAGAATCAGGAGTA SEQ ID NO: 1264
Probe CTCATGGACATCAAGTCGCGGCTG SEQ ID NO: 1265
RPr TGCGGTAGGTGGCAATCTC SEQ ID NO: 1266
KRT8 NM_002273.1 FPr GGATGAAGCTTACATGAACAAGGTAGA SEQ ID NO: 1267
Probe CGTCGGTCAGCCCTTCCAGGC SEQ ID NO: 1268
RPr CATATAGCTGCCTGAGGAAGTTGAT SEQ ID NO: 1269
LAMA3 NM_000227.2 FPr CAGATGAGGCACATGGAGAC SEQ ID NO: 1270
Probe CTGATTCCTCAGGTCCTTGGCCTG SEQ ID NO: 1271
RPr TTGAAATGGCAGAACGGTAG SEQ ID NO: 1272
LAMB3 NM_000228.1 FPr ACTGACCAAGCCTGAGACCT SEQ ID NO: 1273
Probe CCACTCGCCATACTGGGTGCAGT SEQ ID NO: 1274
RPr GTCACACTTGCAGCATTTCA SEQ ID NO: 1275
LAMC2 NM_005562.1 FPr ACTCAAGCGGAAATTGAAGCA SEQ ID NO: 1276
Probe AGGTCTTATCAGCACAGTCTCCGCCTCC SEQ ID NO: 1277
RPr ACTCCCTGAAGCCGAGACACT SEQ ID NO: 1278
LAT NM_014387.2 FPr GTGAACGTTCCGGAGAGC SEQ ID NO: 1279
Probe ATCCAGAGACGCTTCTGCGCTCTC SEQ ID NO: 1280
RPr ACATTCACATACTCCCGGCT SEQ ID NO: 1281
LCN2 NM_005564.2 FPr CGCTGGGCAACATTAAGAG SEQ ID NO: 1282
Probe TCACCACTCGGACGAGGTAACTCG SEQ ID NO: 1283
RPr AGCATGCTGGTTGTAGTTGGT SEQ ID NO: 1284
LDLRAP1 NM_015627.1 FPr CAGTGCCTCTCGCCTGTC SEQ ID NO: 1285
Probe ACTGGGACAAGCCTGACAGCAGC SEQ ID NO: 1286
RPr TGAAGAGGTCATCCTGCTCTG SEQ ID NO: 1287
LEF NM_016269.2 FPr GATGACGGAAAGCATCCAG SEQ ID NO: 1288
Probe TGGAGGCCTCTACAACAAGGGACC SEQ ID NO: 1289
RPr CCCGGAATAACTCGAGTAGGA SEQ ID NO: 1290
LGALS3 NM_002306.1 FPr AGCGGAAAATGGCAGACAAT SEQ ID NO: 1291
Probe ACCCAGATAACGCATCATGGAGCGA SEQ ID NO: 1292
RPr CTTGAGGGTTTGGGTTTCCA SEQ ID NO: 1293
LGMN NM_001008530.1 FPr TTGGTGCCGTTCCTATAGATG SEQ ID NO: 1294
Probe CAGTGCTTGCCTCCATCTTCAGGA SEQ ID NO: 1295
RPr GAACCTGCCACGATCACC SEQ ID NO: 1296
LILRB3 NM_006864.1 FPr CACCTGGTCTGGGAAGATACC SEQ ID NO: 1297
Probe ACCGAGACCCCAATCAAAACCTCC SEQ ID NO: 1298
RPr AAGAGCAGCAGGACGAAGG SEQ ID NO: 1299
LMNB1 NM_005573.1 FPr TGCAAACGCTGGTGTCACA SEQ ID NO: 1300
Probe CAGCCCCCCAACTGACCTCATC SEQ ID NO: 1301
RPr CCCCACGAGTTCTGGTTCTTC SEQ ID NO: 1302
LMYC NM_012421.1 FPr CCCATCCAGAACACTGATTG SEQ ID NO: 1303
Probe TGACCTCCATCCCTTTCACTTGAATG SEQ ID NO: 1304
RPr CTGCTTTCTATGCACCCTTTC SEQ ID NO: 1305
LOX NM_002317.3 FPr CCAATGGGAGAACAACGG SEQ ID NO: 1306
Probe CAGGCTCAGCAAGCTGAACACCTG SEQ ID NO: 1307
RPr CGCTGAGGCTGGTACTGTG SEQ ID NO: 1308
LOXL2 NM_002318.1 FPr TCAGCGGGCTCTTAAACAA SEQ ID NO: 1309
Probe CAGCTGTCCCCGCAGTAAAGAAGC SEQ ID NO: 1310
RPr AAGACAGGAGTTGACCACGC SEQ ID NO: 1311
LRP5 NM_002335.1 FPr CGACTATGACCCACTGGACA SEQ ID NO: 1312
Probe CGCCCATCCACCCAGTAGATGAAC SEQ ID NO: 1313
RPr CTTGGCTCGCTTGATGTTC SEQ ID NO: 1314
LRP6 NM_002336.1 FPr GGATGTAGCCATCTCTGCCT SEQ ID NO: 1315
Probe ATAGACCTCAGGGCCTTCGCTGTG SEQ ID NO: 1316
RPr AGTTCAAAGCCAATAGGGCA SEQ ID NO: 1317
LY6D NM_003695.2 FPr AATGCTGATGACTTGGAGCAG SEQ ID NO: 1318
Probe CACAGACCCCACAGAGGATGAAGC SEQ ID NO: 1319
RPr CTGCATCCTCTGTGGGGT SEQ ID NO: 1320
MAD NM_002357.1 FPr TGGTTCTGATTAGGTAACGTATTGGA SEQ ID NO: 1321
Probe CTGCCCACAACTCCCTTGCACGTAA SEQ ID NO: 1322
RPr GGTCAAGGTGGGACACTGAAG SEQ ID NO: 1323
MAD1L1 NM_003550.1 FPr AGAAGCTGTCCCTGCAAGAG SEQ ID NO: 1324
Probe CATGTTCTTCACAATCGCTGCATCC SEQ ID NO: 1325
RPr AGCCGTACCAGCTCAGACTT SEQ ID NO: 1326
MAD2L1 NM_002358.2 FPr CCGGGAGCAGGGAATCAC SEQ ID NO: 1327
Probe CGGCCACGATTTCGGCGCT SEQ ID NO: 1328
RPr ATGCTGTTGATGCCGAATGA SEQ ID NO: 1329
MADH2 NM_005901.2 FPr GCTGCCTTTGGTAAGAACATGTC SEQ ID NO: 1330
Probe TCCATCTTGCCATTCACGCCGC SEQ ID NO: 1331
RPr ATCCCAGCAGTCTCTTCACAACT SEQ ID NO: 1332
MADH4 NM_005359.3 FPr GGACATTACTGGCCTGTTCACA SEQ ID NO: 1333
Probe TGCATTCCAGCCTCCCATTTCCA SEQ ID NO: 1334
RPr ACCAATACTCAGGAGCAGGATGA SEQ ID NO: 1335
MADH7 NM_005904.1 FPr TCCATCAAGGCTTTCGACTA SEQ ID NO: 1336
Probe CTGCAGGCTGTACGCCTTCTCG SEQ ID NO: 1337
RPr CTGCTGCATAAACTCGTGGT SEQ ID NO: 1338
MAP2 NM_031846.1 FPr CGGACCACCAGGTCAGAG SEQ ID NO: 1339
Probe CCACTCTTCCCTGCTCTGCGAATT SEQ ID NO: 1340
RPr CAGGGGTAGTGGGTGTTGAG SEQ ID NO: 1341
MAP2K1 NM_002755.2 FPr GCCTTTCTTACCCAGAAGCAGAA SEQ ID NO: 1342
Probe TCTCAAAGTCGTCATCCTTCAGTTCTCCC SEQ ID NO: 1343
A
RPr CAGCCCCCAGCTCACTGAT SEQ ID NO: 1344
MAP3K1 XM_042066.8 FPr GGTTGGCATCAAAAGGAACT SEQ ID NO: 1345
Probe AATTGTCCCTGAAACTCTCCTGCACC SEQ ID NO: 1346
RPr TGCCATAAATGCAATTGTCC SEQ ID NO: 1347
MAPK14 NM_139012.1 FPr TGAGTGGAAAAGCCTGACCTATG SEQ ID NO: 1348
Probe TGAAGTCATCAGCTTTGTGCCACCACC SEQ ID NO: 1349
RPr GGACTCCATCTCTTCTTGGTCAA SEQ ID NO: 1350
Maspin NM_002639.1 FPr CAGATGGCCACTTTGAGAACATT SEQ ID NO: 1351
Probe AGCTGACAACAGTGTGAACGACCAGACC SEQ ID NO: 1352
RPr GGCAGCATTAACCACAAGGATT SEQ ID NO: 1353
MAX NM_002382.3 FPr CAAACGGGCTCATCATAATGC SEQ ID NO: 1354
Probe TGATGTGGTCCCTACGTTTTCGTTCCA SEQ ID NO: 1355
RPr TCCCGCAAACTGTGAAAGCT SEQ ID NO: 1356
MCM2 NM_004526.1 FPr GACTTTTGCCCGCTACCTTTC SEQ ID NO: 1357
Probe ACAGCTCATTGTTGTCACGCCGGA SEQ ID NO: 1358
RPr GCCACTAACTGCTTCAGTATGAAGAG SEQ ID NO: 1359
MCM3 NM_002388.2 FPr GGAGAACAATCCCCTTGAGA SEQ ID NO: 1360
Probe TGGCCTTTCTGTCTACAAGGATCACCA SEQ ID NO: 1361
RPr ATCTCCTGGATGGTGATGGT SEQ ID NO: 1362
MCM6 NM_005915.2 FPr TGATGGTCCTATGTGTCACATTCA SEQ ID NO: 1363
Probe CAGGTTTCATACCAACACAGGCTTCAGC SEQ ID NO: 1364
AC
RPr TGGGACAGGAAACACACCAA SEQ ID NO: 1365
MCP1 NM_002982.1 FPr CGCTCAGCCAGATGCAATC SEQ ID NO: 1366
Probe TGCCCCAGTCACCTGCTGTTA SEQ ID NO: 1367
RPr GCACTGAGATCTTCCTATTGGTGAA SEQ ID NO: 1368
MDK NM_002391.2 FPr GGAGCCGACTGCAAGTACA SEQ ID NO: 1369
Probe ATCACACGCACCCCAGTTCTCAAA SEQ ID NO: 1370
RPr GACTTTGGTGCCTGTGCC SEQ ID NO: 1371
MDM2 NM_002392.1 FPr CTACAGGGACGCCATCGAA SEQ ID NO: 1372
Probe CTTACACCAGCATCAAGATCCGG SEQ ID NO: 1373
RPr ATCCAACCAATCACCTGAATGTT SEQ ID NO: 1374
MGAT5 NM_002410.2 FPr GGAGTCGAAGGTGGACAATC SEQ ID NO: 1375
Probe AATGGCACCGGAACAAACTCAACC SEQ ID NO: 1376
RPr TGGGAACAGCTGTAGTGGAGT SEQ ID NO: 1377
MGMT NM_002412.1 FPr GTGAAATGAAACGCACCACA SEQ ID NO: 1378
Probe CAGCCCTTTGGGGAAGCTGG SEQ ID NO: 1379
RPr GACCCTGCTCACAACCAGAC SEQ ID NO: 1380
mGST1 NM_020300.2 FPr ACGGATCTACCACACCATTGC SEQ ID NO: 1381
Probe TTTGACACCCCTTCCCCAGCCA SEQ ID NO: 1382
RPr TCCATATCCAACAAAAAAACTCAAAG SEQ ID NO: 1383
MMP1 NM_002421.2 FPr GGGAGATCATCGGGACAACTC SEQ ID NO: 1384
Probe AGCAAGATTTCCTCCAGGTCCATCAAAA SEQ ID NO: 1385
GG
RPr GGGCCTGGTTGAAAAGCAT SEQ ID NO: 1386
MMP12 NM_002426.1 FPr CCAACGCTTGCCAAATCCT SEQ ID NO: 1387
Probe AACCAGCTCTCTGTGACCCCAATT SEQ ID NO: 1388
RPr ACGGTAGTGACAGCATCAAAACTC SEQ ID NO: 1389
MMP2 NM_004530.1 FPr CCATGATGGAGAGGCAGACA SEQ ID NO: 1390
Probe CTGGGAGCATGGCGATGGATACCC SEQ ID NO: 1391
RPr GGAGTCCGTCCTTACCGTCAA SEQ ID NO: 1392
MMP7 NM_002423.2 FPr GGATGGTAGCAGTCTAGGGATTAACT SEQ ID NO: 1393
Probe CCTGTATGCTGCAACTCATGAACTTGGC SEQ ID NO: 1394
RPr GGAATGTCCCATACCCAAAGAA SEQ ID NO: 1395
MMP9 NM_004994.1 FPr GAGAACCAATCTCACCGACA SEQ ID NO: 1396
Probe ACAGGTATTCCTCTGCCAGCTGCC SEQ ID NO: 1397
RPr CACCCGAGTGTAACCATAGC SEQ ID NO: 1398
MRP1 NM_004996.2 FPr TCATGGTGCCCGTCAATG SEQ ID NO: 1399
Probe ACCTGATACGTCTTGGTCTTCATCGCCAT SEQ ID NO: 1400
RPr CGATTGTCTTTGCTCTTCATGTG SEQ ID NO: 1401
MRP2 NM_000392.1 FPr AGGGGATGACTTGGACACAT SEQ ID NO: 1402
Probe CTGCCATTCGACATGACTGCAATTT SEQ ID NO: 1403
RPr AAAACTGCATGGCTTTGTCA SEQ ID NO: 1404
MRP3 NM_003786.2 FPr TCATCCTGGCGATCTACTTCCT SEQ ID NO: 1405
Probe TCTGTCCTGGCTGGAGTCGCTTTCAT SEQ ID NO: 1406
RPr CCGTTGAGTGGAATCAGCAA SEQ ID NO: 1407
MRP4 NM_005845.1 FPr AGCGCCTGGAATCTACAACT SEQ ID NO: 1408
Probe CGGAGTCCAGTGTTTTCCCACTTG SEQ ID NO: 1409
RPr AGAGCCCCTGGAGAGAAGAT SEQ ID NO: 1410
MRPL40 NM_003776.2 FPr ACTTGCAGGCTGCTATCCTT SEQ ID NO: 1411
Probe TTCCTACTCTCAGGGGCAGCATGTT SEQ ID NO: 1412
RPr AGCAGACTTGAACCCTGGTC SEQ ID NO: 1413
MSH2 NM_000251.1 FPr GATGCAGAATTGAGGCAGAC SEQ ID NO: 1414
Probe CAAGAAGATTTACTTCGTCGATTCCCAG SEQ ID NO: 1415
A
RPr TCTTGGCAAGTCGGTTAAGA SEQ ID NO: 1416
MSH3 NM_002439.1 FPr TGATTACCATCATGGCTCAGA SEQ ID NO: 1417
Probe TCCCAATTGTCGCTTCTTCTGCAG SEQ ID NO: 1418
RPr CTTGTGAAAATGCCATCCAC SEQ ID NO: 1419
MSH6 NM_000179.1 FPr TCTATTGGGGGATTGGTAGG SEQ ID NO: 1420
Probe CCGTTACCAGCTGGAAATTCCTGAGA SEQ ID NO: 1421
RPr CAAATTGCGAGTGGTGAAAT SEQ ID NO: 1422
MT3 NM_005954.1 FPr GTGTGAGAAGTGTGCCAAGG SEQ ID NO: 1423
Probe CTCTCCGCCTTTGCACACACAGT SEQ ID NO: 1424
RPr CTGCACTTCTCTGCTTCTGC SEQ ID NO: 1425
MTA1 NM_004689.2 FPr CCGCCCTCACCTGAAGAGA SEQ ID NO: 1426
Probe CCCAGTGTCCGCCAAGGAGCG SEQ ID NO: 1427
RPr GGAATAAGTTAGCCGCGCTTCT SEQ ID NO: 1428
MUC1 NM_002456.1 FPr GGCCAGGATCTGTGGTGGTA SEQ ID NO: 1429
Probe CTCTGGCCTTCCGAGAAGGTACC SEQ ID NO: 1430
RPr CTCCACGTCGTGGACATTGA SEQ ID NO: 1431
MUC2 NM_002457.1 FPr CTATGAGCCATGTGGGAACC SEQ ID NO: 1432
Probe AGCTTCGAGACCTGCAGGACCATC SEQ ID NO: 1433
RPr ATGTTGGAGTGGATGCCG SEQ ID NO: 1434
MUC5B XM_039877.11 FPr TGCCCTTGCACTGTCCTAA SEQ ID NO: 1435
Probe TCAGCCATCCTGCACACCTACACC SEQ ID NO: 1436
RPr CAGCCACACTCATCCACG SEQ ID NO: 1437
MUTYH NM_012222.1 FPr GTACGACCAAGAGAAACGGG SEQ ID NO: 1438
Probe TCTGCCCGTCTTCTCCATGGTAGG SEQ ID NO: 1439
RPr CCTGTCCAGGTCCATCTCA SEQ ID NO: 1440
MVP NM_017458.1 FPr ACGAGAACGAGGGCATCTATGT SEQ ID NO: 1441
Probe CGCACCTTTCCGGTCTTGACATCCT SEQ ID NO: 1442
RPr GCATGTAGGTGCTTCCAATCAC SEQ ID NO: 1443
MX1 NM_002462.2 FPr GAAGGAATGGGAATCAGTCATGA SEQ ID NO: 1444
Probe TCACCCTGGAGATCAGCTCCCGA SEQ ID NO: 1445
RPr GTCTATTAGAGTCAGATCCGGGACAT SEQ ID NO: 1446
MXD4 NM_006454.2 FPr AGAAACTGGAGGAGCAGGAC SEQ ID NO: 1447
Probe TGCAGCTGCTCCTTGATGCTCAGT SEQ ID NO: 1448
RPr CTTCAGGAAACGATGCTCCT SEQ ID NO: 1449
MYBL2 NM_002466.1 FPr GCCGAGATCGCCAAGATG SEQ ID NO: 1450
Probe CAGCATTGTCTGTCCTCCCTGGCA SEQ ID NO: 1451
RPr CTTTTGATGGTAGAGTTCCAGTGATTC SEQ ID NO: 1452
MYH11 NM_002474.1 FPr CGGTACTTCTCAGGGCTAATATATACG SEQ ID NO: 1453
Probe CTCTTCTGCGTGGTGGTCAACCCCTA SEQ ID NO: 1454
RPr CCGAGTAGATGGGCAGGTGTT SEQ ID NO: 1455
MYLK NM_053025.1 FPr TGACGGAGCGTGAGTGCAT SEQ ID NO: 1456
Probe CCCTCCGAGATCTGCCGCATGTACT SEQ ID NO: 1457
RPr ATGCCCTGCTTGTGGATGTAC SEQ ID NO: 1458
NAT2 NM_000015.1 FPr TAACTGACATTCTTGAGCACCAGAT SEQ ID NO: 1459
Probe CGGGCTGTTCCCTTTGAGAACCTTAACA SEQ ID NO: 1460
RPr ATGGCTTGCCCACAATGC SEQ ID NO: 1461
NAV2 NM_182964.3 FPr CTCTCCCAGCACAGCTTGA SEQ ID NO: 1462
Probe CCTCACTGAGTCAACCAGCCTGGA SEQ ID NO: 1463
RPr CACCAGTGTCATCCAGCAAC SEQ ID NO: 1464
NCAM1 NM_000615.1 FPr TAGTTCCCAGCTGACCATCA SEQ ID NO: 1465
Probe CTCAGCCTCGTCGTTCTTATCCACC SEQ ID NO: 1466
RPr CAGCCTTGTTCTCAGCAATG SEQ ID NO: 1467
NDE1 NM_017668.1 FPr CTACTGCGGAAAGTCGGG SEQ ID NO: 1468
Probe CTGGAGTCCAAACTCGCTTCCTGC SEQ ID NO: 1469
RPr GGACTGATCGTACACGAGGTT SEQ ID NO: 1470
NDRG1 NM_006096.2 FPr AGGGCAACATTCCACAGC SEQ ID NO: 1471
Probe CTGCAAGGACACTCATCACAGCCA SEQ ID NO: 1472
RPr CAGTGCTCCTACTCCGGC SEQ ID NO: 1473
NDUFS3 NM_004551.1 FPr TATCCATCCTGATGGCGTC SEQ ID NO: 1474
Probe CCCAGTGCTGACTTTCCTCAGGGA SEQ ID NO: 1475
RPr TTGAACTGTGCATTGGTGTG SEQ ID NO: 1476
NEDD8 NM_006156.1 FPr TGCTGGCTACTGGGTGTTAGT SEQ ID NO: 1477
Probe TGCAGTCCTGTGTGCTTCCCTCTC SEQ ID NO: 1478
RPr GACAACCAGGGACACAGTCA SEQ ID NO: 1479
NEK2 NM_002497.1 FPr GTGAGGCAGCGCGACTCT SEQ ID NO: 1480
Probe TGCCTTCCCGGGCTGAGGACT SEQ ID NO: 1481
RPr TGCCAATGGTGTACAACACTTCA SEQ ID NO: 1482
NF2 NM_000268.2 FPr ACTCCAGAGCTGACCTCCAC SEQ ID NO: 1483
Probe CTACAATGACTTCCCAGGCTGGGC SEQ ID NO: 1484
RPr TCAGGGCTTCAGTGTCTCAC SEQ ID NO: 1485
NFKBp50 NM_003998.1 FPr CAGACCAAGGAGATGGACCT SEQ ID NO: 1486
Probe AAGCTGTAAACATGAGCCGCACCA SEQ ID NO: 1487
RPr AGCTGCCAGTGCTATCCG SEQ ID NO: 1488
NFKBp65 NM_021975.1 FPr CTGCCGGGATGGCTTCTAT SEQ ID NO: 1489
Probe CTGAGCTCTGCCCGGACCGCT SEQ ID NO: 1490
RPr CCAGGTTCTGGAAACTGTGGAT SEQ ID NO: 1491
NISCH NM_007184.1 FPr CCAAGGAATCATGTTCGTTCAG SEQ ID NO: 1492
Probe TGGCCAGCAGCCTCTCGTCCAC SEQ ID NO: 1493
RPr TGGTGCTCGGGAGTCAGACT SEQ ID NO: 1494
Nkd-1 NM_033119.3 FPr GAGAGAGTGAGCGAACCCTG SEQ ID NO: 1495
Probe CCAGGCTCCAAGAAGCAGCTGAAG SEQ ID NO: 1496
RPr CGTCGCACTGGAGCTCTT SEQ ID NO: 1497
NMB NM_021077.1 FPr GGCTGCTGGTACAAATACTGC SEQ ID NO: 1498
Probe TGTCTGCCCCTATTATTGGTGTCATTTCT SEQ ID NO: 1499
RPr CAATCTAAGCCACGCTGTTG SEQ ID NO: 1500
NMBR NM_002511.1 FPr TGATCCATCTCTAGGCCACA SEQ ID NO: 1501
Probe TTGTCACCTTAGTTGCCCGGGTTC SEQ ID NO: 1502
RPr GAGCAAATGGGTTGACACAA SEQ ID NO: 1503
NME1 NM_000269.1 FPr CCAACCCTGCAGACTCCAA SEQ ID NO: 1504
Probe CCTGGGACCATCCGTGGAGACTTCT SEQ ID NO: 1505
RPr ATGTATAATGTTCCTGCCAACTTGTATG SEQ ID NO: 1506
NOS3 NM_000603.2 FPr ATCTCCGCCTCGCTCATG SEQ ID NO: 1507
Probe TTCACTCGCTTCGCCATCACCG SEQ ID NO: 1508
RPr TCGGAGCCATACAGGATTGTC SEQ ID NO: 1509
NOTCH1 NM_017617.2 FPr CGGGTCCACCAGTTTGAATG SEQ ID NO: 1510
Probe CCGCTCTGCAGCCGGGACA SEQ ID NO: 1511
RPr GTTGTATTGGTTCGGCACCAT SEQ ID NO: 1512
NOTCH2 NM_024408.2 FPr CACTTCCCTGCTGGGATTAT SEQ ID NO: 1513
Probe CCGTGTTGCACAGCTCATCACACT SEQ ID NO: 1514
RPr AGTTGTCAAACAGGCACTCG SEQ ID NO: 1515
NPM1 NM_002520.2 FPr AATGTTGTCCAGGTTCTATTGC SEQ ID NO: 1516
Probe AACAGGCATTTTGGACAACACATTCTTG SEQ ID NO: 1517
RPr CAAGCAAAGGGTGGAGTTC SEQ ID NO: 1518
NR4A1 NM_002135.2 FPr CACAGCTTGCTTGTCGATGTC SEQ ID NO: 1519
Probe CCTTCGCCTGCCTCTCTGCCC SEQ ID NO: 1520
RPr ATGCCGGTCGGTGATGAG SEQ ID NO: 1521
NRG1 NM_013957.1 FPr CGAGACTCTCCTCATAGTGAAAGGTAT SEQ ID NO: 1522
Probe ATGACCACCCCGGCTCGTATGTCA SEQ ID NO: 1523
RPr CTTGGCGTGTGGAAATCTACAG SEQ ID NO: 1524
NRP1 NM_003873.1 FPr CAGCTCTCTCCACGCGATTC SEQ ID NO: 1525
Probe CAGGATCTACCCCGAGAGAGCCACTCAT SEQ ID NO: 1526
RPr CCCAGCAGCTCCATTCTGA SEQ ID NO: 1527
NRP2 NM_003872.1 FPr CTACAGCCTAAACGGCAAGG SEQ ID NO: 1528
Probe AGGACCCCAGGACCCAGCAG SEQ ID NO: 1529
RPr GTTCCCTTCGAACAGCTTTG SEQ ID NO: 1530
NTN1 NM_004822.1 FPr AGAAGGACTATGCCGTCCAG SEQ ID NO: 1531
Probe ATCCACATCCTGAAGGCGGACAAG SEQ ID NO: 1532
RPr CCGTGAACTTCCACCAGTC SEQ ID NO: 1533
NUFIP1 NM_012345.1 FPr GCTTCCACATCGTGGTATTG SEQ ID NO: 1534
Probe CTTCTGATAGGTTTCCTCGGCATCAGA SEQ ID NO: 1535
RPr AACTGCAGGGTTGAAGGACT SEQ ID NO: 1536
ODC1 NM_002539.1 FPr AGAGATCACCGGCGTAATCAA SEQ ID NO: 1537
Probe CCAGCGTTGGACAAATACTTTCCGTCA SEQ ID NO: 1538
RPr CGGGCTCAGCTATGATTCTCA SEQ ID NO: 1539
OPN, NM_000582.1 FPr CAACCGAAGTTTTCACTCCAGTT SEQ ID NO: 1540
osteopontin Probe TCCCCACAGTAGACACATATGATGGCCG SEQ ID NO: 1541
RPr CCTCAGTCCATAAACCACACTATCA SEQ ID NO: 1542
ORC1L NM_004153.2 FPr TCCTTGACCATACCGGAGG SEQ ID NO: 1543
Probe TGCATGTACATCTCCGGTGTCCCT SEQ ID NO: 1544
RPr CAGTGGCAGTCTTCCCTGTC SEQ ID NO: 1545
OSM NM_020530.3 FPr GTTTCTGAAGGGGAGGTCAC SEQ ID NO: 1546
Probe CTGAGCTGGCCTCCTATGCCTCAT SEQ ID NO: 1547
RPr AGGTGTCTGGTTTGGGACA SEQ ID NO: 1548
OSMR NM_003999.1 FPr GCTCATCATGGTCATGTGCT SEQ ID NO: 1549
Probe CAGGTCTCCTTGATCCACTGACTTTTCA SEQ ID NO: 1550
RPr TGTAAGGGTCAGGGATGTCA SEQ ID NO: 1551
P14ARF S78535.1 FPr CCCTCGTGCTGATGCTACT SEQ ID NO: 1552
Probe CTGCCCTAGACGCTGGCTCCTC SEQ ID NO: 1553
RPr CATCATGACCTGGTCTTCTAGG SEQ ID NO: 1554
p16-INK4 L27211.1 FPr GCGGAAGGTCCCTCAGACA SEQ ID NO: 1555
Probe CTCAGAGCCTCTCTGGTTCTTTCAATCGG SEQ ID NO: 1556
RPr TGATGATCTAAGTTTCCCGAGGTT SEQ ID NO: 1557
p21 NM_000389.1 FPr TGGAGACTCTCAGGGTCGAAA SEQ ID NO: 1558
Probe CGGCGGCAGACCAGCATGAC SEQ ID NO: 1559
RPr GGCGTTTGGAGTGGTAGAAATC SEQ ID NO: 1560
p27 NM_004064.1 FPr CGGTGGACCACGAAGAGTTAA SEQ ID NO: 1561
Probe CCGGGACTTGGAGAAGCACTGCA SEQ ID NO: 1562
RPr GGCTCGCCTCTTCCATGTC SEQ ID NO: 1563
P53 NM_000546.2 FPr CTTTGAACCCTTGCTTGCAA SEQ ID NO: 1564
Probe AAGTCCTGGGTGCTTCTGACGCACA SEQ ID NO: 1565
RPr CCCGGGACAAAGCAAATG SEQ ID NO: 1566
p53R2 AB036063.1 FPr CCCAGCTAGTGTTCCTCAGA SEQ ID NO: 1567
Probe TCGGCCAGCTTTTTCCAATCTTTG SEQ ID NO: 1568
RPr CCGTAAGCCCTTCCTCTATG SEQ ID NO: 1569
PADI4 NM_012387.1 FPr AGCAGTGGCTTGCTTTCTTC SEQ ID NO: 1570
Probe CCTGTGATGTCCCAGTTTCCCACTC SEQ ID NO: 1571
RPr TGCTAGGACCATGTTGGGAT SEQ ID NO: 1572
PAI1 NM_000602.1 FPr CCGCAACGTGGTTTTCTCA SEQ ID NO: 1573
Probe CTCGGTGTTGGCCATGCTCCAG SEQ ID NO: 1574
RPr TGCTGGGTTTCTCCTCCTGTT SEQ ID NO: 1575
Pak1 NM_002576.3 FPr GAGCTGTGGGTTGTTATGGA SEQ ID NO: 1576
Probe ACATCTGTCAAGGAGCCTCCAGCC SEQ ID NO: 1577
RPr CCATGCAAGTTTCTGTCACC SEQ ID NO: 1578
PARC NM_015089.1 FPr GGAGCTGACCTGCTTCCTAC SEQ ID NO: 1579
Probe TCCTTATGCATCGAGGCCAGGC SEQ ID NO: 1580
RPr AGCAGAGCACCACAGCATAG SEQ ID NO: 1581
PCAF NM_003884.3 FPr AGGTGGCTGTGTTACTGCAA SEQ ID NO: 1582
Probe TGCCACAGTTCTGCGACAGTCTACC SEQ ID NO: 1583
RPr CACCTGTGTGGTTTCGTACC SEQ ID NO: 1584
PCNA NM_002592.1 FPr GAAGGTGTTGGAGGCACTCAAG SEQ ID NO: 1585
Probe ATCCCAGCAGGCCTCGTTGATGAG SEQ ID NO: 1586
RPr GGTTTACACCGCTGGAGCTAA SEQ ID NO: 1587
PDGFA NM_002607.2 FPr TTGTTGGTGTGCCCTGGTG SEQ ID NO: 1588
Probe TGGTGGCGGTCACTCCCTCTGC SEQ ID NO: 1589
RPr TGGGTTCTGTCCAAACACTGG SEQ ID NO: 1590
PDGFB NM_002608.1 FPr ACTGAAGGAGACCCTTGGAG SEQ ID NO: 1591
Probe TCTCCTGCCGATGCCCCTAGG SEQ ID NO: 1592
RPr TAAATAACCCTGCCCACACA SEQ ID NO: 1593
PDGFC NM_016205.1 FPr AGTTACTAAAAAATACCACGAGGTCCTT SEQ ID NO: 1594
Probe CCCTGACACCGGTCTTTGGTCTCAACT SEQ ID NO: 1595
RPr GTCGGTGAGTGATTTGTGCAA SEQ ID NO: 1596
PDGFD NM_025208.2 FPr TATCGAGGCAGGTCATACCA SEQ ID NO: 1597
Probe TCCAGGTCAACTTTTGACTTCCGGT SEQ ID NO: 1598
RPr TAACGCTTGGCATCATCATT SEQ ID NO: 1599
PDGFRa NM_006206.2 FPr GGGAGTTTCCAAGAGATGGA SEQ ID NO: 1600
Probe CCCAAGACCCGACCAAGCACTAG SEQ ID NO: 1601
RPr CTTCAACCACCTTCCCAAAC SEQ ID NO: 1602
PDGFRb NM_002609.2 FPr CCAGCTCTCCTTCCAGCTAC SEQ ID NO: 1603
Probe ATCAATGTCCCTGTCCGAGTGCTG SEQ ID NO: 1604
RPr GGGTGGCTCTCACTTAGCTC SEQ ID NO: 1605
PFN1 NM_005022.2 FPr GGAAAACGTTCGTCAACATC SEQ ID NO: 1606
Probe CAACCAGGACACCCACCTCAGCT SEQ ID NO: 1607
RPr AAAACTTGACCGGTCTTTGC SEQ ID NO: 1608
PFN2 NM_053024.1 FPr TCTATACGTCGATGGTGACTGC SEQ ID NO: 1609
Probe CTCCCCACCTTGACTCTTTGTCCG SEQ ID NO: 1610
RPr GCCGACAGCCACATTGTAT SEQ ID NO: 1611
PGK1 NM_000291.1 FPr AGAGCCAGTTGCTGTAGAACTCAA SEQ ID NO: 1612
Probe TCTCTGCTGGGCAAGGATGTTCTGTTC SEQ ID NO: 1613
RPr CTGGGCCTACACAGTCCTTCA SEQ ID NO: 1614
PI3K NM_002646.2 FPr TGCTACCTGGACAGCCCG SEQ ID NO: 1615
Probe TCCTCCTGAAACGAGCTGTGTCTGACTT SEQ ID NO: 1616
RPr AGGCCGTCCTTCAGTAACCA SEQ ID NO: 1617
PI3KC2A NM_002645.1 FPr ATACCAATCACCGCACAAACC SEQ ID NO: 1618
Probe TGCGCTGTGACTGGACTTAACAAATAGC SEQ ID NO: 1619
CT
RPr CACACTAGCATTTTCTCCGCATA SEQ ID NO: 1620
PIK3CA NM_006218.1 FPr GTGATTGAAGAGCATGCCAA SEQ ID NO: 1621
Probe TCCTGCTTCTCGGGATACAGACCA SEQ ID NO: 1622
RPr GTCCTGCGTGGGAATAGC SEQ ID NO: 1623
PIM1 NM_002648.2 FPr CTGCTCAAGGACACCGTCTA SEQ ID NO: 1624
Probe TACACTCGGGTCCCATCGAAGTCC SEQ ID NO: 1625
RPr GGATCCACTCTGGAGGGC SEQ ID NO: 1626
Pin1 NM_006221.1 FPr GATCAACGGCTACATCCAGA SEQ ID NO: 1627
Probe TCAAAGTCCTCCTCTCCCGACTTGA SEQ ID NO: 1628
RPr TGAACTGTGAGGCCAGAGAC SEQ ID NO: 1629
PKD1 NM_000296.2 FPr CAGCACCAGCGATTACGAC SEQ ID NO: 1630
Probe AGCCATTGTGAGGACTCTCCCAGC SEQ ID NO: 1631
RPr CTGAATAGGCCCACGTCC SEQ ID NO: 1632
PKR2 NM_002654.3 FPr CCGCCTGGACATTGATTCAC SEQ ID NO: 1633
Probe ACCCATCACAGCCCGGAACACTG SEQ ID NO: 1634
RPr CTGGGCCAATGGTACAGATGA SEQ ID NO: 1635
PLA2G2A NM_000300.2 FPr GCATCCCTCACCCATCCTA SEQ ID NO: 1636
Probe AGGCCAGGCAGGAGCCCTTCTATA SEQ ID NO: 1637
RPr GCTGGAAATCTGCTGGATGT SEQ ID NO: 1638
PLAUR NM_002659.1 FPr CCCATGGATGCTCCTCTGAA SEQ ID NO: 1639
Probe CATTGACTGCCGAGGCCCCATG SEQ ID NO: 1640
RPr CCGGTGGCTACCAGACATTG SEQ ID NO: 1641
PLK NM_005030.2 FPr AATGAATACAGTATTCCCAAGCACAT SEQ ID NO: 1642
Probe AACCCCGTGGCCGCCTCC SEQ ID NO: 1643
RPr TGTCTGAAGCATCTTCTGGATGA SEQ ID NO: 1644
PLK3 NM_004073.2 FPr TGAAGGAGACGTACCGCTG SEQ ID NO: 1645
Probe CAAGCAGGTTCACTACACGCTGCC SEQ ID NO: 1646
RPr CAGGCAGTGAGAGGCTGG SEQ ID NO: 1647
PLOD2 NM_000935.2 FPr CAGGGAGGTGGTTGCAAAT SEQ ID NO: 1648
Probe TCCAGCCTTTTCGTGGTGACTCAA SEQ ID NO: 1649
RPr TCTCCCAGGATGCATGAAG SEQ ID NO: 1650
PMS1 NM_000534.2 FPr CTTACGGTTTTCGTGGAGAAG SEQ ID NO: 1651
Probe CCTCAGCTATACAACAAATTGACCCCAA SEQ ID NO: 1652
G
RPr AGCAGCCGTTCTTGTTGTAA SEQ ID NO: 1653
PMS2 NM_000535.2 FPr GATGTGGACTGCCATTCAAA SEQ ID NO: 1654
Probe TCGAAATTTACATCCGGTATCTTCCTGG SEQ ID NO: 1655
RPr TGCGAGATTAGTTGGCTGAG SEQ ID NO: 1656
PPARG NM_005037.3 FPr TGACTTTATGGAGCCCAAGTT SEQ ID NO: 1657
Probe TTCCAGTGCATTGAACTTCACAGCA SEQ ID NO: 1658
RPr GCCAAGTCGCTGTCATCTAA SEQ ID NO: 1659
PPID NM_005038.1 FPr TCCTCATTTGGATGGGAAAC SEQ ID NO: 1660
Probe TTCCTTTAATTACTTGGCCAAACACCACA SEQ ID NO: 1661
RPr CCAATATCCTTGCCACTCCTA SEQ ID NO: 1662
PPM1D NM_003620.1 FPr GCCATCCGCAAAGGCTTT SEQ ID NO: 1663
Probe TCGCTTGTCACCTTGCCATGTGG SEQ ID NO: 1664
RPr GGCCATTCCGCCAGTTTC SEQ ID NO: 1665
PPP2R4 NM_178001.1 FPr GGCTCAGAGCATAAGGCTTC SEQ ID NO: 1666
Probe TTGGTCACTTCTCCCAACTTGGGC SEQ ID NO: 1667
RPr ACGGGAACTCAGAAAACTGG SEQ ID NO: 1668
PR NM_000926.2 FPr GCATCAGGCTGTCATTATGG SEQ ID NO: 1669
Probe TGTCCTTACCTGTGGGAGCTGTAAGGTC SEQ ID NO: 1670
RPr AGTAGTTGTGCTGCCCTTCC SEQ ID NO: 1671
PRDX2 NM_005809.4 FPr GGTGTCCTTCGCCAGATCAC SEQ ID NO: 1672
Probe TTAATGATTTGCCTGTGGGACGCTCC SEQ ID NO: 1673
RPr CAGCCGCAGAGCCTCATC SEQ ID NO: 1674
PRDX3 NM_006793.2 FPr TGACCCCAATGGAGTCATCA SEQ ID NO: 1675
Probe CATTTGAGCGTCAACGATCTCCCAGTG SEQ ID NO: 1676
RPr CCAAGCGGAGGGTTTCTTC SEQ ID NO: 1677
PRDX4 NM_006406.1 FPr TTACCCATTTGGCCTGGATTAA SEQ ID NO: 1678
Probe CCAAGTCCTCCTTGTCTTCGAGGGGT SEQ ID NO: 1679
RPr CTGAAAGAAGTGGAATCCTTATTGG SEQ ID NO: 1680
PRDX6 NM_004905.2 FPr CTGTGAGCCAGAGGATGTCA SEQ ID NO: 1681
Probe CTGCCAATTGTGTTTTCCTGCAGC SEQ ID NO: 1682
RPr TGTGATGACACCAGGATGTG SEQ ID NO: 1683
PRKCA NM_002737.1 FPr CAAGCAATGCGTCATCAATGT SEQ ID NO: 1684
Probe CAGCCTCTGCGGAATGGATCACACT SEQ ID NO: 1685
RPr GTAAATCCGCCCCCTCTTCT SEQ ID NO: 1686
PRKCB1 NM_002738.5 FPr GACCCAGCTCCACTCCTG SEQ ID NO: 1687
Probe CCAGACCATGGACCGCCTGTACTT SEQ ID NO: 1688
RPr CCCATTCACGTACTCCATCA SEQ ID NO: 1689
PRKCD NM_006254.1 FPr CTGACACTTGCCGCAGAGAA SEQ ID NO: 1690
Probe CCCTTTCTCACCCACCTCATCTGCAC SEQ ID NO: 1691
RPr AGGTGGTCCTTGGTCTGGAA SEQ ID NO: 1692
PRKR NM_002759.1 FPr GCGATACATGAGCCCAGAACA SEQ ID NO: 1693
Probe AGGTCCACTTCCTTTCCATAGTCTTGCGA SEQ ID NO: 1694
RPr TCAGCAAGAATTAGCCCCAAAG SEQ ID NO: 1695
pS2 NM_003225.1 FPr GCCCTCCCAGTGTGCAAAT SEQ ID NO: 1696
Probe TGCTGTTTCGACGACACCGTTCG SEQ ID NO: 1697
RPr CGTCGATGGTATTAGGATAGAAGCA SEQ ID NO: 1698
PTCH NM_000264.2 FPr CCACGACAAAGCCGACTAC SEQ ID NO: 1699
Probe CCTGAAACAAGGCTGAGAATCCCG SEQ ID NO: 1700
RPr TACTCGATGGGCTCTGCTG SEQ ID NO: 1701
PTEN NM_000314.1 FPr TGGCTAAGTGAAGATGACAATCATG SEQ ID NO: 1702
Probe CCTTTCCAGCTTTACAGTGAATTGCTGCA SEQ ID NO: 1703
RPr TGCACATATCATTACACCAGTTCGT SEQ ID NO: 1704
PTGER3 NM_000957.2 FPr TAACTGGGGCAACCTTTTCT SEQ ID NO: 1705
Probe CCTTTGCCTTCCTGGGGCTCTT SEQ ID NO: 1706
RPr TTGCAGGAAAAGGTGACTGT SEQ ID NO: 1707
PTHLH NM_002820.1 FPr AGTGACTGGGAGTGGGCTAGAA SEQ ID NO: 1708
Probe TGACACCTCCACAACGTCGCTGGA SEQ ID NO: 1709
RPr AAGCCTGTTACCGTGAATCGA SEQ ID NO: 1710
PTHR1 NM_000316.1 FPr CGAGGTACAAGCTGAGATCAAGAA SEQ ID NO: 1711
Probe CCAGTGCCAGTGTCCAGCGGCT SEQ ID NO: 1712
RPr GCGTGCCTTTCGCTTGAA SEQ ID NO: 1713
PTK2 NM_005607.3 FPr GACCGGTCGAATGATAAGGT SEQ ID NO: 1714
Probe ACCAGGCCCGTCACATTCTCGTAC SEQ ID NO: 1715
RPr CTGGACATCTCGATGACAGC SEQ ID NO: 1716
PTK2B NM_004103.3 FPr CAAGCCCAGCCGACCTAAG SEQ ID NO: 1717
Probe CTCCGCAAACCAACCTCCTGGCT SEQ ID NO: 1718
RPr GAACCTGGAACTGCAGCTTTG SEQ ID NO: 1719
PTP4A3 NM_007079.2 FPr CCTGTTCTCGGCACCTTAAA SEQ ID NO: 1720
Probe ACCTGACTGCCCCGGGGTCTAATA SEQ ID NO: 1721
RPr TATTGCCTTCGGGTGTCC SEQ ID NO: 1722
PTP4A3 v2 NM_032611.1 FPr AATATTTGTGCGGGGTATGG SEQ ID NO: 1723
Probe CCAAGAGAAACGAGATTTAAAAACCCA SEQ ID NO: 1724
CC
RPr AACGAGATCCCTGTGCTTGT SEQ ID NO: 1725
PTPD1 NM_007039.2 FPr CGCTTGCCTAACTCATACTTTCC SEQ ID NO: 1726
Probe TCCACGCAGCGTGGCACTG SEQ ID NO: 1727
RPr CCATTCAGACTGCGCCACTT SEQ ID NO: 1728
PTPN1 NM_002827.2 FPr AATGAGGAAGTTTCGGATGG SEQ ID NO: 1729
Probe CTGATCCAGACAGCCGACCAGCT SEQ ID NO: 1730
RPr CTTCGATCACAGCCAGGTAG SEQ ID NO: 1731
PTPRF NM_002840.2 FPr TGTTTTAGCTGAGGGACGTG SEQ ID NO: 1732
Probe CCGACGTCCCCAAACCTAGCTAGG SEQ ID NO: 1733
RPr TACCAACCCTGGAATGTTGA SEQ ID NO: 1734
PTPRJ NM_002843.2 FPr AACTTCCGGTACCTCGTTCGT SEQ ID NO: 1735
Probe ACTACATGAAGCAGAGTCCTCCCGAATC SEQ ID NO: 1736
G
RPr AGCACTGCAATGCACCAGAA SEQ ID NO: 1737
PTPRO NM_030667.1 FPr CATGGCCTGATCATGGTGT SEQ ID NO: 1738
Probe CCCACAGCAAATGCTGCAGAAAGT SEQ ID NO: 1739
RPr CCATGTGTACAAACTGCAGGA SEQ ID NO: 1740
PTTG1 NM_004219.2 FPr GGCTACTCTGATCTATGTTGATAAGGAA SEQ ID NO: 1741
Probe CACACGGGTGCCTGGTTCTCCA SEQ ID NO: 1742
RPr GCTTCAGCCCATCCTTAGCA SEQ ID NO: 1743
RAB32 NM_006834.2 FPr CCTGCAGCTGTGGGACAT SEQ ID NO: 1744
Probe CGATTTGGCAACATGACCCGAGTA SEQ ID NO: 1745
RPr AGCACCAACAGCTTCCTTG SEQ ID NO: 1746
RAB6C NM_032144.1 FPr GCGACAGCTCCTCTAGTTCCA SEQ ID NO: 1747
Probe TTCCCGAAGTCTCCGCCCG SEQ ID NO: 1748
RPr GGAACACCAGCTTGAATTTCCT SEQ ID NO: 1749
RAC1 NM_006908.3 FPr TGTTGTAAATGTCTCAGCCCC SEQ ID NO: 1750
Probe CGTTCTTGGTCCTGTCCCTTGGA SEQ ID NO: 1751
RPr TTGAGCAAAGCGTACAAAGG SEQ ID NO: 1752
RAD51C NM_058216.1 FPr GAACTTCTTGAGCAGGAGCATACC SEQ ID NO: 1753
Probe AGGGCTTCATAATCACCTTCTGTTC SEQ ID NO: 1754
RPr TCCACCCCCAAGAATATCATCTAGT SEQ ID NO: 1755
RAD54L NM_003579.2 FPr AGCTAGCCTCAGTGACACACATG SEQ ID NO: 1756
Probe ACACAACGTCGGCAGTGCAACCTG SEQ ID NO: 1757
RPr CCGGATCTGACGGCTGTT SEQ ID NO: 1758
RAF1 NM_002880.1 FPr CGTCGTATGCGAGAGTCTGT SEQ ID NO: 1759
Probe TCCAGGATGCCTGTTAGTTCTCAGCA SEQ ID NO: 1760
RPr TGAAGGCGTGAGGTGTAGAA SEQ ID NO: 1761
RALBP1 NM_006788.2 FPr GGTGTCAGATATAAATGTGCAAATGC SEQ ID NO: 1762
Probe TGCTGTCCTGTCGGTCTCAGTACGTTCA SEQ ID NO: 1763
RPr TTCGATATTGCCAGCAGCTATAAA SEQ ID NO: 1764
RANBP2 NM_006267.3 FPr TCCTTCAGCTTTCACACTGG SEQ ID NO: 1765
Probe TCCAGAAGAGTCATGCAACTTCATTTCT SEQ ID NO: 1766
G
RPr AAATCCTGTTCCCACCTGAC SEQ ID NO: 1767
ranBP7 NM_006391.1 FPr AACATGATTATCCAAGCCGC SEQ ID NO: 1768
Probe AAGCCAATTTTGTCCACAATGGCA SEQ ID NO: 1769
RPr GCCAACAAGCACTGTTATCG SEQ ID NO: 1770
RANBP9 NM_005493.2 FPr CAAGTCAGTTGAGACGCCAGTT SEQ ID NO: 1771
Probe TTCTATGGCGGCCTGACTTCCTCCA SEQ ID NO: 1772
RPr TGCAGCTCTCGTCCAAAGTG SEQ ID NO: 1773
RAP1GDS1 NM_021159.3 FPr TGTGGATGCTGGATTGATTT SEQ ID NO: 1774
Probe CCACTGGTGCAGCTGCTAAATAGCA SEQ ID NO: 1775
RPr AAGCAGCACTTCCTGGTCTT SEQ ID NO: 1776
RARA NM_000964.1 FPr AGTCTGTGAGAAACGACCGAAAC SEQ ID NO: 1777
Probe TCGGGCTTGGGCACCTCCTTCTT SEQ ID NO: 1778
RPr CGGCGTCAGCGTGTAGCT SEQ ID NO: 1779
RARB NM_016152.2 FPr TGCCTGGACATCCTGATTCT SEQ ID NO: 1780
Probe TGCACCAGGTATACCCCAGAACAAGA SEQ ID NO: 1781
RPr AAGGCCGTCTGAGAAAGTCA SEQ ID NO: 1782
RASSF1 NM_007182.3 FPr AGTGGGAGACACCTGACCTT SEQ ID NO: 1783
Probe TTGATCTTCTGCTCAATCTCAGCTTGAGA SEQ ID NO: 1784
RPr TGATCTGGGCATTGTACTCC SEQ ID NO: 1785
RBM5 NM_005778.1 FPr CGAGAGGGAGAGCAAGACCAT SEQ ID NO: 1786
Probe CTGCGCGGCCTTCCCATCA SEQ ID NO: 1787
RPr TCTCGAATATCGCTCTCTGTGATG SEQ ID NO: 1788
RBX1 NM_014248.2 FPr GGAACCACATTATGGATCTTTGC SEQ ID NO: 1789
Probe TAGAATGTCAAGCTAACCAGGCGTCCGC SEQ ID NO: 1790
RPr CATGCGACAGTACACTCTTCTGAA SEQ ID NO: 1791
RCC1 NM_001269.2 FPr GGGCTGGGTGAGAATGTG SEQ ID NO: 1792
Probe ATACCAGGGCCGGCTTCTTCCTCT SEQ ID NO: 1793
RPr CACAACATCCTCCGGAATG SEQ ID NO: 1794
REG4 NM_032044.2 FPr TGCTAACTCCTGCACAGCC SEQ ID NO: 1795
Probe TCCTCTTCCTTTCTGCTAGCCTGGC SEQ ID NO: 1796
RPr TGCTAGGTTTCCCCTCTGAA SEQ ID NO: 1797
RFC NM_003056.1 FPr TCAAGACCATCATCACTTTCATTGT SEQ ID NO: 1798
Probe CCTCCCGGTCCGCAAGCAGTT SEQ ID NO: 1799
RPr GGATCAGGAAGTACACGGAGTATAACT SEQ ID NO: 1800
RhoB NM_004040.2 FPr AAGCATGAACAGGACTTGACC SEQ ID NO: 1801
Probe CTTTCCAACCCCTGGGGAAGACAT SEQ ID NO: 1802
RPr CCTCCCCAAGTCAGTTGC SEQ ID NO: 1803
rhoC NM_175744.1 FPr CCCGTTCGGTCTGAGGAA SEQ ID NO: 1804
Probe TCCGGTTCGCCATGTCCCG SEQ ID NO: 1805
RPr GAGCACTCAAGGTAGCCAAAGG SEQ ID NO: 1806
RIZ1 NM_012231.1 FPr CCAGACGAGCGATTAGAAGC SEQ ID NO: 1807
Probe TGTGAGGTGAATGATTTGGGGGA SEQ ID NO: 1808
RPr TCCTCCTCTTCCTCCTCCTC SEQ ID NO: 1809
RNF11 NM_014372.3 FPr ACCCTGGAAGAGATGGATCA SEQ ID NO: 1810
Probe CCATCATACAGATCACACACTCCCGG SEQ ID NO: 1811
RPr ATTGGGTCCCCATAAACAAA SEQ ID NO: 1812
ROCK1 NM_005406.1 FPr TGTGCACATAGGAATGAGCTTC SEQ ID NO: 1813
Probe TCACTCTCTTTGCTGGCCAACTGC SEQ ID NO: 1814
RPr GTTTAGCACGCAATTGCTCA SEQ ID NO: 1815
ROCK2 NM_004850.3 FPr GATCCGAGACCCTCGCTC SEQ ID NO: 1816
Probe CCCATCAACGTGGAGAGCTTGCT SEQ ID NO: 1817
RPr AGGACCAAGGAATTTAAGCCA SEQ ID NO: 1818
RPLPO NM_001002.2 FPr CCATTCTATCATCAACGGGTACAA SEQ ID NO: 1819
Probe TCTCCACAGACAAGGCCAGGACTCG SEQ ID NO: 1820
RPr TCAGCAAGTGGGAAGGTGTAATC SEQ ID NO: 1821
RPS13 NM_001017.2 FPr CAGTCGGCTTTACCCTATCG SEQ ID NO: 1822
Probe CAACTTCAACCAAGTGGGGACGCT SEQ ID NO: 1823
RPr TCTGCTCCTTCACGTCGTC SEQ ID NO: 1824
RRM1 NM_001033.1 FPr GGGCTACTGGCAGCTACATT SEQ ID NO: 1825
Probe CATTGGAATTGCCATTAGTCCCAGC SEQ ID NO: 1826
RPr CTCTCAGCATCGGTACAAGG SEQ ID NO: 1827
RRM2 NM_001034.1 FPr CAGCGGGATTAAACAGTCCT SEQ ID NO: 1828
Probe CCAGCACAGCCAGTTAAAAGATGCA SEQ ID NO: 1829
RPr ATCTGCGTTGAAGCAGTGAG SEQ ID NO: 1830
RTN4 NM_007008.1 FPr GACTGGAGTGGTGTTTGGTG SEQ ID NO: 1831
Probe CCAGCCTATTCCTGCTGCTTTCATTG SEQ ID NO: 1832
RPr CTGTTACGCTCACAATGCTG SEQ ID NO: 1833
RUNX1 NM_001754.2 FPr AACAGAGACATTGCCAACCA SEQ ID NO: 1834
Probe TTGGATCTGCTTGCTGTCCAAACC SEQ ID NO: 1835
RPr GTGATTTGCCCAGGAAGTTT SEQ ID NO: 1836
RXRA NM_002957.3 FPr GCTCTGTTGTGTCCTGTTGC SEQ ID NO: 1837
Probe TCAGTCACAGGAAGGCCAGAGCC SEQ ID NO: 1838
RPr GTACGGAGAAGCCACTTCACA SEQ ID NO: 1839
S100A1 NM_006271.1 FPr TGGACAAGGTGATGAAGGAG SEQ ID NO: 1840
Probe CCTCCCCGTCTCCATTCTCGTCTA SEQ ID NO: 1841
RPr AGCACCACATACTCCTGGAA SEQ ID NO: 1842
S100A2 NM_005978.2 FPr TGGCTGTGCTGGTCACTACCT SEQ ID NO: 1843
Probe CACAAGTACTCCTGCCAAGAGGGCGAC SEQ ID NO: 1844
RPr TCCCCCTTACTCAGCTTGAACT SEQ ID NO: 1845
S100A4 NM_002961.2 FPr GACTGCTGTCATGGCGTG SEQ ID NO: 1846
Probe ATCACATCCAGGGCCTTCTCCAGA SEQ ID NO: 1847
RPr CGAGTACTTGTGGAAGGTGGAC SEQ ID NO: 1848
S100A8 NM_002964.3 FPr ACTCCCTGATAAAGGGGAATTT SEQ ID NO: 1849
Probe CATGCCGTCTACAGGGATGACCTG SEQ ID NO: 1850
RPr TGAGGACACTCGGTCTCTAGC SEQ ID NO: 1851
S100A9 NM_002965.2 FPr CTTTGGGACAGAGTGCAAGA SEQ ID NO: 1852
Probe CGATGACTTGCAAAATGTCGCAGC SEQ ID NO: 1853
RPr TGGTCTCTATGTTGCGTTCC SEQ ID NO: 1854
S100P NM_005980.2 FPr AGACAAGGATGCCGTGGATAA SEQ ID NO: 1855
Probe TTGCTCAAGGACCTGGACGCCAA SEQ ID NO: 1856
RPr GAAGTCCACCTGGGCATCTC SEQ ID NO: 1857
SAT NM_002970.1 FPr CCTTTTACCACTGCCTGGTT SEQ ID NO: 1858
Probe TCCAGTGCTCTTTCGGCACTTCTG SEQ ID NO: 1859
RPr ACAATGCTGTGTCCTTCCG SEQ ID NO: 1860
SBA2 NM_018639.3 FPr GGACTCAACGATGGGCAG SEQ ID NO: 1861
Probe CCCTGTCTGCACCTCCCAGATCTT SEQ ID NO: 1862
RPr CGGAAAGATTCAAAAGCAGG SEQ ID NO: 1863
SDC1 NM_002997.1 FPr GAAATTGACGAGGGGTGTCT SEQ ID NO: 1864
Probe CTCTGAGCGCCTCCATCCAAGG SEQ ID NO: 1865
RPr AGGAGCTAACGGAGAACCTG SEQ ID NO: 1866
SEMA3B NM_004636.1 FPr GCTCCAGGATGTGTTTCTGTTG SEQ ID NO: 1867
Probe TCGCGGGACCACCGGACC SEQ ID NO: 1868
RPr ACGTGGAGAAGACGGCATAGA SEQ ID NO: 1869
SEMA3F NM_004186.1 FPr CGCGAGCCCCTCATTATACA SEQ ID NO: 1870
Probe CTCCCCACAGCGCATCGAGGAA SEQ ID NO: 1871
RPr CACTCGCCGTTGACATCCT SEQ ID NO: 1872
SEMA4B NM_020210.1 FPr TTCCAGCCCAACACAGTGAA SEQ ID NO: 1873
Probe ACTTTGGCCTGCCCGCTCCTCT SEQ ID NO: 1874
RPr GAGTCGGGTCGCCAGGTT SEQ ID NO: 1875
SFRP2 NM_003013.2 FPr CAAGCTGAACGGTGTGTCC SEQ ID NO: 1876
Probe CAGCACCGATTTCTTCAGGTCCCT SEQ ID NO: 1877
RPr TGCAAGCTGTCTTTGAGCC SEQ ID NO: 1878
SFRP4 NM_003014.2 FPr TACAGGATGAGGCTGGGC SEQ ID NO: 1879
Probe CCTGGGACAGCCTATGTAAGGCCA SEQ ID NO: 1880
RPr GTTGTTAGGGCAAGGGGC SEQ ID NO: 1881
SGCB NM_000232.1 FPr CAGTGGAGACCAGTTGGGTAGTG SEQ ID NO: 1882
Probe CACACATGCAGAGCTTGTAGCGTACCCA SEQ ID NO: 1883
RPr CCTTGAAGAGCGTCCCATCA SEQ ID NO: 1884
SHC1 NM_003029.3 FPr CCAACACCTTCTTGGCTTCT SEQ ID NO: 1885
Probe CCTGTGTTCTTGCTGAGCACCCTC SEQ ID NO: 1886
RPr CTGTTATCCCAACCCAAACC SEQ ID NO: 1887
SHH NM_000193.2 FPr GTCCAAGGCACATATCCACTG SEQ ID NO: 1888
Probe CACCGAGTTCTCTGCTTTCACCGA SEQ ID NO: 1889
RPr GAAGCAGCCTCCCGATTT SEQ ID NO: 1890
SI NM_001041.1 FPr AACGGACTCCCTCAATTTGT SEQ ID NO: 1891
Probe TGTCCATGGTCATGCAAATCTTGC SEQ ID NO: 1892
RPr GAAATTGCAGGGTCCAAGAT SEQ ID NO: 1893
Siah-1 NM_003031.2 FPr TTGGCATTGGAACTACATTCA SEQ ID NO: 1894
Probe TCCGCGGTATCCTCGGATTAGTTC SEQ ID NO: 1895
RPr GGTATGGAGAAGGGGGTCC SEQ ID NO: 1896
SIAT4A NM_003033.2 FPr AACCACAGTTGGAGGAGGAC SEQ ID NO: 1897
Probe CAGAGACAGTTTCCCTCCCCGCT SEQ ID NO: 1898
RPr CGAAGGAAGGGTGTTGGTAT SEQ ID NO: 1899
SIAT7B NM_006456.1 FPr TCCAGCCCAAATCCTCCT SEQ ID NO: 1900
Probe TGGCACATCCTACCCCAGATGCTA SEQ ID NO: 1901
RPr GGTGTCCTGGAGTCCTTGAA SEQ ID NO: 1902
SIM2 NM_005069.2 FPr GATGGTAGGAAGGGATGTGC SEQ ID NO: 1903
Probe CGCCTCTCCACGCACTCAGCTAT SEQ ID NO: 1904
RPr CACAAGGAGCTGTGAATGAGG SEQ ID NO: 1905
SIN3A NM_015477.1 FPr CCAGAGTCATGCTCATCCAG SEQ ID NO: 1906
Probe CTGTCCCTGCACTGGTGCAACTG SEQ ID NO: 1907
RPr CCACCTTCAGCCTCTGAAAT SEQ ID NO: 1908
SIR2 NM_012238.3 FPr AGCTGGGGTGTCTGTTTCAT SEQ ID NO: 1909
Probe CCTGACTTCAGGTCAAGGGATGG SEQ ID NO: 1910
RPr ACAGCAAGGCGAGCATAAAT SEQ ID NO: 1911
SKP1A NM_006930.2 FPr CCATTGCCTTTGCTTTGTTCAT SEQ ID NO: 1912
Probe TCCCATGGTTTTTATTCTGCCCTGCTG SEQ ID NO: 1913
RPr TTCCGGATTTCCTTTCTTTGC SEQ ID NO: 1914
SKP2 NM_005983.2 FPr AGTTGCAGAATCTAAGCCTGGAA SEQ ID NO: 1915
Probe CCTGCGGCTTTCGGATCCCA SEQ ID NO: 1916
RPr TGAGTTTTTTGCGAGAGTATTGACA SEQ ID NO: 1917
SLC25A3 NM_213611.1 FPr TCTGCCAGTGCTGAATTCTT SEQ ID NO: 1918
Probe TGCTGACATTGCCCTGGCTCCTAT SEQ ID NO: 1919
RPr TTCGAACCTTAGCAGCTTCC SEQ ID NO: 1920
SLC2A1 NM_006516.1 FPr GCCTGAGTCTCCTGTGCC SEQ ID NO: 1921
Probe ACATCCCAGGCTTCACCCTGAATG SEQ ID NO: 1922
RPr AGTCTCCACCCTCAGGCAT SEQ ID NO: 1923
SLC31A1 NM_001859.2 FPr CCGTTCGAAGAGTCGTGAG SEQ ID NO: 1924
Probe TCTCCGAATCTTAACCCGTCACCC SEQ ID NO: 1925
RPr AGTCCAGCCACTAGCACCTC SEQ ID NO: 1926
SLC5A8 NM_145913.2 FPr CCTGCTTTCAACCACATTGA SEQ ID NO: 1927
Probe TCCCATTGCTCTTGCCACTCTGAT SEQ ID NO: 1928
RPr AGAGCAGCTTCACAAACGAG SEQ ID NO: 1929
SLC7A5 NM_003486.4 FPr GCGCAGAGGCCAGTTAAA SEQ ID NO: 1930
Probe AGATCACCTCCTCGAACCCACTCC SEQ ID NO: 1931
RPr AGCTGAGCTGTGGGTTGC SEQ ID NO: 1932
SLPI NM_003064.2 FPr ATGGCCAATGTTTGATGCT SEQ ID NO: 1933
Probe TGGCCATCCATCTCACAGAAATTGG SEQ ID NO: 1934
RPr ACACTTCAAGTCACGCTTGC SEQ ID NO: 1935
SMARCA3 NM_003071.2 FPr AGGGACTGTCCTGGCACAT SEQ ID NO: 1936
Probe AGCAAAAGACCCAGGACATCTGCA SEQ ID NO: 1937
RPr CAACAAATTTGCCGCAGTC SEQ ID NO: 1938
SNAI1 NM_005985.2 FPr CCCAATCGGAAGCCTAACTA SEQ ID NO: 1939
Probe TCTGGATTAGAGTCCTGCAGCTCGC SEQ ID NO: 1940
RPr GTAGGGCTGCTGGAAGGTAA SEQ ID NO: 1941
SNAI2 NM_003068.3 FPr GGCTGGCCAAACATAAGCA SEQ ID NO: 1942
Probe CTGCACTGCGATGCCCAGTCTAGAAAAT SEQ ID NO: 1943
C
RPr TCCTTGTCACAGTATTTACAGCTGAA SEQ ID NO: 1944
SNRPF NM_003095.1 FPr GGCTGGTCGGCAGAGAGTAG SEQ ID NO: 1945
Probe AAACTCATGTAAACCACGGCCGAATGTT SEQ ID NO: 1946
G
RPr TGAGGAAAGGTTTGGGATTGA SEQ ID NO: 1947
SOD1 NM_000454.3 FPr TGAAGAGAGGCATGTTGGAG SEQ ID NO: 1948
Probe TTTGTCAGCAGTCACATTGCCCAA SEQ ID NO: 1949
RPr AATAGACACATCGGCCACAC SEQ ID NO: 1950
SOD2 NM_000636.1 FPr GCTTGTCCAAATCAGGATCCA SEQ ID NO: 1951
Probe AACAACAGGCCTTATTCCACTGCTGGG SEQ ID NO: 1952
RPr AGCGTGCTCCCACACATCA SEQ ID NO: 1953
SOS1 NM_005633.2 FPr TCTGCACCAAATTCTCCAAG SEQ ID NO: 1954
Probe AACACCGTTAACACCTCCGCCTG SEQ ID NO: 1955
RPr GTGGTACTGGAAGCACCAGA SEQ ID NO: 1956
SOX17 NM_022454.2 FPr TCGTGTGCAAGCCTGAGA SEQ ID NO: 1957
Probe CTCCCCTACCAGGGGCATGACTC SEQ ID NO: 1958
RPr CTGTCGGGGAGATTCACAC SEQ ID NO: 1959
SPARC NM_003118.1 FPr TCTTCCCTGTACACTGGCAGTTC SEQ ID NO: 1960
Probe TGGACCAGCACCCCATTGACGG SEQ ID NO: 1961
RPr AGCTCGGTGTGGGAGAGGTA SEQ ID NO: 1962
SPINT2 NM_021102.1 FPr AGGAATGCAGCGGATTCCT SEQ ID NO: 1963
Probe CCCAAGTGCTCCCAGAAGGCAGG SEQ ID NO: 1964
RPr TCGCTGGAGTGGTCTTCAGA SEQ ID NO: 1965
SPRY1 AK026960.1 FPr CAGACCAGTCCCTGGTCATAGG SEQ ID NO: 1966
Probe CTGGGTCCGGATTGCCCTTTCAG SEQ ID NO: 1967
RPr CCTTCAAGTCATCCACAATCAGTT SEQ ID NO: 1968
SPRY2 NM_005842.1 FPr TGTGGCAAGTGCAAATGTAA SEQ ID NO: 1969
Probe CAGAGGCCTTGGGTAGGTGCACTC SEQ ID NO: 1970
RPr GTCGCAGATCCAGTCTGATG SEQ ID NO: 1971
SR-A1 NM_021228.1 FPr AGATGGAAGAAGCCAACCTG SEQ ID NO: 1972
Probe CTGGATCAGCTCCTGGGCCTTC SEQ ID NO: 1973
RPr CTGTGGCTGAGGATCTGGT SEQ ID NO: 1974
ST14 NM_021978.2 FPr TGACTGCACATGGAACATTG SEQ ID NO: 1975
Probe AGGTGCCCAACAACCAGCATGT SEQ ID NO: 1976
RPr AAGAATTTGAAGCGCACCTT SEQ ID NO: 1977
STAT1 NM_007315.1 FPr GGGCTCAGCTTTCAGAAGTG SEQ ID NO: 1978
Probe TGGCAGTTTTCTTCTGTCACCAAAA SEQ ID NO: 1979
RPr ACATGTTCAGCTGGTCCACA SEQ ID NO: 1980
STAT3 NM_003150.1 FPr TCACATGCCACTTTGGTGTT SEQ ID NO: 1981
Probe TCCTGGGAGAGATTGACCAGCA SEQ ID NO: 1982
RPr CTTGCAGGAAGCGGCTATAC SEQ ID NO: 1983
STAT5A NM_003152.1 FPr GAGGCGCTCAACATGAAATTC SEQ ID NO: 1984
Probe CGGTTGCTCTGCACTTCGGCCT SEQ ID NO: 1985
RPr GCCAGGAACACGAGGTTCTC SEQ ID NO: 1986
STAT5B NM_012448.1 FPr CCAGTGGTGGTGATCGTTCA SEQ ID NO: 1987
Probe CAGCCAGGACAACAATGCGACGG SEQ ID NO: 1988
RPr GCAAAAGCATTGTCCCAGAGA SEQ ID NO: 1989
STC1 NM_003155.1 FPr CTCCGAGGTGAGGAGGACT SEQ ID NO: 1990
Probe CACATCAAACGCACATCCCATGAG SEQ ID NO: 1991
RPr ACCTCTCCCTGGTTATGCAC SEQ ID NO: 1992
STK11 NM_000455.3 FPr GGACTCGGAGACGCTGTG SEQ ID NO: 1993
Probe TTCTTGAGGATCTTGACGGCCCTC SEQ ID NO: 1994
RPr GGGATCCTTCGCAACTTCTT SEQ ID NO: 1995
STK15 NM_003600.1 FPr CATCTTCCAGGAGGACCACT SEQ ID NO: 1996
Probe CTCTGTGGCACCCTGGACTACCTG SEQ ID NO: 1997
RPr TCCGACCTTCAATCATTTCA SEQ ID NO: 1998
STMN1 NM_005563.2 FPr AATACCCAACGCACAAATGA SEQ ID NO: 1999
Probe CACGTTCTCTGCCCCGTTTCTTG SEQ ID NO: 2000
RPr GGAGACAATGCAAACCACAC SEQ ID NO: 2001
STMY3 NM_005940.2 FPr CCTGGAGGCTGCAACATACC SEQ ID NO: 2002
Probe ATCCTCCTGAAGCCCTTTTCGCAGC SEQ ID NO: 2003
RPr TACAATGGCTTTGGAGGATAGCA SEQ ID NO: 2004
STS NM_000351.2 FPr GAAGATCCCTTTCCTCCTACTGTTC SEQ ID NO: 2005
Probe CTTCGTGGCTCTCGGCTTCCCA SEQ ID NO: 2006
RPr GGATGATGTTCGGCCTTGAT SEQ ID NO: 2007
SURV NM_001168.1 FPr TGTTTTGATTCCCGGGCTTA SEQ ID NO: 2008
Probe TGCCTTCTTCCTCCCTCACTTCTCACCT SEQ ID NO: 2009
RPr CAAAGCTGTCAGCTCTAGCAAAAG SEQ ID NO: 2010
TAGLN NM_003186.2 FPr GATGGAGCAGGTGGCTCAGT SEQ ID NO: 2011
Probe CCCAGAGTCCTCAGCCGCCTTCAG SEQ ID NO: 2012
RPr AGTCTGGAACATGTCAGTCTTGATG SEQ ID NO: 2013
TBP NM_003194.1 FPr GCCCGAAACGCCGAATATA SEQ ID NO: 2014
Probe TACCGCAGCAAACCGCTTGGG SEQ ID NO: 2015
RPr CGTGGCTCTCTTATCCTCATGAT SEQ ID NO: 2016
TCF-1 NM_000545.3 FPr GAGGTCCTGAGCACTGCC SEQ ID NO: 2017
Probe CTGGGTTCACAGGCTCCTTTGTCC SEQ ID NO: 2018
RPr GATGTGGGACCATGCTTGT SEQ ID NO: 2019
TCF-7 NM_003202.2 FPr GCAGCTGCAGTCAACAGTTC SEQ ID NO: 2020
Probe AAGTCATGGCCCAAATCCAGTGTG SEQ ID NO: 2021
RPr CTGTGAATGGGGAGGGGT SEQ ID NO: 2022
TCF7L1 NM_031283.1 FPr CCGGGACACTTTCCAGAAG SEQ ID NO: 2023
Probe TCTCACTTCGGCGAAATAGTCCCG SEQ ID NO: 2024
RPr AGAACGCGCTGTCCTGAG SEQ ID NO: 2025
TCF7L2 NM_030756.1 FPr CCAATCACGACAGGAGGATT SEQ ID NO: 2026
Probe AGACACCCCTACCCCACAGCTCTG SEQ ID NO: 2027
RPr TGGACACGGAAGCATTGAC SEQ ID NO: 2028
TCFL4 NM_170607.2 FPr CTGACTGCTCTGCTTAAAGGTGAA SEQ ID NO: 2029
Probe TAGCAGGAACAACAACAAAAGCCAACC SEQ ID NO: 2030
AA
RPr ATGTCTTGCACTGGCTACCTTGT SEQ ID NO: 2031
TEK NM_000459.1 FPr ACTTCGGTGCTACTTAACAACTTACATC SEQ ID NO: 2032
Probe AGCTCGGACCACGTACTGCTCCCTG SEQ ID NO: 2033
RPr CCTGGGCCTTGGTGTTGAC SEQ ID NO: 2034
TERC U86046.1 FPr AAGAGGAACGGAGCGAGTC SEQ ID NO: 2035
Probe CACGTCCCACAGCTCAGGGAATC SEQ ID NO: 2036
RPr ATGTGTGAGCCGAGTCCTG SEQ ID NO: 2037
TERT NM_003219.1 FPr GACATGGAGAACAAGCTGTTTGC SEQ ID NO: 2038
Probe ACCAAACGCAGGAGCAGCCCG SEQ ID NO: 2039
RPr GAGGTGTCACCAACAAGAAATCAT SEQ ID NO: 2040
TFF3 NM_003226.1 FPr AGGCACTGTTCATCTCAGTTTTTCT SEQ ID NO: 2041
Probe CAGAAAGCTTGCCGGGAGCAAAGG SEQ ID NO: 2042
RPr CATCAGGCTCCAGATATGAACTTTC SEQ ID NO: 2043
TGFA NM_003236.1 FPr GGTGTGCCACAGACCTTCCT SEQ ID NO: 2044
Probe TTGGCCTGTAATCACCTGTGCAGCCTT SEQ ID NO: 2045
RPr ACGGAGTTCTTGACAGAGTTTTGA SEQ ID NO: 2046
TGFB2 NM_003238.1 FPr ACCAGTCCCCCAGAAGACTA SEQ ID NO: 2047
Probe TCCTGAGCCCGAGGAAGTCCC SEQ ID NO: 2048
RPr CCTGGTGCTGTTGTAGATGG SEQ ID NO: 2049
TGFB3 NM_003239.1 FPr GGATCGAGCTCTTCCAGATCCT SEQ ID NO: 2050
Probe CGGCCAGATGAGCACATTGCC SEQ ID NO: 2051
RPr GCCACCGATATAGCGCTGTT SEQ ID NO: 2052
TGFBI NM_000358.1 FPr GCTACGAGTGCTGTCCTGG SEQ ID NO: 2053
Probe CCTTCTCCCCAGGGACCTTTTCAT SEQ ID NO: 2054
RPr AGTGGTAGGGCTGCTGGAC SEQ ID NO: 2055
TGFBR1 NM_004612.1 FPr GTCATCACCTGGCCTTGG SEQ ID NO: 2056
Probe AGCAATGACAGCTGCCAGTTCCAC SEQ ID NO: 2057
RPr GCAGACGAAGCACACTGGT SEQ ID NO: 2058
TGFBR2 NM_003242.2 FPr AACACCAATGGGTTCCATCT SEQ ID NO: 2059
Probe TTCTGGGCTCCTGATTGCTCAAGC SEQ ID NO: 2060
RPr CCTCTTCATCAGGCCAAACT SEQ ID NO: 2061
THBS1 NM_003246.1 FPr CATCCGCAAAGTGACTGAAGAG SEQ ID NO: 2062
Probe CCAATGAGCTGAGGCGGCCTCC SEQ ID NO: 2063
RPr GTACTGAACTCCGTTGTGATAGCATAG SEQ ID NO: 2064
THY1 NM_006288.2 FPr GGACAAGACCCTCTCAGGCT SEQ ID NO: 2065
Probe CAAGCTCCCAAGAGCTTCCAGAGC SEQ ID NO: 2066
RPr TTGGAGGCTGTGGGTCAG SEQ ID NO: 2067
TIMP1 NM_003254.1 FPr TCCCTGCGGTCCCAGATAG SEQ ID NO: 2068
Probe ATCCTGCCCGGAGTGGAACTGAAGC SEQ ID NO: 2069
RPr GTGGGAACAGGGTGGACACT SEQ ID NO: 2070
TIMP2 NM_003255.2 FPr TCACCCTCTGTGACTTCATCGT SEQ ID NO: 2071
Probe CCCTGGGACACCCTGAGCACCA SEQ ID NO: 2072
RPr TGTGGTTCAGGCTCTTCTTCTG SEQ ID NO: 2073
TIMP3 NM_000362.2 FPr CTACCTGCCTTGCTTTGTGA SEQ ID NO: 2074
Probe CCAAGAACGAGTGTCTCTGGACCG SEQ ID NO: 2075
RPr ACCGAAATTGGAGAGCATGT SEQ ID NO: 2076
TJP1 NM_003257.1 FPr ACTTTGCTGGGACAAAGGTC SEQ ID NO: 2077
Probe CTCGGGCCTGCCCACTTCTTC SEQ ID NO: 2078
RPr CACATGGACTCCTCAGCATC SEQ ID NO: 2079
TK1 NM_003258.1 FPr GCCGGGAAGACCGTAATTGT SEQ ID NO: 2080
Probe CAAATGGCTTCCTCTGGAAGGTCCCA SEQ ID NO: 2081
RPr CAGCGGCACCAGGTTCAG SEQ ID NO: 2082
TLN1 NM_006289.2 FPr AAGCAGAAGGGAGAGCGTAAGA SEQ ID NO: 2083
Probe CTTCCAGGCACACAAGAATTGTGGGC SEQ ID NO: 2084
RPr CCTTGGCCTCAATCTCACTCA SEQ ID NO: 2085
TMEPAI NM_020182.3 FPr CAGAAGGATGCCTGTGGC SEQ ID NO: 2086
Probe ATTCCGTTGCCTGACACTGTGCTC SEQ ID NO: 2087
RPr GTAGACCTGCGGCTCTGG SEQ ID NO: 2088
TMSB10 NM_021103.2 FPr GAAATCGCCAGCTTCGATAA SEQ ID NO: 2089
Probe CGTCTCCGTTTTCTTCAGCTTGGC SEQ ID NO: 2090
RPr GTCGGCAGGGTGTTCTTTT SEQ ID NO: 2091
TMSB4X NM_021109.2 FPr CACATCAAAGAACTACTGACAACGAA SEQ ID NO: 2092
Probe CCGCGCCTGCCTTTCCCA SEQ ID NO: 2093
RPr CCTGCCAGCCAGATAGATAGACA SEQ ID NO: 2094
TNC NM_002160.1 FPr AGCTCGGAACCTCACCGT SEQ ID NO: 2095
Probe CAGCCTTCGGGCTGTGGACATAC SEQ ID NO: 2096
RPr GTAGCAGCCTTGAGGCCC SEQ ID NO: 2097
TNF NM_000594.1 FPr GGAGAAGGGTGACCGACTCA SEQ ID NO: 2098
Probe CGCTGAGATCAATCGGCCCGACTA SEQ ID NO: 2099
RPr TGCCCAGACTCGGCAAAG SEQ ID NO: 2100
TNFRSF5 NM_001250.3 FPr TCTCACCTCGCTATGGTTCGT SEQ ID NO: 2101
Probe TGCCTCTGCAGTGCGTCCTCTGG SEQ ID NO: 2102
RPr GATGGACAGCGGTCAGCAA SEQ ID NO: 2103
TNFRSF6B NM_003823.2 FPr CCTCAGCACCAGGGTACCA SEQ ID NO: 2104
Probe TGACGGCACGCTCACACTCCTCAG SEQ ID NO: 2105
RPr TGTCCTGGAAAGCCACAAAGT SEQ ID NO: 2106
TNFSF4 NM_003326.2 FPr CTTCATCTTCCCTCTACCCAGA SEQ ID NO: 2107
Probe CAGGGGTTGGACCCTTTCCATCTT SEQ ID NO: 2108
RPr GCTGCATTTCCCACATTCTC SEQ ID NO: 2109
TOP2A NM_001067.1 FPr AATCCAAGGGGGAGAGTGAT SEQ ID NO: 2110
Probe CATATGGACTTTGACTCAGCTGTGGC SEQ ID NO: 2111
RPr GTACAGATTTTGCCCGAGGA SEQ ID NO: 2112
TOP2B NM_001068.1 FPr TGTGGACATCTTCCCCTCAGA SEQ ID NO: 2113
Probe TTCCCTACTGAGCCACCTTCTCTG SEQ ID NO: 2114
RPr CTAGCCCGACCGGTTCGT SEQ ID NO: 2115
TP NM_001953.2 FPr CTATATGCAGCCAGAGATGTGACA SEQ ID NO: 2116
Probe ACAGCCTGCCACTCATCACAGCC SEQ ID NO: 2117
RPr CCACGAGTTTCTTACTGAGAATGG SEQ ID NO: 2118
TP53BP1 NM_005657.1 FPr TGCTGTTGCTGAGTCTGTTG SEQ ID NO: 2119
Probe CCAGTCCCCAGAAGACCATGTCTG SEQ ID NO: 2120
RPr CTTGCCTGGCTTCACAGATA SEQ ID NO: 2121
TP53BP2 NM_005426.1 FPr GGGCCAAATATTCAGAAGC SEQ ID NO: 2122
Probe CCACCATAGCGGCCATGGAG SEQ ID NO: 2123
RPr GGATGGGTATGATGGGACAG SEQ ID NO: 2124
TP53I3 NM_004881.2 FPr GCGGACTTAATGCAGAGACA SEQ ID NO: 2125
Probe CAGTATGACCCACCTCCAGGAGCC SEQ ID NO: 2126
RPr TCAAGTCCCAAAATGTTGCT SEQ ID NO: 2127
TRAG3 NM_004909.1 FPr GACGCTGGTCTGGTGAAGATG SEQ ID NO: 2128
Probe CCAGGAAACCACGAGCCTCCAGC SEQ ID NO: 2129
RPr TGGGTGGTTGTTGGACAATG SEQ ID NO: 2130
TRAIL NM_003810.1 FPr CTTCACAGTGCTCCTGCAGTCT SEQ ID NO: 2131
Probe AAGTACACGTAAGTTACAGCCACACA SEQ ID NO: 2132
RPr CATCTGCTTCAGCTCGTTGGT SEQ ID NO: 2133
TS NM_001071.1 FPr GCCTCGGTGTGCCTTTCA SEQ ID NO: 2134
Probe CATCGCCAGCTACGCCCTGCTC SEQ ID NO: 2135
RPr CGTGATGTGCGCAATCATG SEQ ID NO: 2136
TST NM_003312.4 FPr GGAGCCGGATGCAGTAGGA SEQ ID NO: 2137
Probe ACCACGGATATGGCCCGAGTCCA SEQ ID NO: 2138
RPr AAGTCCATGAAAGGCATGTTGA SEQ ID NO: 2139
TUBA1 NM_006000.1 FPr TGTCACCCCGACTCAACGT SEQ ID NO: 2140
Probe AGACGCACCGCCCGGACTCAC SEQ ID NO: 2141
RPr ACGTGGACTGAGATGCATTCAC SEQ ID NO: 2142
TUBB NM_001069.1 FPr CGAGGACGAGGCTTAAAAAC SEQ ID NO: 2143
Probe TCTCAGATCAATCGTGCATCCTTAGTGA SEQ ID NO: 2144
A
RPr ACCATGCTTGAGGACAACAG SEQ ID NO: 2145
TUFM NM_003321.3 FPr GTATCACCATCAATGCGGC SEQ ID NO: 2146
Probe CATGTGGAGTATAGCACTGCCGCC SEQ ID NO: 2147
RPr CAGTCTGTGTGGGCGTAGTG SEQ ID NO: 2148
TULP3 NM_003324.2 FPr TGTGTATAGTCCTGCCCCTCAA SEQ ID NO: 2149
Probe CCGGATTATCCGACATCTTACTGTGA SEQ ID NO: 2150
RPr CCCGATCCATTCCCCTTTTA SEQ ID NO: 2151
tusc4 NM_006545.4 FPr GGAGGAGCTAAATGCCTCAG SEQ ID NO: 2152
Probe ACTCATCAATGGGCAGAGTGCACC SEQ ID NO: 2153
RPr CCTTCAAGTGGATGGTGTTG SEQ ID NO: 2154
UBB NM_018955.1 FPr GAGTCGACCCTGCACCTG SEQ ID NO: 2155
Probe AATTAACAGCCACCCCTCAGGCG SEQ ID NO: 2156
RPr GCGAATGCCATGACTGAA SEQ ID NO: 2157
UBC NM_021009.2 FPr ACGCACCCTGTCTGACTACA SEQ ID NO: 2158
Probe CATCCAGAAAGAGTCCACCCTGCA SEQ ID NO: 2159
RPr ACCTCTAAGACGGAGCACCA SEQ ID NO: 2160
UBE2C NM_007019.2 FPr TGTCTGGCGATAAAGGGATT SEQ ID NO: 2161
Probe TCTGCCTTCCCTGAATCAGACAACC SEQ ID NO: 2162
RPr ATGGTCCCTACCCATTTGAA SEQ ID NO: 2163
UBE2M NM_003969.1 FPr CTCCATAATTTATGGCCTGCAGTA SEQ ID NO: 2164
Probe TCTTCTTGGAGCCCAACCCCGAG SEQ ID NO: 2165
RPr TGCGGCCTCCTTGTTCAG SEQ ID NO: 2166
UBL1 NM_003352.3 FPr GTGAAGCCACCGTCATCATG SEQ ID NO: 2167
Probe CTGACCAGGAGGCAAAACCTTCAACTGA SEQ ID NO: 2168
RPr CCTTCCTTCTTATCCCCCAAGT SEQ ID NO: 2169
UCP2 NM_003355.2 FPr ACCATGCTCCAGAAGGAGG SEQ ID NO: 2170
Probe CCCCGAGCCTTCTACAAAGGGTTC SEQ ID NO: 2171
RPr AACCCAAGCGGAGAAAGG SEQ ID NO: 2172
UGT1A1 NM_000463.2 FPr CCATGCAGCCTGGAATTTG SEQ ID NO: 2173
Probe CTACCCAGTGCCCCAACCCATTCTC SEQ ID NO: 2174
RPr GAGAGGCCTGGGCACGTA SEQ ID NO: 2175
UMPS NM_000373.1 FPr TGCGGAAATGAGCTCCAC SEQ ID NO: 2176
Probe CCCTGGCCACTGGGGACTACACTA SEQ ID NO: 2177
RPr CCTCAGCCATTCTAACCGC SEQ ID NO: 2178
UNC5A XM_030300.7 FPr GACAGCTGATCCAGGAGCC SEQ ID NO: 2179
Probe CGGGTCCTGCACTTCAAGGACAGT SEQ ID NO: 2180
RPr ATGGATAGGCGCAGGTTG SEQ ID NO: 2181
UNC5B NM_170744.2 FPr AGAACGGAGGCCGTGACT SEQ ID NO: 2182
Probe CGGGACGCTGCTCGACTCTAAGAA SEQ ID NO: 2183
RPr CATGCACAGCCCATCTGT SEQ ID NO: 2184
UNC5C NM_003728.2 FPr CTGAACACAGTGGAGCTGGT SEQ ID NO: 2185
Probe ACCTGCCGCACACAGAGTTTGC SEQ ID NO: 2186
RPr CTGGAAGATCTGCCCTTCTC SEQ ID NO: 2187
upa NM_002658.1 FPr GTGGATGTGCCCTGAAGGA SEQ ID NO: 2188
Probe AAGCCAGGCGTCTACACGAGAGTCTCAC SEQ ID NO: 2189
RPr CTGCGGATCCAGGGTAAGAA SEQ ID NO: 2190
UPP1 NM_003364.2 FPr ACGGGTCCTGCCTCAGTT SEQ ID NO: 2191
Probe TCAGCTTTCTCTGCATTGGCTCCC SEQ ID NO: 2192
RPr CGGGGCAATCATTGTGAC SEQ ID NO: 2193
VCAM1 NM_001078.2 FPr TGGCTTCAGGAGCTGAATACC SEQ ID NO: 2194
Probe CAGGCACACACAGGTGGGACACAAAT SEQ ID NO: 2195
RPr TGCTGTCGTGATGAGAAAATAGTG SEQ ID NO: 2196
VCL NM_003373.2 FPr GATACCACAACTCCCATCAAGCT SEQ ID NO: 2197
Probe AGTGGCAGCCACGGCGCC SEQ ID NO: 2198
RPr TCCCTGTTAGGCGCATCAG SEQ ID NO: 2199
VCP NM_007126.2 FPr GGCTTTGGCAGCTTCAGAT SEQ ID NO: 2200
Probe AGCTCCACCCTGGTTCCCTGAAG SEQ ID NO: 2201
RPr CTCCACTGCCCTGACTGG SEQ ID NO: 2202
VDAC1 NM_003374.1 FPr GCTGCGACATGGATTTCGA SEQ ID NO: 2203
Probe TTGCTGGGCCTTCCATCCGG SEQ ID NO: 2204
RPr CCAGCCCTCGTAACCTAGCA SEQ ID NO: 2205
VDAC2 NM_003375.2 FPr ACCCACGGACAGACTTGC SEQ ID NO: 2206
Probe CGCGTCCAATGTGTATTCCTCCAT SEQ ID NO: 2207
RPr AGCTTTGCCAAGGTCAGC SEQ ID NO: 2208
VDR NM_000376.1 FPr GCCCTGGATTTCAGAAAGAG SEQ ID NO: 2209
Probe CAAGTCTGGATCTGGGACCCTTTCC SEQ ID NO: 2210
RPr AGTTACAAGCCAGGGAAGGA SEQ ID NO: 2211
VEGF NM_003376.3 FPr CTGCTGTCTTGGGTGCATTG SEQ ID NO: 2212
Probe TTGCCTTGCTGCTCTACCTCCACCA SEQ ID NO: 2213
RPr GCAGCCTGGGACCACTTG SEQ ID NO: 2214
VEGF_ AF486837.1 FPr TGTGAATGCAGACCAAAGAAAGA SEQ ID NO: 2215
altsplice1 Probe AGAGCAAGACAAGAAAATCCCTGTGGG SEQ ID NO: 2216
C
RPr GCTTTCTCCGCTCTGAGCAA SEQ ID NO: 2217
VEGF_ AF214570.1 FPr AGCTTCCTACAGCACAACAAAT SEQ ID NO: 2218
altsplice2 Probe TGTCTTGCTCTATCTTTCTTTGGTCTGCA SEQ ID NO: 2219
RPr CTCGGCTTGTCACATTTTTC SEQ ID NO: 2220
VEGFB NM_003377.2 FPr TGACGATGGCCTGGAGTGT SEQ ID NO: 2221
Probe CTGGGCAGCACCAAGTCCGGA SEQ ID NO: 2222
RPr GGTACCGGATCATGAGGATCTG SEQ ID NO: 2223
VEGFC NM_005429.2 FPr CCTCAGCAAGACGTTATTTGAAATT SEQ ID NO: 2224
Probe CCTCTCTCTCAAGGCCCCAAACCAGT SEQ ID NO: 2225
RPr AAGTGTGATTGGCAAAACTGATTG SEQ ID NO: 2226
VIM NM_003380.1 FPr TGCCCTTAAAGGAACCAATGA SEQ ID NO: 2227
Probe ATTTCACGCATCTGGCGTTCCA SEQ ID NO: 2228
RPr GCTTCAACGGCAAAGTTCTCTT SEQ ID NO: 2229
WIF NM_007191.2 FPr TACAAGCTGAGTGCCCAGG SEQ ID NO: 2230
Probe TACAAAAGCCTCCATTTCGGCACC SEQ ID NO: 2231
RPr CACTCGCAGATGCGTCTTT SEQ ID NO: 2232
WISP1 NM_003882.2 FPr AGAGGCATCCATGAACTTCACA SEQ ID NO: 2233
Probe CGGGCTGCATCAGCACACGC SEQ ID NO: 2234
RPr CAAACTCCACAGTACTTGGGTTGA SEQ ID NO: 2235
Wnt-3a NM_033131.2 FPr ACAAAGCTACCAGGGAGTCG SEQ ID NO: 2236
Probe TTTGTCCACGCCATTGCCTCAG SEQ ID NO: 2237
RPr TGAGCGTGTCACTGCAAAG SEQ ID NO: 2238
Wnt-5a NM_003392.2 FPr GTATCAGGACCACATGCAGTACATC SEQ ID NO: 2239
Probe TTGATGCCTGTCTTCGCGCCTTCT SEQ ID NO: 2240
RPr TGTCGGAATTGATACTGGCATT SEQ ID NO: 2241
Wnt-5b NM_032642.2 FPr TGTCTTCAGGGTCTTGTCCA SEQ ID NO: 2242
Probe TTCCGTAAGAGGCCTGGTGCTCTC SEQ ID NO: 2243
RPr GTGCACGTGGATGAAAGAGT SEQ ID NO: 2244
WNT2 NM_003391.1 FPr CGGTGGAATCTGGCTCTG SEQ ID NO: 2245
Probe CTCCCTCTGCTCTTGACCTGGCTC SEQ ID NO: 2246
RPr CCATGAAGAGTTGACCTCGG SEQ ID NO: 2247
WWOX NM_016373.1 FPr ATCGCAGCTGGTGGGTGTA SEQ ID NO: 2248
Probe CTGCTGTTTACCTTGGCGAGGCCTTT SEQ ID NO: 2249
RPr AGCTCCCTGTTGCATGGACTT SEQ ID NO: 2250
XPA NM_000380.2 FPr GGGTAGAGGGAAAAGGGTTC SEQ ID NO: 2251
Probe CAAAGGCTGAACTGGATTCTTAACCAAG SEQ ID NO: 2252
A
RPr TGCACCACCATTGCTATTATT SEQ ID NO: 2253
XPC NM_004628.2 FPr GATACATCGTCTGCGAGGAA SEQ ID NO: 2254
Probe TTCAAAGACGTGCTCCTGACTGCC SEQ ID NO: 2255
RPr CTTTCAATGACTGCCTGCTC SEQ ID NO: 2256
XRCC1 NM_006297.1 FPr GGAGATGAAGCCCCCAAG SEQ ID NO: 2257
Probe AGAAGCAACCCCAGACCAAAACCA SEQ ID NO: 2258
RPr GTCCAGCTGCCTGAGTGG SEQ ID NO: 2259
YB-1 NM_004559.1 FPr AGACTGTGGAGTTTGATGTTGTTGA SEQ ID NO: 2260
Probe TTGCTGCCTCCGCACCCTTTTCT SEQ ID NO: 2261
RPr GGAACACCACCAGGACCTGTAA SEQ ID NO: 2262
YWHAH NM_003405.2 FPr CATGGCCTCCGCTATGAA SEQ ID NO: 2263
Probe AGGTTCATTCAGCTCTGTCACCGC SEQ ID NO: 2264
RPr GGAGATTTCGATCTTCATTGGA SEQ ID NO: 2265
zbtb7 NM_015898.2 FPr CTGCGTTCACACCCCAGT SEQ ID NO: 2266
Probe TCTCTCCAGAACAGCTCGCCCTGT SEQ ID NO: 2267
RPr CTCAGCCACGACAGATGGT SEQ ID NO: 2268
ZG16 NM_152338.1 FPr TGCTGAGCCTCCTCTCCTT SEQ ID NO: 2269
Probe TACTCCTCATCACAGTGCCCCTGC SEQ ID NO: 2270
RPr GGATGGGGGTTAGTGATAAGG SEQ ID NO: 2271
TABLE B
Gene Locus Link Sequence SEQ ID NO
A-Catenin NM_001903.1 CGTTCCGATCCTCTATACTGCATCCCAGGCATGCCTACAGCACCCTGATGTCGCAGCCTATA SEQ ID NO: 1
AGGCCAACAGGGACCT
ABCB1 NM_000927.2 AAACACCACTGGAGCATTGACTACCAGGCTCGCCAATGATGCTGCTCAAGTTAAAGGGGCT SEQ ID NO: 2
ATAGGTTCCAGGCTTG
ABCC5 NM_005688.1 TGCAGACTGTACCATGCTGACCATTGCCCATCGCCTGCACACGGTTCTAGGCTCCGATAGGA SEQ ID NO: 3
TTATGGTGCTGGCC
ABCC6 NM_001171.2 GGATGAACCTCGACCTGCTGCAGGAGCACTCGGACGAGGCTATCTGGGCAGCCCTGGAGAC SEQ ID NO: 4
GGTGCAGCTC
ACP1 NM_004300.2 GCTACCAAGTCCGTGCTGTTTGTGTGTCTGGGTAACATTTGTCGATCACCCATTGCAGAAGC SEQ ID NO: 5
AGTTTTC
ADAM10 NM_001110.1 CCCATCAACTTGTGCCAGTACAGGGTCTGTGCAGTGGAGTAGGCACTTCAGTGGTCGAACCA SEQ ID NO: 6
TCACC
ADAM17 NM_003183.3 GAAGTGCCAGGAGGCGATTAATGCTACTTGCAAAGGCGTGTCCTACTGCACAGGTAATAGC SEQ ID NO: 7
AGTGAGTGCCCG
ADAMTS12 NM_030955.2 GGAGAAGGGTGGAGTGCAGCACCCAGATGGATTCTGACTGTGCGGCCATCCAGAGACCTGA SEQ ID NO: 8
CCCTG
ADPRT NM_001618.2 TTGACAACCTGCTGGACATCGAGGTGGCCTACAGTCTGCTCAGGGGAGGGTCTGATGATAGC SEQ ID NO: 9
AGCAAGGATCCCAT
AGXT NM_000030.1 CTTTTCCCTCCAGTGGCACCTCCTGGAAACAGTCCACTTGGGCGCAAAACCCAGTGCCTTCC SEQ ID NO: 10
AAAT
AKAP12 NM_005100.2 TAGAGAGCCCCTGACAATCCTGAGGCTTCATCAGGAGCTAGAGCCATTTAACATTTCCTCTT SEQ ID NO: 11
TCCAAGACCAACC
AKT1 NM_005163.1 CGCTTCTATGGCGCTGAGATTGTGTCAGCCCTGGACTACCTGCACTCGGAGAAGAACGTGGT SEQ ID NO: 12
GTACCGGGA
AKT2 NM_001626.2 TCCTGCCACCCTTCAAACCTCAGGTCACGTCCGAGGTCGACACAAGGTACTTCGATGATGAA SEQ ID NO: 13
TTTACCGCC
AKT3 NM_005465.1 TTGTCTCTGCCTTGGACTATCTACATTCCGGAAAGATTGTGTACCGTGATCTCAAGTTGGAGA SEQ ID NO: 14
ATCTAATGCTGG
AL137428 AL137428.1 CAAGAAGAGGCTCTACCCTGGGACTGGGAATTTCCAAGGCCACCTTTGAGGATCGCAGAGC SEQ ID NO: 15
TCATTT
ALCAM NM_001627.1 GAGGAATATGGAATCCAAGGGGGCCAGTTCCTGCCGTCTGCTCTTCTGCCTCTTGATCTCCG SEQ ID NO: 16
CCAC
ALDH1A1 NM_000689.1 GAAGGAGATAAGGAGGATGTTGACAAGGCAGTGAAGGCCGCAAGACAGGCTTTTCAGATTG SEQ ID NO: 17
GATCTCCGTGGCG
ALDOA NM_000034.2 GCCTGTACGTGCCAGCTCCCCGACTGCCAGAGCCTCAACTGTCTCTGCTTCGAGATCAAGCT SEQ ID NO: 18
CCGATGA
AMFR NM_001144.2 GATGGTTCAGCTCTGCAAGGATCGATTTGAATATCTTTCCTTCTCGCCCACCACGCCGATGA SEQ ID NO: 19
GCAGCCACGGTCGA
ANGPT2 NM_001147.1 CCGTGAAAGCTGCTCTGTAAAAGCTGACACAGCCCTCCCAAGTGAGCAGGACTGTTCTTCCC SEQ ID NO: 20
ACTGCAA
ANTXR1 NM_032208.1 CTCCAGGTGTACCTCCAACCCTAGCCTTCTCCCACAGCTGCCTACAACAGAGTCTCCCAGCC SEQ ID NO: 21
TTCTC
ANXA1 NM_000700.1 GCCCCTATCCTACCTTCAATCCATCCTCGGATGTCGCTGCCTTGCATAAGGCCATAATGGTTA SEQ ID NO: 22
AAGG
ANXA2 NM_004039.1 CAAGACACTAAGGGCGACTACCAGAAAGCGCTGCTGTACCTGTGTGGTGGAGATGACTGAA SEQ ID NO: 23
GCCCGACACG
ANXA5 NM_001154.2 GCTCAAGCCTGGAAGATGACGTGGTGGGGGACACTTCAGGGTACTACCAGCGGATGTTGGT SEQ ID NO: 24
GGTTCT
AP-1 (JUN NM_002228.2 GACTGCAAAGATGGAAACGACCTTCTATGACGATGCCCTCAACGCCTCGTTCCTCCCGTCCG SEQ ID NO: 25
official) AGAGCGGACCTTATGGCTA
APC NM_000038.1 GGACAGCAGGAATGTGTTTCTCCATACAGGTCACGGGGAGCCAATGGTTCAGAAACAAATC SEQ ID NO: 26
GAGTGGGT
APEX-1 NM_001641.2 GATGAAGCCTTTCGCAAGTTCCTGAAGGGCCTGGCTTCCCGAAAGCCCCTTGTGCTGTGTGG SEQ ID NO: 27
AGACCT
APG-1 NM_014278.2 ACCCCGGCCTGTATATCATTGGGATCAAGAACTCGAGCCATTGGAAATGCAGCAAAGAGCC SEQ ID NO: 28
AGATAG
APN NM_001150.1 CCACCTTGGACCAAAGTAAAGCGTGGAATCGTTACCGCCTCCCCAACACGCTGAAACCCGAT SEQ ID NO: 29
(ANPEP TCCTACCAGGTGACGCTGAGA
official)
APOC1 NM_001645.3 GGAAACACACTGGAGGACAAGGCTCGGGAACTCATCAGCCGCATCAAACAGAGTGAACTTT SEQ ID NO: 30
CTGCCAAGATGCG
AREG NM_001657.1 TGTGAGTGAAATGCCTTCTAGTAGTGAACCGTCCTCGGGAGCCGACTATGACTACTCAGAAG SEQ ID NO: 31
AGTATGATAACGAACCACAA
ARG NM_005158.2 CGCAGTGCAGCTGAGTATCTGCTCAGCAGTCTAATCAATGGCAGCTTCCTGGTGCGAGAAAG SEQ ID NO: 32
TGAGAGTAGCCCTGGGCA
ARHF NM_019034.2 ACTGGCCCACTTAGTCCTCAAGCTCCCAACCTGCTGTCCCTCAAGCCCCGCTTCTACCAGCCT SEQ ID NO: 33
GTGGAGTTCAG
ATOH1 NM_005172.1 GCAGCCACCTGCAACTTTGCAGGCGAGAGAGCATCCCGTCTACCCGCCTGAGCTGTCCCTCC SEQ ID NO: 34
TGGA
ATP5A1 NM_004046.3 GATGCTGCCACTCAACAACTTTTGAGTCGTGGCGTGCGTCTAACTGAGTTGCTGAAGCAAGG SEQ ID NO: 35
ACA
ATP5E NM_006886.2 CCGCTTTCGCTACAGCATGGTGGCCTACTGGAGACAGGCTGGACTCAGCTACATCCGATACT SEQ ID NO: 36
CCCA
AURKB NM_004217.1 AGCTGCAGAAGAGCTGCACATTTGACGAGCAGCGAACAGCCACGATCATGGAGGAGTTGGC SEQ ID NO: 37
AGATGC
Axin 2 NM_004655.2 GGCTATGTCTTTGCACCAGCCACCAGCGCCAACGACAGTGAGATATCCAGTGATGCGCTGAC SEQ ID NO: 38
GGAT
axin1 NM_003502.2 CCGTGTGACAGCATCGTTGTGGCGTACTACTTCTGCGGGGAACCCATCCCCTACCGCACCCT SEQ ID NO: 39
GGTGAG
B-Catenin NM_001904.1 GGCTCTTGTGCGTACTGTCCTTCGGGCTGGTGACAGGGAAGACATCACTGAGCCTGCCATCT SEQ ID NO: 40
GTGCTCTTCGTCATCTGA
BAD NM_032989.1 GGGTCAGGTGCCTCGAGATCGGGCTTGGGCCCAGAGCATGTTCCAGATCCCAGAGTTTGAGC SEQ ID NO: 41
CGAGTGAGCAG
BAG1 NM_004323.2 CGTTGTCAGCACTTGGAATACAAGATGGTTGCCGGGTCATGTTAATTGGGAAAAAGAACAG SEQ ID NO: 42
TCCACAGGAAGAGGTTGAAC
BAG2 NM_004282.2 CTAGGGGCAAAAAGCATGACTGCTTTTTCCTGTCTGGCATGGAATCACGCAGTCACCTTGGG SEQ ID NO: 43
CATTTAG
BAG3 NM_004281.2 GAAAGTAAGCCAGGCCCAGTTGGACCAGAACTCCCTCCTGGACACATCCCAATTCAAGTGA SEQ ID NO: 44
TCCGCAAAGAGGT
Bak NM_001188.1 CCATTCCCACCATTCTACCTGAGGCCAGGACGTCTGGGGTGTGGGGATTGGTGGGTCTATGT SEQ ID NO: 45
TCCC
Bax NM_004324.1 CCGCCGTGGACACAGACTCCCCCCGAGAGGTCTTTTTCCGAGTGGCAGCTGACATGTTTTCT SEQ ID NO: 46
GACGGCAA
BBC3 NM_014417.1 CCTGGAGGGTCCTGTACAATCTCATCATGGGACTCCTGCCCTTACCCAGGGGCCACAGAGCC SEQ ID NO: 47
CCCGAGATGGAGCCCAATTAG
BCAS1 NM_003657.1 CCCCGAGACAACGGAGATAAGTGCTGTTGCGGATGCCAACGGAAAGAATCTTGGGAAAGAG SEQ ID NO: 48
GCCAAACCCGAG
Bcl2 NM_000633.1 CAGATGGACCTAGTACCCACTGAGATTTCCACGCCGAAGGACAGCGATGGGAAAAATGCCC SEQ ID NO: 49
TTAAATCATAGG
BCL2L10 NM_020396.2 GCTGGGATGGCTTTTGTCACTTCTTCAGGACCCCCTTTCCACTGGCTTTTTGGAGAAAACAGC SEQ ID NO: 50
TGGTCCAGGC
BCL2L11 NM_138621.1 AATTACCAAGCAGCCGAAGACCACCCACGAATGGTTATCTTACGACTGTTACGTTACATTGT SEQ ID NO: 51
CCGCCTG
BCL2L12 NM_138639.1 AACCCACCCCTGTCTTGGAGCTCCGGGTAGCTCTCAAACTCGAGGCTGCGCACCCCCTTTCC SEQ ID NO: 52
CGTCAGCTGAG
Bclx NM_001191.1 CTTTTGTGGAACTCTATGGGAACAATGCAGCAGCCGAGAGCCGAAAGGGCCAGGAACGCTT SEQ ID NO: 53
CAACCGCTG
BCRP NM_004827.1 TGTACTGGCGAAGAATATTTGGTAAAGCAGGGCATCGATCTCTCACCCTGGGGCTTGTGGAA SEQ ID NO: 54
GAATCACGTGGC
BFGF NM_007083.1 CCAGGAAGAATGCTTAAGATGTGAGTGGATGGATCTCAATGACCTGGCGAAGACTGAAAAT SEQ ID NO: 55
ACAACTCCCATCACCA
BGN NM_001711.3 GAGCTCCGCAAGGATGACTTCAAGGGTCTCCAGCACCTCTACGCCCTCGTCCTGGTGAACAA SEQ ID NO: 56
CAAG
BID NM_001196.2 GGACTGTGAGGTCAACAACGGTTCCAGCCTCAGGGATGAGTGCATCACAAACCTACTGGTG SEQ ID NO: 57
TTTGGCTTCC
BIK NM_001197.3 ATTCCTATGGCTCTGCAATTGTCACCGGTTAACTGTGGCCTGTGCCCAGGAAGAGCCATTCA SEQ ID NO: 58
CTCCTGCC
BIN1 NM_004305.1 CCTGCAAAAGGGAACAAGAGCCCTTCGCCTCCAGATGGCTCCCCTGCCGCCACCCCCGAGAT SEQ ID NO: 59
CAGAGTCAACCACG
BLMH NM_000386.2 GGTTGCTGCCTCCATCAAAGATGGAGAGGCTGTGTGGTTTGGCTGTGATGTTGGAAAACACT SEQ ID NO: 60
TCAATAGCAAGCTGG
BMP2 NM_001200.1 ATGTGGACGCTCTTTCAATGGACGTGTCCCCGCGTGCTTCTTAGACGGACTGCGGTCTCCTA SEQ ID NO: 61
AAGGTCGACCATGGT
BMP4 NM_001202.2 GGGCTAGCCATTGAGGTGACTCACCTCCATCAGACTCGGACCCACCAGGGCCAGCATGTCA SEQ ID NO: 62
GGATTAGC
BMP7 NM_001719.1 TCGTGGAACATGACAAGGAATTCTTCCACCCACGCTACCACCATCGAGAGTTCCGGTTTGAT SEQ ID NO: 63
CTTTCCA
BMPR1A NM_004329.2 TTGGTTCAGCGAACTATTGCCAAACAGATTCAGATGGTCCGGCAAGTTGGTAAAGGCCGATA SEQ ID NO: 64
TGGAGA
BRAF NM_004333.1 CCTTCCGACCAGCAGATGAAGATCATCGAAATCAATTTGGGCAACGAGACCGATCCTCATCA SEQ ID NO: 65
GCTCCCAATGTGCATATAAA
BRCA1 NM_007295.1 TCAGGGGGCTAGAAATCTGTTGCTATGGGCCCTTCACCAACATGCCCACAGATCAACTGGAA SEQ ID NO: 66
TGG
BRCA2 NM_000059.1 AGTTCGTGCTTTGCAAGATGGTGCAGAGCTTTATGAAGCAGTGAAGAATGCAGCAGACCCA SEQ ID NO: 67
GCTTACCTT
BRK NM_005975.1 GTGCAGGAAAGGTTCACAAATGTGGAGTGTCTGCGTCCAATACACGCGTGTGCTCCTCTCCT SEQ ID NO: 68
TACTCCATCGTGTGTGC
BTF3 NM_001207.2 CAGTGATCCACTTTAACAACCCTAAAGTTCAGGCATCTCTGGCAGCGAACACTTTCACCATT SEQ ID NO: 69
ACAGGCCATGCT
BTRC NM_033637.2 GTTGGGACACAGTTGGTCTGCAGTCGGCCCAGGACGGTCTACTCAGCACAACTGACTGCTTC SEQ ID NO: 70
A
BUB1 NM_004336.1 CCGAGGTTAATCCAGCACGTATGGGGCCAAGTGTAGGCTCCCAGCAGGAACTGAGAGCGCC SEQ ID NO: 71
ATGTCTT
BUB1B NM_001211.3 TCAACAGAAGGCTGAACCACTAGAAAGACTACAGTCCCAGCACCGACAATTCCAAGCTCGA SEQ ID NO: 72
GTGTCTCGGCAAACTCTGTTG
BUB3 NM_004725.1 CTGAAGCAGATGGTTCATCATTTCCTGGGCTGTTAAACAAAGCGAGGTTAAGGTTAGACTCT SEQ ID NO: 73
TGGGAATCAGC
c-abl NM_005157.2 CCATCTCGCTGAGATACGAAGGGAGGGTGTACCATTACAGGATCAACACTGCTTCTGATGGC SEQ ID NO: 74
AAGCTCTACGTCT
c-kit NM_000222.1 GAGGCAACTGCTTATGGCTTAATTAAGTCAGATGCGGCCATGACTGTCGCTGTAAAGATGCT SEQ ID NO: 75
CAAGCCGAGTGCC
c-myb (MYB NM_005375.1 AACTCAGACTTGGAAATGCCTTCTTTAACTTCCACCCCCCTCATTGGTCACAAATTGACTGTT SEQ ID NO: 76
official) ACAACACCATTTCATAGAGACCAG
c-Src NM_005417.3 TGAGGAGTGGTATTTTGGCAAGATCACCAGACGGGAGTCAGAGCGGTTACTGCTCAATGCA SEQ ID NO: 77
GAGAACCCGAGAG
C20 orf1 NM_012112.2 TCAGCTGTGAGCTGCGGATACCGCCCGGCAATGGGACCTGCTCTTAACCTCAAACCTAGGAC SEQ ID NO: 78
CGT
C20ORF126 NM_030815.2 CCAGCACTGCTCGTTACTGTCTGCCTTCAGTGGTCTGAGGTCCCAGTATGAACTGCCGTGAA SEQ ID NO: 79
GTCAA
C8orf4 NM_020130.2 CTACGAGTCAGCCCATCCATCCATGGCTACCACTTCGACACAGCCTCTCGTAAGAAAGCCGT SEQ ID NO: 80
GGGCA
CA9 NM_001216.1 ATCCTAGCCCTGGTTTTTGGCCTCCTTTTTGCTGTCACCAGCGTCGCGTTCCTTGTGCAGATG SEQ ID NO: 81
AGAAGGCAG
Cad17 NM_004063.2 GAAGGCCAAGAACCGAGTCAAATTATATTCCAGTTTAAGGCCAATCCTCCTGCTGTGACTTT SEQ ID NO: 82
TGAACTAACTGGGGA
CALD1 NM_004342.4 CACTAAGGTTTGAGACAGTTCCAGAAAGAACCCAAGCTCAAGACGCAGGACGAGCTCAGTT SEQ ID NO: 83
GTAGAGGGCTAATTCGC
CAPG NM_001747.1 GATTGTCACTGATGGGGAGGAGCCTGCTGAGATGATCCAGGTCCTGGGCCCCAAGCCTGCTC SEQ ID NO: 84
TGAAGG
CAPN1 NM_005186.2 CAAGAAGCTGTACGAGCTCATCATCACCCGCTACTCGGAGCCCGACCTGGCGGTCGACTTTG SEQ ID NO: 85
ACAATTTCGTTTGCTGC
CASP8 NM_033357.1 CCTCGGGGATACTGTCTGATCATCAACAATCACAATTTTGCAAAAGCACGGGAGAAAGTGC SEQ ID NO: 86
CCAAACTTC
CASP9 NM_001229.2 TGAATGCCGTGGATTGCACGTGGCCTCTTGAGCAGTGGCTGGTCCAGGGCTAGTGACTTGTG SEQ ID NO: 87
TCCCATGATCCCTGT
CAT NM_001752.1 ATCCATTCGATCTCACCAAGGTTTGGCCTCACAAGGACTACCCTCTCATCCCAGTTGGTAAA SEQ ID NO: 88
CTGGTCTTAAACCGGA
CAV1 NM_001753.3 GTGGCTCAACATTGTGTTCCCATTTCAGCTGATCAGTGGGCCTCCAAGGAGGGGCTGTAAAA SEQ ID NO: 89
TGGAGGCCATTG
CBL NM_005188.1 TCATTCACAAACCTGGCAGTTATATCTTCCGGCTGAGCTGTACTCGTCTGGGTCAGTGGGCT SEQ ID NO: 90
ATTGGGTATG
CCL20 NM_004591.1 CCATGTGCTGTACCAAGAGTTTGCTCCTGGCTGCTTTGATGTCAGTGCTGCTACTCCACCTCT SEQ ID NO: 91
GCGGCG
CCL3 NM_002983.1 AGCAGACAGTGGTCAGTCCTTTCTTGGCTCTGCTGACACTCGAGCCCACATTCCGTCACCTG SEQ ID NO: 92
CTCAGAATCATGCAG
CCNA2 NM_001237.2 CCATACCTCAAGTATTTGCCATCAGTTATTGCTGGAGCTGCCTTTCATTTAGCACTCTACACA SEQ ID NO: 93
GTCACGGGACAAAGCT
CCNB1 NM_031966.1 TTCAGGTTGTTGCAGGAGACCATGTACATGACTGTCTCCATTATTGATCGGTTCATGCAGAA SEQ ID NO: 94
TAATTGTGTGCCCAAGAAGATG
CCNB2 NM_004701.2 AGGCTTCTGCAGGAGACTCTGTACATGTGCGTTGGCATTATGGATCGATTTTTACAGGTTCA SEQ ID NO: 95
GCCAGTTTCCC
CCND1 NM_001758.1 GCATGTTCGTGGCCTCTAAGATGAAGGAGACCATCCCCCTGACGGCCGAGAAGCTGTGCATC SEQ ID NO: 96
TACACCG
CCND3 NM_001760.2 CCTCTGTGCTACAGATTATACCTTTGCCATGTACCCGCCATCCATGATCGCCACGGGCAGCA SEQ ID NO: 97
TTGGGGCTGCAGTG
CCNE1 NM_001238.1 AAAGAAGATGATGACCGGGTTTACCCAAACTCAACGTGCAAGCCTCGGATTATTGCACCATC SEQ ID NO: 98
CAGAGGCTC
CCNE2 NM_057749.1 ATGCTGTGGCTCCTTCCTAACTGGGGCTTTCTTGACATGTAGGTTGCTTGGTAATAACCTTTT SEQ ID NO: 99
TGTATATCACAATTTGGGT
CCNE2 NM_057749v GGTCACCAAGAAACATCAGTATGAAATTAGGAATTGTTGGCCACCTGTATTATCTGGGGGGA SEQ ID NO: 100
variant 1 ar1 TCAGTCCTTGCATTATCATTGAA
CCR7 NM_001838.2 GGATGACATGCACTCAGCTCTTGGCTCCACTGGGATGGGAGGAGAGGACAAGGGAAATGTC SEQ ID NO: 101
AGG
CD105 NM_000118.1 GCAGGTGTCAGCAAGTATGATCAGCAATGAGGCGGTGGTCAATATCCTGTCGAGCTCATCAC SEQ ID NO: 102
CACAGCGGAAAAA
CD134 NM_003327.1 GCCCAGTGCGGAGAACAGGTCCAGCTTGATTCTCGTCTCTGCACTTAAGCTGTTCTCCAGGT SEQ ID NO: 103
(TNFRSF4 GCGTGTGATT
official)
CD18 NM_000211.1 CGTCAGGACCCACCATGTCTGCCCCATCACGCGGCCGAGACATGGCTTGGCCACAGCTCTTG SEQ ID NO: 104
AGGATGTCACCAATTAACC
CD24 NM_013230.1 TCCAACTAATGCCACCACCAAGGCGGCTGGTGGTGCCCTGCAGTCAACAGCCAGTCTCTTCG SEQ ID NO: 105
TGGTCTCACTCTCTC
CD28 NM_006139.1 TGTGAAAGGGAAACACCTTTGTCCAAGTCCCCTATTTCCCGGACCTTCTAAGCCCTTTTGGGT SEQ ID NO: 106
GCT
CD31 NM_000442.1 TGTATTTCAAGACCTCTGTGCACTTATTTATGAACCTGCCCTGCTCCCACAGAACACAGCAAT SEQ ID NO: 107
TCCTCAGGCTAA
CD34 NM_001773.1 CCACTGCACACACCTCAGAGGCTGTTCTTGGGGCCCTACACCTTGAGGAGGGGCAGGTAAA SEQ ID NO: 108
CTCCTG
CD3z NM_000734.1 AGATGAAGTGGAAGGCGCTTTTCACCGCGGCCATCCTGCAGGCACAGTTGCCGATTACAGA SEQ ID NO: 109
GGCA
CD44E X55150 ATCACCGACAGCACAGACAGAATCCCTGCTACCAATATGGACTCCAGTCATAGTACAACGCT SEQ ID NO: 110
TCAGCCTACTGCAAATCCAAACACAGGT
CD44s M59040.1 GACGAAGACAGTCCCTGGATCACCGACAGCACAGACAGAATCCCTGCTACCAGAGACCAAG SEQ ID NO: 111
ACACATTCCACCCCAGT
CD44v3 AJ251595v3 CACACAAAACAGAACCAGGACTGGACCCAGTGGAACCCAAGCCATTCAAATCCGGAAGTGC SEQ ID NO: 112
TACTTCAG
CD44v6 AJ251595v6 CTCATACCAGCCATCCAATGCAAGGAAGGACAACACCAAGCCCAGAGGACAGTTCCTGGAC SEQ ID NO: 113
TGATTTCTTCAACCCAA
CD68 NM_001251.1 TGGTTCCCAGCCCTGTGTCCACCTCCAAGCCCAGATTCAGATTCGAGTCATGTACACAACCC SEQ ID NO: 114
AGGGTGGAGGAG
CD80 NM_005191.2 TTCAGTTGCTTTGCAGGAAGTGTCTAGAGGAATATGGTGGGCACAGAAGTAGCTCTGGTGAC SEQ ID NO: 115
CTTGATCAA
CD82 NM_002231.2 GTGCAGGCTCAGGTGAAGTGCTGCGGCTGGGTCAGCTTCTACAACTGGACAGACAACGCTG SEQ ID NO: 116
AGCTCATGAATCGCCCTGAGGTC
CD8A NM_171827.1 AGGGTGAGGTGCTTGAGTCTCCAACGGCAAGGGAACAAGTACTTCTTGATACCTGGGATACT SEQ ID NO: 117
GTGCCC
CD9 NM_001769.1 GGGCGTGGAACAGTTTATCTCAGACATCTGCCCCAAGAAGGACGTACTCGAAACCTTCACCG SEQ ID NO: 118
TG
CDC2 NM_001786.2 GAGAGCGACGCGGTTGTTGTAGCTGCCGCTGCGGCCGCCGCGGAATAATAAGCCGGGATCT SEQ ID NO: 119
ACCATAC
CDC20 NM_001255.1 TGGATTGGAGTTCTGGGAATGTACTGGCCGTGGCACTGGACAACAGTGTGTACCTGTGGAGT SEQ ID NO: 120
GCAAGC
cdc25A NM_001789.1 TCTTGCTGGCTACGCCTCTTCTGTCCCTGTTAGACGTCCTCCGTCCATATCAGAACTGTGCCA SEQ ID NO: 121
CAATGCAG
CDC25B NM_021874.1 AAACGAGCAGTTTGCCATCAGACGCTTCCAGTCTATGCCGGTGAGGCTGCTGGGCCACAGCC SEQ ID NO: 122
CCGTGCTTCGGAACATCACCAAC
CDC25C NM_001790.2 GGTGAGCAGAAGTGGCCTATATCGCTCCCCGTCGATGCCAGAGAACTTGAACAGGCCAAGA SEQ ID NO: 123
CTGAAG
CDC4 NM_018315.2 GCAGTCCGCTGTGTTCAATATGATGGCAGGAGGGTTGTTAGTGGAGCATATGATTTTATGGT SEQ ID NO: 124
AAAGGTGTGGGATCC
CDC42 NM_001791.2 TCCAGAGACTGCTGAAAAGCTGGCCCGTGACCTGAAGGCTGTCAAGTATGTGGAGTGTTCTG SEQ ID NO: 125
CACTTACACA
CDC42BPA NM_003607.2 GAGCTGAAAGACGCACACTGTCAGAGGAAACTGGCCATGCAGGAATTCATGGAGATCAATG SEQ ID NO: 126
AGCGGC
CDC6 NM_001254.2 GCAACACTCCCCATTTACCTCCTTGTTCTCCACCAAAGCAAGGCAAGAAAGAGAATGGTCCC SEQ ID NO: 127
CCTCA
CDCA7 v2 NM_145810.1 AAGACCGTGGATGGCTACATGAATGAAGATGACCTGCCCAGAAGCCGTCGCTCCAGATCAT SEQ ID NO: 128
CCGTGACCCT
CDH1 NM_004360.2 TGAGTGTCCCCCGGTATCTTCCCCGCCCTGCCAATCCCGATGAAATTGGAAATTTTATTGATG SEQ ID NO: 129
AAAATCTGAAAGCGGCTG
CDH11 NM_001797.2 GTCGGCAGAAGCAGGACTTGTACCTTCTGCCCATAGTGATCAGCGATGGCGGCATCCCGCCC SEQ ID NO: 130
ATGAGTAG
CDH3 NM_001793.3 ACCCATGTACCGTCCTCGGCCAGCCAACCCAGATGAAATCGGCAACTTTATAATTGAGAACC SEQ ID NO: 131
TGAAGGCGG
CDK2 NM_001798.2 AATGCTGCACTACGACCCTAACAAGCGGATTTCGGCCAAGGCAGCCCTGGCTCACCCTTTCT SEQ ID NO: 132
TCCAGGATGTGACCAA
CDX1 NM_001804.1 AGCAACACCAGCCTCCTGGCCACCTCCTCTCCAATGCCTGTGAAAGAGGAGTTTCTGCCATA SEQ ID NO: 133
GCCC
Cdx2 NM_001265.2 GGGCAGGCAAGGTTTACACTGCGGAAGCCAAAGGCAGCTAAGATAGAAAGCTGGACTGACC SEQ ID NO: 134
AAAGAC
CEACAM1 NM_001712.2 ACTTGCCTGTTCAGAGCACTCATTCCTTCCCACCCCCAGTCCTGTCCTATCACTCTAATTCGG SEQ ID NO: 135
ATTTGCCA
CEACAM6 NM_002483.2 CACAGCCTCACTTCTAACCTTCTGGAACCCACCCACCACTGCCAAGCTCACTATTGAATCCA SEQ ID NO: 136
CGCCATTCAA
CEBPB NM_005194.2 GCAACCCACGTGTAACTGTCAGCCGGGCCCTGAGTAATCGCTTAAAGATGTTCCTACGGGCT SEQ ID NO: 137
TGT
CEGP1 NM_020974.1 TGACAATCAGCACACCTGCATTCACCGCTCGGAAGAGGGCCTGAGCTGCATGAATAAGGAT SEQ ID NO: 138
CACGGCTGTAGTCACA
CENPA NM_001809.2 TAAATTCACTCGTGGTGTGGACTTCAATTGGCAAGCCCAGGCCCTATTGGCCCTACAAGAGG SEQ ID NO: 139
C
CENPE NM_001813.1 GGATGCTGGTGACCTCTTCTTCCCTCACGTTGCAACAGGAATTAAAGGCTAAAAGAAAACGA SEQ ID NO: 140
AGAGTTACTTGGTGCCTTGGC
CENPF NM_016343.2 CTCCCGTCAACAGCGTTCTTTCCAAACACTGGACCAGGAGTGCATCCAGATGAAGGCCAGAC SEQ ID NO: 141
TCACCC
CES2 NM_003869.4 ACTTTGCGAGAAATGGGAACCCCAATGGCGAGGGTCTGCCACACTGGCCGCTGTTCGACCA SEQ ID NO: 142
GGAGGAGCAATACCTG
CGA NM_001275.2 CTGAAGGAGCTCCAAGACCTCGCTCTCCAAGGCGCCAAGGAGAGGGCACATCAGCAGAAGA SEQ ID NO: 143
(CHGA AACACAGCGGTTTTG
official)
CGB NM_000737.2 CCACCATAGGCAGAGGCAGGCCTTCCTACACCCTACTCCCTGTGCCTCCAGCCTCGACTAGT SEQ ID NO: 144
CCCTAGCACTCGACGACT
CHAF1B NM_005441.1 GAGGCCAGTGGTGGAAACAGGTGTGGAGCTGATGAGTCTGCCCTACCGCCTGGTGTTTGCTG SEQ ID NO: 145
TGGCCTCGGA
CHD2 NM_001271.1 CTCTGTGCGAGGCTGTCAGCCACACTAGGTATCAGGGATCCCGAGATGGGTACCAGCCCAC SEQ ID NO: 146
AGTCCTTACC
CHFR NM_018223.1 AAGGAAGTGGTCCCTCTGTGGCAAGTGATGAAGTCTCCAGCTTTGCCTCAGCTCTCCCAGAC SEQ ID NO: 147
AGAAAGACTGCGTC
Chk1 NM_001274.1 GATAAATTGGTACAAGGGATCAGCTTTTCCCAGCCCACATGTCCTGATCATATGCTTTTGAA SEQ ID NO: 148
TAGTCAGTTACTTGGCACCC
Chk2 NM_007194.1 ATGTGGAACCCCCACCTACTTGGCGCCTGAAGTTCTTGTTTCTGTTGGGACTGCTGGGTATAA SEQ ID NO: 149
CCGTGCTGTGGACTG
CIAP1 NM_001166.2 TGCCTGTGGTGGGAAGCTCAGTAACTGGGAACCAAAGGATGATGCTATGTCAGAACACCGG SEQ ID NO: 150
AGGCATTTTCC
cIAP2 NM_001165.2 GGATATTTCCGTGGCTCTTATTCAAACTCTCCATCAAATCCTGTAAACTCCAGAGCAAATCA SEQ ID NO: 151
AGATTTTTCTGCCTTGATGAGAAG
CKS1B NM_001826.1 GGTCCCTAAAACCCATCTGATGTCTGAATCTGAATGGAGGAATCTTGGCGTTCAGCAGAGTC SEQ ID NO: 152
AGGGATGGGTCCATTA
CKS2 NM_001827.1 GGCTGGACGTGGTTTTGTCTGCTGCGCCCGCTCTTCGCGCTCTCGTTTCATTTTCTGCAGCG SEQ ID NO: 153
Claudin 4 NM_001305.2 GGCTGCTTTGCTGCAACTGTCCACCCCGCACAGACAAGCCTTACTCCGCCAAGTATTCTGCT SEQ ID NO: 154
GCCCGCTCTG
CLDN1 NM_021101.3 TCTGGGAGGTGCCCTACTTTGCTGTTCCTGTCCCCGAAAAACAACCTCTTACCCAACACCAA SEQ ID NO: 155
GGCCCTATCCA
CLDN7 NM_001307.3 GGTCTGCCCTAGTCATCCTGGGAGGTGCACTGCTCTCCTGTTCCTGTCCTGGGAATGAGAGC SEQ ID NO: 156
AAGGCTGGGTAC
CLIC1 NM_001288.3 CGGTACTTGAGCAATGCCTACGCCCGGGAAGAATTCGCTTCCACCTGTCCAGATGATGAGGA SEQ ID NO: 157
GATCGA
CLTC NM_004859.1 ACCGTATGGACAGCCACAGCCTGGCTTTGGGTACAGCATGTGAGATGAAGCGCTGATCCTGT SEQ ID NO: 158
AGTCA
CLU NM_001831.1 CCCCAGGATACCTACCACTACCTGCCCTTCAGCCTGCCCCACCGGAGGCCTCACTTCTTCTTT SEQ ID NO: 159
CCCAAGTCCCGCA
cMet NM_000245.1 GACATTTCCAGTCCTGCAGTCAATGCCTCTCTGCCCCACCCTTTGTTCAGTGTGGCTGGTGCC SEQ ID NO: 160
ACGACAAATGTGTGCGATCGGAG
cMYC NM_002467.1 TCCCTCCACTCGGAAGGACTATCCTGCTGCCAAGAGGGTCAAGTTGGACAGTGTCAGAGTCC SEQ ID NO: 161
TGAGACAGATCAGCAACAACCG
CNN NM_001299.2 TCCACCCTCCTGGCTTTGGCCAGCATGGCGAAGACGAAAGGAAACAAGGTGAACGTGGGAG SEQ ID NO: 162
TGA
COL1A1 NM_000088.2 GTGGCCATCCAGCTGACCTTCCTGCGCCTGATGTCCACCGAGGCCTCCCAGAACATCACCTA SEQ ID NO: 163
CCACTG
COL1A2 NM_000089.2 CAGCCAAGAACTGGTATAGGAGCTCCAAGGACAAGAAACACGTCTGGCTAGGAGAAACTAT SEQ ID NO: 164
CAATGCTGGCAGCCAGTTT
COPS3 NM_003653.2 ATGCCCAGTGTTCCTGACTTCGAAACGCTATTCTCACAGGTTCAGCTCTTCATCAGCACTTGT SEQ ID NO: 165
AATGGGGAG
COX2 NM_000963.1 TCTGCAGAGTTGGAAGCACTCTATGGTGACATCGATGCTGTGGAGCTGTATCCTGCCCTTCT SEQ ID NO: 166
GGTAGAAAAGCCTCGGC
COX3 MITO_COX3 TCGAGTCTCCCTTCACCATTTCCGACGGCATCTACGGCTCAACATTTTTTGTAGCCACAGGCT SEQ ID NO: 167
TCCACGGACTTCACGTC
CP NM_000096.1 CGTGAGTACACAGATGCCTCCTTCACAAATCGAAAGGAGAGAGGCCCTGAAGAAGAGCATC SEQ ID NO: 168
TTGGCATCCTGG
CRBP NM_002899.2 TGGTCTGCAAGCAAGTATTCAAGAAGGTGCAGTGAGGCCCAAGCAGACAACCTTGTCCCAA SEQ ID NO: 169
CCAATCAGC
CREBBP NM_004380.1 TGGGAAGCAGCTGTGTACCATTCCTCGCGATGCTGCCTACTACAGCTATCAGAATAGGTATC SEQ ID NO: 170
ATTTCTGTGAGAAGTGTTTC
CRIP2 NM_001312.1 GTGCTACGCCACCCTGTTCGGACCCAAAGGCGTGAACATCGGGGGCGCGGGCTCCTACATCT SEQ ID NO: 171
ACGAGAAGCCCCTG
cripto NM_003212.1 GGGTCTGTGCCCCATGACACCTGGCTGCCCAAGAAGTGTTCCCTGTGTAAATGCTGGCACGG SEQ ID NO: 172
(TDGF1 TCA
official)
CRK(a) NM_016823.2 CTCCCTAACCTCCAGAATGGGCCCATATATGCCAGGGTTATCCAGAAGCGAGTCCCCAATGC SEQ ID NO: 173
CTACGACAAGACA
CRMP1 NM_001313.1 AAGGTTTTTGGATTGCAAGGGGTTTCCAGGGGCATGTATGACGGTCCTGTGTACGAGGTACC SEQ ID NO: 174
AGCTACACCC
CRYAB NM_001885.1 GATGTGATTGAGGTGCATGGAAAACATGAAGAGCGCCAGGATGAACATGGTTTCATCTCCA SEQ ID NO: 175
GGGAGTTC
CSEL1 NM_001316.2 TTACGCAGCTCATGCTCTTGAACGGCTCTTTACTATGCGAGGGCCTAACAATGCCACTCTCTT SEQ ID NO: 176
TACAGCTGC
CSF1 NM_000757.3 TGCAGCGGCTGATTGACAGTCAGATGGAGACCTCGTGCCAAATTACATTTGAGTTTGTAGAC SEQ ID NO: 177
CAGGAACAGTTG
CSK NM_004383.1 CCTGAACATGAAGGAGCTGAAGCTGCTGCAGACCATCGGGAAGGGGGAGTTCGGAGACGTG SEQ ID NO: 178
(SRC) ATG
CTAG1B NM_001327.1 GCTCTCCATCAGCTCCTGTCTCCAGCAGCTTTCCCTGTTGATGTGGATCACGCAGTGCTTTCT SEQ ID NO: 179
GCCCGTGTT
CTGF NM_001901.1 GAGTTCAAGTGCCCTGACGGCGAGGTCATGAAGAAGAACATGATGTTCATCAAGACCTGTG SEQ ID NO: 180
CCTGCCATTACAACT
CTHRC1 NM_138455.2 GCTCACTTCGGCTAAAATGCAGAAATGCATGCTGTCAGCGTTGGTATTTCACATTCAATGGA SEQ ID NO: 181
GCTGA
CTLA4 NM_005214.2 CACTGAGGTCCGGGTGACAGTGCTTCGGCAGGCTGACAGCCAGGTGACTGAAGTCTGTGCG SEQ ID NO: 182
GCAACCTAC
CTNNBIP1 NM_020248.2 GTTTTCCAGGTCGGAGACGGAAGACCGGAGGCAGTAGCTGCAAAGCCCTTGGAACACCCTG SEQ ID NO: 183
GATGCT
CTSB NM_001908.1 GGCCGAGATCTACAAAAACGGCCCCGTGGAGGGAGCTTTCTCTGTGTATTCGGACTTCCTGC SEQ ID NO: 184
CTSD NM_001909.1 GTACATGATCCCCTGTGAGAAGGTGTCCACCCTGCCCGCGATCACACTGAAGCTGGGAGGC SEQ ID NO: 185
AAAGGCTACAAGCTGTCCC
CTSH NM_004390.1 GCAAGTTCCAACCTGGAAAGGCCATCGGCTTTGTCAAGGATGTAGCCAACATCACAATCTAT SEQ ID NO: 186
GACGAGGAAGCGATG
CTSL NM_001912.1 GGGAGGCTTATCTCACTGAGTGAGCAGAATCTGGTAGACTGCTCTGGGCCTCAAGGCAATG SEQ ID NO: 187
AAGGCTGCAATGG
CTSL2 NM_001333.2 TGTCTCACTGAGCGAGCAGAATCTGGTGGACTGTTCGCGTCCTCAAGGCAATCAGGGCTGCA SEQ ID NO: 188
ATGGT
CUL1 NM_003592.2 ATGCCCTGGTAATGTCTGCATTCAACAATGACGCTGGCTTTGTGGCTGCTCTTGATAAGGCTT SEQ ID NO: 189
GTGGTCGC
CUL4A NM_003589.1 AAGCATCTTCCTGTTCTTGGACCGCACCTATGTGCTGCAGAACTCCACGCTGCCCTCCATCTG SEQ ID NO: 190
GGATATGGGATT
CXCL12 NM_000609.3 GAGCTACAGATGCCCATGCCGATTCTTCGAAAGCCATGTTGCCAGAGCCAACGTCAAGCATC SEQ ID NO: 191
TCAAA
CXCR4 NM_003467.1 TGACCGCTTCTACCCCAATGACTTGTGGGTGGTTGTGTTCCAGTTTCAGCACATCATGGTTGG SEQ ID NO: 192
CCTTATCCT
CYBA NM_000101.1 GGTGCCTACTCCATTGTGGCGGGCGTGTTTGTGTGCCTGCTGGAGTACCCCCGGGGGAAGAG SEQ ID NO: 193
GAAGAAGGGCTCCAC
CYP1B1 NM_000104.2 CCAGCTTTGTGCCTGTCACTATTCCTCATGCCACCACTGCCAACACCTCTGTCTTGGGCTACC SEQ ID NO: 194
ACATTCCC
CYP2C8 NM_000770.2 CCGTGTTCAAGAGGAAGCTCACTGCCTTGTGGAGGAGTTGAGAAAAACCAAGGCTTCACCC SEQ ID NO: 195
TGTGATCCCACT
CYP3A4 NM_017460.3 AGAACAAGGACAACATAGATCCTTACATATACACACCCTTTGGAAGTGGACCCAGAAACTG SEQ ID NO: 196
CATTGGCATGAGGTTTGC
CYR61 NM_001554.3 TGCTCATTCTTGAGGAGCATTAAGGTATTTCGAAACTGCCAAGGGTGCTGGTGCGGATGGAC SEQ ID NO: 197
ACTAATGCAGCCAC
DAPK1 NM_004938.1 CGCTGACATCATGAATGTTCCTCGACCGGCTGGAGGCGAGTTTGGATATGACAAAGACACAT SEQ ID NO: 198
CGTTGCTGAAAGAGA
DCC NM_005215.1 AAATGTCCTCCTCGACTGCTCCGCGGAGTCCGACCGAGGAGTTCCAGTGATCAAGTGGAAG SEQ ID NO: 199
AAAGATGGCATTCA
DCC_exons1 X76132_18- GGTCACCGTTGGTGTCATCACAGTGCTGGTAGTGGTCATCGTGGCTGTGATTTGCACCCGAC SEQ ID NO: 200
8-23 23 GCTC
DCC_exons6- X76132_6-7 ATGGAGATGTGGTCATTCCTAGTGATTATTTTCAGATAGTGGGAGGAAGCAACTTACGGATA SEQ ID NO: 201
7 CTTGGGGTGGTG
DCK NM_000788.1 GCCGCCACAAGACTAAGGAATGGCCACCCCGCCCAAGAGAAGCTGCCCGTCTTTCTCAGCC SEQ ID NO: 202
AGCTCTGAGGGGACCCGCATCAAGAAAATCTCCATCGAAGGGAACATCG
DDB1 NM_001923.2 TGCGGATCATCCGGAATGGAATTGGAATCCACGAGCATGCCAGCATTGACTTACCAGGCATC SEQ ID NO: 203
AAAGGA
DET1 NM_017996.2 CTTGTGGAGATCACCCAATCAGGTTCTATGCCCGGGACTCGGGCCTGCTCAAGTTTGAGATC SEQ ID NO: 204
CAGGCGGG
DHFR NM_000791.2 TTGCTATAACTAAGTGCTTCTCCAAGACCCCAACTGAGTCCCCAGCACCTGCTACAGTGAGC SEQ ID NO: 205
TGCCATTCCAC
DHPS NM_013407.1 GGGAGAACGGGATCAATAGGATCGGAAACCTGCTGGTGCCCAATGAGAATTACTGCAAGTT SEQ ID NO: 206
TGAGGACTGGCTGATGC
DIABLO NM_019887.1 CACAATGGCGGCTCTGAAGAGTTGGCTGTCGCGCAGCGTAACTTCATTCTTCAGGTACAGAC SEQ ID NO: 207
AGTGTTTGTGT
DIAPH1 NM_005219.2 CAAGCAGTCAAGGAGAACCAGAAGCGGCGGGAGACAGAAGAAAAGATGAGGCGAGCAAA SEQ ID NO: 208
ACT
DICER1 NM_177438.1 TCCAATTCCAGCATCACTGTGGAGAAAAGCTGTTTGTCTCCCCAGCATACTTTATCGCCTTCA SEQ ID NO: 209
CTGCC
DKK1 NM_012242.1 TGACAACTACCAGCCGTACCCGTGCGCAGAGGACGAGGAGTGCGGCACTGATGAGTACTGC SEQ ID NO: 210
GCTAGTCCC
DLC1 NM_006094.3 GATTCAGACGAGGATGAGCCTTGTGCCATCAGTGGCAAATGGACTTTCCAAAGGGACAGCA SEQ ID NO: 211
AGAGGTG
DPYD NM_000110.2 AGGACGCAAGGAGGGTTTGTCACTGGCAGACTCGAGACTGTAGGCACTGCCATGGCCCCTG SEQ ID NO: 212
TGCTCAGTAAGGACTCGGCGGACATC
DR4 NM_003844.1 TGCACAGAGGGTGTGGGTTACACCAATGCTTCCAACAATTTGTTTGCTTGCCTCCCATGTAC SEQ ID NO: 213
AGCTTGTAAATCAGATGAAGA
DR5 NM_003842.2 CTCTGAGACAGTGCTTCGATGACTTTGCAGACTTGGTGCCCTTTGACTCCTGGGAGCCGCTC SEQ ID NO: 214
ATGAGGAAGTTGGGCCTCATGG
DRG1 NM_004147.3 CCTGGATCTCCCAGGTATCATTGAAGGTGCCAAGGATGGGAAAGGTAGAGGTCGTCAAGTC SEQ ID NO: 215
ATTGCA
DSP NM_004415.1 TGGCACTACTGCATGATTGACATAGAGAAGATCAGGGCCATGACAATCGCCAAGCTGAAAA SEQ ID NO: 216
CAATGCGGCAGG
DTYMK NM_012145.1 AAATCGCTGGGAACAAGTGCCGTTAATTAAGGAAAAGTTGAGCCAGGGCGTGACCCTCGTC SEQ ID NO: 217
GTGGACAGATACGCATT
DUSP1 NM_004417.2 AGACATCAGCTCCTGGTTCAACGAGGCCATTGACTTCATAGACTCCATCAAGAATGCTGGAG SEQ ID NO: 218
GAAGGGTGTTTGTC
DUSP2 NM_004418.2 TATCCCTGTGGAGGACAACCAGATGGTGGAGATCAGTGCCTGGTTCCAGGAGGCCATAGGC SEQ ID NO: 219
TTCATTGACTGGGTG
DUT NM_001948.2 ACACATGGAGTGCTTCTGGAACTATCAGCCCACTTGACCACCCAGTTTGTGGAAGCACAGGC SEQ ID NO: 220
AAGAG
DYRK1B NM_004714.1 AGCATGACACGGAGATGAAGTACTATATAGTACACCTGAAGCGGCACTTCATGTTCCGGAA SEQ ID NO: 221
CCACCTGTGCCTGGTATT
E2F1 NM_005225.1 ACTCCCTCTACCCTTGAGCAAGGGCAGGGGTCCCTGAGCTGTTCTTCTGCCCCATACTGAAG SEQ ID NO: 222
GAACTGAGGCCTG
EDN1 NM_001955.1 TGCCACCTGGACATCATTTGGGTCAACACTCCCGAGCACGTTGTTCCGTATGGACTTGGAAG SEQ ID NO: 223
endothelin CCCTAGGTCCA
EFNA1 NM_004428.2 TACATCTCCAAACCCATCCACCAGCATGAAGACCGCTGCTTGAGGTTGAAGGTGACTGTCAG SEQ ID NO: 224
TGGCAA
EFNA3 NM_004952.3 ACTACATCTCCACGCCCACTCACAACCTGCACTGGAAGTGTCTGAGGATGAAGGTGTTCGTC SEQ ID NO: 225
TGCTG
EFNB1 NM_004429.3 GGAGCCCGTATCCTGGAGCTCCCTCAACCCCAAGTTCCTGAGTGGGAAGGGCTTGGTGATCT SEQ ID NO: 226
ATCC
EFNB2 NM_004093.2 TGACATTATCATCCCGCTAAGGACTGCGGACAGCGTCTTCTGCCCTCACTACGAGAAGGTCA SEQ ID NO: 227
GCGGGGACTAC
EFP NM_005082.2 TTGAACAGAGCCTGACCAAGAGGGATGAGTTCGAGTTTCTGGAGAAAGCATCAAAACTGCG SEQ ID NO: 228
AGGAATCTCAACA
EGFR NM_005228.1 TGTCGATGGACTTCCAGAACCACCTGGGCAGCTGCCAAAAGTGTGATCCAAGCTGTCCCAAT SEQ ID NO: 229
EGLN1 NM_022051.1 TCAATGGCCGGACGAAAGCCATGGTTGCTTGTTATCCGGGCAATGGAACGGGTTATGTACGT SEQ ID NO: 230
CATGTTGATAATCCAAA
EGLN3 NM_022073.2 GCTGGTCCTCTACTGCGGGAGCCGGCTGGGCAAATACTACGTCAAGGAGAGGTCTAAGGCA SEQ ID NO: 231
ATGGTGG
EGR1 NM_001964.2 GTCCCCGCTGCAGATCTCTGACCCGTTCGGATCCTTTCCTCACTCGCCCACCATGGACAACTA SEQ ID NO: 232
CCCTAAGCTGGAG
EGR3 NM_004430.2 CCATGTGGATGAATGAGGTGTCTCCTTTCCATACCCAGTCTCACCTTCTCCCCACCCTACCTC SEQ ID NO: 233
ACCTCTTCTCAGGCA
EI24 NM_004879.2 AAAGTGGTGAATGCCATTTGGTTTCAGGATATAGCTGACCTGGCATTTGAGGTATCAGGGAG SEQ ID NO: 234
GAAGCCTCAC
EIF4E NM_001968.1 GATCTAAGATGGCGACTGTCGAACCGGAAACCACCCCTACTCCTAATCCCCCGACTACAGAA SEQ ID NO: 235
GAGGAGAAAACGGAATCTAA
EIF4EL3 NM_004846.1 AAGCCGCGGTTGAATGTGCCATGACCCTCTCCCTCTCTGGATGGCACCATCATTGAAGCTGG SEQ ID NO: 236
CGTCA
ELAVL1 NM_001419.2 GACAGGAGGCCTCTATCCTGTCCCTCCACCCCACCCTCCACCTCAATCCCCTCCCATCTTCCC SEQ ID NO: 237
CAGACCTACCTCAC
EMP1 NM_001423.1 GCTAGTACTTTGATGCTCCCTTGATGGGGTCCAGAGAGCCTCCCTGCAGCCACCAGACTTGG SEQ ID NO: 238
CCTCCAGCTGTTC
EMR3 NM_032571.2 TGGCCTACCTCTTCACCATCATCAACAGCCTCCAAGGCTTCTTCATCTTCTTGGTCTACTGCC SEQ ID NO: 239
TCCTCA
EMS1 NM_005231.2 GGCAGTGTCACTGAGTCCTTGAAATCCTCCCCTGCCCCGCGGGTCTCTGGATTGGGACGCAC SEQ ID NO: 240
AGTGCA
ENO1 NM_001428.2 CAAGGCCGTGAACGAGAAGTCCTGCAACTGCCTCCTGCTCAAAGTCAACCAGATTGGCTCCG SEQ ID NO: 241
TGACCG
EP300 NM_001429.1 AGCCCCAGCAACTACAGTCTGGGATGCCAAGGCCAGCCATGATGTCAGTGGCCCAGCATGG SEQ ID NO: 242
TCAACCTTTGAACA
EPAS1 NM_001430.3 AAGCCTTGGAGGGTTTCATTGCCGTGGTGACCCAAGATGGCGACATGATCTTTCTGTCAGAA SEQ ID NO: 243
AACATCAGCA
EpCAM NM_002354.1 GGGCCCTCCAGAACAATGATGGGCTTTATGATCCTGACTGCGATGAGAGCGGGCTCTTTAAG SEQ ID NO: 244
GCCAAGCAGTGCA
EPHA2 NM_004431.2 CGCCTGTTCACCAAGATTGACACCATTGCGCCCGATGAGATCACCGTCAGCAGCGACTTCGA SEQ ID NO: 245
GGCACGCCAC
EPHB2 NM_004442.4 CAACCAGGCAGCTCCATCGGCAGTGTCCATCATGCATCAGGTGAGCCGCACCGTGGACAGC SEQ ID NO: 246
ATTAC
EPHB4 NM_004444.3 TGAACGGGGTATCCTCCTTAGCCACGGGGCCCGTCCCATTTGAGCCTGTCAATGTCACCACT SEQ ID NO: 247
GACCGAGAGGTACCT
EphB6 NM_004445.1 ACTGGTCCTCCATCGGCTCCCCAGGAGCTTTGGTTTGAGGTGCAAGGCTCAGCACTCATGCT SEQ ID NO: 248
ACACTGG
EPM2A NM_005670.2 ACTGTGGCACTTAGGGGAGATGACATTTGCTTTGGGCAGAGGCAGCTAGCCAGGACACATTT SEQ ID NO: 249
CCACT
ErbB3 NM_001982.1 CGGTTATGTCATGCCAGATACACACCTCAAAGGTACTCCCTCCTCCCGGGAAGGCACCCTTT SEQ ID NO: 250
CTTCAGTGGGTCTCAGTTC
ERCC1 NM_001983.1 GTCCAGGTGGATGTGAAAGATCCCCAGCAGGCCCTCAAGGAGCTGGCTAAGATGTGTATCC SEQ ID NO: 251
TGGCCG
ERCC2 NM_000400.2 TGGCCTTCTTCACCAGCTACCAGTACATGGAGAGCACCGTGGCCTCCTGGTATGAGCAGGGG SEQ ID NO: 252
ATCCTTG
EREG NM_001432.1 ATAACAAAGTGTAGCTCTGACATGAATGGCTATTGTTTGCATGGACAGTGCATCTATCTGGT SEQ ID NO: 253
GGACATGAGTCAAAACTACTGCAGGTGTG
ERK1 Z11696.1 ACGGATCACAGTGGAGGAAGCGCTGGCTCACCCCTACCTGGAGCAGTACTATGACCCGACG SEQ ID NO: 254
GATGAG
ERK2 NM_002745.1 AGTTCTTGACCCCTGGTCCTGTCTCCAGCCCGTCTTGGCTTATCCACTTTGACTCCTTTGAGC SEQ ID NO: 255
CGTTT
ESPL1 NM_012291.1 ACCCCCAGACCGGATCAGGCAAGCTGGCCCTCATGTCCCCTTCACGGTGTTTGAGGAAGTCT SEQ ID NO: 256
GCCCTACA
EstR1 NM_000125.1 CGTGGTGCCCCTCTATGACCTGCTGCTGGAGATGCTGGACGCCCACCGCCTACATGCGCCCA SEQ ID NO: 257
CTAGCC
ETV4 NM_001986.1 TCCAGTGCCTATGACCCCCCCAGACAAATCGCCATCAAGTCCCCTGCCCCTGGTGCCCTTGG SEQ ID NO: 258
ACAGT
F3 NM_001993.2 GTGAAGGATGTGAAGCAGACGTACTTGGCACGGGTCTTCTCCTACCCGGCAGGGAATGTGG SEQ ID NO: 259
AGAGCACCGGTT
FABP4 NM_001442.1 GCTTTGCCACCAGGAAAGTGGCTGGCATGGCCAAACCTAACATGATCATCAGTGTGAATGG SEQ ID NO: 260
GGATG
FAP NM_004460.2 CTGACCAGAACCACGGCTTATCCGGCCTGTCCACGAACCACTTATACACCCACATGACCCAC SEQ ID NO: 261
TTCC
fas NM_000043.1 GGATTGCTCAACAACCATGCTGGGCATCTGGACCCTCCTACCTCTGGTTCTTACGTCTGTTGC SEQ ID NO: 262
TAGATTATCGTCCAAAAGTGTTAATGCC
fasl NM_000639.1 GCACTTTGGGATTCTTTCCATTATGATTCTTTGTTACAGGCACCGAGAATGTTGTATTCAGTG SEQ ID NO: 263
AGGGTCTTCTTACATGC
FASN NM_004104.4 GCCTCTTCCTGTTCGACGGCTCGCCCACCTACGTACTGGCCTACACCCAGAGCTACCGGGCA SEQ ID NO: 264
AAGC
FBXO5 NM_012177.2 GGCTATTCCTCATTTTCTCTACAAAGTGGCCTCAGTGAACATGAAGAAGGTAGCCTCCTGGA SEQ ID NO: 265
GGAGAATTTCGGTGACAGTCTACAATCC
FBXW7 NM_033632.1 CCCCAGTTTCAACGAGACTTCATTTCATTGCTCCCTAAAGAGTTGGCACTCTATGTGCTTTCA SEQ ID NO: 266
TTCCTGGAAC
FDXR NM_004110.2 GAGATGATTCAGTTACCGGGAGCCCGGCCCATTTTGGATCCTGTGGATTTCTTGGGTCTCCA SEQ ID NO: 267
GGACAAGAT
FES NM_002005.2 CTCTGCAGGCCTAGGTGCAGCTCCTCAGCGGCTCCAGCTCATATGCTGACAGCTCTTCACAG SEQ ID NO: 268
TCCTGG
FGF18 NM_003862.1 CGGTAGTCAAGTCCGGATCAAGGGCAAGGAGACGGAATTCTACCTGTGCATGAACCGCAAA SEQ ID NO: 269
GGCAAGC
FGF2 NM_002006.2 AGATGCAGGAGAGAGGAAGCCTTGCAAACCTGCAGACTGCTTTTTGCCCAATATAGATTGG SEQ ID NO: 270
GTAAGGCTGCAAAAC
FGFR1 NM_023109.1 CACGGGACATTCACCACATCGACTACTATAAAAAGACAACCAACGGCCGACTGCCTGTGAA SEQ ID NO: 271
GTGGATGGCACCC
FGFR2 NM_000141.2 GAGGGACTGTTGGCATGCAGTGCCCTCCCAGAGACCAACGTTCAAGCAGTTGGTAGAAGAC SEQ ID NO: 272
isoform 1 TTGGATCGAATTCTCACTC
FRIT NM_002012.1 CCAGTGGAGCGCTTCCATGACCTGCGTCCTGATGAAGTGGCCGATTTGTTTCAGACGACCCA SEQ ID NO: 273
GAGAG
FIGF NM_004469.2 GGTTCCAGCTTTCTGTAGCTGTAAGCATTGGTGGCCACACCACCTCCTTACAAAGCAACTAG SEQ ID NO: 274
AACCTGCGGC
FLJ12455 NM_022078.1 CCACCAGCATGAAGTTTCGGACAGACATGGCCTTTGTGAGGGGTTCCAGTTGTGCTTCAGAC SEQ ID NO: 275
AGCC
FLJ20712 AK000719.1 GCCACACAAACATGCTCCTGCTCCTGGCGGAGGCAGAGCTGCTGGGAAAGACATTTCGGAA SEQ ID NO: 276
GTTTCCTGTGGC
FLT1 NM_002019.1 GGCTCCCGAATCTATCTTTGACAAAATCTACAGCACCAAGAGCGACGTGTGGTCTTACGGAG SEQ ID NO: 277
TATTGCTGTGGGA
FLT4 NM_002020.1 ACCAAGAAGCTGAGGACCTGTGGCTGAGCCCGCTGACCATGGAAGATCTTGTCTGCTACAG SEQ ID NO: 278
CTTCCAGG
FOS NM_005252.2 CGAGCCCTTTGATGACTTCCTGTTCCCAGCATCATCCAGGCCCAGTGGCTCTGAGACAGCCC SEQ ID NO: 279
GCTCC
FOXO3A NM_001455.1 TGAAGTCCAGGACGATGATGCGCCTCTCTCGCCCATGCTCTACAGCAGCTCAGCCAGCCTGT SEQ ID NO: 280
CACCTTCAGTAAGCAAGCCGT
FPGS NM_004957.3 CAGCCCTGCCAGTTTGACTATGCCGTCTTCTGCCCTAACCTGACAGAGGTGTCATCCACAGG SEQ ID NO: 281
CAAC
FRP1 NM_003012.2 TTGGTACCTGTGGGTTAGCATCAAGTTCTCCCCAGGGTAGAATTCAATCAGAGCTCCAGTTT SEQ ID NO: 282
GCATTTGGATGTG
FST NM_006350.2 GTAAGTCGGATGAGCCTGTCTGTGCCAGTGACAATGCCACTTATGCCAGCGAGTGTGCCATG SEQ ID NO: 283
AAGGAAGCTG
Furin NM_002569.1 AAGTCCTCGATACGCACTATAGCACCGAGAATGACGTGGAGACCATCCGGGCCAGCGTCTG SEQ ID NO: 284
CGCCCCCTGCCACGCCTCATGTGCCACATGCCAG
FUS NM_004960.1 GGATAATTCAGACAACAACACCATCTTTGTGCAAGGCCTGGGTGAGAATGTTACAATTGAGT SEQ ID NO: 285
CTGTGGCTGATTACTTCA
FUT1 NM_000148.1 CCGTGCTCATTGCTAACCACTGTCTGTCCCTGAACTCCCAGAACCACTACATCTGGCTTTGGG SEQ ID NO: 286
CAG
FUT3 NM_000149.1 CAGTTCGGTCCAACAGAGAAAGCAGGCAACCACCATGTCATTTGAAAACAGTTTCATCGGG SEQ ID NO: 287
ATATAATTCGCA
FUT6 NM_000150.1 CGTGTGTCTCAAGACGATCCCACTGTGTACCCTAATGGGTCCCGCTTCCCAGACAGCACAGG SEQ ID NO: 288
GACC
FXYD5 NM_014164.4 AGAGCACCAAAGCAGCTCATCCCACTGATGACACCACGACGCTCTCTGAGAGACCATCCCC SEQ ID NO: 289
AAGCAC
FYN NM_002037.3 GAAGCGCAGATCATGAAGAAGCTGAAGCACGACAAGCTGGTCCAGCTCTATGCAGTGGTGT SEQ ID NO: 290
CTGAGGAG
FZD1 NM_003505.1 GGTGCACCAGTTCTACCCTCTAGTGAAAGTGCAGTGTTCCGCTGAGCTCAAGTTCTTCCTGTG SEQ ID NO: 291
CTCCATGTACGC
FZD2 NM_001466.2 TGGATCCTCACCTGGTCGGTGCTGTGCTGCGCTTCCACCTTCTTCACTGTCACCACGTACTTG SEQ ID NO: 292
GTAGACATGCAGCGC
FZD6 NM_003506.2 AATGAGAGAGGTGAAAGCGGACGGAGCTAGCACCCCCAGGTTAAGAGAACAGGACTGTGG SEQ ID NO: 293
TGAACCT
G-Catenin NM_002230.1 TCAGCAGCAAGGGCATCATGGAGGAGGATGAGGCCTGCGGGCGCCAGTACACGCTCAAGAA SEQ ID NO: 294
AACCACC
G1P2 NM_005101.1 CAACGAATTCCAGGTGTCCCTGAGCAGCTCCATGTCGGTGTCAGAGCTGAAGGCGCAGATC SEQ ID NO: 295
GADD45 NM_001924.2 GTGCTGGTGACGAATCCACATTCATCTCAATGGAAGGATCCTGCCTTAAGTCAACTTATTTG SEQ ID NO: 296
TTTTTGCCGGG
GADD45B NM_015675.1 ACCCTCGACAAGACCACACTTTGGGACTTGGGAGCTGGGGCTGAAGTTGCTCTGTACCCATG SEQ ID NO: 297
AACTCCCA
GADD45G NM_006705.2 CGCGCTGCAGATCCATTTTACGCTGATCCAGGCTTTCTGCTGCGAGAACGACATCGACATAG SEQ ID NO: 298
TGCG
GAGE4 NM_001474.1 GGAACAGGGTCACCCACAGACTGGGTGTGAGTGTGAAGATGGTCCTGATGGGCAGGAGATG SEQ ID NO: 299
GACCCGCCAAATC
GBP1 NM_002053.1 TTGGGAAATATTTGGGCATTGGTCTGGCCAAGTCTACAATGTCCCAATATCAAGGACAACCA SEQ ID NO: 300
CCCTAGCTTCT
GBP2 NM_004120.2 GCATGGGAACCATCAACCAGCAGGCCATGGACCAACTTCACTATGTGACAGAGCTGACAGA SEQ ID NO: 301
TCGAATCAAGGCAAACTCCTCA
GCLC NM_001498.1 CTGTTGCAGGAAGGCATTGATCATCTCCTGGCCCAGCATGTTGCTCATCTCTTTATTAGAGAC SEQ ID NO: 302
CCACTGAC
GCLM NM_002061.1 TGTAGAATCAAACTCTTCATCATCAACTAGAAGTGCAGTTGACATGGCCTGTTCAGTCCTTG SEQ ID NO: 303
GAGTTGCACAGCTGGATTCTGTG
GCNT1 NM_001490.3 TGGTGCTTGGAGCATAGAAGACTGCCCTTCACAAAGGAAATCCCTGATTATTGTTTGAAATG SEQ ID NO: 304
CTGAGGACGTTGC
GDF15 NM_004864.1 CGCTCCAGACCTATGATGACTTGTTAGCCAAAGACTGCCACTGCATATGAGCAGTCCTGGTC SEQ ID NO: 305
CTTCCACTGT
GIT1 NM_014030.2 GTGTATGACGAGGTGGATCGAAGAGAAAATGATGCAGTGTGGCTGGCTACCCAAAACCACA SEQ ID NO: 306
GCACTCTGGT
GJA1 NM_000165.2 GTTCACTGGGGGTGTATGGGGTAGATGGGTGGAGAGGGAGGGGATAAGAGAGGTGCATGTT SEQ ID NO: 307
GGTATTT
GJB2 NM_004004.3 TGTCATGTACGACGGCTTCTCCATGCAGCGGCTGGTGAAGTGCAACGCCTGGCCTTGTCCCA SEQ ID NO: 308
ACACTGTGGACT
GPX1 NM_000581.2 GCTTATGACCGACCCCAAGCTCATCACCTGGTCTCCGGTGTGTCGCAACGATGTTGCCTGGA SEQ ID NO: 309
ACTTT
GPX2 NM_002083.1 CACACAGATCTCCTACTCCATCCAGTCCTGAGGAGCCTTAGGATGCAGCATGCCTTCAGGAG SEQ ID NO: 310
ACACTGCTGGACC
Grb10 NM_005311.2 CTTCGCCTTTGCTGATTGCCTCTCCAAACGCCTGCCTGACGACTGCCTTGGAGCATGTGCGTT SEQ ID NO: 311
ATGG
GRB14 NM_004490.1 TCCCACTGAAGCCCTTTCAGTTGCGGTTGAAGAAGGACTCGCTTGGAGGAAAAAAGGATGTT SEQ ID NO: 312
TACGCCTGGGCACT
GRB2 NM_002086.2 GTCCATCAGTGCATGACGTTTAAGGCCACGTATAGTCCTAGCTGACGCCAATAATAAAAAAC SEQ ID NO: 313
AAGAAACCAAGTGGGCT
GRB7 NM_005310.1 CCATCTGCATCCATCTTGTTTGGGCTCCCCACCCTTGAGAAGTGCCTCAGATAATACCCTGGT SEQ ID NO: 314
GGCC
GRIK1 NM_000830.2 GTTGGGTGCATCTCTCGGGCGTCCGGCAGCGGCTGTATCTCGGCATGAATTAAGAAGCTAGG SEQ ID NO: 315
AAGATGGAGCACG
GRO1 NM_001511.1 CGAAAAGATGCTGAACAGTGACAAATCCAACTGACCAGAAGGGAGGAGGAAGCTCACTGG SEQ ID NO: 316
TGGCTGTTCCTGA
GRP NM_002091.1 CTGGGTCTCATAGAAGCAAAGGAGAACAGAAACCACCAGCCACCTCAACCCAAGGCCTTGG SEQ ID NO: 317
GCAATCAGCAGCCTTCGTGG
GRPR NM_005314.1 ATGCTGCTGGCCATTCCAGAGGCCGTGTTTTCTGACCTCCATCCCTTCCATGAGGAAAGCAC SEQ ID NO: 318
CAACCAGACCT
GSK3B NM_002093.2 GACAAGGACGGCAGCAAGGTGACAACAGTGGTGGCAACTCCTGGGCAGGGTCCAGACAGG SEQ ID NO: 319
CCACAA
GSTA3 NM_000847.3 TCTCCAACTTCCCTCTGCTGAAGGCCCTGAAAACCAGAATCAGCAACCTGCCCACGGTGAAG SEQ ID NO: 320
AAGT
GSTM1 NM_000561.1 AAGCTATGAGGAAAAGAAGTACACGATGGGGGACGCTCCTGATTATGACAGAAGCCAGTGG SEQ ID NO: 321
CTGAATGAAAAATTCAAGCTGGGCC
GSTM3 NM_000849.3 CAATGCCATCTTGCGCTACATCGCTCGCAAGCACAACATGTGTGGTGAGACTGAAGAAGAA SEQ ID NO: 322
AAGATTCGAGTGGAC
GSTp NM_000852.2 GAGACCCTGCTGTCCCAGAACCAGGGAGGCAAGACCTTCATTGTGGGAGACCAGATCTCCTT SEQ ID NO: 323
CGCTGACTACAACC
GSTT1 NM_000853.1 CACCATCCCCACCCTGTCTTCCACAGCCGCCTGAAAGCCACAATGAGAATGATGCACACTGA SEQ ID NO: 324
GGCC
H2AFZ NM_002106.2 CCGGAAAGGCCAAGACAAAGGCGGTTTCCCGCTCGCAGAGAGCCGGCTTGCAGTTCCCAGT SEQ ID NO: 325
GGGCCGTATT
HB-EGF NM_001945.1 GACTCCTTCGTCCCCAGTTGCCGTCTAGGATTGGGCCTCCCATAATTGCTTTGCCAAAATACC SEQ ID NO: 326
AGAGCCTTCAAGTGCCA
hCRA a U78556.1 TGACACCCTTACCTTCCTGAGAAATACCCCCTGGGAGCGCGGAAAGCAGAGCGGACAGGTC SEQ ID NO: 327
AGTGACTTCTATTTTTGACTCGTGTTTTT
HDAC1 NM_004964.2 CAAGTACCACAGCGATGACTACATTAAATTCTTGCGCTCCATCCGTCCAGATAACATGTCGG SEQ ID NO: 328
AGTACAGCAAGC
HDAC2 NM_001527.1 GGTGGCTACACAATCCGTAATGTTGCTCGATGTTGGACATATGAGACTGCAGTTGCCCTTGA SEQ ID NO: 329
TTGTGAGATTCCCA
HDGF NM_004494.1 TCCTAGGCATTCTGGACCTCTGGGTTGGGATCAGGGGTAGGAATGGAAGGATGGAGCATCA SEQ ID NO: 330
ACAGC
hENT1 NM_004955.1 AGCCGTGACTGTTGAGGTCAAGTCCAGCATCGCAGGCAGCAGCACCTGGGAACGTTACTT SEQ ID NO: 331
Hepsin NM_002151.1 AGGCTGCTGGAGGTCATCTCCGTGTGTGATTGCCCCAGAGGCCGTTTCTTGGCCGCCATCTG SEQ ID NO: 332
CCAAGACTGTGGCCGCAGGAAG
HER2 NM_004448.1 CGGTGTGAGAAGTGCAGCAAGCCCTGTGCCCGAGTGTGCTATGGTCTGGGCATGGAGCACTT SEQ ID NO: 333
GCGAGAGG
Herstatin AF177761.2 CACCCTGTCCTATCCTTCCTCAGACCCTCTTGGGACCTAGTCTCTGCCTTCTACTCTCTACCCC SEQ ID NO: 334
TGGCC
HES6 NM_018645.3 TTAGGGACCCTGCAGCTCTGGAGTGGGTGGAGGGAGGGAGCTACGGGCAGGAGGAAGAATT SEQ ID NO: 335
TTGTAG
HGF M29145.1 CCGAAATCCAGATGATGATGCTCATGGACCCTGGTGCTACACGGGAAATCCACTCATTCCTT SEQ ID NO: 336
GGG
HIF1A NM_001530.1 TGAACATAAAGTCTGCAACATGGAAGGTATTGCACTGCACAGGCCACATTCACGTATATGAT SEQ ID NO: 337
ACCAACAGTAACCAACCTCA
HK1 NM_000188.1 TACGCACAGAGGCAAGCAGCTAAGAGTCCGGGATCCCCAGCCTACTGCCTCTCCAGCACTTC SEQ ID NO: 338
TCTC
HLA-DPB1 NM_002121.4 TCCATGATGGTTCTGCAGGTTTCTGCGGCCCCCCGGACAGTGGCTCTGACGGCGTTACTGAT SEQ ID NO: 339
GGTGCTGCTCA
HLA-DRA NM_019111.3 GACGATTTGCCAGCTTTGAGGCTCAAGGTGCATTGGCCAACATAGCTGTGGACAAAGCCAA SEQ ID NO: 340
CCTGGA
HLA-DRB1 NM_002124.1 GCTTTCTCAGGACCTGGTTGCTACTGGTTCGGCAACTGCAGAAAATGTCCTCCCTTGTGGCTT SEQ ID NO: 341
CCT
HLA-G NM_002127.2 CCTGCGCGGCTACTACAACCAGAGCGAGGCCAGTTCTCACACCCTCCAGTGGATGATTGGCT SEQ ID NO: 342
GCGACCTG
HMGB1 NM_002128.3 TGGCCTGTCCATTGGTGATGTTGCGAAGAAACTGGGAGAGATGTGGAATAACACTGCTGCA SEQ ID NO: 343
GATGACAAGC
hMLH NM_000249.2 CTACTTCCAGCAACCCCAGAAAGAGACATCGGGAAGATTCTGATGTGGAAATGGTGGAAGA SEQ ID NO: 344
TGATTCCCGAAAG
HNRPAB NM_004499.2 CAAGGGAGCGACCAACTGATCGCACACATGCTTTGTTTGGATATGGAGTGAACACAATTATG SEQ ID NO: 345
TACCAAATTTAACTTGGCAAAC
HNRPD NM_031370.2 GCCAGTAAGAACGAGGAGGATGAAGGCCATTCAAACTCCTCCCCACGACACTCTGAAGCAG SEQ ID NO: 346
CGACG
HoxA1 NM_005522.3 AGTGACAGATGGACAATGCAAGAATGAACTCCTTCCTGGAATACCCCATACTTAGCAGTGG SEQ ID NO: 347
CGACTCGG
HoxA5 NM_019102.2 TCCCTTGTGTTCCTTCTGTGAAGAAGCCCTGTTCTCGTTGCCCTAATTCATCTTTTAATCATGA SEQ ID NO: 348
GCCTGTTTATTGCC
HOXB13 NM_006361.2 CGTGCCTTATGGTTACTTTGGAGGCGGGTACTACTCCTGCCGAGTGTCCCGGAGCTCGCTGA SEQ ID NO: 349
AACCCTGTG
HOXB7 NM_004502.2 CAGCCTCAAGTTCGGTTTTCGCTACCGGAGCCTTCCCAGAACAAACTTCTTGTGCGTTTGCTT SEQ ID NO: 350
CCAAC
HRAS NM_005343.2 GGACGAATACGACCCCACTATAGAGGATTCCTACCGGAAGCAGGTGGTCATTGATGGGGAG SEQ ID NO: 351
ACGTGC
HSBP1 NM_001537.1 GGAGATGGCCGAGACTGACCCCAAGACCGTGCAGGACCTCACCTCGGTGGTGCAGACACTC SEQ ID NO: 352
CTGCAG
HSD17B1 NM_000413.1 CTGGACCGCACGGACATCCACACCTTCCACCGCTTCTACCAATACCTCGCCCACAGCAAGCA SEQ ID NO: 353
AGTCTTTCGCGAGGCG
HSD17B2 NM_002153.1 GCTTTCCAAGTGGGGAATTAAAGTTGCTTCCATCCAACCTGGAGGCTTCCTAACAAATATCG SEQ ID NO: 354
CAGGCA
HSPA1A NM_005345.4 CTGCTGCGACAGTCCACTACCTTTTTCGAGAGTGACTCCCGTTGTCCCAAGGCTTCCCAGAG SEQ ID NO: 355
CGAACCTG
HSPA1B NM_005346.3 GGTCCGCTTCGTCTTTCGAGAGTGACTCCCGCGGTCCCAAGGCTTTCCAGAGCGAACCTGTG SEQ ID NO: 356
C
HSPA4 NM_002154.3 TTCAGTGTGTCCAGTGCATCTTTAGTGGAGGTTCACAAGTCTGAGGAAAATGAGGAGCCAAT SEQ ID NO: 357
GGAAACAGAT
HSPA5 NM_005347.2 GGCTAGTAGAACTGGATCCCAACACCAAACTCTTAATTAGACCTAGGCCTCAGCTGCACTGC SEQ ID NO: 358
CCGAAAAGCATTTGGGCAGACC
HSPA8 NM_006597.3 CCTCCCTCTGGTGGTGCTTCCTCAGGGCCCACCATTGAAGAGGTTGATTAAGCCAACCAAGT SEQ ID NO: 359
GTAGATGTAGC
HSPB1 NM_001540.2 CCGACTGGAGGAGCATAAAAGCGCAGCCGAGCCCAGCGCCCCGCACTTTTCTGAGCAGACG SEQ ID NO: 360
TCCAGAGCAGAGTCAGCCAGCAT
HSPCA NM_005348.2 CAAAAGGCAGAGGCTGATAAGAACGACAAGTCTGTGAAGGATCTGGTCATCTTGCTTTATG SEQ ID NO: 361
AAACTGCGCT
HSPE1 NM_002157.1 GCAAGCAACAGTAGTCGCTGTTGGATCGGGTTCTAAAGGAAAGGGTGGAGAGATTCAACCA SEQ ID NO: 362
GTTAGCGTGAAAGTTGG
HSPG2 NM_005529.2 GAGTACGTGTGCCGAGTGTTGGGCAGCTCCGTGCCTCTAGAGGCCTCTGTCCTGGTCACCAT SEQ ID NO: 363
TGAG
ICAM1 NM_000201.1 GCAGACAGTGACCATCTACAGCTTTCCGGCGCCCAACGTGATTCTGACGAAGCCAGAGGTCT SEQ ID NO: 364
CAGAAG
ICAM2 NM_000873.2 GGTCATCCTGACACTGCAACCCACTTTGGTGGCTGTGGGCAAGTCCTTCACCATTGAGTGCA SEQ ID NO: 365
ID1 NM_002165.1 AGAACCGCAAGGTGAGCAAGGTGGAGATTCTCCAGCACGTCATCGACTACATCAGGGACCT SEQ ID NO: 366
TCAGTTGGA
ID2 NM_002166.1 AACGACTGCTACTCCAAGCTCAAGGAGCTGGTGCCCAGCATCCCCCAGAACAAGAAGGTGA SEQ ID NO: 367
GCAAGATGGAAATCC
ID3 NM_002167.2 CTTCACCAAATCCCTTCCTGGAGACTAAACCTGGTGCTCAGGAGCGAAGGACTGTGAACTTG SEQ ID NO: 368
TAGCCTGAAGAGCCAGAG
ID4 NM_001546.2 TGGCCTGGCTCTTAATTTGCTTTTGTTTTGCCCAGTATAGACTCGGAAGTAACAGTTATAGCT SEQ ID NO: 369
AGTGGTCTTGCATGATTGCA
IFIT1 NM_001548.1 TGACAACCAAGCAAATGTGAGGAGTCTGGTGACCTGGGGCAACTTTGCCTGGATGTATTACC SEQ ID NO: 370
ACATGGGCAGACTG
IGF1 NM_000618.1 TCCGGAGCTGTGATCTAAGGAGGCTGGAGATGTATTGCGCACCCCTCAAGCCTGCCAAGTCA SEQ ID NO: 371
GCTCGCTCTGTCCG
IGF1R NM_000875.2 GCATGGTAGCCGAAGATTTCACAGTCAAAATCGGAGATTTTGGTATGACGCGAGATATCTAT SEQ ID NO: 372
GAGACAGACTATTACCGGAAA
IGF2 NM_000612.2 CCGTGCTTCCGGACAACTTCCCCAGATACCCCGTGGGCAAGTTCTTCCAATATGACACCTGG SEQ ID NO: 373
AAGCAGTCCA
IGFBP2 NM_000597.1 GTGGACAGCACCATGAACATGTTGGGCGGGGGAGGCAGTGCTGGCCGGAAGCCCCTCAAGT SEQ ID NO: 374
CGGGTATGAAGG
IGFBP3 NM_000598.1 ACGCACCGGGTGTCTGATCCCAAGTTCCACCCCCTCCATTCAAAGATAATCATCATCAAGAA SEQ ID NO: 375
AGGGCA
IGFBP5 NM_000599.1 TGGACAAGTACGGGATGAAGCTGCCAGGCATGGAGTACGTTGACGGGGACTTTCAGTGCCA SEQ ID NO: 376
CACCTTCG
IGFBP6 NM_002178.1 TGAACCGCAGAGACCAACAGAGGAATCCAGGCACCTCTACCACGCCCTCCCAGCCCAATTC SEQ ID NO: 377
TGCGGGTGTCCAAGAC
IGFBP7 NM_001553 GGGTCACTATGGAGTTCAAAGGACAGAACTCCTGCCTGGTGACCGGGACAACCTGGCCATT SEQ ID NO: 378
CAGACCC
IHH NM_002181.1 AAGGACGAGGAGAACACAGGCGCCGACCGCCTCATGACCCAGCGCTGCAAGGACCGCCTGA SEQ ID NO: 379
ACTCGCTGGCTATCT
IL-8 NM_000584.2 AAGGAACCATCTCACTGTGTGTAAACATGACTTCCAAGCTGGCCGTGGCTCTCTTGGCAGCC SEQ ID NO: 380
TTCCTGAT
IL10 NM_000572.1 GGCGCTGTCATCGATTTCTTCCCTGTGAAAACAAGAGCAAGGCCGTGGAGCAGGTGAAGAA SEQ ID NO: 381
TGCCTTTAATAAGCTCCA
IL1B NM_000576.2 AGCTGAGGAAGATGCTGGTTCCCTGCCCACAGACCTTCCAGGAGAATGACCTGAGCACCTTC SEQ ID NO: 382
TTTCC
IL6 NM_000600.1 CCTGAACCTTCCAAAGATGGCTGAAAAAGATGGATGCTTCCAATCTGGATTCAATGAGGAG SEQ ID NO: 383
ACTTGCCTGGT
IL6ST NM_002184.2 GGCCTAATGTTCCAGATCCTTCAAAGAGTCATATTGCCCAGTGGTCACCTCACACTCCTCCA SEQ ID NO: 384
AGGCACAATTTT
ILT-2 NM_006669.1 AGCCATCACTCTCAGTGCAGCCAGGTCCTATCGTGGCCCCTGAGGAGACCCTGACTCTGCAG SEQ ID NO: 385
T
IMP-1 NM_006546.2 GAAAGTGTTTGCGGAGCACAAGATCTCCTACAGCGGCCAGTTCTTGGTCAAATCCGGCTACG SEQ ID NO: 386
CCTTC
IMP2 NM_006548.3 CAATCTGATCCCAGGGTTGAACCTCAGCGCACTTGGCATCTTTTCAACAGGACTGTCCGTGC SEQ ID NO: 387
TATCTCCACCAGCAGGGCC
ING1L NM_001564.1 TGTTTCCAAGATCCTGCTGAAAGTGAACGAGCCTCAGATAAAGCAAAGATGGATTCCAGCC SEQ ID NO: 388
AACCAGAAAGA
ING5 NM_032329.4 CCTACAGCAAGTGCAAGGAATACAGTGACGACAAAGTGCAGCTGGCCATGCAGACCTACGA SEQ ID NO: 389
GATG
INHA NM_002191.2 CCTCCCAGTTTCATCTTCCACTACTGTCATGGTGGTTGTGGGCTGCACATCCCACCAAACCTG SEQ ID NO: 390
TCCCTTCCAGTCCCT
INHBA NM_002192.1 GTGCCCGAGCCATATAGCAGGCACGTCCGGGTCCTCACTGTCCTTCCACTCAACAGTCATCA SEQ ID NO: 391
ACCACTACCG
INHBB NM_002193.1 AGCCTCCAGGATACCAGCAAATGGATGCGGTGACAAATGGCAGCTTAGCTACAAATGCCTG SEQ ID NO: 392
TCAGTCGGAGA
IRS1 NM_005544.1 CCACAGCTCACCTTCTGTCAGGTGTCCATCCCAGCTCCAGCCAGCTCCCAGAGAGGAAGAGA SEQ ID NO: 393
CTGGCACTGAGG
ITGA3 NM_002204.1 CCATGATCCTCACTCTGCTGGTGGACTATACACTCCAGACCTCGCTTAGCATGGTAAATCAC SEQ ID NO: 394
CGGCTACAAAGCTTC
ITGA4 NM_000885.2 CAACGCTTCAGTGATCAATCCCGGGGCGATTTACAGATGCAGGATCGGAAAGAATCCCGGC SEQ ID NO: 395
CAGAC
ITGA5 NM_002205.1 AGGCCAGCCCTACATTATCAGAGCAAGAGCCGGATAGAGGACAAGGCTCAGATCTTGCTGG SEQ ID NO: 396
ACTGTGGAGAAGAC
ITGA6 NM_000210.1 CAGTGACAAACAGCCCTTCCAACCCAAGGAATCCCACAAAAGATGGCGATGACGCCCATGA SEQ ID NO: 397
GGCTAAAC
ITGA7 NM_002206.1 GATATGATTGGTCGCTGCTTTGTGCTCAGCCAGGACCTGGCCATCCGGGATGAGTTGGATGG SEQ ID NO: 398
TGGGGAATGGAAGTTCT
ITGAV NM_002210.2 ACTCGGACTGCACAAGCTATTTTTGATGACAGCTATTTGGGTTATTCTGTGGCTGTCGGAGAT SEQ ID NO: 399
TTCAATGGTGATGGCA
ITGB1 NM_002211.2 TCAGAATTGGATTTGGCTCATTTGTGGAAAAGACTGTGATGCCTTACATTAGCACAACACCA SEQ ID NO: 400
GCTAAGCTCAGG
ITGB3 NM_000212.1 ACCGGGAGCCCTACATGACCGAAAATACCTGCAACCGTTACTGCCGTGACGAGATTGAGTC SEQ ID NO: 401
AGTGAAAGAGCTTAAGG
ITGB4 NM_000213.2 CAAGGTGCCCTCAGTGGAGCTCACCAACCTGTACCCGTATTGCGACTATGAGATGAAGGTGT SEQ ID NO: 402
GCGC
ITGB5 NM_002213.3 TCGTGAAAGATGACCAGGAGGCTGTGCTATGTTTCTACAAAACCGCCAAGGACTGCGTCATG SEQ ID NO: 403
ATGTTCACC
K-ras NM_033360.2 GTCAAAATGGGGAGGGACTAGGGCAGTTTGGATAGCTCAACAAGATACAATCTCACTCTGT SEQ ID NO: 404
GGTGGTCCTG
KCNH2 iso NM_000238.2 GAGCGCAAAGTGGAAATCGCCTTCTACCGGAAAGATGGGAGCTGCTTCCTATGTCTGGTGG SEQ ID NO: 405
a/b ATGTGGTGCCCGTGAAGA
KCNH2 iso NM_172057.1 TCCTGCTGCTGGTCATCTACACGGCTGTCTTCACACCCTACTCGGCTGCCTTCCTGCTGAAGG SEQ ID NO: 406
a/c AGACGGAAGAAGG
KCNK4 NM_016611.2 CCTATCAGCCGCTGGTGTGGTTCTGGATCCTGCTCGGCCTGGCTTACTTCGCCTCAGTGCTCA SEQ ID NO: 407
CCACCA
KDR NM_002253.1 GAGGACGAAGGCCTCTACACCTGCCAGGCATGCAGTGTTCTTGGCTGTGCAAAAGTGGAGG SEQ ID NO: 408
CATTTTT
Ki-67 NM_002417.1 CGGACTTTGGGTGCGACTTGACGAGCGGTGGTTCGACAAGTGGCCTTGCGGGCCGGATCGTC SEQ ID NO: 409
CCAGTGGAAGAGTTGTAA
KIAA0125 NM_014792.2 GTGTCCTGGTCCATGTGGTGCACGTGTCTCCACCTCCAAGGAGAGGCTCCTCAGTGTGCACC SEQ ID NO: 410
TCCC
KIF22 NM_007317.1 CTAAGGCACTTGCTGGAAGGGCAGAATGCCAGTGTGCTTGCCTATGGACCCACAGGAGCTG SEQ ID NO: 411
GGAAGA
KIF2C NM_006845.2 AATTCCTGCTCCAAAAGAAAGTCTTCGAAGCCGCTCCACTCGCATGTCCACTGTCTCAGAGC SEQ ID NO: 412
TTCGCATCACG
KIFC1 XM_371813.1 CCACAGGGTTGAAGAACCAGAAGCCAGTTCCTGCTGTTCCTGTCCAGAAGTCTGGCACATCA SEQ ID NO: 413
GGTG
Kitlng NM_000899.1 GTCCCCGGGATGGATGTTTTGCCAAGTCATTGTTGGATAAGCGAGATGGTAGTACAATTGTC SEQ ID NO: 414
AGACAGCTTGACTGATC
KLF5 NM_001730.3 GTGCAACCGCAGCTTCTCGCGCTCTGACCACCTGGCCCTGCATATGAAGAGGCACCAGAACT SEQ ID NO: 415
GAGCACTGCCCG
KLF6 NM_001300.4 CACGAGACCGGCTACTTCTCGGCGCTGCCGTCTCTGGAGGAGTACTGGCAACAGACCTGCCT SEQ ID NO: 416
AGAGC
KLK10 NM_002776.1 GCCCAGAGGCTCCATCGTCCATCCTCTTCCTCCCCAGTCGGCTGAACTCTCCCCTTGTCTGCA SEQ ID NO: 417
CTGTTCAAACCTCTG
KLK6 NM_002774.2 GACGTGAGGGTCCTGATTCTCCCTGGTTTTACCCCAGCTCCATCCTTGCATCACTGGGGAGG SEQ ID NO: 418
ACGTGATGAGTGAGGA
KLRK1 NM_007360.1 TGAGAGCCAGGCTTCTTGTATGTCTCAAAATGCCAGCCTTCTGAAAGTATACAGCAAAGAGG SEQ ID NO: 419
ACCAGGAT
KNTC2 NM_006101.1 ATGTGCCAGTGAGCTTGAGTCCTTGGAGAAACACAAGCACCTGCTAGAAAGTACTGTTAACC SEQ ID NO: 420
AGGGGCTCA
KRAS2 NM_004985.3 GAGACCAAGGTTGCAAGGCCAGGCCCTGTGTGAACCTTTGAGCTTTCATAGAGAGTTTCACA SEQ ID NO: 421
GCATGGACTG
KRT19 NM_002276.1 TGAGCGGCAGAATCAGGAGTACCAGCGGCTCATGGACATCAAGTCGCGGCTGGAGCAGGAG SEQ ID NO: 422
ATTGCCACCTACCGCA
KRT8 NM_002273.1 GGATGAAGCTTACATGAACAAGGTAGAGCTGGAGTCTCGCCTGGAAGGGCTGACCGACGAG SEQ ID NO: 423
ATCAACTTCCTCAGGCAGCTATATG
LAMA3 NM_000227.2 CAGATGAGGCACATGGAGACCCAGGCCAAGGACCTGAGGAATCAGTTGCTCAACTACCGTT SEQ ID NO: 424
CTGCCATTTCAA
LAMB3 NM_000228.1 ACTGACCAAGCCTGAGACCTACTGCACCCAGTATGGCGAGTGGCAGATGAAATGCTGCAAG SEQ ID NO: 425
TGTGAC
LAMC2 NM_005562.1 ACTCAAGCGGAAATTGAAGCAGATAGGTCTTATCAGCACAGTCTCCGCCTCCTGGATTCAGT SEQ ID NO: 426
GTCTCGGCTTCAGGGAGT
LAT NM_014387.2 GTGAACGTTCCGGAGAGCGGGGAGAGCGCAGAAGCGTCTCTGGATGGCAGCCGGGAGTATG SEQ ID NO: 427
TGAATGT
LCN2 NM_005564.2 CGCTGGGCAACATTAAGAGTTACCCTGGATTAACGAGTTACCTCGTCCGAGTGGTGAGCACC SEQ ID NO: 428
AACTACAACCAGCATGCT
LDLRAP1 NM_015627.1 CAGTGCCTCTCGCCTGTCGACTGGGACAAGCCTGACAGCAGCGGCACAGAGCAGGATGACC SEQ ID NO: 429
TCTTCA
LEF NM_016269.2 GATGACGGAAAGCATCCAGATGGAGGCCTCTACAACAAGGGACCCTCCTACTCGAGTTATT SEQ ID NO: 430
CCGGG
LGALS3 NM_002306.1 AGCGGAAAATGGCAGACAATTTTTCGCTCCATGATGCGTTATCTGGGTCTGGAAACCCAAAC SEQ ID NO: 431
CCTCAAG
LGMN NM_0010085 TTGGTGCCGTTCCTATAGATGATCCTGAAGATGGAGGCAAGCACTGGGTGGTGATCGTGGCA SEQ ID NO: 432
30.1 GGTTC
LILRB3 NM_006864.1 CACCTGGTCTGGGAAGATACCTGGAGGTTTTGATTGGGGTCTCGGTGGCCTTCGTCCTGCTG SEQ ID NO: 433
CTCTT
LMNB1 NM_005573.1 TGCAAACGCTGGTGTCACAGCCAGCCCCCCAACTGACCTCATCTGGAAGAACCAGAACTCGT SEQ ID NO: 434
GGGG
LMYC NM_012421.1 CCCATCCAGAACACTGATTGCTGTCATTCAAGTGAAAGGGATGGAGGTCAGAAAGGGTGCA SEQ ID NO: 435
TAGAAAGCAG
LOX NM_002317.3 CCAATGGGAGAACAACGGGCAGGTGTTCAGCTTGCTGAGCCTGGGCTCACAGTACCAGCCT SEQ ID NO: 436
CAGCG
LOXL2 NM_002318.1 TCAGCGGGCTCTTAAACAACCAGCTGTCCCCGCAGTAAAGAAGCCTGCGTGGTCAACTCCTG SEQ ID NO: 437
TCTT
LRP5 NM_002335.1 CGACTATGACCCACTGGACAAGTTCATCTACTGGGTGGATGGGCGCCAGAACATCAAGCGA SEQ ID NO: 438
GCCAAG
LRP6 NM_002336.1 GGATGTAGCCATCTCTGCCTCTATAGACCTCAGGGCCTTCGCTGTGCTTGCCCTATTGGCTTT SEQ ID NO: 439
GAACT
LY6D NM_003695.2 AATGCTGATGACTTGGAGCAGGCCCCACAGACCCCACAGAGGATGAAGCCACCCCACAGAG SEQ ID NO: 440
GATGCAG
MAD NM_002357.1 TGGTTCTGATTAGGTAACGTATTGGACCTGCCCACAACTCCCTTGCACGTAAACTTCAGTGTC SEQ ID NO: 441
CCACCTTGACC
MAD1L1 NM_003550.1 AGAAGCTGTCCCTGCAAGAGCAGGATGCAGCGATTGTGAAGAACATGAAGTCTGAGCTGGT SEQ ID NO: 442
ACGGCT
MAD2L1 NM_002358.2 CCGGGAGCAGGGAATCACCCTGCGCGGGAGCGCCGAAATCGTGGCCGAGTTCTTCTCATTC SEQ ID NO: 443
GGCATCAACAGCAT
MADH2 NM_005901.2 GCTGCCTTTGGTAAGAACATGTCGTCCATCTTGCCATTCACGCCGCCAGTTGTGAAGAGACT SEQ ID NO: 444
GCTGGGAT
MADH4 NM_005359.3 GGACATTACTGGCCTGTTCACAATGAGCTTGCATTCCAGCCTCCCATTTCCAATCATCCTGCT SEQ ID NO: 445
CCTGAGTATTGGT
MADH7 NM_005904.1 TCCATCAAGGCTTTCGACTACGAGAAGGCGTACAGCCTGCAGCGGCCCAATGACCACGAGT SEQ ID NO: 446
TTATGCAGCAG
MAP2 NM_031846.1 CGGACCACCAGGTCAGAGCCAATTCGCAGAGCAGGGAAGAGTGGTACCTCAACACCCACTA SEQ ID NO: 447
CCCCTG
MAP2K1 NM_002755.2 GCCTTTCTTACCCAGAAGCAGAAGGTGGGAGAACTGAAGGATGACGACTTTGAGAAGATCA SEQ ID NO: 448
GTGAGCTGGGGGCTG
MAP3K1 XM_042066.8 GGTTGGCATCAAAAGGAACTGGTGCAGGAGAGTTTCAGGGACAATTACTGGGGACAATTGC SEQ ID NO: 449
ATTTATGGCA
MAPK14 NM_139012.1 TGAGTGGAAAAGCCTGACCTATGATGAAGTCATCAGCTTTGTGCCACCACCCCTTGACCAAG SEQ ID NO: 450
AAGAGATGGAGTCC
Maspin NM_002639.1 CAGATGGCCACTTTGAGAACATTTTAGCTGACAACAGTGTGAACGACCAGACCAAAATCCTT SEQ ID NO: 451
GTGGTTAATGCTGCC
MAX NM_002382.3 CAAACGGGCTCATCATAATGCACTGGAACGAAAACGTAGGGACCACATCAAAGACAGCTTT SEQ ID NO: 452
CACAGTTTGCGGGA
MCM2 NM_004526.1 GACTTTTGCCCGCTACCTTTCATTCCGGCGTGACAACAATGAGCTGTTGCTCTTCATACTGAA SEQ ID NO: 453
GCAGTTAGTGGC
MCM3 NM_002388.2 GGAGAACAATCCCCTTGAGACAGAATATGGCCTTTCTGTCTACAAGGATCACCAGACCATCA SEQ ID NO: 454
CCATCCAGGAGAT
MCM6 NM_005915.2 TGATGGTCCTATGTGTCACATTCATCACAGGTTTCATACCAACACAGGCTTCAGCACTTCCTT SEQ ID NO: 455
TGGTGTGTTTCCTGTCCCA
MCP1 NM_002982.1 CGCTCAGCCAGATGCAATCAATGCCCCAGTCACCTGCTGTTATAACTTCACCAATAGGAAGA SEQ ID NO: 456
TCTCAGTGC
MDK NM_002391.2 GGAGCCGACTGCAAGTACAAGTTTGAGAACTGGGGTGCGTGTGATGGGGGCACAGGCACCA SEQ ID NO: 457
AAGTC
MDM2 NM_002392.1 CTACAGGGACGCCATCGAATCCGGATCTTGATGCTGGTGTAAGTGAACATTCAGGTGATTGG SEQ ID NO: 458
TTGGAT
MGAT5 NM_002410.2 GGAGTCGAAGGTGGACAATCTTGTTGTCAATGGCACCGGAACAAACTCAACCAACTCCACT SEQ ID NO: 459
ACAGCTGTTCCCA
MGMT NM_002412.1 GTGAAATGAAACGCACCACACTGGACAGCCCTTTGGGGAAGCTGGAGCTGTCTGGTTGTGA SEQ ID NO: 460
GCAGGGTC
mGST1 NM_020300.2 ACGGATCTACCACACCATTGCATATTTGACACCCCTTCCCCAGCCAAATAGAGCTTTGAGTT SEQ ID NO: 461
TTTTTGTTGGATATGGA
MMP1 NM_002421.2 GGGAGATCATCGGGACAACTCTCCTTTTGATGGACCTGGAGGAAATCTTGCTCATGCTTTTC SEQ ID NO: 462
AACCAGGCCC
MMP12 NM_002426.1 CCAACGCTTGCCAAATCCTGACAATTCAGAACCAGCTCTCTGTGACCCCAATTTGAGTTTTG SEQ ID NO: 463
ATGCTGTCACTACCGT
MMP2 NM_004530.1 CCATGATGGAGAGGCAGACATCATGATCAACTTTGGCCGCTGGGAGCATGGCGATGGATAC SEQ ID NO: 464
CCCTTTGACGGTAAGGACGGACTCC
MMP7 NM_002423.2 GGATGGTAGCAGTCTAGGGATTAACTTCCTGTATGCTGCAACTCATGAACTTGGCCATTCTTT SEQ ID NO: 465
GGGTATGGGACATTCC
MMP9 NM_004994.1 GAGAACCAATCTCACCGACAGGCAGCTGGCAGAGGAATACCTGTACCGCTATGGTTACACT SEQ ID NO: 466
CGGGTG
MRP1 NM_004996.2 TCATGGTGCCCGTCAATGCTGTGATGGCGATGAAGACCAAGACGTATCAGGTGGCCCACAT SEQ ID NO: 467
GAAGAGCAAAGACAATCG
MRP2 NM_000392.1 AGGGGATGACTTGGACACATCTGCCATTCGACATGACTGCAATTTTGACAAAGCCATGCAGT SEQ ID NO: 468
TTT
MRP3 NM_003786.2 TCATCCTGGCGATCTACTTCCTCTGGCAGAACCTAGGTCCCTCTGTCCTGGCTGGAGTCGCTT SEQ ID NO: 469
TCATGGTCTTGCTGATTCCACTCAACGG
MRP4 NM_005845.1 AGCGCCTGGAATCTACAACTCGGAGTCCAGTGTTTTCCCACTTGTCATCTTCTCTCCAGGGGC SEQ ID NO: 470
TCT
MRPL40 NM_003776.2 ACTTGCAGGCTGCTATCCTTAACATGCTGCCCCTGAGAGTAGGAATGACCAGGGTTCAAGTC SEQ ID NO: 471
TGCT
MSH2 NM_000251.1 GATGCAGAATTGAGGCAGACTTTACAAGAAGATTTACTTCGTCGATTCCCAGATCTTAACCG SEQ ID NO: 472
ACTTGCCAAGA
MSH3 NM_002439.1 TGATTACCATCATGGCTCAGATTGGCTCCTATGTTCCTGCAGAAGAAGCGACAATTGGGATT SEQ ID NO: 473
GTGGATGGCATTTTCACAAG
MSH6 NM_000179.1 TCTATTGGGGGATTGGTAGGAACCGTTACCAGCTGGAAATTCCTGAGAATTTCACCACTCGC SEQ ID NO: 474
AATTTG
MT3 NM_005954.1 GTGTGAGAAGTGTGCCAAGGACTGTGTGTGCAAAGGCGGAGAGGCAGCTGAGGCAGAAGC SEQ ID NO: 475
AGAGAAGTGCAG
MTA1 NM_004689.2 CCGCCCTCACCTGAAGAGAAACGCGCTCCTTGGCGGACACTGGGGGAGGAGAGGAAGAAGC SEQ ID NO: 476
GCGGCTAACTTATTCC
MUC1 NM_002456.1 GGCCAGGATCTGTGGTGGTACAATTGACTCTGGCCTTCCGAGAAGGTACCATCAATGTCCAC SEQ ID NO: 477
GACGTGGAG
MUC2 NM_002457.1 CTATGAGCCATGTGGGAACCGGAGCTTCGAGACCTGCAGGACCATCAACGGCATCCACTCC SEQ ID NO: 478
AACAT
MUC5B XM_039877.1 TGCCCTTGCACTGTCCTAACGGCTCAGCCATCCTGCACACCTACACCCACGTGGATGAGTGT SEQ ID NO: 479
1 GGCTG
MUTYH NM_012222.1 GTACGACCAAGAGAAACGGGACCTACCATGGAGAAGACGGGCAGAAGATGAGATGGACCT SEQ ID NO: 480
GGACAGG
MVP NM_017458.1 ACGAGAACGAGGGCATCTATGTGCAGGATGTCAAGACCGGAAAGGTGCGCGCTGTGATTGG SEQ ID NO: 481
AAGCACCTACATGC
MX1 NM_002462.2 GAAGGAATGGGAATCAGTCATGAGCTAATCACCCTGGAGATCAGCTCCCGAGATGTCCCGG SEQ ID NO: 482
ATCTGACTCTAATAGAC
MXD4 NM_006454.2 AGAAACTGGAGGAGCAGGACCGCCGGGCACTGAGCATCAAGGAGCAGCTGCAGCAGGAGC SEQ ID NO: 483
ATCGTTTCCTGAAG
MYBL2 NM_002466.1 GCCGAGATCGCCAAGATGTTGCCAGGGAGGACAGACAATGCTGTGAAGAATCACTGGAACT SEQ ID NO: 484
CTACCATCAAAAG
MYH11 NM_002474.1 CGGTACTTCTCAGGGCTAATATATACGTACTCTGGCCTCTTCTGCGTGGTGGTCAACCCCTAT SEQ ID NO: 485
AAACACCTGCCCATCTACTCGG
MYLK NM_053025.1 TGACGGAGCGTGAGTGCATCAAGTACATGCGGCAGATCTCGGAGGGAGTGGAGTACATCCA SEQ ID NO: 486
CAAGCAGGGCAT
NAT2 NM_000015.1 TAACTGACATTCTTGAGCACCAGATCCGGGCTGTTCCCTTTGAGAACCTTAACATGCATTGT SEQ ID NO: 487
GGGCAAGCCAT
NAV2 NM_182964.3 CTCTCCCAGCACAGCTTGAACCTCACTGAGTCAACCAGCCTGGACATGTTGCTGGATGACAC SEQ ID NO: 488
TGGTG
NCAM1 NM_000615.1 TAGTTCCCAGCTGACCATCAAAAAGGTGGATAAGAACGACGAGGCTGAGTACATCTGCATT SEQ ID NO: 489
GCTGAGAACAAGGCTG
NDE1 NM_017668.1 CTACTGCGGAAAGTCGGGGCACTGGAGTCCAAACTCGCTTCCTGCCGGAACCTCGTGTACGA SEQ ID NO: 490
TCAGTCC
NDRG1 NM_006096.2 AGGGCAACATTCCACAGCTGCCCTGGCTGTGATGAGTGTCCTTGCAGGGGCCGGAGTAGGA SEQ ID NO: 491
GCACTG
NDUFS3 NM_004551.1 TATCCATCCTGATGGCGTCATCCCAGTGCTGACTTTCCTCAGGGATCACACCAATGCACAGT SEQ ID NO: 492
TCAA
NEDD8 NM_006156.1 TGCTGGCTACTGGGTGTTAGTTTGCAGTCCTGTGTGCTTCCCTCTCTTATGACTGTGTCCCTG SEQ ID NO: 493
GTTGTC
NEK2 NM_002497.1 GTGAGGCAGCGCGACTCTGGCGACTGGCCGGCCATGCCTTCCCGGGCTGAGGACTATGAAG SEQ ID NO: 494
TGTTGTACACCATTGGCA
NF2 NM_000268.2 ACTCCAGAGCTGACCTCCACCGCCCAGCCTGGGAAGTCATTGTAGGGAGTGAGACACTGAA SEQ ID NO: 495
GCCCTGA
NEKBp50 NM_003998.1 CAGACCAAGGAGATGGACCTCAGCGTGGTGCGGCTCATGTTTACAGCTTTTCTTCCGGATAG SEQ ID NO: 496
CACTGGCAGCT
NFKBp65 NM_021975.1 CTGCCGGGATGGCTTCTATGAGGCTGAGCTCTGCCCGGACCGCTGCATCCACAGTTTCCAGA SEQ ID NO: 497
ACCTGG
NISCH NM_007184.1 CCAAGGAATCATGTTCGTTCAGGAGGAGGCCCTGGCCAGCAGCCTCTCGTCCACTGACAGTC SEQ ID NO: 498
TGACTCCCGAGCACCA
Nkd-1 NM_033119.3 GAGAGAGTGAGCGAACCCTGCCCAGGCTCCAAGAAGCAGCTGAAGTTTGAAGAGCTCCAGT SEQ ID NO: 499
GCGACG
NMB NM_021077.1 GGCTGCTGGTACAAATACTGCAGAAATGACACCAATAATAGGGGCAGACACAACAGCGTGG SEQ ID NO: 500
CTTAGATTG
NMBR NM_002511.1 TGATCCATCTCTAGGCCACATGATTGTCACCTTAGTTGCCCGGGTTCTCAGTTTTGGCAATTC SEQ ID NO: 501
TTGTGTCAACCCATTTGCTC
NME1 NM_000269.1 CCAACCCTGCAGACTCCAAGCCTGGGACCATCCGTGGAGACTTCTGCATACAAGTTGGCAGG SEQ ID NO: 502
AACATTATACAT
NOS3 NM_000603.2 ATCTCCGCCTCGCTCATGGGCACGGTGATGGCGAAGCGAGTGAAGGCGACAATCCTGTATG SEQ ID NO: 503
GCTCCGA
NOTCH1 NM_017617.2 CGGGTCCACCAGTTTGAATGGTCAATGCGAGTGGCTGTCCCGGCTGCAGAGCGGCATGGTGC SEQ ID NO: 504
CGAACCAATACAAC
NOTCH2 NM_024408.2 CACTTCCCTGCTGGGATTATATCAACAACCAGTGTGATGAGCTGTGCAACACGGTCGAGTGC SEQ ID NO: 505
CTGTTTGACAACT
NPM1 NM_002520.2 AATGTTGTCCAGGTTCTATTGCCAAGAATGTGTTGTCCAAAATGCCTGTTTAGTTTTTAAAGA SEQ ID NO: 506
TGGAACTCCACCCTTTGCTTG
NR4A1 NM_002135.2 CACAGCTTGCTTGTCGATGTCCCTGCCTTCGCCTGCCTCTCTGCCCTTGTCCTCATCACCGAC SEQ ID NO: 507
CGGCAT
NRG1 NM_013957.1 CGAGACTCTCCTCATAGTGAAAGGTATGTGTCAGCCATGACCACCCCGGCTCGTATGTCACC SEQ ID NO: 508
TGTAGATTTCCACACGCCAAG
NRP1 NM_003873.1 CAGCTCTCTCCACGCGATTCATCAGGATCTACCCCGAGAGAGCCACTCATGGCGGACTGGGG SEQ ID NO: 509
CTCAGAATGGAGCTGCTGGG
NRP2 NM_003872.1 CTACAGCCTAAACGGCAAGGACTGGGAATACATTCAGGACCCCAGGACCCAGCAGCCAAAG SEQ ID NO: 510
CTGTTCGAAGGGAAC
NTN1 NM_004822.1 AGAAGGACTATGCCGTCCAGATCCACATCCTGAAGGCGGACAAGGCGGGGGACTGGTGGAA SEQ ID NO: 511
GTTCACGG
NUFIP1 NM_012345.1 GCTTCCACATCGTGGTATTGGAGACAGTCTTCTGATAGGTTTCCTCGGCATCAGAAGTCCTTC SEQ ID NO: 512
AACCCTGCAGTT
ODC1 NM_002539.1 AGAGATCACCGGCGTAATCAACCCAGCGTTGGACAAATACTTTCCGTCAGACTCTGGAGTGA SEQ ID NO: 513
GAATCATAGCTGAGCCCG
OPN, NM_000582.1 CAACCGAAGTTTTCACTCCAGTTGTCCCCACAGTAGACACATATGATGGCCGAGGTGATAGT SEQ ID NO: 514
osteopontin GTGGTTTATGGACTGAGG
ORC1L NM_004153.2 TCCTTGACCATACCGGAGGGTGCATGTACATCTCCGGTGTCCCTGGGACAGGGAAGACTGCC SEQ ID NO: 515
ACTG
OSM NM_020530.3 GTTTCTGAAGGGGAGGTCACAGCCTGAGCTGGCCTCCTATGCCTCATCATGTCCCAAACCAG SEQ ID NO: 516
ACACCT
OSMR NM_003999.1 GCTCATCATGGTCATGTGCTACTTGAAAAGTCAGTGGATCAAGGAGACCTGTTATCCTGACA SEQ ID NO: 517
TCCCTGACCCTTACA
P14ARF S78535.1 CCCTCGTGCTGATGCTACTGAGGAGCCAGCGTCTAGGGCAGCAGCCGCTTCCTAGAAGACCA SEQ ID NO: 518
GGTCATGATG
p16-INK4 L27211.1 GCGGAAGGTCCCTCAGACATCCCCGATTGAAAGAACCAGAGAGGCTCTGAGAAACCTCGGG SEQ ID NO: 519
AAACTTAGATCATCA
p21 NM_000389.1 TGGAGACTCTCAGGGTCGAAAACGGCGGCAGACCAGCATGACAGATTTCTACCACTCCAAA SEQ ID NO: 520
CGCC
p27 NM_004064.1 CGGTGGACCACGAAGAGTTAACCCGGGACTTGGAGAAGCACTGCAGAGACATGGAAGAGG SEQ ID NO: 521
CGAGCC
P53 NM_000546.2 CTTTGAACCCTTGCTTGCAATAGGTGTGCGTCAGAAGCACCCAGGACTTCCATTTGCTTTGTC SEQ ID NO: 522
CCGGG
p53R2 AB036063.1 CCCAGCTAGTGTTCCTCAGAACAAAGATTGGAAAAAGCTGGCCGAGAACCATTTATACATA SEQ ID NO: 523
GAGGAAGGGCTTACGG
PADI4 NM_012387.1 AGCAGTGGCTTGCTTTCTTCTCCTGTGATGTCCCAGTTTCCCACTCTGAAGATCCCAACATGG SEQ ID NO: 524
TCCTAGCA
PAI1 NM_000602.1 CCGCAACGTGGTTTTCTCACCCTATGGGGTGGCCTCGGTGTTGGCCATGCTCCAGCTGACAA SEQ ID NO: 525
CAGGAGGAGAAACCCAGCA
Pak1 NM_002576.3 GAGCTGTGGGTTGTTATGGAATACTTGGCTGGAGGCTCCTTGACAGATGTGGTGACAGAAAC SEQ ID NO: 526
TTGCATGG
PARC NM_015089.1 GGAGCTGACCTGCTTCCTACATCGCCTGGCCTCGATGCATAAGGACTATGCTGTGGTGCTCT SEQ ID NO: 527
GCT
PCAF NM_003884.3 AGGTGGCTGTGTTACTGCAACGTGCCACAGTTCTGCGACAGTCTACCTCGGTACGAAACCAC SEQ ID NO: 528
ACAGGTG
PCNA NM_002592.1 GAAGGTGTTGGAGGCACTCAAGGACCTCATCAACGAGGCCTGCTGGGATATTAGCTCCAGC SEQ ID NO: 529
GGTGTAAACC
PDGFA NM_002607.2 TTGTTGGTGTGCCCTGGTGCCGTGGTGGCGGTCACTCCCTCTGCTGCCAGTGTTTGGACAGA SEQ ID NO: 530
ACCCA
PDGFB NM_002608.1 ACTGAAGGAGACCCTTGGAGCCTAGGGGCATCGGCAGGAGAGTGTGTGGGCAGGGTTATTT SEQ ID NO: 531
A
PDGFC NM_016205.1 AGTTACTAAAAAATACCACGAGGTCCTTCAGTTGAGACCAAAGACCGGTGTCAGGGGATTG SEQ ID NO: 532
CACAAATCACTCACCGAC
PDGFD NM_025208.2 TATCGAGGCAGGTCATACCATGACCGGAAGTCAAAAGTTGACCTGGATAGGCTCAATGATG SEQ ID NO: 533
ATGCCAAGCGTTA
PDGFRa NM_006206.2 GGGAGTTTCCAAGAGATGGACTAGTGCTTGGTCGGGTCTTGGGGTCTGGAGCGTTTGGGAAG SEQ ID NO: 534
GTGGTTGAAG
PDGFRb NM_002609.2 CCAGCTCTCCTTCCAGCTACAGATCAATGTCCCTGTCCGAGTGCTGGAGCTAAGTGAGAGCC SEQ ID NO: 535
ACCC
PFN1 NM_005022.2 GGAAAACGTTCGTCAACATCACGCCAGCTGAGGTGGGTGTCCTGGTTGGCAAAGACCGGTC SEQ ID NO: 536
AAGTTTT
PFN2 NM_053024.1 TCTATACGTCGATGGTGACTGCACAATGGACATCCGGACAAAGAGTCAAGGTGGGGAGCCA SEQ ID NO: 537
ACATACAATGTGGCTGTCGGC
PGK1 NM_000291.1 AGAGCCAGTTGCTGTAGAACTCAAATCTCTGCTGGGCAAGGATGTTCTGTTCTTGAAGGACT SEQ ID NO: 538
GTGTAGGCCCAG
PI3K NM_002646.2 TGCTACCTGGACAGCCCGTTGGTGCGCTTCCTCCTGAAACGAGCTGTGTCTGACTTGAGAGT SEQ ID NO: 539
GACTCACTACTTCTTCTGGTTACTGAAGGACGGCCT
PI3KC2A NM_002645.1 ATACCAATCACCGCACAAACCCAGGCTATTTGTTAAGTCCAGTCACAGCGCAAAGAAACAT SEQ ID NO: 540
ATGCGGAGAAAATGCTAGTGTG
PIK3CA NM_006218.1 GTGATTGAAGAGCATGCCAATTGGTCTGTATCCCGAGAAGCAGGATTTAGCTATTCCCACGC SEQ ID NO: 541
AGGAC
PIM1 NM_002648.2 CTGCTCAAGGACACCGTCTACACGGACTTCGATGGGACCCGAGTGTATAGCCCTCCAGAGTG SEQ ID NO: 542
GATCC
Pin1 NM_006221.1 GATCAACGGCTACATCCAGAAGATCAAGTCGGGAGAGGAGGACTTTGAGTCTCTGGCCTCA SEQ ID NO: 543
CAGTTCA
PKD1 NM_000296.2 CAGCACCAGCGATTACGACGTTGGCTGGGAGAGTCCTCACAATGGCTCGGGGACGTGGGCC SEQ ID NO: 544
TATTCAG
PKR2 NM_002654.3 CCGCCTGGACATTGATTCACCACCCATCACAGCCCGGAACACTGGCATCATCTGTACCATTG SEQ ID NO: 545
GCCCAG
PLA2G2A NM_000300.2 GCATCCCTCACCCATCCTAGAGGCCAGGCAGGAGCCCTTCTATACCCACCCAGAATGAGACA SEQ ID NO: 546
TCCAGCAGATTTCCAGC
PLAUR NM_002659.1 CCCATGGATGCTCCTCTGAAGAGACTTTCCTCATTGACTGCCGAGGCCCCATGAATCAATGT SEQ ID NO: 547
CTGGTAGCCACCGG
PLK NM_005030.2 AATGAATACAGTATTCCCAAGCACATCAACCCCGTGGCCGCCTCCCTCATCCAGAAGATGCT SEQ ID NO: 548
TCAGACA
PLK3 NM_004073.2 TGAAGGAGACGTACCGCTGCATCAAGCAGGTTCACTACACGCTGCCTGCCAGCCTCTCACTG SEQ ID NO: 549
CCTG
PLOD2 NM_000935.2 CAGGGAGGTGGTTGCAAATTTCTAAGGTACAATTGCTCTATTGAGTCACCACGAAAAGGCTG SEQ ID NO: 550
GAGCTTCATGCATCCTGGGAGA
PMS1 NM_000534.2 CTTACGGTTTTCGTGGAGAAGCCTTGGGGTCAATTTGTTGTATAGCTGAGGTTTTAATTACAA SEQ ID NO: 551
CAAGAACGGCTGCT
PMS2 NM_000535.2 GATGTGGACTGCCATTCAAACCAGGAAGATACCGGATGTAAATTTCGAGTTTTGCCTCAGCC SEQ ID NO: 552
AACTAATCTCGCA
PPARG NM_005037.3 TGACTTTATGGAGCCCAAGTTTGAGTTTGCTGTGAAGTTCAATGCACTGGAATTAGATGACA SEQ ID NO: 553
GCGACTTGGC
PPID NM_005038.1 TCCTCATTTGGATGGGAAACATGTGGTGTTTGGCCAAGTAATTAAAGGAATAGGAGTGGCA SEQ ID NO: 554
AGGATATTGG
PPM1D NM_003620.1 GCCATCCGCAAAGGCTTTCTCGCTTGTCACCTTGCCATGTGGAAGAAACTGGCGGAATGGCC SEQ ID NO: 555
PPP2R4 NM_178001.1 GGCTCAGAGCATAAGGCTTCAGGGCCCAAGTTGGGAGAAGTGACCAAAGTGTAGCCAGTTT SEQ ID NO: 556
TCTGAGTTCCCGT
PR NM_000926.2 GCATCAGGCTGTCATTATGGTGTCCTTACCTGTGGGAGCTGTAAGGTCTTCTTTAAGAGGGC SEQ ID NO: 557
AATGGAAGGGCAGCACAACTACT
PRDX2 NM_005809.4 GGTGTCCTTCGCCAGATCACTGTTAATGATTTGCCTGTGGGACGCTCCGTGGATGAGGCTCT SEQ ID NO: 558
GCGGCTG
PRDX3 NM_006793.2 TGACCCCAATGGAGTCATCAAGCATTTGAGCGTCAACGATCTCCCAGTGGGCCGAAGCGTG SEQ ID NO: 559
GAAGAAACCCTCCGCTTGG
PRDX4 NM_006406.1 TTACCCATTTGGCCTGGATTAATACCCCTCGAAGACAAGGAGGACTTGGGCCAATAAGGATT SEQ ID NO: 560
CCACTTCTTTCAG
PRDX6 NM_004905.2 CTGTGAGCCAGAGGATGTCAGCTGCCAATTGTGTTTTCCTGCAGCAATTCCATAAACACATC SEQ ID NO: 561
CTGGTGTCATCACA
PRKCA NM_002737.1 CAAGCAATGCGTCATCAATGTCCCCAGCCTCTGCGGAATGGATCACACTGAGAAGAGGGGG SEQ ID NO: 562
CGGATTTAC
PRKCB1 NM_002738.5 GACCCAGCTCCACTCCTGCTTCCAGACCATGGACCGCCTGTACTTTGTGATGGAGTACGTGA SEQ ID NO: 563
ATGGG
PRKCD NM_006254.1 CTGACACTTGCCGCAGAGAATCCCTTTCTCACCCACCTCATCTGCACCTTCCAGACCAAGGA SEQ ID NO: 564
CCACCT
PRKR NM_002759.1 GCGATACATGAGCCCAGAACAGATTTCTTCGCAAGACTATGGAAAGGAAGTGGACCTCTAC SEQ ID NO: 565
GCTTTGGGGCTAATTCTTGCTGA
pS2 NM_003225.1 GCCCTCCCAGTGTGCAAATAAGGGCTGCTGTTTCGACGACACCGTTCGTGGGGTCCCCTGGT SEQ ID NO: 566
GCTTCTATCCTAATACCATCGACG
PTCH NM_000264.2 CCACGACAAAGCCGACTACATGCCTGAAACAAGGCTGAGAATCCCGGCAGCAGAGCCCATC SEQ ID NO: 567
GAGTA
PTEN NM_000314.1 TGGCTAAGTGAAGATGACAATCATGTTGCAGCAATTCACTGTAAAGCTGGAAAGGGACGAA SEQ ID NO: 568
CTGGTGTAATGATATGTGCA
PTGER3 NM_000957.2 TAACTGGGGCAACCTTTTCTTCGCCTCTGCCTTTGCCTTCCTGGGGCTCTTGGCGCTGACAGT SEQ ID NO: 569
CACCTTTTCCTGCAA
PTHLH NM_002820.1 AGTGACTGGGAGTGGGCTAGAAGGGGACCACCTGTCTGACACCTCCACAACGTCGCTGGAG SEQ ID NO: 570
CTCGATTCACGGTAACAGGCTT
PTHR1 NM_000316.1 CGAGGTACAAGCTGAGATCAAGAAATCTTGGAGCCGCTGGACACTGGCACTGGACTTCAAG SEQ ID NO: 571
CGAAAGGCACGC
PTK2 NM_005607.3 GACCGGTCGAATGATAAGGTGTACGAGAATGTGACGGGCCTGGTGAAAGCTGTCATCGAGA SEQ ID NO: 572
TGTCCAG
PTK2B NM_004103.3 CAAGCCCAGCCGACCTAAGTACAGACCCCCTCCGCAAACCAACCTCCTGGCTCCAAAGCTG SEQ ID NO: 573
CAGTTCCAGGTTC
PTP4A3 NM_007079.2 AATATTTGTGCGGGGTATGGGGGTGGGTTTTTAAATCTCGTTTCTCTTGGACAAGCACAGGG SEQ ID NO: 574
ATCTCGTT
PTP4A3 v2 NM_032611.1 CCTGTTCTCGGCACCTTAAATTATTAGACCCCGGGGCAGTCAGGTGCTCCGGACACCCGAAG SEQ ID NO: 575
GCAATA
PTPD1 NM_007039.2 CGCTTGCCTAACTCATACTTTCCCGTTGACACTTGATCCACGCAGCGTGGCACTGGGACGTA SEQ ID NO: 576
AGTGGCGCAGTCTGAATGG
PTPN1 NM_002827.2 AATGAGGAAGTTTCGGATGGGGCTGATCCAGACAGCCGACCAGCTGCGCTTCTCCTACCTGG SEQ ID NO: 577
CTGTGATCGAAG
PTPRF NM_002840.2 TGTTTTAGCTGAGGGACGTGGTGCCGACGTCCCCAAACCTAGCTAGGCTAAGTCAAGATCAA SEQ ID NO: 578
CATTCCAGGGTTGGTA
PTPRJ NM_002843.2 AACTTCCGGTACCTCGTTCGTGACTACATGAAGCAGAGTCCTCCCGAATCGCCGATTCTGGT SEQ ID NO: 579
GCATTGCAGTGCT
PTPRO NM_030667.1 CATGGCCTGATCATGGTGTGCCCACAGCAAATGCTGCAGAAAGTATCCTGCAGTTTGTACAC SEQ ID NO: 580
ATGG
PTTG1 NM_004219.2 GGCTACTCTGATCTATGTTGATAAGGAAAATGGAGAACCAGGCACCCGTGTGGTTGCTAAG SEQ ID NO: 581
GATGGGCTGAAGC
RAB32 NM_006834.2 CCTGCAGCTGTGGGACATCGCGGGGCAGGAGCGATTTGGCAACATGACCCGAGTATACTAC SEQ ID NO: 582
AAGGAAGCTGTTGGTGCT
RAB6C NM_032144.1 GCGACAGCTCCTCTAGTTCCACCATGTCCGCGGGCGGAGACTTCGGGAATCCGCTGAGGAA SEQ ID NO: 583
ATTCAAGCTGGTGTTCC
RAC1 NM_006908.3 TGTTGTAAATGTCTCAGCCCCTCGTTCTTGGTCCTGTCCCTTGGAACCTTTGTACGCTTTGCTC SEQ ID NO: 584
AA
RAD51C NM_058216.1 GAACTTCTTGAGCAGGAGCATACCCAGGGCTTCATAATCACCTTCTGTTCAGCACTAGATGA SEQ ID NO: 585
TATTCTTGGGGGTGGA
RAD54L NM_003579.2 AGCTAGCCTCAGTGACACACATGACAGGTTGCACTGCCGACGTTGTGTCAACAGCCGTCAGA SEQ ID NO: 586
TCCGG
RAF1 NM_002880.1 CGTCGTATGCGAGAGTCTGTTTCCAGGATGCCTGTTAGTTCTCAGCACAGATATTCTACACCT SEQ ID NO: 587
CACGCCTTCA
RALBP1 NM_006788.2 GGTGTCAGATATAAATGTGCAAATGCCTTCTTGCTGTCCTGTCGGTCTCAGTACGTTCACTTT SEQ ID NO: 588
ATAGCTGCTGGCAATATCGAA
RANBP2 NM_006267.3 TCCTTCAGCTTTCACACTGGGCTCAGAAATGAAGTTGCATGACTCTTCTGGAAGTCAGGTGG SEQ ID NO: 589
GAACAGGATTT
ranBP7 NM_006391.1 AACATGATTATCCAAGCCGCTGGACTGCCATTGTGGACAAAATTGGCTTTTATCTTCAGTCC SEQ ID NO: 590
GATAACAGTGCTTGTTGGC
RANBP9 NM_005493.2 CAAGTCAGTTGAGACGCCAGTTGTGTGGAGGAAGTCAGGCCGCCATAGAAAGAATGATCCA SEQ ID NO: 591
CTTTGGACGAGAGCTGCA
RAP1GDS1 NM_021159.3 TGTGGATGCTGGATTGATTTCACCACTGGTGCAGCTGCTAAATAGCAAAGACCAGGAAGTGC SEQ ID NO: 592
TGCTT
RARA NM_000964.1 AGTCTGTGAGAAACGACCGAAACAAGAAGAAGAAGGAGGTGCCCAAGCCCGAGTGCTCTG SEQ ID NO: 593
AGAGCTACACGCTGACGCCG
RARB NM_016152.2 TGCCTGGACATCCTGATTCTTAGAATTTGCACCAGGTATACCCCAGAACAAGACACCATGAC SEQ ID NO: 594
TTTCTCAGACGGCCTT
RASSF1 NM_007182.3 AGTGGGAGACACCTGACCTTTCTCAAGCTGAGATTGAGCAGAAGATCAAGGAGTACAATGC SEQ ID NO: 595
CCAGATCA
RBM5 NM_005778.1 CGAGAGGGAGAGCAAGACCATCATGCTGCGCGGCCTTCCCATCACCATCACAGAGAGCGAT SEQ ID NO: 596
ATTCGAGA
RBX1 NM_014248.2 GGAACCACATTATGGATCTTTGCATAGAATGTCAAGCTAACCAGGCGTCCGCTACTTCAGAA SEQ ID NO: 597
GAGTGTACTGTCGCATG
RCC1 NM_001269.2 GGGCTGGGTGAGAATGTGATGGAGAGGAAGAAGCCGGCCCTGGTATCCATTCCGGAGGATG SEQ ID NO: 598
TTGTG
REG4 NM_032044.2 TGCTAACTCCTGCACAGCCCCGTCCTCTTCCTTTCTGCTAGCCTGGCTAAATCTGCTCATTAT SEQ ID NO: 599
TTCAGAGGGGAAACCTAGCA
RFC NM_003056.1 TCAAGACCATCATCACTTTCATTGTCTCGGACGTGCGGGGCCTGGGCCTCCCGGTCCGCAAG SEQ ID NO: 600
CAGTTCCAGTTATACTCCGTGTACTTCCTGATCC
RhoB NM_004040.2 AAGCATGAACAGGACTTGACCATCTTTCCAACCCCTGGGGAAGACATTTGCAACTGACTTGG SEQ ID NO: 601
GGAGG
rhoC NM_175744.1 CCCGTTCGGTCTGAGGAAGGCCGGGACATGGCGAACCGGATCAGTGCCTTTGGCTACCTTGA SEQ ID NO: 602
GTGCTC
RIZ1 NM_012231.1 CCAGACGAGCGATTAGAAGCGGCAGCTTGTGAGGTGAATGATTTGGGGGAAGAGGAGGAG SEQ ID NO: 603
GAGGAAGAGGAGGA
RNF11 NM_014372.3 ACCCTGGAAGAGATGGATCAGAAAAAAAGATCCGGGAGTGTGTGATCTGTATGATGGACTT SEQ ID NO: 604
TGTTTATGGGGACCCAAT
ROCK1 NM_005406.1 TGTGCACATAGGAATGAGCTTCAGATGCAGTTGGCCAGCAAAGAGAGTGATATTGAGCAAT SEQ ID NO: 605
TGCGTGCTAAAC
ROCK2 NM_004850.3 GATCCGAGACCCTCGCTCCCCCATCAACGTGGAGAGCTTGCTGGATGGCTTAAATTCCTTGG SEQ ID NO: 606
TCCT
RPLPO NM_001002.2 CCATTCTATCATCAACGGGTACAAACGAGTCCTGGCCTTGTCTGTGGAGACGGATTACACCT SEQ ID NO: 607
TCCCACTTGCTGA
RPS13 NM_001017.2 CAGTCGGCTTTACCCTATCGACGCAGCGTCCCCACTTGGTTGAAGTTGACATCTGACGACGT SEQ ID NO: 608
GAAGGAGCAGA
RRM1 NM_001033.1 GGGCTACTGGCAGCTACATTGCTGGGACTAATGGCAATTCCAATGGCCTTGTACCGATGCTG SEQ ID NO: 609
AGAG
RRM2 NM_001034.1 CAGCGGGATTAAACAGTCCTTTAACCAGCACAGCCAGTTAAAAGATGCAGCCTCACTGCTTC SEQ ID NO: 610
AACGCAGAT
RTN4 NM_007008.1 GACTGGAGTGGTGTTTGGTGCCAGCCTATTCCTGCTGCTTTCATTGACAGTATTCAGCATTGT SEQ ID NO: 611
GAGCGTAACAG
RUNX1 NM_001754.2 AACAGAGACATTGCCAACCATATTGGATCTGCTTGCTGTCCAAACCAGCAAACTTCCTGGGC SEQ ID NO: 612
AAATCAC
RXRA NM_002957.3 GCTCTGTTGTGTCCTGTTGCCGGCTCTGGCCTTCCTGTGACTGACTGTGAAGTGGCTTCTCCG SEQ ID NO: 613
TAC
S100A1 NM_006271.1 TGGACAAGGTGATGAAGGAGCTAGACGAGAATGGAGACGGGGAGGTGGACTTCCAGGAGT SEQ ID NO: 614
ATGTGGTGCT
S100A2 NM_005978.2 TGGCTGTGCTGGTCACTACCTTCCACAAGTACTCCTGCCAAGAGGGCGACAAGTTCAAGCTG SEQ ID NO: 615
AGTAAGGGGGA
S100A4 NM_002961.2 GACTGCTGTCATGGCGTGCCCTCTGGAGAAGGCCCTGGATGTGATGGTGTCCACCTTCCACA SEQ ID NO: 616
AGTACTCG
S100A8 NM_002964.3 ACTCCCTGATAAAGGGGAATTTCCATGCCGTCTACAGGGATGACCTGAAGAAATTGCTAGA SEQ ID NO: 617
GACCGAGTGTCCTCA
S100A9 NM_002965.2 CTTTGGGACAGAGTGCAAGACGATGACTTGCAAAATGTCGCAGCTGGAACGCAACATAGAG SEQ ID NO: 618
ACCA
S100P NM_005980.2 AGACAAGGATGCCGTGGATAAATTGCTCAAGGACCTGGACGCCAATGGAGATGCCCAGGTG SEQ ID NO: 619
GACTTC
SAT NM_002970.1 CCTTTTACCACTGCCTGGTTGCAGAAGTGCCGAAAGAGCACTGGACTCCGGAAGGACACAG SEQ ID NO: 620
CATTGT
SBA2 NM_018639.3 GGACTCAACGATGGGCAGATCAAGATCTGGGAGGTGCAGACAGGGCTCCTGCTTTTGAATC SEQ ID NO: 621
TTTCCG
SDC1 NM_002997.1 GAAATTGACGAGGGGTGTCTTGGGCAGAGCTGGCTCTGAGCGCCTCCATCCAAGGCCAGGT SEQ ID NO: 622
TCTCCGTTAGCTCCT
SEMA3B NM_004636.1 GCTCCAGGATGTGTTTCTGTTGTCCTCGCGGGACCACCGGACCCCGCTGCTCTATGCCGTCTT SEQ ID NO: 623
CTCCACGT
SEMA3F NM_004186.1 CGCGAGCCCCTCATTATACACTGGGCAGCCTCCCCACAGCGCATCGAGGAATGCGTGCTCTC SEQ ID NO: 624
AGGCAAGGATGTCAACGGCGAGTG
SEMA4B NM_020210.1 TTCCAGCCCAACACAGTGAACACTTTGGCCTGCCCGCTCCTCTCCAACCTGGCGACCCGACT SEQ ID NO: 625
C
SFRP2 NM_003013.2 CAAGCTGAACGGTGTGTCCGAAAGGGACCTGAAGAAATCGGTGCTGTGGCTCAAAGACAGC SEQ ID NO: 626
TTGCA
SFRP4 NM_003014.2 TACAGGATGAGGCTGGGCATTGCCTGGGACAGCCTATGTAAGGCCATGTGCCCCTTGCCCTA SEQ ID NO: 627
ACAAC
SGCB NM_000232.1 CAGTGGAGACCAGTTGGGTAGTGGTGACTGGGTACGCTACAAGCTCTGCATGTGTGCTGATG SEQ ID NO: 628
GGACGCTCTTCAAGG
SHC1 NM_003029.3 CCAACACCTTCTTGGCTTCTGGGACCTGTGTTCTTGCTGAGCACCCTCTCCGGTTTGGGTTGG SEQ ID NO: 629
GATAACAG
SHH NM_000193.2 GTCCAAGGCACATATCCACTGCTCGGTGAAAGCAGAGAACTCGGTGGCGGCCAAATCGGGA SEQ ID NO: 630
GGCTGCTTC
SI NM_001041.1 AACGGACTCCCTCAATTTGTGCAAGATTTGCATGACCATGGACAGAAATATGTCATCATCTT SEQ ID NO: 631
GGACCCTGCAATTTC
Siah-1 NM_003031.2 TTGGCATTGGAACTACATTCAATCCGCGGTATCCTCGGATTAGTTCTAGGACCCCCTTCTCCA SEQ ID NO: 632
TACC
SIAT4A NM_003033.2 AACCACAGTTGGAGGAGGACGGCAGAGACAGTTTCCCTCCCCGCTATACCAACACCCTTCCT SEQ ID NO: 633
TCG
SIAT7B NM_006456.1 TCCAGCCCAAATCCTCCTGGTGGCACATCCTACCCCAGATGCTAAAGTGATTCAAGGACTCC SEQ ID NO: 634
AGGACACC
SIM2 NM_005069.2 GATGGTAGGAAGGGATGTGCCCGCCTCTCCACGCACTCAGCTATACCTCATTCACAGCTCCT SEQ ID NO: 635
TGTG
SIN3A NM_015477.1 CCAGAGTCATGCTCATCCAGCCCCACCAGTTGCACCAGTGCAGGGACAGCAGCAATTTCAG SEQ ID NO: 636
AGGCTGAAGGTGG
SIR2 NM_012238.3 AGCTGGGGTGTCTGTTTCATGTGGAATACCTGACTTCAGGTCAAGGGATGGTATTTATGCTC SEQ ID NO: 637
GCCTTGCTGT
SKP1A NM_006930.2 CCATTGCCTTTGCTTTGTTCATAATTTCAGCAGGGCAGAATAAAAACCATGGGAGGCAAAGA SEQ ID NO: 638
AAGGAAATCCGGAA
SKP2 NM_005983.2 AGTTGCAGAATCTAAGCCTGGAAGGCCTGCGGCTTTCGGATCCCATTGTCAATACTCTCGCA SEQ ID NO: 639
AAAAACTCA
SLC25A3 NM_213611.1 TCTGCCAGTGCTGAATTCTTTGCTGACATTGCCCTGGCTCCTATGGAAGCTGCTAAGGTTCGA SEQ ID NO: 640
A
SLC2A1 NM_006516.1 GCCTGAGTCTCCTGTGCCCACATCCCAGGCTTCACCCTGAATGGTTCCATGCCTGAGGGTGG SEQ ID NO: 641
AGACT
SLC31A1 NM_001859.2 CCGTTCGAAGAGTCGTGAGGGGGTGACGGGTTAAGATTCGGAGAGAGAGGTGCTAGTGGCT SEQ ID NO: 642
GGACT
SLC5A8 NM_145913.2 CCTGCTTTCAACCACATTGAATTGAACTCAGATCAGAGTGGCAAGAGCAATGGGACTCGTTT SEQ ID NO: 643
GTGAAGCTGCTCT
SLC7A5 NM_003486.4 GCGCAGAGGCCAGTTAAAGTAGATCACCTCCTCGAACCCACTCCGGTTCCCCGCAACCCACA SEQ ID NO: 644
GCTCAGCT
SLPI NM_003064.2 ATGGCCAATGTTTGATGCTTAACCCCCCCAATTTCTGTGAGATGGATGGCCAGTGCAAGCGT SEQ ID NO: 645
GACTTGAAGTGT
SMARCA3 NM_003071.2 AGGGACTGTCCTGGCACATTATGCAGATGTCCTGGGTCTTTTGCTTAGACTGCGGCAAATTT SEQ ID NO: 646
GTTG
SNAI1 NM_005985.2 CCCAATCGGAAGCCTAACTACAGCGAGCTGCAGGACTCTAATCCAGAGTTTACCTTCCAGCA SEQ ID NO: 647
GCCCTAC
SNAI2 NM_003068.3 GGCTGGCCAAACATAAGCAGCTGCACTGCGATGCCCAGTCTAGAAAATCTTTCAGCTGTAAA SEQ ID NO: 648
TACTGTGACAAGGA
SNRPF NM_003095.1 GGCTGGTCGGCAGAGAGTAGCCTGCAACATTCGGCCGTGGTTTACATGAGTTTACCCCTCAA SEQ ID NO: 649
TCCCAAACCTTTCCTCA
SOD1 NM_000454.3 TGAAGAGAGGCATGTTGGAGACTTGGGCAATGTGACTGCTGACAAAGATGGTGTGGCCGAT SEQ ID NO: 650
GTGTCTATT
SOD2 NM_000636.1 GCTTGTCCAAATCAGGATCCACTGCAAGGAACAACAGGCCTTATTCCACTGCTGGGGATTGA SEQ ID NO: 651
TGTGTGGGAGCACGCT
SOS1 NM_005633.2 TCTGCACCAAATTCTCCAAGAACACCGTTAACACCTCCGCCTGCTTCTGGTGCTTCCAGTACC SEQ ID NO: 652
AC
SOX17 NM_022454.2 TCGTGTGCAAGCCTGAGATGGGCCTCCCCTACCAGGGGCATGACTCCGGTGTGAATCTCCCC SEQ ID NO: 653
GACAG
SPARC NM_003118.1 TCTTCCCTGTACACTGGCAGTTCGGCCAGCTGGACCAGCACCCCATTGACGGGTACCTCTCC SEQ ID NO: 654
CACACCGAGCT
SPINT2 NM_021102.1 AGGAATGCAGCGGATTCCTCTGTCCCAAGTGCTCCCAGAAGGCAGGATTCTGAAGACCACTC SEQ ID NO: 655
CAGCGA
SPRY1 AK026960.1 CAGACCAGTCCCTGGTCATAGGTCTGAAAGGGCAATCCGGACCCAGCCCAAGCAACTGATT SEQ ID NO: 656
GTGGATGACTTGAAGG
SPRY2 NM_005842.1 TGTGGCAAGTGCAAATGTAAGGAGTGCACCTACCCAAGGCCTCTGCCATCAGACTGGATCTG SEQ ID NO: 657
CGAC
SR-A1 NM_021228.1 AGATGGAAGAAGCCAACCTGGCGAGCCGAGCGAAGGCCCAGGAGCTGATCCAGGCCACCA SEQ ID NO: 658
ACCAGATCCTCAGCCACAG
ST14 NM_021978.2 TGACTGCACATGGAACATTGAGGTGCCCAACAACCAGCATGTGAAGGTGCGCTTCAAATTCT SEQ ID NO: 659
T
STAT1 NM_007315.1 GGGCTCAGCTTTCAGAAGTGCTGAGTTGGCAGTTTTCTTCTGTCACCAAAAGAGGTCTCAAT SEQ ID NO: 660
GTGGACCAGCTGAACATGT
STAT3 NM_003150.1 TCACATGCCACTTTGGTGTTTCATAATCTCCTGGGAGAGATTGACCAGCAGTATAGCCGCTT SEQ ID NO: 661
CCTGCAAG
STAT5A NM_003152.1 GAGGCGCTCAACATGAAATTCAAGGCCGAAGTGCAGAGCAACCGGGGCCTGACCAAGGAG SEQ ID NO: 662
AACCTCGTGTTCCTGGC
STAT5B NM_012448.1 CCAGTGGTGGTGATCGTTCATGGCAGCCAGGACAACAATGCGACGGCCACTGTTCTCTGGGA SEQ ID NO: 663
CAATGCTTTTGC
STC1 NM_003155.1 CTCCGAGGTGAGGAGGACTCTCCCTCCCACATCAAACGCACATCCCATGAGAGTGCATAACC SEQ ID NO: 664
AGGGAGAGGT
STK11 NM_000455.3 GGACTCGGAGACGCTGTGCAGGAGGGCCGTCAAGATCCTCAAGAAGAAGAAGTTGCGAAG SEQ ID NO: 665
GATCCC
STK15 NM_003600.1 CATCTTCCAGGAGGACCACTCTCTGTGGCACCCTGGACTACCTGCCCCCTGAAATGATTGAA SEQ ID NO: 666
GGTCGGA
STMN1 NM_005563.2 AATACCCAACGCACAAATGACCGCACGTTCTCTGCCCCGTTTCTTGCCCCAGTGTGGTTTGC SEQ ID NO: 667
ATTGTCTCC
STMY3 NM_005940.2 CCTGGAGGCTGCAACATACCTCAATCCTGTCCCAGGCCGGATCCTCCTGAAGCCCTTTTCGC SEQ ID NO: 668
AGCACTGCTATCCTCCAAAGCCATTGTA
STS NM_000351.2 GAAGATCCCTTTCCTCCTACTGTTCTTTCTGTGGGAAGCCGAGAGCCACGAAGCATCAAGGC SEQ ID NO: 669
CGAACATCATCC
SURV NM_001168.1 TGTTTTGATTCCCGGGCTTACCAGGTGAGAAGTGAGGGAGGAAGAAGGCAGTGTCCCTTTTG SEQ ID NO: 670
CTAGAGCTGACAGCTTTG
TAGLN NM_003186.2 GATGGAGCAGGTGGCTCAGTTCCTGAAGGCGGCTGAGGACTCTGGGGTCATCAAGACTGAC SEQ ID NO: 671
ATGTTCCAGACT
TBP NM_003194.1 GCCCGAAACGCCGAATATAATCCCAAGCGGTTTGCTGCGGTAATCATGAGGATAAGAGAGC SEQ ID NO: 672
CACG
TCF-1 NM_000545.3 GAGGTCCTGAGCACTGCCAGGAGGGACAAAGGAGCCTGTGAACCCAGGACAAGCATGGTCC SEQ ID NO: 673
CACATC
TCF-7 NM_003202.2 GCAGCTGCAGTCAACAGTTCAAAGAAGTCATGGCCCAAATCCAGTGTGCACCCCTCCCCATT SEQ ID NO: 674
CACAG
TCF7L1 NM_031283.1 CCGGGACACTTTCCAGAAGCCGCGGGACTATTTCGCCGAAGTGAGAAGGCCTCAGGACAGC SEQ ID NO: 675
GCGTTCT
TCF7L2 NM_030756.1 CCAATCACGACAGGAGGATTCAGACACCCCTACCCCACAGCTCTGACCGTCAATGCTTCCGT SEQ ID NO: 676
GTCCA
TCFL4 NM_170607.2 CTGACTGCTCTGCTTAAAGGTGAAAGTAGCAGGAACAACAACAAAAGCCAACCAAAAACAA SEQ ID NO: 677
GGTAGCCAGTGCAAGACAT
TEK NM_000459.1 ACTTCGGTGCTACTTAACAACTTACATCCCAGGGAGCAGTACGTGGTCCGAGCTAGAGTCAA SEQ ID NO: 678
CACCAAGGCCCAGG
TERC U86046.1 AAGAGGAACGGAGCGAGTCCCCGCGCGCGGCGCGATTCCCTGAGCTGTGGGACGTGCACCC SEQ ID NO: 679
AGGACTCGGCTCACACAT
TERT NM_003219.1 GACATGGAGAACAAGCTGTTTGCGGGGATTCGGCGGGACGGGCTGCTCCTGCGTTTGGTGG SEQ ID NO: 680
ATGATTTCTTGTTGGTGACACCTC
TFF3 NM_003226.1 AGGCACTGTTCATCTCAGTTTTTCTGTCCCTTTGCTCCCGGCAAGCTTTCTGCTGAAAGTTCA SEQ ID NO: 681
TATCTGGAGCCTGATG
TGFA NM_003236.1 GGTGTGCCACAGACCTTCCTACTTGGCCTGTAATCACCTGTGCAGCCTTTTGTGGGCCTTCAA SEQ ID NO: 682
AACTCTGTCAAGAACTCCGT
TGFB2 NM_003238.1 ACCAGTCCCCCAGAAGACTATCCTGAGCCCGAGGAAGTCCCCCCGGAGGTGATTTCCATCTA SEQ ID NO: 683
CAACAGCACCAGG
TGFB3 NM_003239.1 GGATCGAGCTCTTCCAGATCCTTCGGCCAGATGAGCACATTGCCAAACAGCGCTATATCGGT SEQ ID NO: 684
GGC
TGFBI NM_000358.1 GCTACGAGTGCTGTCCTGGATATGAAAAGGTCCCTGGGGAGAAGGGCTGTCCAGCAGCCCT SEQ ID NO: 685
ACCACT
TGFBR1 NM_004612.1 GTCATCACCTGGCCTTGGTCCTGTGGAACTGGCAGCTGTCATTGCTGGACCAGTGTGCTTCGT SEQ ID NO: 686
CTGC
TGFBR2 NM_003242.2 AACACCAATGGGTTCCATCTTTCTGGGCTCCTGATTGCTCAAGCACAGTTTGGCCTGATGAA SEQ ID NO: 687
GAGG
THBS1 NM_003246.1 CATCCGCAAAGTGACTGAAGAGAACAAAGAGTTGGCCAATGAGCTGAGGCGGCCTCCCCTA SEQ ID NO: 688
TGCTATCACAACGGAGTTCAGTAC
THY1 NM_006288.2 GGACAAGACCCTCTCAGGCTGTCCCAAGCTCCCAAGAGCTTCCAGAGCTCTGACCCACAGCC SEQ ID NO: 689
TCCAA
TIMP1 NM_003254.1 TCCCTGCGGTCCCAGATAGCCTGAATCCTGCCCGGAGTGGAACTGAAGCCTGCACAGTGTCC SEQ ID NO: 690
ACCCTGTTCCCAC
TIMP2 NM_003255.2 TCACCCTCTGTGACTTCATCGTGCCCTGGGACACCCTGAGCACCACCCAGAAGAAGAGCCTG SEQ ID NO: 691
AACCACA
TIMP3 NM_000362.2 CTACCTGCCTTGCTTTGTGACTTCCAAGAACGAGTGTCTCTGGACCGACATGCTCTCCAATTT SEQ ID NO: 692
CGGT
TJP1 NM_003257.1 ACTTTGCTGGGACAAAGGTCAACTGAAGAAGTGGGCAGGCCCGAGGCAGGAGAGATGCTGA SEQ ID NO: 693
GGAGTCCATGTG
TK1 NM_003258.1 GCCGGGAAGACCGTAATTGTGGCTGCACTGGATGGGACCTTCCAGAGGAAGCCATTTGGGG SEQ ID NO: 694
CCATCCTGAACCTGGTGCCGCTG
TLN1 NM_006289.2 AAGCAGAAGGGAGAGCGTAAGATCTTCCAGGCACACAAGAATTGTGGGCAGATGAGTGAG SEQ ID NO: 695
ATTGAGGCCAAGG
TMEPAI NM_020182.3 CAGAAGGATGCCTGTGGCCCTCGGAGAGCACAGTGTCAGGCAACGGAATCCCAGAGCCGCA SEQ ID NO: 696
GGTCTAC
TMSB10 NM_021103.2 GAAATCGCCAGCTTCGATAAGGCCAAGCTGAAGAAAACGGAGACGCAGGAAAAGAACACC SEQ ID NO: 697
CTGCCGAC
TMSB4X NM_021109.2 CACATCAAAGAACTACTGACAACGAAGGCCGCGCCTGCCTTTCCCATCTGTCTATCTATCTG SEQ ID NO: 698
GCTGGCAGG
TNC NM_002160.1 AGCTCGGAACCTCACCGTGCCTGGCAGCCTTCGGGCTGTGGACATACCGGGCCTCAAGGCTG SEQ ID NO: 699
CTAC
TNF NM_000594.1 GGAGAAGGGTGACCGACTCAGCGCTGAGATCAATCGGCCCGACTATCTCGACTTTGCCGAG SEQ ID NO: 700
TCTGGGCA
TNFRSF5 NM_001250.3 TCTCACCTCGCTATGGTTCGTCTGCCTCTGCAGTGCGTCCTCTGGGGCTGCTTGCTGACCGCT SEQ ID NO: 701
GTCCATC
TNFRSF6B NM_003823.2 CCTCAGCACCAGGGTACCAGGAGCTGAGGAGTGTGAGCGTGCCGTCATCGACTTTGTGGCTT SEQ ID NO: 702
TCCAGGACA
TNFSF4 NM_003326.2 CTTCATCTTCCCTCTACCCAGATTGTGAAGATGGAAAGGGTCCAACCCCTGGAAGAGAATGT SEQ ID NO: 703
GGGAAATGCAGC
TOP2A NM_001067.1 AATCCAAGGGGGAGAGTGATGACTTCCATATGGACTTTGACTCAGCTGTGGCTCCTCGGGCA SEQ ID NO: 704
AAATCTGTAC
TOP2B NM_001068.1 TGTGGACATCTTCCCCTCAGACTTCCCTACTGAGCCACCTTCTCTGCCACGAACCGGTCGGGC SEQ ID NO: 705
TAG
TP NM_001953.2 CTATATGCAGCCAGAGATGTGACAGCCACCGTGGACAGCCTGCCACTCATCACAGCCTCCAT SEQ ID NO: 706
TCTCAGTAAGAAACTCGTGG
TP53BP1 NM_005657.1 TGCTGTTGCTGAGTCTGTTGCCAGTCCCCAGAAGACCATGTCTGTGTTGAGCTGTATCTGTGA SEQ ID NO: 707
AGCCAGGCAAG
TP53BP2 NM_005426.1 GGGCCAAATATTCAGAAGCTTTTATATCAGAGGACCACCATAGCGGCCATGGAGACCATCTC SEQ ID NO: 708
TGTCCCATCATACCCATCC
TP53I3 NM_004881.2 GCGGACTTAATGCAGAGACAAGGCCAGTATGACCCACCTCCAGGAGCCAGCAACATTTTGG SEQ ID NO: 709
GACTTGA
TRAG3 NM_004909.1 GACGCTGGTCTGGTGAAGATGTCCAGGAAACCACGAGCCTCCAGCCCATTGTCCAACAACC SEQ ID NO: 710
ACCCA
TRAIL NM_003810.1 CTTCACAGTGCTCCTGCAGTCTCTCTGTGTGGCTGTAACTTACGTGTACTTTACCAACGAGCT SEQ ID NO: 711
GAAGCAGATG
TS NM_001071.1 GCCTCGGTGTGCCTTTCAACATCGCCAGCTACGCCCTGCTCACGTACATGATTGCGCACATC SEQ ID NO: 712
ACG
TST NM_003312.4 GGAGCCGGATGCAGTAGGACTGGACTCGGGCCATATCCGTGGTGCCGTCAACATGCCTTTCA SEQ ID NO: 713
TGGACTT
TUBA1 NM_006000.1 TGTCACCCCGACTCAACGTGAGACGCACCGCCCGGACTCACCATGCGTGAATGCATCTCAGT SEQ ID NO: 714
CCACGT
TUBB NM_001069.1 CGAGGACGAGGCTTAAAAACTTCTCAGATCAATCGTGCATCCTTAGTGAACTTCTGTTGTCC SEQ ID NO: 715
TCAAGCATGGT
TUFM NM_003321.3 GTATCACCATCAATGCGGCTCATGTGGAGTATAGCACTGCCGCCCGCCACTACGCCCACACA SEQ ID NO: 716
GACTG
TULP3 NM_003324.2 TGTGTATAGTCCTGCCCCTCAAGGTGTCACAGTAAGATGTCGGATAATCCGGGATAAAAGGG SEQ ID NO: 717
GAATGGATCGGG
tusc4 NM_006545.4 GGAGGAGCTAAATGCCTCAGGCCGGTGCACTCTGCCCATTGATGAGTCCAACACCATCCACT SEQ ID NO: 718
TGAAGG
UBB NM_018955.1 GAGTCGACCCTGCACCTGGTCCTGCGTCTGAGAGGTGGTATGCAGATCTTCGTGAAGACCCT SEQ ID NO: 719
GACCGGCAAGACCATCACCCTGGAAGTGGAGCCCAGTGACACCATCGAAAATGTGAAGGCC
AAGATCCAGGATAAAGAAGGCATCCCTCCCGACCAGCAGAGGCTCATCTTTGCAGGCAAGC
AGCTGGAAGATGGCCGCACTCTTTCTGACTACAACATCCAGAAGGAGTCGACCCTGCACCTG
GTCCTGCGTCTGAGAGGTGGTATGCAGATCTTCGTGAAGACCCTGACCGGCAAGACCATCAC
TCTGGAAGTGGAGCCCAGTGACACCATCGAAAATGTGAAGGCCAAGATCCAAGATAAAGAA
GGCATCCCTCCCGACCAGCAGAGGCTCATCTTTGCAGGCAAGCAGCTGGAAGATGGCCGCA
CTCTTTCTGACTACAACATCCAGAAGGAGTCGACCCTGCACCTGGTCCTGCGCCTGAGGGGT
GGCTGTTAATTCTTCAGTCATGGCATTCGC
UBC NM_021009.2 ACGCACCCTGTCTGACTACAACATCCAGAAAGAGTCCACCCTGCACCTGGTGCTCCGTCTTA SEQ ID NO: 720
GAGGT
UBE2C NM_007019.2 TGTCTGGCGATAAAGGGATTTCTGCCTTCCCTGAATCAGACAACCTTTTCAAATGGGTAGGG SEQ ID NO: 721
ACCAT
UBE2M NM_003969.1 CTCCATAATTTATGGCCTGCAGTATCTCTTCTTGGAGCCCAACCCCGAGGACCCACTGAACA SEQ ID NO: 722
AGGAGGCCGCA
UBL1 NM_003352.3 GTGAAGCCACCGTCATCATGTCTGACCAGGAGGCAAAACCTTCAACTGAGGACTTGGGGGA SEQ ID NO: 723
TAAGAAGGAAGG
UCP2 NM_003355.2 ACCATGCTCCAGAAGGAGGGGCCCCGAGCCTTCTACAAAGGGTTCATGCCCTCCTTTCTCCG SEQ ID NO: 724
CTTGGGTT
UGT1A1 NM_000463.2 CCATGCAGCCTGGAATTTGAGGCTACCCAGTGCCCCAACCCATTCTCCTACGTGCCCAGGCC SEQ ID NO: 725
TCTC
UMPS NM_000373.1 TGCGGAAATGAGCTCCACCGGCTCCCTGGCCACTGGGGACTACACTAGAGCAGCGGTTAGA SEQ ID NO: 726
ATGGCTGAGG
UNC5A XM_030300.7 GACAGCTGATCCAGGAGCCACGGGTCCTGCACTTCAAGGACAGTTACCACAACCTGCGCCT SEQ ID NO: 727
ATCCAT
UNC5B NM_170744.2 AGAACGGAGGCCGTGACTGCAGCGGGACGCTGCTCGACTCTAAGAACTGCACAGATGGGCT SEQ ID NO: 728
GTGCATG
UNCSC NM_003728.2 CTGAACACAGTGGAGCTGGTTTGCAAACTCTGTGTGCGGCAGGTGGAAGGAGAAGGGCAGA SEQ ID NO: 729
TCTTCCAG
upa NM_002658.1 GTGGATGTGCCCTGAAGGACAAGCCAGGCGTCTACACGAGAGTCTCACACTTCTTACCCTGG SEQ ID NO: 730
ATCCGCAG
UPP1 NM_003364.2 ACGGGTCCTGCCTCAGTTGGCGGAATGGCGGCCACGGGAGCCAATGCAGAGAAAGCTGAAA SEQ ID NO: 731
GTCACAATGATTGCCCCG
VCAM1 NM_001078.2 TGGCTTCAGGAGCTGAATACCCTCCCAGGCACACACAGGTGGGACACAAATAAGGGTTTTG SEQ ID NO: 732
GAACCACTATTTTCTCATCACGACAGCA
VCL NM_003373.2 GATACCACAACTCCCATCAAGCTGTTGGCAGTGGCAGCCACGGCGCCTCCTGATGCGCCTAA SEQ ID NO: 733
CAGGGA
VCP NM_007126.2 GGCTTTGGCAGCTTCAGATTCCCTTCAGGGAACCAGGGTGGAGCTGGCCCCAGTCAGGGCA SEQ ID NO: 734
GTGGAG
VDAC1 NM_003374.1 GCTGCGACATGGATTTCGACATTGCTGGGCCTTCCATCCGGGGTGCTCTGGTGCTAGGTTAC SEQ ID NO: 735
GAGGGCTGG
VDAC2 NM_003375.2 ACCCACGGACAGACTTGCGCGCGTCCAATGTGTATTCCTCCATCATATGCTGACCTTGGCAA SEQ ID NO: 736
AGCT
VDR NM_000376.1 GCCCTGGATTTCAGAAAGAGCCAAGTCTGGATCTGGGACCCTTTCCTTCCTTCCCTGGCTTGT SEQ ID NO: 737
AACT
VEGF NM_003376.3 CTGCTGTCTTGGGTGCATTGGAGCCTTGCCTTGCTGCTCTACCTCCACCATGCCAAGTGGTCC SEQ ID NO: 738
CAGGCTGC
VEGF_altspl AF486837.1 TGTGAATGCAGACCAAAGAAAGATAGAGCAAGACAAGAAAATCCCTGTGGGCCTTGCTCAG SEQ ID NO: 739
ice1 AGCGGAGAAAGC
VEGF_altspl AF214570.1 AGCTTCCTACAGCACAACAAATGTGAATGCAGACCAAAGAAAGATAGAGCAAGACAAGAA SEQ ID NO: 740
ice2 AAATGTGACAAGCCGAG
VEGFB NM_003377.2 TGACGATGGCCTGGAGTGTGTGCCCACTGGGCAGCACCAAGTCCGGATGCAGATCCTCATG SEQ ID NO: 741
ATCCGGTACC
VEGFC NM_005429.2 CCTCAGCAAGACGTTATTTGAAATTACAGTGCCTCTCTCTCAAGGCCCCAAACCAGTAACAA SEQ ID NO: 742
TCAGTTTTGCCAATCACACTT
VIM NM_003380.1 TGCCCTTAAAGGAACCAATGAGTCCCTGGAACGCCAGATGCGTGAAATGGAAGAGAACTTT SEQ ID NO: 743
GCCGTTGAAGC
WIF NM_007191.2 TACAAGCTGAGTGCCCAGGCGGGTGCCGAAATGGAGGCTTTTGTAATGAAAGACGCATCTG SEQ ID NO: 744
CGAGTG
WISP1 NM_003882.2 AGAGGCATCCATGAACTTCACACTTGCGGGCTGCATCAGCACACGCTCCTATCAACCCAAGT SEQ ID NO: 745
ACTGTGGAGTTTG
Wnt-3a NM_033131.2 ACAAAGCTACCAGGGAGTCGGCCTTTGTCCACGCCATTGCCTCAGCCGGTGTGGCCTTTGCA SEQ ID NO: 746
GTGACACGCTCA
Wnt-5a NM_003392.2 GTATCAGGACCACATGCAGTACATCGGAGAAGGCGCGAAGACAGGCATCAAAGAATGCCA SEQ ID NO: 747
GTATCAATTCCGACA
Wnt-5b NM_032642.2 TGTCTTCAGGGTCTTGTCCAGAATGTAGATGGGTTCCGTAAGAGGCCTGGTGCTCTCTTACTC SEQ ID NO: 748
TTTCATCCACGTGCAC
WNT2 NM_003391.1 CGGTGGAATCTGGCTCTGGCTCCCTCTGCTCTTGACCTGGCTCACCCCCGAGGTCAACTCTTC SEQ ID NO: 749
ATGG
WWOX NM_016373.1 ATCGCAGCTGGTGGGTGTACACACTGCTGTTTACCTTGGCGAGGCCTTTCACCAAGTCCATG SEQ ID NO: 750
CAACAGGGAGCT
XPA NM_000380.2 GGGTAGAGGGAAAAGGGTTCAACAAAGGCTGAACTGGATTCTTAACCAAGAAACAAATAAT SEQ ID NO: 751
AGCAATGGTGGTGCA
XPC NM_004628.2 GATACATCGTCTGCGAGGAATTCAAAGACGTGCTCCTGACTGCCTGGGAAAATGAGCAGGC SEQ ID NO: 752
AGTCATTGAAAG
XRCC1 NM_006297.1 GGAGATGAAGCCCCCAAGCTTCCTCAGAAGCAACCCCAGACCAAAACCAAGCCCACTCAGG SEQ ID NO: 753
CAGCTGGAC
YB-1 NM_004559.1 AGACTGTGGAGTTTGATGTTGTTGAAGGAGAAAAGGGTGCGGAGGCAGCAAATGTTACAGG SEQ ID NO: 754
TCCTGGTGGTGTTCC
YWHAH NM_003405.2 CATGGCCTCCGCTATGAAGGCGGTGACAGAGCTGAATGAACCTCTCTCCAATGAAGATCGA SEQ ID NO: 755
AATCTCC
zbtb7 NM_015898.2 CTGCGTTCACACCCCAGTGTCACAGGGCGAGCTGTTCTGGAGAGAAAACCATCTGTCGTGGC SEQ ID NO: 756
TGAG
ZG16 NM_152338.1 TGCTGAGCCTCCTCTCCTTGGCAGGGGCACTGTGATGAGGAGTAAGAACTCCCTTATCACTA SEQ ID NO: 757
ACCCCCATCC
TABLE C
Variable out1 out2 out3
AMFR_1 IGFBP7_1 AXIN1_1 HSPG2_1
AMFR_1 0.3721 0.3298 0.3072
ANXA1_2 CTSB_1 PKR2_1 UPA_3
ANXA1_2 0.5989 0.5649 0.5216
APC_4 ROCK1_1 TLN1_1 ITGB1_1
APC_4 0.3982 0.3672 0.365
AURKB_1 PLK_3 KIFC1_1 CDC20_1
AURKB_1 0.5351 0.5327 0.5185
AXIN_2_3 NKD_1_1 CDX2_3 CRIPTO_TDGF1_OFFICIAL_1
AXIN_2_3 0.7163 0.6605 0.6388
BGN_1 COL1A1_1 SPARC_1 TIMP2_1
BGN_1 0.8986 0.8711 0.8446
BIK_1 TS_1 ATP5E_1 DHFR_2
BIK_1 0.3266 −0.3247 0.3132
BRAF_5 ITGB1_1 CREBBP_1 ITGAV_1
BRAF_5 0.4156 0.4007 0.3952
BRAF_SNP1_6 AXIN_2_3 CDX2_3 REG4_1
BRAF_SNP1_6 −0.4564 −0.4561 0.4075
BRCA2_2 C20_ORF1_1 CLIC1_1 KIFC1_1
BRCA2_2 0.3042 0.2484 0.2448
BUB1_1 CDC2_1 CDC20_1 KI_67_2
BUB1_1 0.5865 0.5539 0.5398
B_CATENIN_3 CRIPTO_TDGF1_OFFICIAL_1 PTCH_1 NKD_1_1
B_CATENIN_3 0.4659 0.4524 0.4522
C20ORF126_1 CSEL1_1 ATP5E_1 C20_ORF1_1
C20ORF126_1 0.5815 0.5313 0.5022
C20_ORF1_1 MYBL2_1 PLK_3 C20ORF126_1
C20_ORF1_1 0.5644 0.509 0.5022
CALD1_2 IGFBP5_1 TAGLN_3 CDH11_1
CALD1_2 0.7483 0.7452 0.7339
CASP9_1 TAGLN_3 TGFBR1_1 HSPG2_1
CASP9_1 0.2373 0.2194 0.2189
CCNE2_2 CCNE2_VARIANT_1_1 MCM2_2 BGN_1
CCNE2_2 0.4225 0.3667 −0.3646
CCNE2_VARIANT_1_1 CCNE2_2 RRM2_1 MAD2L1_1
CCNE2_VARIANT_1_1 0.4225 0.4098 0.3889
CD44E_1 CD44V6_1 HNRPAB_3 RRM2_1
CD44E_1 0.5418 0.4304 0.421
CD44S_1 MCP1_1 CTSL_2 SOD2_1
CD44S_1 0.6091 0.6046 0.5965
CD44V6_1 CD44E_1 RBX1_1 HIF1A_3
CD44V6_1 0.5418 0.3956 0.3886
CD68_2 CTSL_2 CTSB_1 CD18_2
CD68_2 0.6148 0.579 0.5754
CDC2_1 KI_67_2 MAD2L1_1 BUB1_1
CDC2_1 0.6905 0.6217 0.5865
CDC4_1 ITGAV_1 DPYD_2 PDGFRA_2
CDC4_1 0.3472 0.3128 0.2809
CDH11_1 SPARC_1 TIMP2_1 IGFBP7_1
CDH11_1 0.7831 0.7629 0.7587
CDX2_3 AXIN_2_3 CRIPTO_TDGF1_OFFICIAL_1 CAD17_1
CDX2_3 0.6605 0.6374 0.5944
CENPA_1 PLK_3 CKS2_2 BUB1_1
CENPA_1 0.4964 0.4381 0.4355
CENPF_1 TOP2A_4 KIFC1_1 AURKB_1
CENPF_1 0.4655 0.4649 0.461
CHFR_1 TIMP2_1 TLN1_1 MYLK_1
CHFR_1 0.3942 0.3921 0.3912
CHK1_2 CCNA2_1 CCNB1_2 MCM2_2
CHK1_2 0.5375 0.4769 0.4596
CLDN1_1 TMEPAI_1 MUC2_1 REG4_1
CLDN1_1 0.3493 −0.2952 −0.2935
CLIC1_1 KLF5_1 VEGF_ALTSPLICE2_1 CAD17_1
CLIC1_1 0.4549 0.3923 0.3693
CLTC_1 HNRPD_1 GIT1_1 TMSB10_1
CLTC_1 0.3483 0.3445 0.3217
CMYC_3 HSPE1_1 NME1_3 TERC_2
CMYC_3 0.5511 0.4929 0.4836
COL1A1_1 BGN_1 SPARC_1 TIMP2_1
COL1A1_1 0.8986 0.8713 0.8071
COL1A2_1 SPARC_1 MMP2_2 COL1A1_1
COL1A2_1 0.8549 0.7886 0.7642
CREBBP_1 BRAF_5 ITGB1_1 ITGAV_1
CREBBP_1 0.4007 0.3671 0.3516
CTSB_1 FAP_1 ANXA1_2 CTSL_2
CTSB_1 0.6079 0.5989 0.5926
CTSL_2 TP_3 SOD2_1 ITGA5_1
CTSL_2 0.6975 0.6913 0.6748
CXCL12_1 BGN_1 CTGF_1 SFRP2_1
CXCL12_1 0.6838 0.6683 0.6649
CYR61_1 CTGF_1 DUSP1_1 THBS1_1
CYR61_1 0.8028 0.7338 0.6623
DLC1_1 TIMP2_1 CALD1_2 IGFBP5_1
DLC1_1 0.6783 0.6707 0.653
DUSP1_1 CYR61_1 FOS_1 CTGF_1
DUSP1_1 0.7338 0.7183 0.6632
E2F1_3 MYBL2_1 STK15_2 C20_ORF1_1
E2F1_3 0.548 0.5117 0.4871
EFNB2_1 LAMC2_2 KLF5_1 SPRY2_2
EFNB2_1 0.4628 0.426 0.4161
EGR3_1 NR4A1_1 EGR1_1 FOS_1
EGR3_1 0.5977 0.5943 0.5672
EI24_1 H2AFZ_2 BAD_1 PRDX2_1
EI24_1 0.3503 0.33 0.3296
ENO1_1 TMSB10_1 PKR2_1 RCC1_1
ENO1_1 0.6212 0.5824 0.5401
EPAS1_1 TLN1_1 CTGF_1 TAGLN_3
EPAS1_1 0.5073 0.4978 0.4949
ESPL1_3 BUB1_1 CDC2_1 CDC20_1
ESPL1_3 0.5008 0.4762 0.4594
FBXO5_1 RRM2_1 CCNB1_2 MCM3_3
FBXO5_1 0.4694 0.4526 0.4144
FGF18_2 IGFBP3_3 NKD_1_1 MADH7_1
FGF18_2 0.3258 0.3172 0.3068
FGF2_2 AKAP12_2 CAV1_1 MYH11_1
FGF2_2 0.3964 0.3882 0.3828
FOS_1 EGR1_1 NR4A1_1 DUSP1_1
FOS_1 0.7448 0.7308 0.7183
FOXO3A_1 NOTCH1_1 STAT5B_2 G_CATENIN_1
FOXO3A_1 0.457 0.4285 0.4273
FPGS_1 TGFBR2_3 MADH4_1 CKS2_2
FPGS_1 0.324 0.3167 0.304
FST_1 BGN_1 CXCL12_1 TGFB3_1
FST_1 0.4544 0.4522 0.4392
FZD1_1 TIMP2_1 CDH11_1 PDGFC_3
FZD1_1 0.642 0.6178 0.5824
GJB2_1 SPARC_1 BGN_1 COL1A1_1
GJB2_1 0.5906 0.5861 0.5678
GPX1_2 THY1_1 IGFBP7_1 CAPG_1
GPX1_2 0.514 0.4309 0.4164
GRB10_1 RHOB_1 SHC1_1 HSPG2_1
GRB10_1 0.2712 0.271 0.263
GSK3B_2 VCP_1 NOTCH1_1 CAPG_1
GSK3B_2 0.4936 0.4861 0.4596
HES6_1 EPHB2_1 ANXA1_2 VCP_1
HES6_1 0.4245 −0.3618 0.3464
HIF1A_3 ITGB1_1 SOD2_1 ITGA5_1
HIF1A_3 0.5905 0.572 0.5647
HLA_G_2 PRKCB1_1 VIM_3 MADH4_1
HLA_G_2 0.183 0.1662 0.1158
HNRPAB_3 CCNB1_2 C_MYB_MYB_OFFICIAL_1 HSPE1_1
HNRPAB_3 0.5209 0.5053 0.5021
HNRPD_1 PLK_3 EIF4E_1 TMSB10_1
HNRPD_1 0.4549 0.4145 0.4125
HOXA5_1 BRAF_5 CDC42BPA_1 IGFBP3_3
HOXA5_1 0.3176 0.3127 0.3119
HOXB13_1 PS2_2 MUC2_1 SNRPF_2
HOXB13_1 0.2391 0.1996 0.1989
HSD17B2_1 REG4_1 SEMA4B_1 MASPIN_2
HSD17B2_1 0.5123 0.4334 0.4283
HSPA1A_1 FAP_1 BGN_1 INHBA_1
HSPA1A_1 0.387 0.3843 0.3831
HSPA1B_1 VEGF_1 HSPA1A_1 CLTC_1
HSPA1B_1 0.3855 0.3521 −0.262
HSPE1_1 CCNB1_2 CMYC_3 NME1_3
HSPE1_1 0.5716 0.5511 0.5311
IGFBP3_3 TIMP3_3 ANTXR1_1 TIMP2_1
IGFBP3_3 0.5674 0.5584 0.5552
IGFBP5_1 TAGLN_3 IGFBP7_1 CALD1_2
IGFBP5_1 0.7829 0.764 0.7483
IGFBP7_1 TAGLN_3 SPARC_1 IGFBP5_1
IGFBP7_1 0.8225 0.7715 0.764
IL6ST_3 AKT3_2 CXCL12_1 MCP1_1
IL6ST_3 0.5231 0.5025 0.4968
KI_67_2 CDC2_1 MAD2L1_1 H2AFZ_2
KI_67_2 0.6905 0.5992 0.5801
KIF22_1 PLK_3 KIFC1_1 H2AFZ_2
KIF22_1 0.4816 0.4811 0.4419
KIFC1_1 AURKB_1 CDC20_1 MCM3_3
KIFC1_1 0.5327 0.5047 0.4837
KLF5_1 SPRY2_2 LRP5_1 CLIC1_1
KLF5_1 0.4836 0.4552 0.4549
KLK10_3 KLK6_1 MASPIN_2 ANXA1_2
KLK10_3 0.5431 0.5107 0.4727
KLK6_1 KLK10_3 CDX2_3 ANXA1_2
KLK6_1 0.5431 −0.3413 0.3274
KLRK1_2 CD3Z_1 TP_3 CIAP2_2
KLRK1_2 0.494 0.4704 0.4453
KRT8_3 SNRPF_2 ANXA2_2 GSTP_3
KRT8_3 0.5452 0.5068 0.4753
LAT_1 DPYD_2 FYN_3 TLN1_1
LAT_1 0.5009 0.4533 0.4411
LEF_1 PDGFC_3 IGFBP7_1 ANTXR1_1
LEF_1 0.502 0.4981 0.4777
LMYC_2 ROCK1_1 TLN1_1 FYN_3
LMYC_2 0.4447 0.4374 0.3712
LOXL2_1 COL1A1_1 SPARC_1 BGN_1
LOXL2_1 0.7724 0.7606 0.7415
LOX_1 SPARC_1 COL1A1_1 BGN_1
LOX_1 0.7433 0.7065 0.695
MAD2L1_1 H2AFZ_2 CDC2_1 SNRPF_2
MAD2L1_1 0.6365 0.6217 0.6053
MADH7_1 CDH11_1 MYLK_1 IGFBP7_1
MADH7_1 0.5118 0.5073 0.5064
MASPIN_2 ANXA2_2 KLK10_3 LAMA3_1
MASPIN_2 0.5431 0.5107 0.5045
MCM3_3 CDC2_1 MAD2L1_1 MCM2_2
MCM3_3 0.496 0.491 0.4897
MCP1_1 CD44S_1 CXCL12_1 ITGA5_1
MCP1_1 0.6091 0.6022 0.5939
MMP1_1 SOD2_1 ITGA5_1 UPA_3
MMP1_1 0.4786 0.4474 0.439
MMP2_2 COL1A2_1 SPARC_1 THBS1_1
MMP2_2 0.7886 0.7229 0.7172
MSH2_3 HNRPAB_3 HSPE1_1 MCM2_2
MSH2_3 0.4123 0.4117 0.3967
MSH3_2 PI3K_2 BRAF_5 RANBP2_3
MSH3_2 0.3366 0.3316 0.3049
NR4A1_1 FOS_1 EGR1_1 DUSP1_1
NR4A1_1 0.7308 0.6946 0.5993
NRP1_1 DPYD_2 TIMP1_3 MMP2_2
NRP1_1 0.6582 0.6172 0.6168
PDGFA_3 TMEPAI_1 IGFBP5_1 TS_1
PDGFA_3 0.3884 0.3655 −0.3617
PDGFC_3 TIMP2_1 ANTXR1_1 SPARC_1
PDGFC_3 0.707 0.6992 0.6961
PDGFD_2 IGF1_2 CDH11_1 SPARC_1
PDGFD_2 0.4326 0.4256 0.42
PDGFRA_2 MMP2_2 IGFBP7_1 CDH11_1
PDGFRA_2 0.6662 0.5972 0.5957
PFN2_1 THBS1_1 NOTCH1_1 MYLK_1
PFN2_1 0.3462 0.3219 0.3037
PKR2_1 SEMA4B_1 ANXA2_2 ENO1_1
PKR2_1 0.6153 0.5857 0.5824
PRDX2_1 H2AFZ_2 MAD2L1_1 KI_67_2
PRDX2_1 0.4369 0.4257 0.385
RAB32_1 CD24_1 BRAF_SNP1_6 STMY3_3
RAB32_1 0.4423 −0.3921 0.3889
RAD54L_1 CDC20_1 CDC2_1 BUB1_1
RAD54L_1 0.5213 0.4949 0.459
RANBP2_3 HNRPAB_3 ROCK1_1 CDC42BPA_1
RANBP2_3 0.4152 0.3988 0.3974
RCC1_1 H2AFZ_2 ENO1_1 TK1_2
RCC1_1 0.5801 0.5401 0.4709
RHOB_1 EGR1_1 TIMP3_3 NR4A1_1
RHOB_1 0.5108 0.4698 0.4623
ROCK2_1 AXIN_2_3 CDX2_3 CDH1_INTRON_2_2
ROCK2_1 0.4941 0.4547 0.4397
RUNX1_2 CDH11_1 TIMP2_1 PDGFC_3
RUNX1_2 0.5655 0.5528 0.5419
S100P_1 PS2_2 REG4_1 MUC2_1
S100P_1 0.4899 0.4734 0.4089
SAT_1 TMSB10_1 SOD2_1 CSEL1_1
SAT_1 0.3895 0.3429 −0.3396
SEMA4B_1 PKR2_1 ANXA2_2 REG4_1
SEMA4B_1 0.6153 0.5244 0.4811
SIAT4A_2 TIMP2_1 BGN_1 WISP1_1
SIAT4A_2 0.4878 0.4637 0.4428
SKP2_1 CENPF_1 RRM1_2 AURKB_1
SKP2_1 0.4123 0.4088 0.3991
SOD1_1 CDC20_1 RCC1_1 SLC31A1_1
SOD1_1 0.3141 0.3091 0.3038
SOS1_1 RAF1_3 MADH4_1 IGFBP3_3
SOS1_1 0.3707 0.3331 0.318
SPARC_1 COL1A1_1 BGN_1 COL1A2_1
SPARC_1 0.8713 0.8711 0.8549
SPRY1_1 IGFBP7_1 NRP1_1 THBS1_1
SPRY1_1 0.4889 0.4702 0.47
SPRY2_2 PTCH_1 KLF5_1 LRP5_1
SPRY2_2 0.4987 0.4836 0.4261
STK15_2 UBE2C_1 CSEL1_1 E2F1_3
STK15_2 0.6551 0.6033 0.5117
TCF_1_1 G_CATENIN_1 NOTCH1_1 GSK3B_2
TCF_1_1 0.43 0.4202 0.4085
THBS1_1 CTGF_1 COL1A2_1 SPARC_1
THBS1_1 0.7694 0.7409 0.7207
TIMP1_3 SPARC_1 BGN_1 THBS1_1
TIMP1_3 0.7068 0.6713 0.6534
TOP2A_4 CDC6_1 CENPF_1 BRCA1_2
TOP2A_4 0.6143 0.4655 0.4571
TP53BP1_2 ITGB1_1 RANBP2_3 CREBBP_1
TP53BP1_2 0.3646 0.3596 0.3439
UBE2C_1 CSEL1_1 STK15_2 MYBL2_1
UBE2C_1 0.6581 0.6551 0.5006
UPP1_1 NRP1_1 TP_3 DPYD_2
UPP1_1 0.3957 0.39 0.3832
VCP_1 CAPG_1 BAD_1 NOTCH1_1
VCP_1 0.5823 0.5384 0.4991
VDAC2_1 HDAC1_1 SLC25A3_2 HNRPAB_3
VDAC2_1 0.5109 0.4867 0.4316
Variable out4 out5 out6
AMFR_1 VEGFB_1 GSK3B_2 THY1_1
AMFR_1 0.2993 0.2949 0.2857
ANXA1_2 FAP_1 CTHRC1_1 CDX2_3
ANXA1_2 0.516 0.5157 −0.5141
APC_4 CSF1_1 HIF1A_3 DAPK1_3
APC_4 0.3599 0.3591 0.3531
AURKB_1 TS_1 CENPF_1 DHFR_2
AURKB_1 0.4854 0.461 0.4445
AXIN_2_3 EPHB2_1 PTCH_1 ROCK2_1
AXIN_2_3 0.56 0.5044 0.4941
BGN_1 FAP_1 ANTXR1_1 TGFB3_1
BGN_1 0.8177 0.8159 0.8147
BIK_1 MUC2_1 REG4_1 MUC1_2
BIK_1 0.3079 0.2971 0.2771
BRAF_5 CDC42BPA_1 MYLK_1 AKT3_2
BRAF_5 0.3855 0.3576 0.3574
BRAF_SNP1_6 RAB32_1 CRIPTO_TDGF1_OFFICIAL_1 TS_1
BRAF_SNP1_6 −0.3921 −0.3901 0.378
BRCA2_2 C_MYB_MYB_OFFICIAL_1 MYBL2_1 CDCA7_V2_1
BRCA2_2 0.2432 0.2361 0.2332
BUB1_1 H2AFZ_2 MAD2L1_1 LMNB1_1
BUB1_1 0.5328 0.5271 0.5245
B_CATENIN_3 TERC_2 NOTCH1_1 GSK3B_2
B_CATENIN_3 0.4227 0.4191 0.4076
C20ORF126_1 MUC1_2 EGLN3_1 PKR2_1
C20ORF126_1 −0.4702 −0.4675 −0.4551
C20_ORF1_1 STK15_2 E2F1_3 UBE2C_1
C20_ORF1_1 0.4949 0.4871 0.4835
CALD1_2 TIMP2_1 MYLK_1 PDGFC_3
CALD1_2 0.691 0.6846 0.6822
CASP9_1 SPRY1_1 RHOC_1 IGFBP7_1
CASP9_1 0.2115 0.2078 0.2067
CCNE2_2 TIMP2_1 CCNA2_1 ANTXR1_1
CCNE2_2 −0.3627 0.3526 −0.3382
CCNE2_VARIANT_1_1 HSPE1_1 CCNB1_2 FBXO5_1
CCNE2_VARIANT_1_1 0.3882 0.3826 0.3627
CD44E_1 SNRPF_2 RPS13_1 HSPE1_1
CD44E_1 0.4171 0.413 0.4043
CD44S_1 UPA_3 TLN1_1 THBS1_1
CD44S_1 0.5919 0.5851 0.5824
CD44V6_1 MUC1_2 SNRPF_2 HNRPAB_3
CD44V6_1 0.3631 0.3617 0.3512
CD68_2 TP_3 DPYD_2 CD44S_1
CD68_2 0.538 0.5347 0.534
CDC2_1 H2AFZ_2 CDC20_1 LMNB1_1
CDC2_1 0.5658 0.5426 0.5375
CDC4_1 RBX1_1 CYR61_1 ITGB1_1
CDC4_1 0.2745 0.2745 0.2741
CDH11_1 CALD1_2 TAGLN_3 IGFBP5_1
CDH11_1 0.7339 0.7338 0.7319
CDX2_3 EPHB2_1 C_MYB_MYB_OFFICIAL_1 PKR2_1
CDX2_3 0.5617 0.5296 −0.5224
CENPA_1 C20_ORF1_1 CDC2_1 AURKB_1
CENPA_1 0.4213 0.3996 0.3884
CENPF_1 NEK2_1 BUB1_1 PLK_3
CENPF_1 0.4607 0.4578 0.4548
CHFR_1 DLC1_1 CALD1_2 PDGFC_3
CHFR_1 0.3762 0.3762 0.3703
CHK1_2 MCM6_3 RRM1_2 CKS2_2
CHK1_2 0.4522 0.4487 0.4419
CLDN1_1 ATP5E_1 CRIPTO_TDGF1_OFFICIAL_1 ATP5A1_1
CLDN1_1 0.2804 0.2714 −0.2698
CLIC1_1 G_CATENIN_1 CLAUDIN_4_2 VEGF_ALTSPLICE_1
CLIC1_1 0.3686 0.3617 0.3464
CLTC_1 HES6_1 G_CATENIN_1 NME1_3
CLTC_1 0.2959 0.2938 0.2763
CMYC_3 EREG_1 AREG_2 NOTCH1_1
CMYC_3 0.4652 0.4599 0.4592
COL1A1_1 FAP_1 ANTXR1_1 LOXL2_1
COL1A1_1 0.7833 0.7796 0.7724
COL1A2_1 THBS1_1 BGN_1 CDH11_1
COL1A2_1 0.7409 0.7368 0.7272
CREBBP_1 TP53BP1_2 RAF1_3 FZD1_1
CREBBP_1 0.3439 0.3335 0.3316
CTSB_1 CTHRC1_1 CXCR4_3 CD68_2
CTSB_1 0.5907 0.5813 0.579
CTSL_2 UPA_3 TIMP1_3 THBS1_1
CTSL_2 0.6558 0.6448 0.636
CXCL12_1 TIMP2_1 TGFB3_1 VIM_3
CXCL12_1 0.6334 0.6254 0.6212
CYR61_1 PAI1_3 COL1A2_1 INHBA_1
CYR61_1 0.6477 0.6272 0.6257
DLC1_1 TGFB3_1 BGN_1 ANTXR1_1
DLC1_1 0.6465 0.6399 0.6378
DUSP1_1 PAI1_3 EGR1_1 NR4A1_1
DUSP1_1 0.6545 0.6357 0.5993
E2F1_3 CSEL1_1 CMYC_3 UBE2C_1
E2F1_3 0.4799 0.4391 0.4385
EFNB2_1 TMEPAI_1 MASPIN_2 RUNX1_2
EFNB2_1 0.3689 0.3621 0.3558
EGR3_1 DUSP1_1 CYR61_1 HB_EGF_1
EGR3_1 0.5184 0.4565 0.4275
EI24_1 KI_67_2 UMPS_2 MAD2L1_1
EI24_1 0.3137 0.3104 0.309
ENO1_1 CDC20_1 TK1_2 H2AFZ_2
ENO1_1 0.5181 0.5122 0.5104
EPAS1_1 DLC1_1 MYLK_1 CDH11_1
EPAS1_1 0.4927 0.4924 0.4886
ESPL1_3 KI_67_2 LMNB1_1 PLK_3
ESPL1_3 0.4577 0.457 0.4453
FBXO5_1 RBX1_1 CENPF_1 KIFC1_1
FBXO5_1 0.3819 0.3819 0.3681
FGF18_2 LEF_1 TGFB3_1 SFRP2_1
FGF18_2 0.3058 0.2956 0.2951
FGF2_2 AKT3_2 CRYAB_1 TAGLN_3
FGF2_2 0.3678 0.3619 0.3568
FOS_1 CYR61_1 EGR3_1 HB_EGF_1
FOS_1 0.5673 0.5672 0.5097
FOXO3A_1 MYLK_1 MMP2_2 ATP5E_1
FOXO3A_1 0.423 0.4161 0.412
FPGS_1 HSPE1_1 SOS1_1 LEF_1
FPGS_1 −0.2981 0.2922 0.29
FST_1 SFRP2_1 DLC1_1 TIMP2_1
FST_1 0.4331 0.4234 0.4116
FZD1_1 SPARC_1 IGFBP7_1 MMP2_2
FZD1_1 0.5755 0.5718 0.5708
GJB2_1 LOX_1 TGFB3_1 INHBA_1
GJB2_1 0.5664 0.5082 0.5023
GPX1_2 PGK1_1 KLF6_1 BGN_1
GPX1_2 −0.4123 0.3963 0.3957
GRB10_1 TGFBR2_3 TK1_2 RRM2_1
GRB10_1 0.2471 −0.2301 −0.2298
GSK3B_2 BAD_1 IGFBP7_1 TCF_1_1
GSK3B_2 0.4537 0.4189 0.4085
HES6_1 CIAP2_2 GSK3B_2 CRIPTO_TDGF1_OFFICIAL_1
HES6_1 −0.3391 0.3363 0.3251
HIF1A_3 MCP1_1 CSF1_1 MMP2_2
HIF1A_3 0.5464 0.5254 0.5156
HLA_G_2 DPYD_2 CD3Z_1 RANBP2_3
HLA_G_2 0.1155 0.1145 −0.1102
HNRPAB_3 CCNA2_1 RRM2_1 SLC25A3_2
HNRPAB_3 0.4855 0.4497 0.4401
HNRPD_1 GIT1_1 FASN_1 ENO1_1
HNRPD_1 0.3984 0.3958 0.3931
HOXA5_1 TGFBR2_3 RAF1_3 CREBBP_1
HOXA5_1 0.307 0.3009 0.2981
HOXB13_1 REG4_1 CLDN7_2 LGALS3_1
HOXB13_1 0.1949 0.1847 0.1609
HSD17B2_1 ANXA2_2 PS2_2 DAPK1_3
HSD17B2_1 0.4182 0.4129 0.4045
HSPA1A_1 UPA_3 CTHRC1_1 GADD45B_1
HSPA1A_1 0.3805 0.3773 0.3714
HSPA1B_1 UBE2C_1 MYH11_1 MUC2_1
HSPA1B_1 0.2604 −0.2511 −0.2434
HSPE1_1 SNRPF_2 HNRPAB_3 RRM2_1
HSPE1_1 0.5223 0.5021 0.4812
IGFBP3_3 SFRP4_1 PDGFC_3 FAP_1
IGFBP3_3 0.5548 0.5123 0.5112
IGFBP5_1 CDH11_1 TIMP2_1 SPARC_1
IGFBP5_1 0.7319 0.6893 0.6781
IGFBP7_1 CDH11_1 THY1_1 HSPG2_1
IGFBP7_1 0.7587 0.7428 0.7246
IL6ST_3 TIMP2_1 DLC1_1 ITGB3_1
IL6ST_3 0.4886 0.4739 0.4683
KI_67_2 BUB1_1 CDC20_1 SURV_2
KI_67_2 0.5398 0.5187 0.5127
KIF22_1 KI_67_2 TUFM_1 MCM3_3
KIF22_1 0.4417 0.4387 0.4297
KIFC1_1 LMNB1_1 PLK_3 KIF22_1
KIFC1_1 0.4831 0.4829 0.4811
KLF5_1 PI3K_2 EFNB2_1 CAD17_1
KLF5_1 0.436 0.426 0.424
KLK10_3 PKR2_1 ANXA2_2 SEMA4B_1
KLK10_3 0.4679 0.436 0.3896
KLK6_1 S100A4_1 C_MYB_MYB_OFFICIAL_1 PKR2_1
KLK6_1 0.307 −0.2976 0.2764
KLRK1_2 GBP2_2 CSF1_1 PRKCB1_1
KLRK1_2 0.442 0.4295 0.4276
KRT8_3 MRP3_1 LGALS3_1 BAD_1
KRT8_3 0.4717 0.4712 0.4431
LAT_1 TP_3 NRP2_2 CD18_2
LAT_1 0.4197 0.4096 0.4093
LEF_1 SFRP4_1 IGFBP3_3 FZD1_1
LEF_1 0.4739 0.4674 0.4645
LMYC_2 VIM_3 RANBP2_3 VEGF_ALTSPLICE2_1
LMYC_2 0.3681 0.3586 0.3433
LOXL2_1 COL1A2_1 TIMP2_1 ANTXR1_1
LOXL2_1 0.7248 0.7174 0.6829
LOX_1 COL1A2_1 INHBA_1 LOXL2_1
LOX_1 0.62 0.604 0.5981
MAD2L1_1 TK1_2 KI_67_2 SURV_2
MAD2L1_1 0.6019 0.5992 0.5841
MADH7_1 ID3_2 CALD1_2 TLN1_1
MADH7_1 0.5055 0.5025 0.5
MASPIN_2 PKR2_1 REG4_1 SEMA4B_1
MASPIN_2 0.4999 0.4829 0.4485
MCM3_3 KIFC1_1 PCNA_2 H2AFZ_2
MCM3_3 0.4837 0.45 0.4488
MCP1_1 CTSL_2 TIMP1_3 FAP_1
MCP1_1 0.5937 0.5922 0.5901
MMP1_1 CTSL_2 HIF1A_3 MMP2_2
MMP1_1 0.4101 0.4086 0.4036
MMP2_2 CDH11_1 ITGA5_1 TAGLN_3
MMP2_2 0.7019 0.6969 0.6663
MSH2_3 CHK1_2 RANBP2_3 CCNA2_1
MSH2_3 0.3787 0.3732 0.3662
MSH3_2 CDC42BPA_1 CAD17_1 VEGF_ALTSPLICE2_1
MSH3_2 0.2956 0.2908 0.2885
NR4A1_1 EGR3_1 HB_EGF_1 CYR61_1
NR4A1_1 0.5977 0.5041 0.4881
NRP1_1 CTSL_2 SPARC_1 VIM_3
NRP1_1 0.6068 0.5989 0.5925
PDGFA_3 ANTXR1_1 IGFBP7_1 PTCH_1
PDGFA_3 0.3533 0.3519 0.3457
PDGFC_3 CDH11_1 CALD1_2 BGN_1
PDGFC_3 0.6845 0.6822 0.6788
PDGFD_2 PDGFRA_2 IGFBP7_1 PDGFC_3
PDGFD_2 0.4078 0.4048 0.402
PDGFRA_2 MYLK_1 TAGLN_3 IGFBP5_1
PDGFRA_2 0.5934 0.5926 0.5849
PFN2_1 MMP2_2 NME1_3 VIM_3
PFN2_1 0.3005 0.2977 0.2945
PKR2_1 ANXA1_2 CDX2_3 TMSB10_1
PKR2_1 0.5649 −0.5224 0.5159
PRDX2_1 CDC2_1 ATP5A1_1 CLDN7_2
PRDX2_1 0.358 0.3566 0.3468
RAB32_1 NOTCH1_1 PDGFRA_2 MYLK_1
RAB32_1 0.3762 0.3749 0.3703
RAD54L_1 KIFC1_1 KI_67_2 H2AFZ_2
RAD54L_1 0.4585 0.458 0.4491
RANBP2_3 MSH2_3 TFF3_3 ODC1_3
RANBP2_3 0.3732 0.3711 0.3704
RCC1_1 SURV_2 NME1_3 CDC2_1
RCC1_1 0.4553 0.4427 0.4362
RHOB_1 FOS_1 TGFBR2_3 DUSP1_1
RHOB_1 0.4315 0.4192 0.4061
ROCK2_1 TGFBR2_3 CRIPTO_TDGF1_OFFICIAL_1 PTCH_1
ROCK2_1 0.4064 0.398 0.3971
RUNX1_2 ANTXR1_1 BGN_1 CALD1_2
RUNX1_2 0.5273 0.5237 0.5186
S100P_1 TFF3_3 F3_1 MASPIN_2
S100P_1 0.3989 0.371 0.3674
SAT_1 UPA_3 TP_3 LOX_1
SAT_1 0.3315 0.3209 0.3066
SEMA4B_1 F3_1 MASPIN_2 MUC1_2
SEMA4B_1 0.4508 0.4485 0.4399
SIAT4A_2 COL1A1_1 GADD45B_1 SPARC_1
SIAT4A_2 0.4426 0.4426 0.4387
SKP2_1 CCNA2_1 CHK1_2 MCM2_2
SKP2_1 0.3798 0.3782 0.3769
SOD1_1 ENO1_1 DHFR_2 HSPA8_1
SOD1_1 0.2791 0.2756 0.27
SOS1_1 AKT3_2 IL6ST_3 MAD2L1_1
SOS1_1 0.2945 0.2941 −0.2938
SPARC_1 TIMP2_1 CDH11_1 INHBA_1
SPARC_1 0.7967 0.7831 0.774
SPRY1_1 TAGLN_3 CTGF_1 MMP2_2
SPRY1_1 0.4639 0.4627 0.461
SPRY2_2 EFNB2_1 NOTCH1_1 B_CATENIN_3
SPRY2_2 0.4161 0.3783 0.3467
STK15_2 C20_ORF1_1 CDC2_1 MYBL2_1
STK15_2 0.4949 0.4653 0.4622
TCF_1_1 PTCH_1 EPHB2_1 CDX2_3
TCF_1_1 0.4079 0.3856 0.384
THBS1_1 MMP2_2 ITGA5_1 PAI1_3
THBS1_1 0.7172 0.7058 0.6802
TIMP1_3 COL1A2_1 CDH11_1 CTSL_2
TIMP1_3 0.6518 0.6452 0.6448
TOP2A_4 NME1_3 SURV_2 KIFC1_1
TOP2A_4 0.4544 0.4375 0.429
TP53BP1_2 PI3K_2 BRAF_5 TP53BP2_2
TP53BP1_2 0.3385 0.336 0.3354
UBE2C_1 C20_ORF1_1 E2F1_3 MCM2_2
UBE2C_1 0.4835 0.4385 0.411
UPP1_1 SOD2_1 KRT8_3 CTSL_2
UPP1_1 0.3824 0.381 0.3658
VCP_1 GSK3B_2 H2AFZ_2 MAD2L1_1
VCP_1 0.4936 0.4724 0.4564
VDAC2_1 PKR2_1 TS_1 SEMA4B_1
VDAC2_1 0.4196 0.3748 0.3683
Variable out7 out8 out9 out10
AMFR_1 VCP_1 TUFM_1 LRP5_1 PTCH_1
AMFR_1 0.2829 0.2788 0.2784 0.2777
ANXA1_2 TIMP2_1 CXCL12_1 BGN_1 ITGB1_1
ANXA1_2 0.5124 0.5031 0.4987 0.488
APC_4 MADH2_1 ITGAV_1 FYN_3 CDC42BPA_1
APC_4 0.3455 0.3406 0.3388 0.3341
AURKB_1 BUB1_1 LMNB1_1 ESPL1_3 CHK1_2
AURKB_1 0.4355 0.4337 0.4332 0.4285
AXIN_2_3 TP_3 BRAF_SNP1_6 CAD17_1 PKR2_1
AXIN_2_3 −0.4647 −0.4564 0.4454 −0.4449
BGN_1 SFRP2_1 INHBA_1 WISP1_1 CTHRC1_1
BGN_1 0.811 0.7854 0.7682 0.7668
BIK_1 SLC25A3_2 ATP5A1_1 VDAC2_1 VEGFB_1
BIK_1 0.2713 0.2701 0.255 −0.2501
BRAF_5 RAF1_3 RANBP2_3 TGFBR2_3 CAD17_1
BRAF_5 0.3497 0.3476 0.3449 0.3433
BRAF_SNP1_6 HSD17B2_1 PKR2_1 APG_1_1 MASPIN_2
BRAF_SNP1_6 0.3757 0.372 0.3705 0.3695
BRCA2_2 CHK1_2 CLDN1_1 CAPG_1 CENPF_1
BRCA2_2 0.2303 0.2196 −0.2151 0.2149
BUB1_1 ESPL1_3 NEK2_1 SURV_2 TK1_2
BUB1_1 0.5008 0.4929 0.4923 0.4803
B_CATENIN_3 KLF5_1 VEGFB_1 IGFBP7_1 TMEPAI_1
B_CATENIN_3 0.38 0.3684 0.3679 0.3481
C20ORF126_1 EREG_1 REG4_1 TMSB10_1 E2F1_3
C20ORF126_1 0.4485 −0.4439 −0.4296 0.4259
C20_ORF1_1 CSEL1_1 CENPA_1 DPYD_2 TOP2A_4
C20_ORF1_1 0.448 0.4213 −0.4108 0.3958
CALD1_2 DLC1_1 ANTXR1_1 IGFBP7_1 SPARC_1
CALD1_2 0.6707 0.6524 0.6494 0.649
CASP9_1 PDGFRA_2 PDGFA_3 BAD_1 GSK3B_2
CASP9_1 0.2051 0.2035 0.2033 0.2006
CCNE2_2 MCM6_3 THY1_1 CKS2_2 IGFBP7_1
CCNE2_2 0.3367 −0.3216 0.2999 −0.2985
CCNE2_VARIANT_1_1 RBX1_1 SNRPF_2 CHK1_2 SURV_2
CCNE2_VARIANT_1_1 0.3448 0.3294 0.3273 0.3156
CD44E_1 PI3K_2 RBX1_1 LGALS3_1 CCNB1_2
CD44E_1 0.3992 0.3989 0.3888 0.3814
CD44S_1 VIM_3 ITGA5_1 CTGF_1 COL1A2_1
CD44S_1 0.5817 0.5815 0.5759 0.5643
CD44V6_1 ENO1_1 DAPK1_3 TMSB10_1 HDAC1_1
CD44V6_1 0.3432 0.3388 0.338 0.335
CD68_2 SOD2_1 NRP1_1 CSF1_1 MMP2_2
CD68_2 0.5168 0.5045 0.4849 0.4758
CDC2_1 CCNB1_2 SURV_2 MCM3_3 RAD54L_1
CDC2_1 0.5255 0.5161 0.496 0.4949
CDC4_1 AKT3_2 IL6ST_3 TP53BP2_2 BRAF_5
CDC4_1 0.2707 0.2704 0.2692 0.2667
CDH11_1 COL1A2_1 BGN_1 MMP2_2 PDGFC_3
CDH11_1 0.7272 0.7265 0.7019 0.6845
CDX2_3 ANXA1_2 PTCH_1 ST14_1 CDCA7_V2_1
CDX2_3 −0.5141 0.4989 0.4834 0.4609
CENPA_1 CDC20_1 LMNB1_1 ESPL1_3 KIF22_1
CENPA_1 0.3792 0.3764 0.3671 0.3575
CENPF_1 ESPL1_3 RRM1_2 CDC20_1 CHK1_2
CENPF_1 0.4445 0.44 0.4269 0.4173
CHFR_1 IGFBP5_1 MYH11_1 MADH7_1 ANTXR1_1
CHFR_1 0.3644 0.3625 0.3602 0.3559
CHK1_2 KIFC1_1 AURKB_1 CDC20_1 CENPF_1
CHK1_2 0.4332 0.4285 0.4206 0.4173
CLDN1_1 MGAT5_1 PS2_2 TS_1 RUNX1_2
CLDN1_1 0.269 −0.253 −0.2498 0.2403
CLIC1_1 MGAT5_1 ST14_1 CDCA7_V2_1 C_SRC_1
CLIC1_1 0.3365 0.3324 0.3232 0.318
CLTC_1 CSEL1_1 SBA2_1 MADH2_1 PRKCA_1
CLTC_1 −0.2755 0.2755 0.2714 0.2651
CMYC_3 MYBL2_1 CSEL1_1 C_SRC_1 SNRPF_2
CMYC_3 0.4543 0.4539 0.4449 0.4402
COL1A1_1 COL1A2_1 CTHRC1_1 TGFB3_1 WISP1_1
COL1A1_1 0.7642 0.7496 0.7491 0.7442
COL1A2_1 LOXL2_1 ITGA5_1 CTHRC1_1 INHBA_1
COL1A2_1 0.7248 0.7243 0.7112 0.7005
CREBBP_1 GCNT1_1 RUNX1_2 MYH11_1 TGFBR2_3
CREBBP_1 0.32 0.3194 0.3181 0.3168
CTSB_1 BGN_1 COL1A1_1 UPA_3 TP_3
CTSB_1 0.578 0.5594 0.5514 0.5461
CTSL_2 PAI1_3 COL1A2_1 DPYD_2 CD68_2
CTSL_2 0.6296 0.6152 0.6151 0.6148
CXCL12_1 COL1A1_1 SPARC_1 CYR61_1 MCP1_1
CXCL12_1 0.6206 0.6173 0.6149 0.6022
CYR61_1 CXCL12_1 CTHRC1_1 VIM_3 GADD45B_1
CYR61_1 0.6149 0.5918 0.576 0.573
DLC1_1 TAGLN_3 THY1_1 HSPG2_1 TLN1_1
DLC1_1 0.6075 0.6065 0.6047 0.5982
DUSP1_1 GADD45B_1 THBS1_1 CXCL12_1 EGR3_1
DUSP1_1 0.5877 0.5827 0.5262 0.5184
E2F1_3 C20ORF126_1 ATP5E_1 BRCA1_2 ANXA1_2
E2F1_3 0.4259 0.4253 0.4185 −0.411
EFNB2_1 STMY3_3 EMP1_1 GSTP_3 IGFBP7_1
EFNB2_1 0.3511 0.3446 0.3387 0.3235
EGR3_1 PLK3_1 RHOB_1 PAI1_3 GADD45B_1
EGR3_1 0.3879 0.3764 0.3616 0.3462
EI24_1 HSPA8_1 VCP_1 SNRPF_2 KRT8_3
EI24_1 0.3061 0.3054 0.3044 0.3037
ENO1_1 RRM2_1 BUB1_1 TGFBR2_3 UBE2M_2
ENO1_1 0.445 0.4408 −0.4332 0.4328
EPAS1_1 IGFBP7_1 TIMP2_1 HSPG2_1 SPARC_1
EPAS1_1 0.4845 0.4802 0.4794 0.477
ESPL1_3 CENPF_1 AURKB_1 SURV_2 NEK2_1
ESPL1_3 0.4445 0.4332 0.426 0.4239
FBXO5_1 CCNE2_VARIANT_1_1 HSPE1_1 KI_67_2 ODC1_3
FBXO5_1 0.3627 0.3551 0.3535 0.352
FGF18_2 UBB_1 TIMP3_3 CDC42BPA_1 PDGFC_3
FGF18_2 −0.2889 0.2824 0.2804 0.2749
FGF2_2 MYLK_1 ITGB3_1 IL6ST_3 IGFBP5_1
FGF2_2 0.3438 0.3421 0.3369 0.3174
FOS_1 CTGF_1 PAI1_3 C8ORF4_1 GADD45B_1
FOS_1 0.478 0.4715 0.4526 0.4488
FOXO3A_1 C_SRC_1 GSK3B_2 PTCH_1 TLN1_1
FOXO3A_1 0.4066 0.4026 0.4004 0.3998
FPGS_1 MADH2_1 VDAC2_1 HOXB7_1 HDAC1_1
FPGS_1 0.2809 0.2803 0.276 0.2702
FST_1 FAP_1 COL1A1_1 WISP1_1 CYP1B1_3
FST_1 0.4052 0.403 0.4017 0.3935
FZD1_1 ANTXR1_1 NRP2_2 COL1A2_1 MYLK_1
FZD1_1 0.5671 0.5627 0.5598 0.5546
GJB2_1 TIMP1_3 WISP1_1 TIMP2_1 SFRP2_1
GJB2_1 0.4963 0.4892 0.4817 0.4813
GPX1_2 HNRPAB_3 HSPG2_1 SPARC_1 TIMP2_1
GPX1_2 −0.3917 0.3909 0.3899 0.3807
GRB10_1 MAD2L1_1 CCNB1_2 TIMP2_1 EGR3_1
GRB10_1 −0.2283 −0.2247 0.2221 0.218
GSK3B_2 B_CATENIN_3 G_CATENIN_1 NEDD8_2 SBA2_1
GSK3B_2 0.4076 0.4072 −0.404 0.4038
HES6_1 CTSB_1 KLK10_3 CDX2_3 B_CATENIN_3
HES6_1 −0.324 −0.3229 0.3191 0.3065
HIF1A_3 CTSL_2 CD44S_1 CTGF_1 THBS1_1
HIF1A_3 0.5147 0.5121 0.5057 0.5049
HLA_G_2 WNT2_1 VEGFB_1 SLC31A1_1 LAT_1
HLA_G_2 0.1098 0.1052 0.1046 0.098
HNRPAB_3 VDAC2_1 RBX1_1 CD44E_1 ODC1_3
HNRPAB_3 0.4316 0.4314 0.4304 0.4196
HNRPD_1 UBE2M_2 RCC1_1 H2AFZ_2 CDC6_1
HNRPD_1 0.3866 0.3768 0.3749 0.3646
HOXA5_1 HOXB7_1 TK1_2 IL6ST_3 ITGB1_1
HOXA5_1 0.2972 −0.2779 0.2753 0.2705
HOXB13_1 C_SRC_1 CYP1B1_3 NME1_3 HOXA5_1
HOXB13_1 0.1596 −0.1595 0.1574 −0.1536
HSD17B2_1 CYP3A4_2 BRAF_SNP1_6 MRP3_1 CYP2C8_2
HSD17B2_1 0.3929 0.3757 0.3732 0.3566
HSPA1A_1 CYP1B1_3 COL1A1_1 ANXA1_2 CTSB_1
HSPA1A_1 0.3705 0.3639 0.3625 0.359
HSPA1B_1 MYLK_1 STK15_2 CKS2_2 TLN1_1
HSPA1B_1 −0.2301 0.2288 0.2066 −0.2033
HSPE1_1 RBX1_1 ODC1_3 MAD2L1_1 MSH2_3
HSPE1_1 0.4767 0.4647 0.458 0.4117
IGFBP3_3 BGN_1 FZD1_1 CTHRC1_1 IGFBP5_1
IGFBP3_3 0.5055 0.5019 0.4871 0.4784
IGFBP5_1 MYLK_1 DLC1_1 TIMP1_3 BGN_1
IGFBP5_1 0.6532 0.653 0.6403 0.6374
IGFBP7_1 TIMP2_1 SFRP4_1 ANTXR1_1 PDGFC_3
IGFBP7_1 0.7139 0.6558 0.6541 0.6538
IL6ST_3 VIM_3 EPAS1_1 ITGB1_1 CALD1_2
IL6ST_3 0.466 0.4652 0.4617 0.4588
KI_67_2 TK1_2 NEK2_1 LMNB1_1 RRM2_1
KI_67_2 0.5071 0.5055 0.4996 0.482
KIF22_1 RAD54L_1 NEK2_1 CDC2_1 BUB1_1
KIF22_1 0.4178 0.4138 0.4112 0.4089
KIFC1_1 CDC2_1 CENPF_1 KI_67_2 BUB1_1
KIFC1_1 0.4715 0.4649 0.4614 0.4599
KLF5_1 NOTCH1_1 C_SRC_1 CLAUDIN_4_2 G_CATENIN_1
KLF5_1 0.4235 0.4121 0.4102 0.4017
KLK10_3 CDX2_3 CRIPTO_TDGF1_OFFICIAL_1 LAMA3_1 ATP5E_1
KLK10_3 −0.3895 −0.3884 0.3542 −0.337
KLK6_1 LAMA3_1 ANXA2_2 MMP7_1 MASPIN_2
KLK6_1 0.2714 0.2614 0.2568 0.2493
KLRK1_2 CTSB_1 CXCR4_3 CD18_2 TRAIL_1
KLRK1_2 0.4222 0.4214 0.4121 0.4058
KRT8_3 MAD2L1_1 CAPG_1 ITGB4_2 LAMA3_1
KRT8_3 0.4427 0.4395 0.4176 0.4151
LAT_1 NRP1_1 IGFBP7_1 VIM_3 GBP2_2
LAT_1 0.4074 0.4042 0.389 0.3876
LEF_1 PTCH_1 TIMP2_1 CDH11_1 CALD1_2
LEF_1 0.4637 0.4554 0.4514 0.4488
LMYC_2 CYR61_1 CTGF_1 SBA2_1 DPYD_2
LMYC_2 0.3381 0.3259 0.3133 0.3114
LOXL2_1 CTHRC1_1 ADAMTS12_1 INHBA_1 FAP_1
LOXL2_1 0.67 0.6679 0.6613 0.6439
LOX_1 UPA_3 THY1_1 GJB2_1 SFRP2_1
LOX_1 0.5865 0.5672 0.5664 0.5599
MAD2L1_1 CCNB1_2 RRM2_1 NEK2_1 BUB1_1
MAD2L1_1 0.5725 0.558 0.5481 0.5271
MADH7_1 PDGFC_3 TAGLN_3 NRP2_2 IGFBP5_1
MADH7_1 0.4952 0.4899 0.4682 0.4592
MASPIN_2 LAMC2_2 HSD17B2_1 CDX2_3 ANXA1_2
MASPIN_2 0.433 0.4283 −0.4216 0.4196
MCM3_3 RAD54L_1 RRM2_1 KI_67_2 BUB1_1
MCM3_3 0.44 0.4396 0.4331 0.4321
MCP1_1 THBS1_1 VIM_3 UPA_3 CTGF_1
MCP1_1 0.5884 0.5833 0.5797 0.5796
MMP1_1 MCP1_1 SNAI2_1 CTSB_1 CD44S_1
MMP1_1 0.4011 0.3891 0.3737 0.36
MMP2_2 PDGFRA_2 VIM_3 CALD1_2 NRP2_2
MMP2_2 0.6662 0.6556 0.6356 0.6188
MSH2_3 C_MYB_MYB_OFFICIAL_1 TOP2A_4 CSEL1_1 MCM6_3
MSH2_3 0.3632 0.3305 0.326 0.3227
MSH3_2 HCRA_A_2 HNRPAB_3 CD44E_1 ITGAV_1
MSH3_2 0.2878 0.2862 0.2804 0.2771
NR4A1_1 RHOB_1 C8ORF4_1 KLF6_1 CTGF_1
NR4A1_1 0.4623 0.422 0.3734 0.3655
NRP1_1 COL1A2_1 THBS1_1 ITGA5_1 TAGLN_3
NRP1_1 0.5871 0.5846 0.5836 0.5771
PDGFA_3 DLC1_1 HSPG2_1 CALD1_2 CCNB1_2
PDGFA_3 0.3453 0.3422 0.3419 −0.3389
PDGFC_3 COL1A2_1 TAGLN_3 IGFBP7_1 SFRP4_1
PDGFC_3 0.6684 0.654 0.6538 0.6487
PDGFD_2 TAGLN_3 COL1A2_1 CALD1_2 SFRP4_1
PDGFD_2 0.3986 0.3978 0.3865 0.3805
PDGFRA_2 CALD1_2 COL1A2_1 THBS1_1 SPARC_1
PDGFRA_2 0.5564 0.5392 0.5358 0.5058
PFN2_1 GIT1_1 FOXO3A_1 CTGF_1 PRDX4_1
PFN2_1 0.2905 0.2848 0.2787 0.2783
PKR2_1 MASPIN_2 KLK10_3 CTSB_1 TS_1
PKR2_1 0.4999 0.4679 0.4635 0.4591
PRDX2_1 SNRPF_2 EI24_1 CCNB1_2 LMNB1_1
PRDX2_1 0.3366 0.3296 0.3262 0.3222
RAB32_1 MMP2_2 HSPE1_1 BAD_1 CRIPTO_TDGF1_OFFICIAL_1
RAB32_1 0.3455 0.3437 0.3392 0.333
RAD54L_1 LMNB1_1 MCM3_3 MCM2_2 TS_1
RAD54L_1 0.4483 0.44 0.4353 0.4291
RANBP2_3 RALBP1_1 HIF1A_3 TP53BP1_2 LMYC_2
RANBP2_3 0.3688 0.3626 0.3596 0.3586
RCC1_1 MAD2L1_1 CDC20_1 KI_67_2 BUB1_1
RCC1_1 0.434 0.4334 0.431 0.4281
RHOB_1 AKAP12_2 CYR61_1 DLC1_1 ANTXR1_1
RHOB_1 0.3951 0.3939 0.3926 0.3908
ROCK2_1 NKD_1_1 TMEPAI_1 PKR2_1 EPHB2_1
ROCK2_1 0.3943 0.3702 −0.3628 0.3613
RUNX1_2 FZD1_1 SPARC_1 IGFBP7_1 INHBA_1
RUNX1_2 0.5114 0.5078 0.501 0.4947
S100P_1 MUC1_2 HSD17B2_1 ANXA2_2 SEMA4B_1
S100P_1 0.3285 0.3061 0.2873 0.287
SAT_1 ANXA2_2 GBP2_2 EGLN3_1 COL1A1_1
SAT_1 0.2982 0.2852 0.2834 0.2795
SEMA4B_1 HSD17B2_1 AXIN_2_3 C20ORF126_1 TS_1
SEMA4B_1 0.4334 −0.4193 −0.4054 0.402
SIAT4A_2 THY1_1 INHBA_1 FAP_1 UPA_3
SIAT4A_2 0.4375 0.427 0.4246 0.4198
SKP2_1 CDC20_1 DHFR_2 PLK_3 KIFC1_1
SKP2_1 0.3739 0.358 0.3571 0.3544
SOD1_1 MUC1_2 H2AFZ_2 ANXA2_2 TMSB10_1
SOD1_1 0.267 0.2649 0.2633 0.2577
SOS1_1 FPGS_1 CREBBP_1 ITGB1_1 MADH2_1
SOS1_1 0.2922 0.2877 0.272 0.2624
SPARC_1 IGFBP7_1 TAGLN_3 LOXL2_1 THY1_1
SPARC_1 0.7715 0.7667 0.7606 0.7512
SPRY1_1 CDH11_1 TLN1_1 PAI1_3 PDGFRA_2
SPRY1_1 0.4541 0.4483 0.4369 0.4312
SPRY2_2 SBA2_1 CYP3A4_2 CAD17_1 MADH7_1
SPRY2_2 0.3463 0.3451 0.3445 0.3444
STK15_2 BUB1_1 MCM2_2 ANTXR1_1 BGN_1
STK15_2 0.4311 0.4171 −0.414 −0.3956
TCF_1_1 GIT1_1 NEDD8_2 CDCA7_V2_1 IRS1_3
TCF_1_1 0.3812 −0.3754 0.3706 0.361
THBS1_1 VIM_3 INHBA_1 NRP2_2 CDH11_1
THBS1_1 0.6723 0.6685 0.6638 0.6635
TIMP1_3 IGFBP5_1 ITGA5_1 NRP2_2 NRP1_1
TIMP1_3 0.6403 0.6374 0.6172 0.6172
TOP2A_4 MYBL2_1 BUB1_1 AURKB_1 C20_ORF1_1
TOP2A_4 0.4194 0.4151 0.3996 0.3958
TP53BP1_2 MMP2_2 NOTCH1_1 LRP6_1 ROCK1_1
TP53BP1_2 0.3255 0.3247 0.3232 0.3212
UBE2C_1 CDC2_1 EREG_1 C20ORF126_1 ATP5E_1
UBE2C_1 0.4031 0.3927 0.3874 0.378
UPP1_1 ITGA5_1 RHOC_1 BAD_1 TIMP1_3
UPP1_1 0.3457 0.339 0.3349 0.3331
VCP_1 TUFM_1 KI_67_2 IGFBP7_1 RCC1_1
VCP_1 0.437 0.4343 0.4286 0.4176
VDAC2_1 CHK1_2 CKS2_2 CDC2_1 CCNB1_2
VDAC2_1 0.364 0.3575 0.353 0.3506
Variable out11 out12 out13
AMFR_1 NOTCH1_1 IGFBP5_1 TCF_1_1
AMFR_1 0.2713 0.2701 0.2674
ANXA1_2 TIMP3_3 KLK10_3 COL1A1_1
ANXA1_2 0.477 0.4727 0.469
APC_4 RANBP2_3 CTGF_1 LMYC_2
APC_4 0.3282 0.3199 0.3067
AURKB_1 RRM1_2 CDC6_1 RAD54L_1
AURKB_1 0.4231 0.4086 0.4048
AXIN_2_3 REG4_1 SEMA4B_1 CDCA7_V2_1
AXIN_2_3 −0.4321 −0.4193 0.4132
BGN_1 LOXL2_1 COL1A2_1 THY1_1
BGN_1 0.7415 0.7368 0.7365
BIK_1 UBE2C_1 TMEPAI_1 SEMA4B_1
BIK_1 −0.2383 −0.2382 0.2378
BRAF_5 C_MYB_MYB_OFFICIAL_1 ABCC5_1 TP53BP1_2
BRAF_5 0.3407 0.3365 0.336
BRAF_SNP1_6 AREG_2 SEMA4B_1 PTP4A3_V2_1
BRAF_SNP1_6 −0.3614 0.3559 −0.3209
BRCA2_2 C20ORF126_1 RAF1_3 CDX2_3
BRCA2_2 0.2132 0.2047 0.2041
BUB1_1 PLK_3 PCNA_2 KIFC1_1
BUB1_1 0.4716 0.4617 0.4599
B_CATENIN_3 AXIN_2_3 SPRY2_2 FOXO3A_1
B_CATENIN_3 0.3475 0.3467 0.3442
C20ORF126_1 SEMA4B_1 ANXA1_2 CDH1_INTRON_2_2
C20ORF126_1 −0.4054 −0.3947 0.3885
C20_ORF1_1 CDCA7_V2_1 CDH1_INTRON_2_2 SGCB_1
C20_ORF1_1 0.3928 0.3902 −0.3853
CALD1_2 NRP2_2 BGN_1 COL1A2_1
CALD1_2 0.6417 0.6378 0.6362
CASP9_1 EPAS1_1 P13K_2 PGK1_1
CASP9_1 0.1962 0.196 −0.1923
CCNE2_2 SPARC_1 GPX1_2 PDGFC_3
CCNE2_2 −0.2975 −0.2968 −0.2946
CCNE2_VARIANT_1_1 MCM3_3 CD44E_1 RRM1_2
CCNE2_VARIANT_1_1 0.3125 0.3014 0.2946
CD44E_1 SLC25A3_2 ODC1_3 C_MYB_MYB_OFFICIAL_1
CD44E_1 0.376 0.3734 0.3716
CD44S_1 TIMP1_3 MMP2_2 CXCL12_1
CD44S_1 0.5624 0.5612 0.5556
CD44V6_1 VEGF_ALTSPLICE2_1 PS2_2 CCNB1_2
CD44V6_1 0.3329 0.3326 0.3317
CD68_2 PAI1_3 VIM_3 COL1A2_1
CD68_2 0.4713 0.4683 0.4681
CDC2_1 TK1_2 NEK2_1 MCM2_2
CDC2_1 0.4933 0.4928 0.4778
CDC4_1 HIF1A_3 CSF1_1 ROCK1_1
CDC4_1 0.2656 0.2588 0.2563
CDH11_1 INHBA_1 SFRP4_1 ANTXR1_1
CDH11_1 0.6744 0.6734 0.6665
CDX2_3 FUT6_2 BRAF_SNP1_6 ROCK2_1
CDX2_3 0.4566 −0.4561 0.4547
CENPA_1 KIFC1_1 STK15_2 RAD54L_1
CENPA_1 0.3561 0.3541 0.3493
CENPF_1 CCNA2_1 SKP2_1 CCNB1_2
CENPF_1 0.4134 0.4123 0.4015
CHFR_1 IGFBP7_1 IGFBP3_3 CDH11_1
CHFR_1 0.3541 0.3522 0.3498
CHK1_2 HNRPAB_3 IGFBP7_1 TOP2A_4
CHK1_2 0.3988 −0.3928 0.3791
CLDN1_1 IGFBP3_3 STMY3_3 BRCA2_2
CLDN1_1 0.2388 0.2313 0.2196
CLIC1_1 KIFC1_1 LRP5_1 CMYC_3
CLIC1_1 0.3173 0.3166 0.3137
CLTC_1 HSPA1B_1 THY1_1 EFP_3
CLTC_1 −0.262 0.26 0.2597
CMYC_3 E2F1_3 ATP5E_1 UMPS_2
CMYC_3 0.4391 0.439 0.4255
COL1A1_1 SFRP2_1 THY1_1 INHBA_1
COL1A1_1 0.7263 0.7241 0.7202
COL1A2_1 VIM_3 CTGF_1 TIMP2_1
COL1A2_1 0.6897 0.6893 0.6874
CREBBP_1 AKT3_2 TP53BP2_2 LEF_1
CREBBP_1 0.3151 0.3054 0.3042
CTSB_1 CD18_2 CYP1B1_3 WISP1_1
CTSB_1 0.5281 0.5213 0.519
CTSL_2 VIM_3 CD18_2 NRP1_1
CTSL_2 0.6109 0.6096 0.6068
CXCL12_1 CYP1B1_3 WISP1_1 CTHRC1_1
CXCL12_1 0.5972 0.5945 0.5935
CYR61_1 FOS_1 SFRP2_1 SPARC_1
CYR61_1 0.5673 0.567 0.5655
DLC1_1 PDGFC_3 CTGF_1 VIM_3
DLC1_1 0.5964 0.5926 0.5913
DUSP1_1 INHBA_1 ITGA5_1 DLC1_1
DUSP1_1 0.5115 0.5081 0.507
E2F1_3 SURV_2 TERC_2 NME1_3
E2F1_3 0.3813 0.3697 0.3583
EFNB2_1 MRP3_1 CLIC1_1 TP53BP2_2
EFNB2_1 0.3163 0.3132 0.313
EGR3_1 CTGF_1 INHBA_1 WISP1_1
EGR3_1 0.3455 0.3448 0.3263
EI24_1 TUFM_1 KIF22_1 K_RAS_SNP1_8
EI24_1 0.2928 0.2927 −0.2915
ENO1_1 ANXA2_2 SNRPF_2 NME1_3
ENO1_1 0.4262 0.4214 0.4166
EPAS1_1 CXCL12_1 DUSP1_1 MMP2_2
EPAS1_1 0.4748 0.4739 0.4673
ESPL1_3 RAD54L_1 KIFC1_1 H2AFZ_2
ESPL1_3 0.4104 0.3996 0.3994
FBXO5_1 CHK1_2 MAD2L1_1 TOP2A_4
FBXO5_1 0.3498 0.3388 0.3378
FGF18_2 ANTXR1_1 CREBBP_1 AXIN_2_3
FGF18_2 0.2734 0.2628 0.2601
FGF2_2 TIMP2_1 OSMR_1 MCP1_1
FGF2_2 0.3146 0.3139 0.3051
FOS_1 PLK3_1 KLF6_1 RHOB_1
FOS_1 0.4469 0.4468 0.4315
FOXO3A_1 IGFBP7_1 KLF5_1 HER2_3
FOXO3A_1 0.3996 0.3981 0.3952
FPGS_1 HSPG2_1 SHC1_1 IGFBP3_3
FPGS_1 0.2608 0.2593 0.2592
FST_1 TIMP3_3 ANTXR1_1 CTHRC1_1
FST_1 0.3895 0.3837 0.3805
FZD1_1 TAGLN_3 BGN_1 CTHRC1_1
FZD1_1 0.5533 0.5476 0.5458
GJB2_1 THY1_1 UPA_3 CYP1B1_3
GJB2_1 0.4812 0.4766 0.4759
GPX1_2 VEGFB_1 LOX_1 CCNA2_1
GPX1_2 0.3796 0.378 −0.3771
GRB10_1 EMP1_1 FAP_1 ANTXR1_1
GRB10_1 0.2168 0.2152 0.2147
GSK3B_2 FOXO3A_1 PTCH_1 AXIN1_1
GSK3B_2 0.4026 0.3963 0.3841
HES6_1 TFF3_3 CLTC_1 ODC1_3
HES6_1 0.3017 0.01848 0.2925
HIF1A_3 ITGAV_1 CYR61_1 PAI1_3
HIF1A_3 0.5024 0.4931 0.4902
HLA_G_2 KLF6_1 RHOC_1 SMARCA3_1
HLA_G_2 0.0958 0.0951 0.0948
HNRPAB_3 RANBP2_3 MSH2_3 RALBP1_1
HNRPAB_3 0.4152 0.4123 0.4123
HNRPD_1 LMNB1_1 CLTC_1 NME1_3
HNRPD_1 0.3601 0.3483 0.3459
HOXA5_1 RCC1_1 EFNB2_1 H2AFZ_2
HOXA5_1 −0.2694 0.2621 −0.2577
HOXB13_1 SLC31A1_1 MRP3_1 IRS1_3
HOXB13_1 0.1532 0.1515 0.1512
HSD17B2_1 F3_1 SI_1 SLPI_1
HSD17B2_1 0.3445 0.3314 0.3305
HSPA1A_1 SPARC_1 TIMP3_3 TIMP2_1
HSPA1A_1 0.355 0.3529 0.3524
HSPA1B_1 DLC1_1 CLAUDIN_4_2 STC1_1
HSPA1B_1 −0.1995 0.1939 0.1927
HSPE1_1 AREG_2 HSPA8_1 CD44E_1
HSPE1_1 0.4078 0.4061 0.4043
IGFBP3_3 LEF_1 CALD1_2 CDH11_1
IGFBP3_3 0.4674 0.4665 0.4654
IGFBP5_1 VIM_3 HSPG2_1 TLN1_1
IGFBP5_1 0.6343 0.6259 0.6221
IGFBP7_1 CALD1_2 BGN_1 MYLK_1
IGFBP7_1 0.6494 0.6467 0.6456
IL6ST_3 OSMR_1 RUNX1_2 CSF1_1
IL6ST_3 0.4498 0.4482 0.4438
KI_67_2 SNRPF_2 CCNB1_2 KIFC1_1
KI_67_2 0.4678 0.4672 0.4614
KIF22_1 LMNB1_1 CDC20_1 PCNA_2
KIF22_1 0.4069 0.4048 0.3983
KIFC1_1 RAD54L_1 MCM2_2 CHK1_2
KIFC1_1 0.4585 0.4427 0.4332
KLF5_1 FOXO3A_1 MRP3_1 TUFM_1
KLF5_1 0.3981 0.3948 0.3891
KLK10_3 PLK3_1 HES6_1 P21_3
KLK10_3 0.3297 −0.3229 0.3213
KLK6_1 CGB_1 UPA_3 P21_3
KLK6_1 0.2471 0.2369 0.2318
KLRK1_2 CRIPTO_TDGF1_OFFICIAL_1 ANXA1_2 LAT_1
KLRK1_2 −0.3563 0.3354 0.3333
KRT8_3 VCP_1 IRS1_3 RRM2_1
KRT8_3 0.4132 0.3883 0.3872
LAT_1 TAGLN_3 CTSL_2 PRKCB1_1
LAT_1 0.3769 0.3759 0.3735
LEF_1 MYLK_1 RUNX1_2 MADH7_1
LEF_1 0.447 0.4456 0.44
LMYC_2 CALD1_2 ITGB1_1 VEGF_ALTSPLICE1_1
LMYC_2 0.3112 0.3108 0.3104
LOXL2_1 WISP1_1 THY1_1 CDH11_1
LOXL2_1 0.6237 0.6215 0.6205
LOX_1 TGFB3_1 THBS1_1 TIMP1_3
LOX_1 0.5536 0.5533 0.5524
MAD2L1_1 NME1_3 MCM3_3 BAD_1
MAD2L1_1 0.5143 0.491 0.4674
MADH7_1 TIMP2_1 VIM_3 BGN_1
MADH7_1 0.4532 0.452 0.4422
MASPIN_2 PS2_2 DAPK1_3 F3_1
MASPIN_2 0.4193 0.4149 0.3972
MCM3_3 TK1_2 KIF22_1 TUFM_1
MCM3_3 0.4313 0.4297 0.4289
MCP1_1 COL1A2_1 TIMP2_1 BGN_1
MCP1_1 0.5787 0.5718 0.5688
MMP1_1 COL1A2_1 PAI1_3 COL1A1_1
MMP1_1 0.3467 0.3371 0.336
MMP2_2 SNAI2_1 NRP1_1 SOD2_1
MMP2_2 0.6175 0.6168 0.6164
MSH2_3 RBX1_1 HDAC1_1 RAF1_3
MSH2_3 0.3158 0.3106 0.3102
MSH3_2 ROCK1_1 RBX1_1 TP53BP2_2
MSH3_2 0.277 0.2762 0.2682
NR4A1_1 GADD45B_1 PLK3_1 PAI1_3
NR4A1_1 0.3547 0.3514 0.3396
NRP1_1 NRP2_2 CTGF_1 PAI1_3
NRP1_1 0.5755 0.5582 0.556
PDGFA_3 SFRP4_1 TGFBR2_3 STMY3_3
PDGFA_3 0.3308 0.3286 0.3279
PDGFC_3 NRP2_2 COL1A1_1 TGFB3_1
PDGFC_3 0.6436 0.6281 0.6111
PDGFD_2 TIMP2_1 CTGF_1 MYLK_1
PDGFD_2 0.3799 0.3781 0.3765
PDGFRA_2 FZD1_1 PDGFC_3 VIM_3
PDGFRA_2 0.4929 0.4858 0.4821
PFN2_1 RBX1_1 BLMH_1 TP53BP2_2
PFN2_1 0.2775 0.277 0.2737
PKR2_1 C20ORF126_1 CRIPTO_TDGF1_OFFICIAL_1 AXIN_2_3
PKR2_1 −0.4551 −0.4512 −0.4449
PRDX2_1 PCNA_2 FAP_1 TIMP3_3
PRDX2_1 0.319 −0.3178 −0.3171
RAB32_1 PI3K_2 FOXO3A_1 ID3_2
RAB32_1 0.3224 0.3219 0.3219
RAD54L_1 KIF22_1 TK1_2 ESPL1_3
RAD54L_1 0.4178 0.4158 0.4104
RANBP2_3 BRAF_5 MADH2_1 RAF1_3
RANBP2_3 0.3476 0.3417 0.335
RCC1_1 VCP_1 TGFBR2_3 RAD54L_1
RCC1_1 0.4176 −0.4168 0.4006
RHOB_1 CALD1_2 EGR3_1 CDC2_1
RHOB_1 0.3771 0.3764 −0.3711
ROCK2_1 CAD17_1 ENO1_1 CLAUDIN_4_2
ROCK2_1 0.3528 −0.3259 0.3242
RUNX1_2 NRP2_2 AKT3_2 SFRP4_1
RUNX1_2 0.4941 0.4925 0.4921
S100P_1 C20ORF126_1 CD44V6_1 MRP3_1
S100P_1 −0.2817 0.2751 0.2664
SAT_1 P21_3 CD44S_1 CTSL_2
SAT_1 0.2773 0.2771 0.275
SEMA4B_1 CRIPTO_TDGF1_OFFICIAL_1 KLK10_3 EGLN3_1
SEMA4B_1 −0.4007 0.3896 0.387
SIAT4A_2 TIMP1_3 CTSB_1 TGFB3_1
SIAT4A_2 0.4161 0.415 0.4121
SKP2_1 TOP2A_4 MCM3_3 RAD54L_1
SKP2_1 0.3486 0.3486 0.3407
SOD1_1 APG_1_1 TK1_2 CD44V6_1
SOD1_1 0.2528 0.2498 0.2471
SOS1_1 HOXA5_1 TRAIL_1 ANTXR1_1
SOS1_1 0.2574 0.2549 0.2542
SPARC_1 LOX_1 ADAMTS12_1 MMP2_2
SPARC_1 0.7433 0.7317 0.7229
SPRY1_1 IGFBP5_1 COL1A2_1 VIM_3
SPRY1_1 0.4282 0.4167 0.4162
SPRY2_2 NKD_1_1 MGAT5_1 GSK3B_2
SPRY2_2 0.3385 0.3314 0.3297
STK15_2 TGFB3_1 P21_3 DLC1_1
STK15_2 −0.3951 −0.3948 −0.3935
TCF_1_1 ABCC6_1 ATP5E_1 AXIN1_1
TCF_1_1 0.3586 0.3529 0.3518
THBS1_1 CYR61_1 TAGLN_3 TIMP1_3
THBS1_1 0.6623 0.6601 0.6534
TIMP1_3 IGFBP7_1 TAGLN_3 VIM_3
TIMP1_3 0.6157 0.6115 0.611
TOP2A_4 CCNA2_1 RAD54L_1 MCM3_3
TOP2A_4 0.3937 0.3925 0.39
TP53BP1_2 MYLK_1 B_CATENIN_3 RBX1_1
TP53BP1_2 0.3183 0.3149 0.3098
UBE2C_1 CMYC_3 CCNB1_2 HSPE1_1
UBE2C_1 0.3636 0.3603 0.3561
UPP1_1 GBP2_2 CIAP2_2 TMSB10_1
UPP1_1 0.3308 0.3292 0.3279
VCP_1 VEGFB_1 UMPS_2 KRT8_3
VCP_1 0.4171 0.4166 0.4132
VDAC2_1 ATP5A1_1 CDC20_1 ENO1_1
VDAC2_1 0.3464 0.3448 0.3445
Variable out14 out15 out16 out17
AMFR_1 PGK1_1 KCNH2_ISO_A_C_1 KLF6_1 GIT1_1
AMFR_1 −0.2633 0.2554 0.2544 0.2544
ANXA1_2 CTSL_2 P21_3 MCP1_1 ITGA5_1
ANXA1_2 0.4678 0.4669 0.4655 0.4562
APC_4 FZD1_1 AKT3_2 CXCL12_1 CALD1_2
APC_4 0.3065 0.3028 0.3023 0.2994
AURKB_1 TOP2A_4 SKP2_1 CENPA_1 KIF22_1
AURKB_1 0.3996 0.3991 0.3884 0.3818
AXIN_2_3 MGAT5_1 PTP4A3_V2_1 TMEPAI_1 ABCB1_5
AXIN_2_3 0.4076 0.403 0.3947 0.3925
BGN_1 CDH11_1 TIMP3_3 ADAMTS12_1 LOX_1
BGN_1 0.7265 0.7053 0.6962 0.695
BIK_1 C20ORF126_1 PKR2_1 KCNH2_ISO_A_C_1 EREG_1
BIK_1 −0.236 0.2296 −0.2293 −0.2235
BRAF_5 MYH11_1 MSH3_2 TP53BP2_2 CHFR_1
BRAF_5 0.3336 0.3316 0.3307 0.3257
BRAF_SNP1_6 DAPK1_3 EPHB2_1 ABCB1_5 NKD_1_1
BRAF_SNP1_6 0.3181 −0.3165 −0.3041 −0.304
BRCA2_2 CUL4A_1 CDH1_INTRON_2_2 RRM1_2 SKP2_1
BRCA2_2 0.203 0.1978 0.1949 0.1895
BUB1_1 RAD54L_1 CENPF_1 TGFBR2_3 RRM2_1
BUB1_1 0.459 0.4578 −0.4559 0.4494
B_CATENIN_3 CD24_1 EPHB2_1 C_SRC_1 TCF_1_1
B_CATENIN_3 0.3437 0.329 0.3261 0.3253
C20ORF126_1 UBE2C_1 ENO1_1 ANXA2_2 STK15_2
C20ORF126_1 0.3874 −0.382 −0.3807 0.3739
C20_ORF1_1 MUC1_2 KIFC1_1 DAPK1_3 RALBP1_1
C20_ORF1_1 −0.3851 0.3841 −0.3821 −0.3793
CALD1_2 VIM_3 MMP2_2 TLN1_1 TGFB3_1
CALD1_2 0.6359 0.6356 0.6219 0.6208
CASP9_1 LMYC_2 PRKCA_1 CDC6_1 PTGER3_1
CASP9_1 0.1879 0.1878 −0.1815 0.1811
CCNE2_2 EMP1_1 COL1A1_1 WISP1_1 HSPG2_1
CCNE2_2 −0.2934 −0.2931 −0.2915 −0.2898
CCNE2_VARIANT_1_1 E2F1_3 MCM2_2 MSH2_3 HNRPAB_3
CCNE2_VARIANT_1_1 0.2934 0.2929 0.2926 0.2922
CD44E_1 GCNT1_1 MRP3_1 VEGF_ALTSPLICE2_1 TP53BP2_2
CD44E_1 0.3712 0.3625 0.3582 0.3576
CD44S_1 TIMP2_1 CSF1_1 CD18_2 NRP2_2
CD44S_1 0.551 0.5501 0.5456 0.5451
CD44V6_1 TLN1_1 EFP_3 ODC1_3 RRM2_1
CD44V6_1 0.3281 0.3249 0.3225 0.3161
CD68_2 NRP2_2 CTGF_1 GBP2_2 UPA_3
CD68_2 0.4629 0.4613 0.4557 0.4557
CDC2_1 ESPL1_3 KIFC1_1 RRM2_1 STK15_2
CDC2_1 0.4762 0.4715 0.4685 0.4653
CDC4_1 NFKBP50_3 CREBBP_1 MMP2_2 SGCB_1
CDC4_1 0.2504 0.2461 0.2432 0.2425
CDH11_1 THBS1_1 NRP2_2 COL1A1_1 ADAMTS12_1
CDH11_1 0.6635 0.6615 0.6494 0.647
CDX2_3 NKD_1_1 TP_3 MASPIN_2 CTSB_1
CDX2_3 0.4493 −0.436 −0.4216 −0.4153
CENPA_1 MCM2_2 TS_1 UBE2C_1 PDGFC_3
CENPA_1 0.3273 0.3254 0.3187 −0.3045
CENPF_1 LMNB1_1 MCM3_3 CDC25C_1 KI_67_2
CENPF_1 0.4011 0.3979 0.3947 0.3834
CHFR_1 FOXO3A_1 NRP2_2 PTCH_1 AKT3_2
CHFR_1 0.3489 0.3483 0.3421 0.3348
CHK1_2 MSH2_3 SKP2_1 TS_1 MCM3_3
CHK1_2 0.3787 0.3782 0.3744 0.3739
CLDN1_1 NKD_1_1 CREBBP_1 VEGF_ALTSPLICE2_1 AXIN_2_3
CLDN1_1 0.2189 0.2182 0.2159 0.2141
CLIC1_1 EFNB2_1 TLN1_1 C_MYB_MYB_OFFICIAL_1 HER2_3
CLIC1_1 0.3132 0.3117 0.3093 0.3091
CLTC_1 PGK1_1 ITGB4_2 TLN1_1 RHOC_1
CLTC_1 −0.2573 0.2559 0.2558 0.2554
CMYC_3 PRDX4_1 CDX2_3 MAD2L1_1 STK15_2
CMYC_3 0.4014 0.3997 0.3984 0.3913
COL1A1_1 ADAMTS12_1 LOX_1 CDH11_1 TIMP3_3
COL1A1_1 0.7077 0.7065 0.6494 0.6306
COL1A2_1 SNAI2_1 PDGFC_3 TAGLN_3 NRP2_2
COL1A2_1 0.6764 0.6684 0.6673 0.6601
CREBBP_1 IL6ST_3 ABCC5_1 VEGF_ALTSPLICE2_1 HOXA5_1
CREBBP_1 0.2994 0.2983 0.2981 0.2981
CTSB_1 OPN_OSTEOPONTIN_3 CSF1_1 CXCL12_1 INHBA_1
CTSB_1 0.5168 0.5143 0.507 0.5067
CTSL_2 CD44S_1 MMP2_2 MCP1_1 CTSB_1
CTSL_2 0.6046 0.5971 0.5937 0.5926
CXCL12_1 FAP_1 COL1A2_1 IGF1_2 THBS1_1
CXCL12_1 0.5903 0.5786 0.574 0.5731
CYR61_1 MMP2_2 ITGA5_1 DLC1_1 EGR1_1
CYR61_1 0.563 0.5564 0.5487 0.5467
DLC1_1 SPARC_1 CDH11_1 COL1A1_1 SFRP2_1
DLC1_1 0.5903 0.5872 0.5816 0.577
DUSP1_1 HB_EGF_1 VIM_3 SPARC_1 COL1A2_1
DUSP1_1 0.5018 0.4985 0.4982 0.4901
E2F1_3 MAD2L1_1 CDC2_1 EREG_1 TCF_1_1
E2F1_3 0.3517 0.3502 0.3498 0.3493
EFNB2_1 MADH7_1 LEF_1 LAMA3_1 KRT8_3
EFNB2_1 0.3057 0.305 0.3031 0.3014
EGR3_1 DLC1_1 FAP_1 COL1A1_1 CXCL12_1
EGR3_1 0.3193 0.3083 0.3067 0.3004
EI24_1 SURV_2 PCNA_2 ODC1_3 MCM3_3
EI24_1 0.2886 0.2837 0.28 0.278
ENO1_1 MAD2L1_1 EGLN3_1 TS_1 SURV_2
ENO1_1 0.4147 0.4046 0.4037 0.3952
EPAS1_1 IL6ST_3 FZD1_1 TGFBR1_1 IGFBP5_1
EPAS1_1 0.4652 0.4637 0.4635 0.463
ESPL1_3 KIF22_1 CENPA_1 RCC1_1 MAD2L1_1
ESPL1_3 0.3918 0.3671 0.3665 0.3627
FBXO5_1 CCNA2_1 RRM1_2 TP53BP2_2 SURV_2
FBXO5_1 0.3364 0.3342 0.3335 0.333
FGF18_2 AKT3_2 CALD1_2 BRAF_5 SFRP4_1
FGF18_2 0.2565 0.2564 0.2553 0.2532
FGF2_2 CALD1_2 PTGER3_1 NRP2_2 DLC1_1
FGF2_2 0.2937 0.2934 0.2928 0.2855
FOS_1 THBS1_1 INHBA_1 CXCL12_1 EMP1_1
FOS_1 0.3766 0.3762 0.3614 0.3524
FOXO3A_1 TP53BP2_2 MYH11_1 CMYC_3 STMY3_3
FOXO3A_1 0.3893 0.3886 0.387 0.3786
FPGS_1 FUT6_2 TGFBR1_1 RAF1_3 HOXA5_1
FPGS_1 0.2561 0.2549 0.252 0.2512
FST_1 CTGF_1 CALD1_2 AKAP12_2 FABP4_1
FST_1 0.3685 0.3627 0.3468 0.3372
FZD1_1 SFRP4_1 CALD1_2 IGFBP5_1 THBS1_1
FZD1_1 0.5429 0.5383 0.5304 0.5254
GJB2_1 COL1A2_1 ADAMTS12_1 LOXL2_1 CDH11_1
GJB2_1 0.4748 0.4719 0.4622 0.4508
GPX1_2 CD18_2 NEDD8_2 UNC5B_1 ANTXR1_1
GPX1_2 0.3763 −0.3654 0.3585 0.3426
GRB10_1 GADD45B_1 PLK3_1 DLC1_1 IGFBP3_3
GRB10_1 0.21 0.2094 0.2041 0.2028
GSK3B_2 TUFM_1 CMYC_3 KLF5_1 VEGFB_1
GSK3B_2 0.3797 0.3772 0.3724 0.3711
HES6_1 CXCR4_3 PTCH_1 SURV_2 CEBPB_1
HES6_1 −0.2925 0.29 0.2898 −0.2843
HIF1A_3 UPA_3 FYN_3 COL1A2_1 SNAI2_1
HIF1A_3 0.4892 0.4783 0.478 0.4749
HLA_G_2 HSPA1A_1 UPA_3 UPP1_1 GPX1_2
HLA_G_2 0.0946 0.0933 0.0928 0.0923
HNRPAB_3 HDAC1_1 CHK1_2 GPX1_2 THY1_1
HNRPAB_3 0.3994 0.3988 −0.3917 −0.3892
HNRPD_1 DHFR_2 EFP_3 ST14_1 AURKB_1
HNRPD_1 0.3451 0.3367 0.3189 0.3142
HOXA5_1 MGAT5_1 SOS1_1 ITGAV_1 FPGS_1
HOXA5_1 0.2576 0.2574 0.2542 0.2512
HOXB13_1 F3_1 WISP1_1 BRCA1_2 PI3K_2
HOXB13_1 0.1509 −0.1501 0.1477 0.1475
HSD17B2_1 MUC2_1 AXIN_2_3 CRIPTO_TDGF1_OFFICIAL_1 KRT8_3
HSD17B2_1 0.3261 −0.3248 −0.3206 0.3193
HSPA1A_1 HSPA1B_1 PLK3_1 WISP1_1 ITGB1_1
HSPA1A_1 0.3521 0.3446 0.3435 0.3426
HSPA1B_1 CENPA_1 SBA2_1 CDC2_1 VEGF_ALTSPLICE1_1
HSPA1B_1 0.1905 −0.1883 0.1862 0.186
HSPE1_1 THY1_1 EREG_1 CCNE2_VARIANT_1_1 CSEL1_1
HSPE1_1 −0.4037 0.3909 0.3882 0.3881
IGFBP3_3 RUNX1_2 TGFB3_1 AKT3_2 WISP1_1
IGFBP3_3 0.4596 0.4561 0.4539 0.4518
IGFBP5_1 THY1_1 ADAMTS12_1 THBS1_1 TGFB3_1
IGFBP5_1 0.622 0.6219 0.6177 0.6165
IGFBP7_1 ADAMTS12_1 NRP2_2 VEGFB_1 COL1A2_1
IGFBP7_1 0.6433 0.6374 0.6369 0.616
IL6ST_3 MYLK_1 FAP_1 MYH11_1 FZD1_1
IL6ST_3 0.4413 0.4408 0.439 0.4346
KI_67_2 RAD54L_1 ESPL1_3 PCNA_2 KIF22_1
KI_67_2 0.458 0.4577 0.4482 0.4417
KIF22_1 CDC25C_1 ESPL1_3 SURV_2 AURKB_1
KIF22_1 0.3962 0.3918 0.3909 0.3818
KIFC1_1 TOP2A_4 PCNA_2 CDC25C_1 NEK2_1
KIFC1_1 0.429 0.4097 0.404 0.4033
KLF5_1 GSTP_3 HER2_3 AXIN1_1 B_CATENIN_3
KLF5_1 0.3846 0.3818 0.3818 0.38
KLK10_3 C20ORF126_1 LAMC2_2 E2F1_3 CDCA7_V2_1
KLK10_3 −0.3166 0.3161 −0.3127 −0.3053
KLK6_1 AKAP12_2 LAMC2_2 CDC25C_1 EPHB6_1
KLK6_1 0.2316 0.2265 −0.2255 0.2251
KLRK1_2 CDX2_3 IL6ST_3 FYN_3 DPYD_2
KLRK1_2 −0.3299 0.3216 0.3098 0.3097
KRT8_3 RHOC_1 RBX1_1 H2AFZ_2 UPP1_1
KRT8_3 0.3866 0.3849 0.3828 0.381
LAT_1 CAPG_1 CD68_2 ANXA5_1 CDH11_1
LAT_1 0.3629 0.3496 0.3487 0.3424
LEF_1 IGFBP5_1 HSPG2_1 MYH11_1 DLC1_1
LEF_1 0.4348 0.4259 0.4157 0.4014
LMYC_2 P53R2_3 APC_4 ITGA5_1 SOD2_1
LMYC_2 0.3076 0.3067 0.3059 0.2981
LOXL2_1 ITGA5_1 TIMP3_3 LOX_1 TGFB3_1
LOXL2_1 0.6129 0.6125 0.5981 0.5957
LOX_1 TIMP2_1 ADAMTS12_1 WISP1_1 PAI1_3
LOX_1 0.5512 0.5512 0.5504 0.5407
MAD2L1_1 HSPE1_1 VCP_1 TGFBR2_3 KRT8_3
MAD2L1_1 0.458 0.4564 −0.4486 0.4427
MADH7_1 CTGF_1 LEF_1 SPARC_1 THBS1_1
MADH7_1 0.4413 0.44 0.4336 0.43
MASPIN_2 CRIPTO_TDGF1_OFFICIAL_1 BRAF_SNP1_6 MADH2_1 S100P_1
MASPIN_2 −0.3952 0.3695 0.3679 0.3674
MCM3_3 FBXO5_1 CCNB1_2 CDC25C_1 LMNB1_1
MCM3_3 0.4144 0.4117 0.4058 0.4042
MCP1_1 CTHRC1_1 MMP2_2 WISP1_1 INHBA_1
MCP1_1 0.5633 0.5618 0.5532 0.5514
MMP1_1 CTHRC1_1 FAP_1 TIMP1_3 TP_3
MMP1_1 0.3333 0.3281 0.3168 0.3146
MMP2_2 IGFBP5_1 TIMP2_1 CTGF_1 IGFBP7_1
MMP2_2 0.6159 0.6096 0.6026 0.5986
MSH2_3 FBXO5_1 CCNB1_2 VEGF_ALTSPLICE2_1 ODC1_3
MSH2_3 0.3091 0.3083 0.3027 0.297
MSH3_2 ITGB1_1 EFP_3 TLN1_1 APC_4
MSH3_2 0.2659 0.2658 0.2634 0.2603
NR4A1_1 THBS1_1 INHBA_1 EMP1_1 DLC1_1
NR4A1_1 0.318 0.2957 0.293 0.2866
NRP1_1 IGFBP7_1 ANXA5_1 SNAI2_1 CDH11_1
NRP1_1 0.5447 0.5423 0.5377 0.5303
PDGFA_3 CRYAB_1 MYLK_1 ENO1_1 CEBPB_1
PDGFA_3 0.3255 0.3217 −0.3194 0.3184
PDGFC_3 INHBA_1 TIMP3_3 ADAMTS12_1 CTHRC1_1
PDGFC_3 0.6108 0.6098 0.6089 0.6067
PDGFD_2 TGFB3_1 IGFBP5_1 OSMR_1 CXCL12_1
PDGFD_2 0.3705 0.3678 0.3668 0.3589
PDGFRA_2 NRP1_1 TIMP2_1 TLN1_1 DPYD_2
PDGFRA_2 0.4776 0.4692 0.4679 0.4672
PFN2_1 BAD_1 HSPE1_1 TAGLN_3 SNRPF_2
PFN2_1 0.2731 0.2691 0.2662 0.2662
PKR2_1 HIF1A_3 CTSL_2 EGLN3_1 P21_3
PKR2_1 0.4442 0.4435 0.4308 0.4307
PRDX2_1 ANTXR1_1 UBB_1 MCM2_2 STK15_2
PRDX2_1 −0.3086 0.3085 0.3033 0.3021
RAB32_1 GSK3B_2 IGFBP7_1 TAGLN_3 CDH11_1
RAB32_1 0.3192 0.3176 0.3161 0.3145
RAD54L_1 PLK_3 SURV_2 CDC6_1 AURKB_1
RAD54L_1 0.4095 0.4057 0.4051 0.4048
RANBP2_3 HDAC1_1 APC_4 MGAT5_1 TP53BP2_2
RANBP2_3 0.3297 0.3282 0.324 0.32
RCC1_1 PCNA_2 LMNB1_1 NEK2_1 SNRPF_2
RCC1_1 0.3966 0.3942 0.3887 0.3843
RHOB_1 MAD2L1_1 TIMP2_1 CDC42BPA_1 ITGB1_1
RHOB_1 −0.3705 0.3565 0.3535 0.3452
ROCK2_1 PTP4A3_V2_1 TGFBI_1 RHOB_1 APG_1_1
ROCK2_1 0.3235 0.3231 0.314 −0.3033
RUNX1_2 COL1A2_1 CTHRC1_1 FAP_1 WISP1_1
RUNX1_2 0.4883 0.4825 0.482 0.4783
S100P_1 SLPI_1 APG_1_1 EGLN3_1 LGALS3_1
S100P_1 0.2655 0.257 0.257 0.2484
SAT_1 BGN_1 CAD17_1 C20ORF126_1 TLN1_1
SAT_1 0.2684 −0.2621 −0.2575 0.2544
SEMA4B_1 P21_3 PS2_2 CDX2_3 PLK3_1
SEMA4B_1 0.3866 0.3864 −0.3826 0.3781
SIAT4A_2 HSPG2_1 ITGA5_1 PLK3_1 LOX_1
SIAT4A_2 0.4082 0.3906 0.3905 0.3896
SKP2_1 TS_1 CCNB1_2 C_MYB_MYB_OFFICIAL_1 C20_ORF1_1
SKP2_1 0.3348 0.3306 0.3291 0.3278
SOD1_1 TMEPAI_1 HOXB7_1 EI24_1 REG4_1
SOD1_1 −0.2457 0.233 0.2277 0.2251
SOS1_1 TGFBR2_3 FAP_1 BRAF_5 TIMP3_3
SOS1_1 0.2537 0.253 0.2524 0.2512
SPARC_1 THBS1_1 ANTXR1_1 TGFB3_1 TIMP1_3
SPARC_1 0.7207 0.7138 0.7095 0.7068
SPRY1_1 SPARC_1 TIMP1_3 FYN_3 ITGA5_1
SPRY1_1 0.4152 0.4138 0.4125 0.4124
SPRY2_2 TGFBI_1 LEF_1 PI3K_2 CUL4A_1
SPRY2_2 0.3209 0.315 0.3058 0.2969
STK15_2 CMYC_3 FAP_1 TIMP2_1 KI_67_2
STK15_2 0.3913 −0.3863 −0.383 0.3814
TCF_1_1 E2F1_3 ANXA1_2 C_SRC_1 CMYC_3
TCF_1_1 0.3493 −0.3475 0.3456 0.3445
THBS1_1 TLN1_1 UPA_3 CTSL_2 BGN_1
THBS1_1 0.64 0.639 0.636 0.6323
TIMP1_3 TIMP2_1 PAI1_3 UPA_3 MMP2_2
TIMP1_3 0.6022 0.6019 0.6013 0.5962
TOP2A_4 RRM2_1 CDC2_1 CHK1_2 RRM1_2
TOP2A_4 0.3887 0.3809 0.3791 0.3743
TP53BP1_2 ITGAV_1 MGAT5_1 AKT3_2 RAF1_3
TP53BP1_2 0.3095 0.309 0.3051 0.304
UBE2C_1 P21_3 AREG_2 BUB1_1 KIFC1_1
UBE2C_1 −0.3471 0.3458 0.3373 0.3316
UPP1_1 UPA_3 CAPG_1 CD18_2 ANXA5_1
UPP1_1 0.3277 0.3228 0.3165 0.3116
VCP_1 SNRPF_2 PCNA_2 SLC31A1_1 IRS1_3
VCP_1 0.4076 0.4072 0.4012 0.3904
VDAC2_1 CCNA2_1 DHFR_2 DR4_2 CD44V6_1
VDAC2_1 0.3424 0.3417 0.3343 0.3094
Variable out18 out19 out20 _lstyle
AMFR_1 TAGLN_3 FOXO3A_1 CHFR_1 1
AMFR_1 0.2535 0.2517 0.2474 2
ANXA1_2 CXCR4_3 INHBA_1 WISP1_1 1
ANXA1_2 0.454 0.4527 0.4497 2
APC_4 MMP2_2 EPAS1_1 VIM_3 1
APC_4 0.2911 0.29 0.2884 2
AURKB_1 CDC2_1 TK1_2 C20_ORF1_1 1
AURKB_1 0.3799 0.3724 0.3655 2
AXIN_2_3 AREG_2 CTSL_2 TGFBI_1 1
AXIN_2_3 0.3911 −0.3853 0.3851 2
BGN_1 CTGF_1 CXCL12_1 PDGFC_3 1
BGN_1 0.6912 0.6838 0.6788 2
BIK_1 S100P_1 APG_1_1 EGLN3_1 1
BIK_1 0.2117 0.2115 0.211 2
BRAF_5 MGAT5_1 GCNT1_1 TLN1_1 1
BRAF_5 0.3249 0.324 0.323 2
BRAF_SNP1_6 EPHB6_1 EREG_1 ROCK2_1 1
BRAF_SNP1_6 0.3038 −0.2893 −0.289 2
BRCA2_2 CRIPTO_TDGF1_OFFICIAL_1 VEGF_ALTSPLICE2_1 AURKB_1 1
BRCA2_2 0.1884 0.1879 0.1843 2
BUB1_1 CCNB1_2 ENO1_1 CENPA_1 1
BUB1_1 0.4432 0.4408 0.4355 2
B_CATENIN_3 TGFBI_1 TP53BP1_2 AXIN1_1 1
B_CATENIN_3 0.3177 0.3149 0.313 2
C20ORF126_1 P21_3 AXIN_2_3 CDX2_3 1
C20ORF126_1 −0.3673 0.3655 0.3627 2
C20_ORF1_1 CENPF_1 REG4_1 PS2_2 1
C20_ORF1_1 0.3773 −0.3736 −0.3674 2
CALD1_2 THBS1_1 AKT3_2 CTGF_1 1
CALD1_2 0.6188 0.6145 0.595 2
CASP9_1 CRYAB_1 VEGFB_1 CCNA2_1 1
CASP9_1 0.181 0.1781 −0.177 2
CCNE2_2 NRP2_2 CHK1_2 NEDD8_2 1
CCNE2_2 −0.2801 0.28 0.2792 2
CCNE2_VARIANT_1_1 EFP_3 CDC2_1 MCM6_3 1
CCNE2_VARIANT_1_1 0.2868 0.2859 0.2858 2
CD44E_1 CMYC_3 MAD2L1_1 EIF4E_1 1
CD44E_1 0.3463 0.3318 0.3287 2
CD44S_1 BGN_1 CD68_2 SPARC_1 1
CD44S_1 0.5448 0.534 0.5297 2
CD44V6_1 PKR2_1 EGLN3_1 SLC25A3_2 1
CD44V6_1 0.3123 0.3118 0.3111 2
CD68_2 TIMP1_3 FYN_3 SNAI2_1 1
CD68_2 0.4491 0.449 0.448 2
CDC2_1 SNRPF_2 PCNA_2 CDC25C_1 1
CDC2_1 0.4625 0.4446 0.4376 2
CDC4_1 P53R2_3 PI3K_2 RANBP2_3 1
CDC4_1 0.2415 0.2412 0.2387 2
CDH11_1 TIMP1_3 VIM_3 CTGF_1 1
CDH11_1 0.6452 0.6376 0.6355 2
CDX2_3 CDH1_INTRON_2_2 CD24_1 CMYC_3 1
CDX2_3 0.409 0.4051 0.3997 2
CENPA_1 CENPF_1 MMP2_2 CYR61_1 1
CENPA_1 0.3016 −0.3012 −0.2973 2
CENPF_1 FBXO5_1 C20_ORF1_1 MCM2_2 1
CENPF_1 0.3819 0.3773 0.3693 2
CHFR_1 ITGB3_1 VIM_3 CXCL12_1 1
CHFR_1 0.3346 0.3306 0.3296 2
CHK1_2 CDC6_1 SLC25A3_2 C_MYB_MYB_OFFICIAL_1 1
CHK1_2 0.3707 0.3672 0.3641 2
CLDN1_1 C20ORF126_1 CLIC1_1 EFNB2_1 1
CLDN1_1 0.2128 0.2119 0.211 2
CLIC1_1 TMSB10_1 HCRA_A_2 FOXO3A_1 1
CLIC1_1 0.309 0.3081 0.3081 2
CLTC_1 NOTCH1_1 UNC5B_1 DLC1_1 1
CLTC_1 0.2509 0.24 0.2399 2
CMYC_3 CMET_2 ODC1_3 C_MYB_MYB_OFFICIAL_1 1
CMYC_3 0.3894 0.3882 0.3876 2
COL1A1_1 PDGFC_3 CXCL12_1 HSPG2_1 1
COL1A1_1 0.6281 0.6206 0.608 2
COL1A2_1 SFRP2_1 TIMP1_3 ADAMTS12_1 1
COL1A2_1 0.6536 0.6518 0.6393 2
CREBBP_1 MYLK_1 KLF5_1 HCRA_A_2 1
CREBBP_1 0.2954 0.2953 0.2924 2
CTSB_1 TIMP2_1 SFRP2_1 MCP1_1 1
CTSB_1 0.5016 0.5015 0.4946 2
CTSL_2 OPN_OSTEOPONTIN_3 NRP2_2 SPARC_1 1
CTSL_2 0.5915 0.5813 0.5694 2
CXCL12_1 DLC1_1 TLN1_1 CD44S_1 1
CXCL12_1 0.5611 0.5583 0.5556 2
CYR61_1 BGN_1 MCP1_1 WISP1_1 1
CYR61_1 0.5458 0.5436 0.5373 2
DLC1_1 ADAMTS12_1 IGFBP7_1 CXCL12_1 1
DLC1_1 0.5642 0.564 0.5611 2
DUSP1_1 KLF6_1 BGN_1 EPAS1_1 1
DUSP1_1 0.4868 0.4773 0.4739 2
E2F1_3 CTSB_1 FAP_1 TOP2A_4 1
E2F1_3 −0.3492 −0.3434 0.3391 2
EFNB2_1 CUL4A_1 CLAUDIN_4_2 B_CATENIN_3 1
EFNB2_1 0.2961 0.2958 0.2939 2
EGR3_1 KLF6_1 EMP1_1 BGN_1 1
EGR3_1 0.2997 0.2978 0.2937 2
EI24_1 KLF5_1 RRM2_1 HRAS_1 1
EI24_1 0.2735 0.2724 0.2714 2
ENO1_1 EIF4E_1 HNRPD_1 CCNB1_2 1
ENO1_1 0.395 0.3931 0.3914 2
EPAS1_1 ITGB3_1 COL1A2_1 CALD1_2 1
EPAS1_1 0.4622 0.4607 0.4565 2
ESPL1_3 TS_1 PCNA_2 C20_ORF1_1 1
ESPL1_3 0.356 0.3534 0.3518 2
FBXO5_1 CDC2_1 MCM6_3 MYBL2_1 1
FBXO5_1 0.3287 0.3234 0.3196 2
FGF18_2 BGN_1 DLC1_1 TGFB2_2 1
FGF18_2 0.253 0.25 0.2485 2
FGF2_2 IGFBP7_1 ITGA5_1 ITGB1_1 1
FGF2_2 0.2841 0.2812 0.2811 2
FOS_1 DLC1_1 VCL_1 CXCR4_3 1
FOS_1 0.3491 0.3409 0.3385 2
FOXO3A_1 LRP5_1 GSTP_3 THBS1_1 1
FOXO3A_1 0.3785 0.3775 0.3766 2
FPGS_1 NEDD8_2 CMYC_3 ANXA1_2 1
FPGS_1 0.2493 −0.2475 0.2404 2
FST_1 INHBA_1 IGFBP3_3 CYR61_1 1
FST_1 0.3353 0.3352 0.333 2
FZD1_1 AKT3_2 CTGF_1 RUNX1_2 1
FZD1_1 0.5202 0.5168 0.5114 2
GJB2_1 CTHRC1_1 FAP_1 SNAI2_1 1
GJB2_1 0.4475 0.4401 0.434 2
GPX1_2 PLK3_1 TGFB3_1 TP_3 1
GPX1_2 0.3404 0.3396 0.3357 2
GRB10_1 TGFB3_1 HSPE1_1 SURV_2 1
GRB10_1 0.2026 −0.2017 −0.1994 2
GSK3B_2 GIT1_1 TAGLN_3 SNRPF_2 1
GSK3B_2 0.3639 0.362 0.3592 2
HES6_1 TCF_1_1 NOTCH1_1 H2AFZ_2 1
HES6_1 0.2824 0.28 0.2748 2
HIF1A_3 CXCL12_1 ROCK1_1 RBX1_1 1
HIF1A_3 0.4727 0.4665 0.4646 2
HLA_G_2 CXCL12_1 C20ORF126_1 TGFBR1_1 1
HLA_G_2 0.0919 −0.0903 0.088 2
HNRPAB_3 MCM6_3 ITGAV_1 HSPG2_1 1
HNRPAB_3 0.3728 0.3664 −0.3644 2
HNRPD_1 GPX1_2 ESPL1_3 BUB1_1 1
HNRPD_1 0.3129 0.3115 0.3105 2
HOXA5_1 NME1_3 RANBP2_3 MADH4_1 1
HOXA5_1 −0.25 0.2467 0.2441 2
HOXB13_1 CTSB_1 KLF5_1 BAX_1 1
HOXB13_1 −0.1472 0.1469 0.1436 2
HSD17B2_1 LGALS3_1 S100P_1 EREG_1 1
HSD17B2_1 0.3131 0.3061 −0.306 2
HSPA1A_1 LOXL2_1 CD44S_1 SFRP2_1 1
HSPA1A_1 0.3347 0.3311 0.3267 2
HSPA1B_1 NR4A1_1 CMET_2 CALD1_2 1
HSPA1B_1 0.1761 0.175 −0.1705 2
HSPE1_1 HSPG2_1 CCNA2_1 SURV_2 1
HSPE1_1 −0.3878 0.3821 0.3774 2
IGFBP3_3 ITGB1_1 IGFBP7_1 DLC1_1 1
IGFBP3_3 0.4444 0.4437 0.4437 2
IGFBP5_1 MMP2_2 ANTXR1_1 NRP2_2 1
IGFBP5_1 0.6159 0.6115 0.6101 2
IGFBP7_1 TIMP1_3 MMP2_2 PDGFRA_2 1
IGFBP7_1 0.6157 0.5986 0.5972 2
IL6ST_3 TIMP3_3 ITGAV_1 IGFBP5_1 1
IL6ST_3 0.4307 0.426 0.4249 2
KI_67_2 CDC25C_1 VCP_1 MCM3_3 1
KI_67_2 0.4369 0.4343 0.4331 2
KIF22_1 TK1_2 RCC1_1 CENPA_1 1
KIF22_1 0.3733 0.3731 0.3575 2
KIFC1_1 SURV_2 ESPL1_3 RRM2_1 1
KIFC1_1 0.3998 0.3996 0.3965 2
KLF5_1 ST14_1 PTCH_1 GSK3B_2 1
KLF5_1 0.3783 0.3781 0.3724 2
KLK10_3 F3_1 MYBL2_1 CTSB_1 1
KLK10_3 0.3039 −0.2978 0.291 2
KLK6_1 CAD17_1 P14ARF_1 CRIPTO_TDGF1_OFFICIAL_1 1
KLK6_1 −0.2134 0.212 −0.2119 2
KLRK1_2 CD68_2 EPHB2_1 CCR7_1 1
KLRK1_2 0.309 −0.3045 0.3004 2
KRT8_3 SBA2_1 CMET_2 LAMC2_2 1
KRT8_3 0.378 0.3738 0.3723 2
LAT_1 MYLK_1 IGFBP5_1 KLRK1_2 1
LAT_1 0.3366 0.3363 0.3333 2
LEF_1 THY1_1 NRP2_2 TAGLN_3 1
LEF_1 0.3957 0.3855 0.3848 2
LMYC_2 CDC42BPA_1 COL1A2_1 HIF1A_3 1
LMYC_2 0.2931 0.2863 0.2853 2
LOXL2_1 PDGFC_3 CALD1_2 SFRP2_1 1
LOXL2_1 0.5923 0.5833 0.5714 2
LOX_1 CTHRC1_1 CTGF_1 VIM_3 1
LOX_1 0.5365 0.5297 0.5285 2
MAD2L1_1 PCNA_2 CDC20_1 RCC1_1 1
MAD2L1_1 0.4403 0.4398 0.434 2
MADH7_1 COL1A2_1 RUNX1_2 INHBA_1 1
MADH7_1 0.4249 0.422 0.4169 2
MASPIN_2 PTP4A3_V2_1 EFNB2_1 ATP5A1_1 1
MASPIN_2 −0.3648 0.3621 0.3601 2
MCM3_3 CENPF_1 TOP2A_4 PLK_3 1
MCM3_3 0.3979 0.39 0.3864 2
MCP1_1 IGFBP5_1 HIF1A_3 CYR61_1 1
MCP1_1 0.5511 0.5464 0.5436 2
MMP1_1 ITGAV_1 LOXL2_1 SPARC_1 1
MMP1_1 0.3087 0.3064 0.2972 2
MMP2_2 CTSL_2 TIMP1_3 MYLK_1 1
MMP2_2 0.5971 0.5962 0.5897 2
MSH2_3 CCNE2_VARIANT_1_1 CENPF_1 BRAF_5 1
MSH2_3 0.2926 0.2893 0.2867 2
MSH3_2 CLIC1_1 CTGF_1 MGAT5_1 1
MSH3_2 0.2594 0.2563 0.2538 2
NR4A1_1 CXCR4_3 PDGFA_3 TIMP3_3 1
NR4A1_1 0.276 0.2626 0.2506 2
NRP1_1 CD18_2 SOD2_1 TP_3 1
NRP1_1 0.5172 0.5163 0.5083 2
PDGFA_3 TGFBR1_1 TAGLN_3 RHOB_1 1
PDGFA_3 0.3153 0.3152 0.3139 2
PDGFC_3 WISP1_1 SFRP2_1 IGFBP5_1 1
PDGFC_3 0.606 0.6006 0.6005 2
PDGFD_2 VIM_3 AKT3_2 BGN_1 1
PDGFD_2 0.3581 0.357 0.3536 2
PDGFRA_2 CTGF_1 GJA1_1 SFRP4_1 1
PDGFRA_2 0.4666 0.4657 0.4582 2
PFN2_1 ITGA5_1 ODC1_3 CKS2_2 1
PFN2_1 0.2653 0.2643 −0.2632 2
PKR2_1 OPN_OSTEOPONTIN_3 LAMA3_1 VDAC2_1 1
PKR2_1 0.4289 0.4249 0.4196 2
PRDX2_1 MCM3_3 TUFM_1 TK1_2 1
PRDX2_1 0.301 0.2956 0.2937 2
RAB32_1 THBS1_1 CMYC_3 TERC_2 1
RAB32_1 0.3133 0.3082 0.3064 2
RAD54L_1 MAD2L1_1 RCC1_1 CDC25C_1 1
RAD54L_1 0.4022 0.4006 0.394 2
RANBP2_3 K_RAS_10 REG4_1 ITGAV_1 1
RANBP2_3 0.3199 0.3191 0.3188 2
RCC1_1 UBE2M_2 HNRPD_1 KIF22_1 1
RCC1_1 0.3837 0.3768 0.3731 2
RHOB_1 ITGB3_1 PDGFC_3 FAP_1 1
RHOB_1 0.3446 0.3394 0.3377 2
ROCK2_1 MGAT5_1 PDGFA_3 MASPIN_2 1
ROCK2_1 0.3001 0.2957 −0.2938 2
RUNX1_2 TGFB3_1 TAGLN_3 TIMP3_3 1
RUNX1_2 0.4743 0.4742 0.4708 2
S100P_1 EREG_1 KLF5_1 CYP3A4_2 1
S100P_1 −0.2478 0.2473 0.2433 2
SAT_1 ENO1_1 GADD45B_1 CTSB_1 1
SAT_1 0.2533 0.2523 0.2505 2
SEMA4B_1 LAMA3_1 VDAC2_1 MUC2_1 1
SEMA4B_1 0.3748 0.3683 0.3645 2
SIAT4A_2 SFRP2_1 IGFBP7_1 CD44S_1 1
SIAT4A_2 0.386 0.3833 0.3826 2
SKP2_1 ODC1_3 HDAC1_1 CDC25C_1 1
SKP2_1 0.3224 0.3143 0.3053 2
SOD1_1 VDAC2_1 NME1_3 MUC2_1 1
SOD1_1 0.2227 0.2203 0.2185 2
SOS1_1 CDC2_1 WISP1_1 VCP_1 1
SOS1_1 −0.2507 0.2479 −0.2473 2
SPARC_1 SFRP2_1 CTHRC1_1 PDGFC_3 1
SPARC_1 0.6994 0.6964 0.6961 2
SPRY1_1 BAD_1 DPYD_2 SGCB_1 1
SPRY1_1 0.4051 0.4046 0.4012 2
SPRY2_2 KCNH2_ISO_A_C_1 TLN1_1 CRIPTO_TDGF1_OFFICIAL_1 1
SPRY2_2 0.2923 0.2825 0.2821 2
STK15_2 MAD2L1_1 C20ORF126_1 TIMP3_3 1
STK15_2 0.3755 0.3739 −0.3732 2
TCF_1_1 VCP_1 CXCR4_3 VEGFB_1 1
TCF_1_1 0.3407 −0.3387 0.338 2
THBS1_1 CALD1_2 IGFBP5_1 CTHRC1_1 1
THBS1_1 0.6188 0.6177 0.5994 2
TIMP1_3 INHBA_1 MCP1_1 COL1A1_1 1
TIMP1_3 0.5947 0.5922 0.5731 2
TOP2A_4 CDC20_1 CCNB1_2 HSPE1_1 1
TOP2A_4 0.3724 0.3692 0.3686 2
TP53BP1_2 MADH2_1 PDGFRA_2 FZD1_1 1
TP53BP1_2 0.2951 0.2892 0.2882 2
UBE2C_1 CENPF_1 CDC25C_1 MAD2L1_1 1
UBE2C_1 0.3286 0.3254 0.3219 2
UPP1_1 ENO1_1 ANXA2_2 LAMA3_1 1
UPP1_1 0.306 0.3042 0.299 2
VCP_1 NEDD8_2 CLDN7_2 BUB1_1 1
VCP_1 −0.388 0.3854 0.3796 2
VDAC2_1 MADH4_1 PLK_3 ITGB1_1 1
VDAC2_1 0.3017 0.3017 0.2988 2
