Colon/Rectal Adenocarcinoma: Mutation Analysis (MutSig)
Maintained by Dan DiCara (Broad Institute)
Overview
Introduction

This report serves to describe the mutational landscape and properties of a given individual set, as well as rank genes and genesets according to mutational significance. MutSig v1.5 was used to generate the results found in this report.

Working with individual set: COADREAD.

Number of patients in set: 224

Input

The input for this pipeline is a set of individuals with the following files associated for each:

1. An annotated .maf file describing the mutations called for the respective individual, and their properties.

2. A .wig file that contains information about the coverage of the sample.

Summary

Significantly mutated genes (q ≤ 0.1): 471

Mutations seen in COSMIC: 791

Significantly mutated genes in COSMIC territory: 29

Genes with clustered mutations (&le 3 aa apart): 1529

Significantly mutated genesets: 234

Significantly mutated genesets: (excluding sig. mutated genes): 44

Results
Breakdown of Mutations by Type

Table 1.  Get Full Table Table representing breakdown of mutations by type.

type count
De_novo_Start_InFrame 22
De_novo_Start_OutOfFrame 160
Frame_Shift_Del 1324
Frame_Shift_Ins 918
In_Frame_Del 166
In_Frame_Ins 28
Indel 2
Missense_Mutation 54509
Nonsense_Mutation 5376
Nonstop_Mutation 12
Read-through 34
Silent 19249
Splice_Site 205
Start_Codon_DNP 2
Total 82007
Breakdown of Mutation Rates by Category Type

Table 2.  Get Full Table A breakdown of mutation rates per category discovered for this individual set.

category n N rate rate_per_mb relative_rate
*CpG->T 20515 369939104 0.000055 55 5.9
*Cp(A/C/T)->mut 21185 3041594232 7e-06 7 0.74
A->mut 12242 3284997724 3.7e-06 3.7 0.4
*CpG->(G/A) 568 369939104 1.5e-06 1.5 0.16
indel+null 7583 6696531284 1.1e-06 1.1 0.12
double_null 665 6696531284 9.9e-08 0.099 0.011
Total 62758 6696531284 9.4e-06 9.4 1
Target Coverage for Each Individual

The x axis represents the samples. The y axis represents the exons, one row per exon, and they are sorted by average coverage across samples. For exons with exactly the same average coverage, they are sorted next by the %GC of the exon. (The secondary sort is especially useful for the zero-coverage exons at the bottom).

Figure 1. 

Distribution of Mutation Counts, Coverage, and Mutation Rates Across Samples

Figure 2. 

Significantly Mutated Genes

Table 3.  Get Full Table A Ranked List of Significantly Mutated Genes. Number of significant genes found: 471. Number of genes displayed: 35

rank gene description N n npat nsite nsil n1 n2 n3 n4 n5 n6 p q
1 APC adenomatous polyposis coli 1924608 241 160 151 4 6 15 11 0 103 106 <1.00e-15 <6.01e-12
2 TP53 tumor protein p53 289720 122 120 69 2 48 22 12 2 38 0 <1.00e-15 <6.01e-12
3 KRAS v-Ki-ras2 Kirsten rat sarcoma viral oncogene homolog 158368 96 96 11 0 0 91 4 0 1 0 <1.00e-15 <6.01e-12
4 FBXW7 F-box and WD repeat domain containing 7 578816 45 38 28 2 23 6 5 2 9 0 6.33e-15 2.85e-11
5 SMAD4 SMAD family member 4 381472 30 26 23 0 10 6 9 0 3 2 4.42e-14 1.04e-10
6 FAM123B family with sequence similarity 123B 743964 27 25 24 2 1 3 4 0 19 0 4.61e-14 1.04e-10
7 NRAS neuroblastoma RAS viral (v-ras) oncogene homolog 131264 20 20 8 0 2 14 4 0 0 0 4.61e-14 1.04e-10
8 SMAD2 SMAD family member 2 323456 16 15 12 1 3 5 3 0 5 0 5.60e-14 1.04e-10
9 PIK3CA phosphoinositide-3-kinase, catalytic, alpha polypeptide 736288 40 33 21 2 6 20 14 0 0 0 5.68e-14 1.04e-10
10 LRP1B low density lipoprotein-related protein 1B (deleted in tumors) 3172736 79 39 77 18 11 34 23 0 5 6 5.78e-14 1.04e-10
11 TCF7L2 transcription factor 7-like 2 (T-cell specific, HMG-box) 453708 20 18 18 4 5 5 3 0 7 0 7.23e-14 1.18e-10
12 BRAF v-raf murine sarcoma viral oncogene homolog B1 499744 23 22 4 0 0 0 23 0 0 0 2.01e-13 3.02e-10
13 ARID1A AT rich interactive domain 1A (SWI-like) 1311268 22 21 20 3 2 5 1 1 13 0 2.97e-11 4.12e-08
14 TTN titin 24865216 309 86 304 78 82 114 72 3 13 25 4.97e-11 6.24e-08
15 PCDH9 protocadherin 9 835520 26 22 26 7 3 11 11 0 1 0 5.19e-11 6.24e-08
16 WBSCR17 Williams-Beuren syndrome chromosome region 17 403312 19 19 18 3 10 5 1 0 3 0 1.30e-10 1.47e-07
17 DMD dystrophin (muscular dystrophy, Duchenne and Becker types) 2608328 47 33 46 6 10 14 14 0 9 0 1.60e-10 1.70e-07
18 ATM ataxia telangiectasia mutated 2109720 39 25 37 3 4 18 5 0 6 6 2.46e-10 2.46e-07
19 ZC3H13 zinc finger CCCH-type containing 13 1066016 26 21 25 1 8 2 1 0 15 0 8.77e-10 8.02e-07
20 FAT4 FAT tumor suppressor homolog 4 (Drosophila) 3346084 74 40 74 21 19 30 19 1 5 0 8.89e-10 8.02e-07
21 LIFR leukemia inhibitory factor receptor alpha 754200 24 18 24 5 4 6 9 1 4 0 3.69e-09 3.17e-06
22 ACVR1B activin A receptor, type IB 340816 15 14 15 0 4 7 2 0 2 0 5.29e-09 4.33e-06
23 MAP2K4 mitogen-activated protein kinase kinase 4 252000 11 11 10 1 3 4 2 0 2 0 1.60e-08 0.000013
24 TXNDC3 thioredoxin domain containing 3 (spermatozoa) 409248 14 11 14 2 3 3 3 0 5 0 7.79e-08 0.000058
25 CNTN6 contactin 6 711200 22 17 22 3 5 13 2 0 2 0 1.01e-07 0.000073
26 KLHL4 kelch-like 4 (Drosophila) 508704 16 16 16 3 6 8 2 0 0 0 1.09e-07 0.000075
27 BAI3 brain-specific angiogenesis inhibitor 3 1046976 23 18 21 6 3 10 6 1 3 0 1.37e-07 0.000090
28 SYNE1 spectrin repeat containing, nuclear envelope 1 6063232 102 47 100 30 23 42 27 0 7 3 1.39e-07 0.000090
29 SOX9 SRY (sex determining region Y)-box 9 (campomelic dysplasia, autosomal sex-reversal) 268720 11 10 11 0 0 0 1 0 8 2 1.45e-07 0.000090
30 CPXCR1 CPX chromosome region, candidate 1 203840 10 9 10 1 2 5 2 0 1 0 1.96e-07 0.00012
31 PRDM9 PR domain containing 9 610400 20 16 20 4 6 7 4 0 1 2 2.03e-07 0.00012
32 KIAA1804 540708 18 15 16 0 8 7 1 0 2 0 2.17e-07 0.00012
33 ACVR2A activin A receptor, type IIA 355264 11 9 10 1 0 0 4 0 5 2 2.84e-07 0.00016
34 SLITRK1 SLIT and NTRK-like family, member 1 469280 17 15 16 5 6 2 6 0 3 0 3.05e-07 0.00016
35 DNAH5 dynein, axonemal, heavy chain 5 3138008 70 34 68 15 25 25 11 1 4 4 4.41e-07 0.00023

Note:

N - number of sequenced bases in this gene across the individual set.

n - number of (nonsilent) mutations in this gene across the individual set.

npat - number of patients (individuals) with at least one nonsilent mutation.

nsite - number of unique sites having a non-silent mutation.

nsil - number of silent mutations in this gene across the individual set.

n1 - number of nonsilent mutations of type: *CpG->T .

n2 - number of nonsilent mutations of type: *Cp(A/C/T)->mut .

n3 - number of nonsilent mutations of type: A->mut .

n4 - number of nonsilent mutations of type: *CpG->(G/A) .

n5 - number of nonsilent mutations of type: indel+null .

null - mutation category that includes nonsense, frameshift, splice-site mutations

p_classic = p-value for the observed amount of nonsilent mutations being elevated in this gene

p_ns_s = p-value for the observed nonsilent/silent ratio being elevated in this gene

p = p-value (overall)

q = q-value, False Discovery Rate (Benjamini-Hochberg procedure)

COSMIC analyses

In this analysis, COSMIC is used as a filter to increase power by restricting the territory of each gene. Cosmic version: v48.

Table 4.  Get Full Table Significantly mutated genes (COSMIC territory only). To access the database please go to: COSMIC. Number of significant genes found: 29. Number of genes displayed: 10

rank gene description n cos n_cos N_cos cos_ev p q
1 APC adenomatous polyposis coli 241 838 187 187712 5628 0 0
2 TP53 tumor protein p53 122 823 122 184352 45406 0 0
3 ERBB3 v-erb-b2 erythroblastic leukemia viral oncogene homolog 3 (avian) 14 6 6 1344 6 7.3e-15 1e-11
4 NRAS neuroblastoma RAS viral (v-ras) oncogene homolog 20 28 18 6272 17998 9.2e-15 1e-11
5 KRAS v-Ki-ras2 Kirsten rat sarcoma viral oncogene homolog 96 51 95 11424 1013913 1.6e-14 1.4e-11
6 BRAF v-raf murine sarcoma viral oncogene homolog B1 23 88 20 19712 210160 2.5e-14 1.7e-11
7 FBXW7 F-box and WD repeat domain containing 7 45 91 31 20384 1228 2.6e-14 1.7e-11
8 SMAD4 SMAD family member 4 30 159 19 35616 90 4e-14 2.2e-11
9 PIK3CA phosphoinositide-3-kinase, catalytic, alpha polypeptide 40 184 34 41216 13256 4.4e-14 2.2e-11
10 KRTAP5-5 keratin associated protein 5-5 4 1 4 224 4 7.9e-13 3.6e-10

Note:

n - number of (nonsilent) mutations in this gene across the individual set.

cos = number of unique mutated sites in this gene in COSMIC

n_cos = overlap between n and cos.

N_cos = number of individuals times cos.

cos_ev = total evidence: number of reports in COSMIC for mutations seen in this gene.

p = p-value for seeing the observed amount of overlap in this gene)

q = q-value, False Discovery Rate (Benjamini-Hochberg procedure)

Clustered Mutations

Table 5.  Get Full Table Genes with Clustered Mutations

num gene desc n mindist npairs3 npairs12
6684 KRAS v-Ki-ras2 Kirsten rat sarcoma viral oncogene homolog 96 0 2964 3043
13084 TP53 tumor protein p53 122 0 389 720
648 APC adenomatous polyposis coli 241 0 384 650
1263 BRAF v-raf murine sarcoma viral oncogene homolog B1 23 0 190 190
9500 PIK3CA phosphoinositide-3-kinase, catalytic, alpha polypeptide 40 0 89 134
4557 FBXW7 F-box and WD repeat domain containing 7 45 0 86 104
8433 NRAS neuroblastoma RAS viral (v-ras) oncogene homolog 20 0 73 73
11794 SMAD4 SMAD family member 4 30 0 28 58
4126 ERBB3 v-erb-b2 erythroblastic leukemia viral oncogene homolog 3 (avian) 14 0 15 15
4382 FAM22F family with sequence similarity 22, member F 10 0 15 15

Note:

n - number of mutations in this gene in the individual set.

mindist - distance (in aa) between closest pair of mutations in this gene

npairs3 - how many pairs of mutations are within 3 aa of each other.

npairs12 - how many pairs of mutations are within 12 aa of each other.

Geneset Analyses

Table 6.  Get Full Table A Ranked List of Significantly Mutated Genesets. (Source: MSigDB GSEA Cannonical Pathway Set).Number of significant genesets found: 234. Number of genesets displayed: 10

rank geneset description genes N_genes mut_tally N n npat nsite nsil n1 n2 n3 n4 n5 n6 p q
1 HSA04310_WNT_SIGNALING_PATHWAY Genes involved in Wnt signaling pathway APC, APC2, AXIN1, AXIN2, BTRC, CACYBP, CAMK2A, CAMK2B, CAMK2D, CAMK2G, CCND1, CCND2, CCND3, CER1, CHD8, CHP, CREBBP, CSNK1A1, CSNK1A1L, CSNK1E, CSNK2A1, CSNK2A2, CSNK2B, CTBP1, CTBP2, CTNNB1, CTNNBIP1, CUL1, CXXC4, DAAM1, DAAM2, DKK1, DKK2, DKK4, DVL1, DVL2, DVL3, EP300, FBXW11, FOSL1, FRAT1, FRAT2, FZD1, FZD10, FZD2, FZD3, FZD4, FZD5, FZD6, FZD7, FZD8, FZD9, GSK3B, JUN, LEF1, LOC652788, LRP5, LRP6, MAP3K7, MAPK10, MAPK8, MAPK9, MMP7, MYC, NFAT5, NFATC1, NFATC2, NFATC3, NFATC4, NKD1, NKD2, NLK, PLCB1, PLCB2, PLCB3, PLCB4, PORCN, PPARD, PPP2CA, PPP2CB, PPP2R1A, PPP2R1B, PPP2R2A, PPP2R2B, PPP2R2C, PPP3CA, PPP3CB, PPP3CC, PPP3R1, PPP3R2, PRICKLE1, PRICKLE2, PRKACA, PRKACB, PRKACG, PRKCA, PRKCB1, PRKCG, PRKX, PRKY, PSEN1, RAC1, RAC2, RAC3, RBX1, RHOA, ROCK1, ROCK2, RUVBL1, SENP2, SFRP1, SFRP2, SFRP4, SFRP5, SIAH1, SKP1, SMAD2, SMAD3, SMAD4, SOX17, TBL1X, TBL1XR1, TBL1Y, TCF7, TCF7L1, TCF7L2, TP53, VANGL1, VANGL2, WIF1, WNT1, WNT10A, WNT10B, WNT11, WNT16, WNT2, WNT2B, WNT3, WNT3A, WNT4, WNT5A, WNT5B, WNT6, WNT7A, WNT7B, WNT8A, WNT8B, WNT9A, WNT9B 144 APC(241), APC2(1), AXIN1(2), AXIN2(9), BTRC(5), CACYBP(2), CAMK2A(1), CAMK2B(2), CAMK2D(3), CAMK2G(2), CCND2(1), CCND3(1), CER1(3), CHD8(6), CREBBP(25), CSNK1A1(2), CSNK1A1L(5), CSNK2A1(4), CSNK2A2(2), CSNK2B(2), CTBP1(1), CTBP2(2), CTNNB1(12), CTNNBIP1(1), CUL1(9), CXXC4(1), DAAM1(2), DAAM2(9), DKK1(5), DKK2(6), DKK4(7), DVL2(9), DVL3(4), EP300(15), FBXW11(8), FZD1(1), FZD10(6), FZD2(2), FZD3(13), FZD4(2), FZD6(6), FZD7(3), FZD8(1), GSK3B(8), LEF1(4), LRP5(5), LRP6(17), MAP3K7(4), MAPK10(8), MAPK8(7), MAPK9(5), MMP7(5), NFAT5(5), NFATC1(2), NFATC2(6), NFATC3(5), NFATC4(5), NKD1(3), NKD2(1), NLK(2), PLCB1(8), PLCB2(3), PLCB3(4), PLCB4(10), PORCN(2), PPARD(2), PPP2CA(1), PPP2CB(2), PPP2R1A(5), PPP2R1B(2), PPP2R2A(1), PPP2R2B(3), PPP2R2C(4), PPP3CA(3), PPP3CB(5), PPP3CC(4), PPP3R1(1), PPP3R2(1), PRICKLE1(11), PRICKLE2(6), PRKACA(1), PRKACB(1), PRKACG(3), PRKCA(4), PRKCG(10), PRKX(2), PSEN1(3), RBX1(1), RHOA(5), ROCK1(15), ROCK2(6), RUVBL1(8), SENP2(3), SFRP1(3), SFRP2(3), SFRP4(4), SFRP5(1), SIAH1(1), SKP1(1), SMAD2(16), SMAD3(9), SMAD4(30), SOX17(2), TBL1X(6), TBL1XR1(6), TBL1Y(1), TCF7(6), TCF7L1(3), TCF7L2(20), TP53(122), VANGL1(2), VANGL2(5), WIF1(2), WNT1(1), WNT10B(4), WNT11(3), WNT16(2), WNT2(1), WNT2B(3), WNT3(4), WNT3A(1), WNT4(1), WNT5A(3), WNT6(1), WNT7A(2), WNT7B(2), WNT8A(2), WNT9A(2), WNT9B(2) 54356112 953 218 786 158 276 207 133 8 221 108 <1.00e-15 <2.68e-14
2 HSA04810_REGULATION_OF_ACTIN_CYTOSKELETON Genes involved in regulation of actin cytoskeleton ABI2, ACTN1, ACTN2, ACTN3, ACTN4, APC, APC2, ARAF, ARHGEF1, ARHGEF12, ARHGEF4, ARHGEF6, ARHGEF7, ARPC1A, ARPC1B, ARPC2, ARPC3, ARPC4, ARPC5, ARPC5L, BAIAP2, BCAR1, BDKRB1, BDKRB2, BRAF, C3orf10, CD14, CDC42, CFL1, CFL2, CHRM1, CHRM2, CHRM3, CHRM4, CHRM5, CRK, CRKL, CSK, CYFIP1, CYFIP2, DIAPH1, DIAPH2, DIAPH3, DOCK1, EGF, EGFR, EZR, F2, F2R, FGD1, FGD3, FGF1, FGF10, FGF11, FGF12, FGF13, FGF14, FGF16, FGF17, FGF18, FGF19, FGF2, FGF20, FGF21, FGF22, FGF23, FGF3, FGF4, FGF5, FGF6, FGF7, FGF8, FGF9, FGFR1, FGFR2, FGFR3, FGFR4, FN1, GIT1, GNA12, GNA13, GNG12, GRLF1, GSN, HRAS, INS, IQGAP1, IQGAP2, IQGAP3, ITGA1, ITGA10, ITGA11, ITGA2, ITGA2B, ITGA3, ITGA4, ITGA5, ITGA6, ITGA7, ITGA8, ITGA9, ITGAD, ITGAE, ITGAL, ITGAM, ITGAV, ITGAX, ITGB1, ITGB2, ITGB3, ITGB4, ITGB5, ITGB6, ITGB7, ITGB8, KRAS, LIMK1, LIMK2, LOC200025, LOC645126, LOC653888, MAP2K1, MAP2K2, MAPK1, MAPK3, MLCK, MOS, MRAS, MRCL3, MRLC2, MSN, MYH10, MYH14, MYH9, MYL2, MYL5, MYL7, MYL8P, MYL9, MYLC2PL, MYLK, MYLK2, MYLPF, NCKAP1, NCKAP1L, NRAS, PAK1, PAK2, PAK3, PAK4, PAK6, PAK7, PDGFA, PDGFB, PDGFRA, PDGFRB, PFN1, PFN2, PFN3, PFN4, PIK3CA, PIK3CB, PIK3CD, PIK3CG, PIK3R1, PIK3R2, PIK3R3, PIK3R5, PIP4K2A, PIP4K2B, PIP4K2C, PIP5K1A, PIP5K1B, PIP5K1C, PIP5K3, PPP1CA, PPP1CB, PPP1CC, PPP1R12A, PPP1R12B, PTK2, PXN, RAC1, RAC2, RAC3, RAF1, RDX, RHOA, ROCK1, ROCK2, RRAS, RRAS2, SCIN, SLC9A1, SOS1, SOS2, SSH1, SSH2, SSH3, TIAM1, TIAM2, TMSB4X, TMSB4Y, TMSL3, VAV1, VAV2, VAV3, VCL, WAS, WASF1, WASF2, WASL 203 ABI2(1), ACTN1(5), ACTN2(8), ACTN3(3), ACTN4(3), APC(241), APC2(1), ARAF(3), ARHGEF1(5), ARHGEF12(9), ARHGEF4(4), ARHGEF6(10), ARHGEF7(8), ARPC1A(5), ARPC1B(2), ARPC2(2), ARPC5(1), ARPC5L(2), BAIAP2(2), BDKRB2(3), BRAF(23), CD14(1), CDC42(1), CFL1(1), CHRM1(3), CHRM2(11), CHRM3(4), CHRM4(1), CHRM5(2), CRKL(2), CSK(4), CYFIP1(6), CYFIP2(5), DIAPH1(1), DIAPH2(12), DIAPH3(5), DOCK1(7), EGF(3), EGFR(12), EZR(2), F2(4), F2R(1), FGD1(8), FGD3(2), FGF1(2), FGF11(3), FGF12(3), FGF13(3), FGF14(5), FGF17(1), FGF19(1), FGF20(2), FGF21(2), FGF23(1), FGF3(1), FGF5(4), FGF6(3), FGF7(1), FGF8(1), FGF9(1), FGFR1(4), FGFR2(6), FGFR3(2), FGFR4(2), FN1(22), GIT1(3), GNA12(2), GNA13(2), GRLF1(12), IQGAP1(13), IQGAP2(12), IQGAP3(12), ITGA1(3), ITGA10(7), ITGA11(4), ITGA2(6), ITGA2B(4), ITGA3(4), ITGA4(8), ITGA5(7), ITGA6(4), ITGA7(6), ITGA8(8), ITGA9(6), ITGAD(8), ITGAE(7), ITGAL(8), ITGAM(8), ITGAV(5), ITGAX(6), ITGB1(6), ITGB2(5), ITGB3(9), ITGB4(3), ITGB5(6), ITGB6(6), ITGB7(4), ITGB8(5), KRAS(96), LIMK1(5), LIMK2(5), MAP2K1(4), MAP2K2(1), MAPK1(2), MAPK3(3), MOS(3), MRAS(1), MSN(6), MYH10(10), MYH14(12), MYH9(12), MYL2(1), MYL7(1), MYL9(2), MYLK(14), MYLK2(3), NCKAP1(9), NCKAP1L(11), NRAS(20), PAK1(5), PAK2(3), PAK3(5), PAK6(1), PAK7(7), PDGFA(1), PDGFRA(18), PDGFRB(6), PFN2(1), PFN4(1), PIK3CA(40), PIK3CB(2), PIK3CD(3), PIK3CG(14), PIK3R1(12), PIK3R2(1), PIK3R3(4), PIK3R5(1), PIP4K2A(2), PIP4K2B(2), PIP4K2C(3), PIP5K1A(3), PIP5K1B(2), PIP5K1C(4), PPP1CB(2), PPP1CC(2), PPP1R12A(3), PPP1R12B(9), PTK2(6), RAF1(6), RDX(3), RHOA(5), ROCK1(15), ROCK2(6), RRAS2(2), SCIN(3), SLC9A1(4), SOS1(7), SOS2(11), SSH1(6), SSH2(4), SSH3(1), TIAM1(19), TIAM2(16), TMSL3(1), VAV1(13), VAV2(4), VAV3(12), VCL(2), WAS(1), WASF1(3), WASF2(2), WASL(7) 94731820 1255 217 1019 278 337 395 205 8 196 114 <1.00e-15 <2.68e-14
3 ST_ADRENERGIC Adrenergic receptors respond to epinephrine and norepinephrine signaling. AKT1, APC, AR, ASAH1, BF, BRAF, CAMP, CCL13, CCL15, CCL16, DAG1, EGFR, GAS, GNA11, GNA15, GNAI1, GNAQ, ITPKA, ITPKB, ITPR1, ITPR2, ITPR3, KCNJ3, KCNJ5, KCNJ9, MAPK1, MAPK10, MAPK14, PHKA2, PIK3CA, PIK3CD, PIK3R1, PITX2, PTX1, PTX3, RAF1, SRC 34 AKT1(2), APC(241), AR(6), ASAH1(3), BRAF(23), CCL13(1), CCL15(1), DAG1(5), EGFR(12), GNA11(1), GNA15(3), GNAI1(4), GNAQ(4), ITPKB(4), ITPR1(19), ITPR2(19), ITPR3(12), KCNJ3(6), KCNJ5(4), KCNJ9(3), MAPK1(2), MAPK10(8), MAPK14(3), PHKA2(7), PIK3CA(40), PIK3CD(3), PIK3R1(12), PITX2(2), PTX3(2), RAF1(6), SRC(3) 18222276 461 191 331 62 78 75 76 0 120 112 <1.00e-15 <2.68e-14
4 WNT_SIGNALING Wnt signaling genes APC, ARHA, AXIN1, C2orf31, CCND1, CCND2, CCND3, CSNK1E, CSNK1E, LOC400927, CTNNB1, DIPA, DVL1, DVL2, DVL3, FBXW2, FOSL1, FRAT1, FZD1, FZD10, FZD2, FZD3, FZD5, FZD6, FZD7, FZD8, FZD9, GSK3B, JUN, LDLR, MAPK10, MAPK9, MYC, PAFAH1B1, PLAU, PPP2R5C, PPP2R5E, PRKCA, PRKCB1, PRKCD, PRKCE, PRKCG, PRKCH, PRKCI, PRKCM, PRKCQ, PRKCZ, PRKD1, RAC1, RHOA, SFRP4, TCF7, WNT1, WNT10A, WNT10B, WNT11, WNT16, WNT2, WNT2B, WNT3, WNT4, WNT5A, WNT5B, WNT6, WNT7A, WNT7B 58 APC(241), AXIN1(2), CCND2(1), CCND3(1), CTNNB1(12), DVL2(9), DVL3(4), FBXW2(3), FZD1(1), FZD10(6), FZD2(2), FZD3(13), FZD6(6), FZD7(3), FZD8(1), GSK3B(8), LDLR(5), MAPK10(8), MAPK9(5), PAFAH1B1(3), PLAU(3), PPP2R5C(3), PPP2R5E(2), PRKCA(4), PRKCD(3), PRKCE(6), PRKCG(10), PRKCH(3), PRKCI(4), PRKCQ(5), PRKD1(15), RHOA(5), SFRP4(4), TCF7(6), WNT1(1), WNT10B(4), WNT11(3), WNT16(2), WNT2(1), WNT2B(3), WNT3(4), WNT4(1), WNT5A(3), WNT6(1), WNT7A(2), WNT7B(2) 19830148 434 187 340 62 83 73 42 2 128 106 <1.00e-15 <2.68e-14
5 ALKPATHWAY Activin receptor-like kinase 3 (ALK3) is required during gestation for cardiac muscle development. ACVR1, APC, ATF2, AXIN1, BMP10, BMP2, BMP4, BMP5, BMP7, BMPR1A, BMPR2, CHRD, CTNNB1, DVL1, FZD1, GATA4, GSK3B, MADH1, MADH4, MADH5, MADH6, MAP3K7, MEF2C, MYL2, NKX2-5, NOG, NPPA, NPPB, RFC1, TCF1, TGFB1, TGFB2, TGFB3, TGFBR1, TGFBR2, TGFBR3, WNT1 32 ACVR1(4), APC(241), ATF2(1), AXIN1(2), BMP10(3), BMP2(1), BMP4(2), BMP5(5), BMP7(6), BMPR1A(4), BMPR2(11), CHRD(5), CTNNB1(12), FZD1(1), GATA4(1), GSK3B(8), MAP3K7(4), MEF2C(9), MYL2(1), NKX2-5(1), NPPA(1), NPPB(1), RFC1(14), TGFB1(1), TGFB2(9), TGFBR1(9), TGFBR2(7), TGFBR3(8), WNT1(1) 12081204 373 185 280 34 50 54 35 1 127 106 <1.00e-15 <2.68e-14
6 ST_WNT_BETA_CATENIN_PATHWAY Beta-catenin is degraded in the absence of Wnt signaling; when extracellular Wnt binds Frizzled receptors, beta-catenin accumulates in the nucleus and may promote cell survival. AKT1, AKT2, AKT3, ANKRD6, APC, AXIN1, AXIN2, C22orf2, CER1, CSNK1A1, CTNNB1, DACT1, DKK1, DKK2, DKK3, DKK4, DVL1, FRAT1, FSTL1, GSK3A, GSK3B, IDAX, LAMR1, LRP1, MVP, NKD1, NKD2, PIN1, PSEN1, PTPRA, SENP2, SFRP1, TSHB, WIF1 30 AKT1(2), AKT2(6), AKT3(1), ANKRD6(5), APC(241), AXIN1(2), AXIN2(9), CER1(3), CSNK1A1(2), CTNNB1(12), DACT1(6), DKK1(5), DKK2(6), DKK3(2), DKK4(7), FSTL1(6), GSK3A(2), GSK3B(8), LRP1(18), MVP(4), NKD1(3), NKD2(1), PIN1(1), PSEN1(3), PTPRA(2), SENP2(3), SFRP1(3), TSHB(1), WIF1(2) 13605284 366 185 273 37 60 43 39 1 117 106 <1.00e-15 <2.68e-14
7 GSK3PATHWAY Bacterial lipopolysaccharide activates AKT to promote the survival and activation of macrophages and inhibits Gsk3-beta to promote beta-catenin accumulation in the nucleus. AKT1, APC, AXIN1, CCND1, CD14, CTNNB1, DVL1, FZD1, GJA1, GNAI1, GSK3B, IRAK1, LBP, LEF1, LY96, MYD88, NFKB1, PDPK1, PIK3CA, PIK3R1, PPP2CA, PRKR, RELA, TIRAP, TLR4, TOLLIP, WNT1 26 AKT1(2), APC(241), AXIN1(2), CD14(1), CTNNB1(12), FZD1(1), GJA1(8), GNAI1(4), GSK3B(8), IRAK1(1), LBP(1), LEF1(4), LY96(2), MYD88(2), NFKB1(6), PDPK1(1), PIK3CA(40), PIK3R1(12), PPP2CA(1), RELA(2), TIRAP(1), TLR4(10), TOLLIP(1), WNT1(1) 10111476 364 183 253 28 45 50 43 1 115 110 <1.00e-15 <2.68e-14
8 HSA04110_CELL_CYCLE Genes involved in cell cycle ABL1, ANAPC1, ANAPC10, ANAPC11, ANAPC2, ANAPC4, ANAPC5, ANAPC7, ATM, ATR, BUB1, BUB1B, BUB3, CCNA1, CCNA2, CCNB1, CCNB2, CCNB3, CCND1, CCND2, CCND3, CCNE1, CCNE2, CCNH, CDC14A, CDC14B, CDC16, CDC2, CDC20, CDC23, CDC25A, CDC25B, CDC25C, CDC26, CDC27, CDC45L, CDC6, CDC7, CDK2, CDK4, CDK6, CDK7, CDKN1A, CDKN1B, CDKN1C, CDKN2A, CDKN2B, CDKN2C, CDKN2D, CHEK1, CHEK2, CREBBP, CUL1, DBF4, E2F1, E2F2, E2F3, EP300, ESPL1, FZR1, GADD45A, GADD45B, GADD45G, GSK3B, hCG_1982709, HDAC1, HDAC2, LOC440917, LOC728919, MAD1L1, MAD2L1, MAD2L2, MCM2, MCM3, MCM4, MCM5, MCM6, MCM7, MDM2, ORC1L, ORC2L, ORC3L, ORC4L, ORC5L, ORC6L, PCNA, PKMYT1, PLK1, PRKDC, PTTG1, PTTG2, RB1, RBL1, RBL2, RBX1, SFN, SKP1, SKP2, SMAD2, SMAD3, SMAD4, SMC1A, SMC1B, TFDP1, TGFB1, TGFB2, TGFB3, TP53, WEE1, YWHAB, YWHAE, YWHAG, YWHAH, YWHAQ, YWHAZ 109 ABL1(4), ANAPC1(4), ANAPC10(2), ANAPC2(1), ANAPC4(4), ANAPC5(3), ANAPC7(4), ATM(39), ATR(18), BUB1(6), BUB1B(6), BUB3(2), CCNA1(6), CCNA2(3), CCNB1(2), CCNB2(2), CCNB3(7), CCND2(1), CCND3(1), CCNE1(3), CCNE2(2), CCNH(2), CDC14A(4), CDC14B(4), CDC16(4), CDC20(3), CDC23(6), CDC25A(2), CDC25B(5), CDC25C(4), CDC27(13), CDC6(1), CDC7(3), CDK2(2), CDK4(3), CDK6(1), CDK7(1), CDKN1A(1), CDKN1B(3), CDKN2C(1), CHEK1(1), CHEK2(1), CREBBP(25), CUL1(9), DBF4(5), E2F2(1), E2F3(2), EP300(15), ESPL1(8), GSK3B(8), HDAC1(2), HDAC2(2), MAD1L1(2), MAD2L1(1), MAD2L2(1), MCM3(4), MCM4(4), MCM5(6), MCM6(4), MCM7(3), MDM2(4), ORC1L(1), ORC3L(1), ORC4L(1), ORC5L(1), PCNA(3), PKMYT1(1), PLK1(9), PRKDC(18), PTTG1(1), RB1(8), RBL1(5), RBL2(8), RBX1(1), SKP1(1), SKP2(1), SMAD2(16), SMAD3(9), SMAD4(30), SMC1A(10), SMC1B(6), TFDP1(4), TGFB1(1), TGFB2(9), TP53(122), WEE1(3), YWHAB(2), YWHAE(3), YWHAH(1), YWHAQ(2) 46359792 569 183 495 106 172 161 112 9 105 10 <1.00e-15 <2.68e-14
9 PITX2PATHWAY The bicoid-related transcription factor Pitx2 is activated by Wnt binding to the Frizzled receptor and induces tissue-specific cell proliferation. APC, AXIN1, CREBBP, CTNNB1, DVL1, EP300, FZD1, GSK3B, HDAC1, HTATIP, LDB1, LEF1, PITX2, PPARBP, TRRAP, WNT1 14 APC(241), AXIN1(2), CREBBP(25), CTNNB1(12), EP300(15), FZD1(1), GSK3B(8), HDAC1(2), LDB1(5), LEF1(4), PITX2(2), TRRAP(21), WNT1(1) 10969528 339 180 248 31 46 36 32 2 117 106 <1.00e-15 <2.68e-14
10 ST_MYOCYTE_AD_PATHWAY Cardiac myocytes have a variety of adrenergic receptors that induce subtype-specific signaling effects. ADRB1, AKT1, APC, ASAH1, BF, CAMP, CAV3, DAG1, DLG4, EPHB2, GAS, GNAI1, GNAQ, HTATIP, ITPR1, ITPR2, ITPR3, KCNJ3, KCNJ5, KCNJ9, MAPK1, PITX2, PLB, PTX1, PTX3, RAC1, RHO, RYR1 23 ADRB1(3), AKT1(2), APC(241), ASAH1(3), CAV3(3), DAG1(5), DLG4(3), EPHB2(8), GNAI1(4), GNAQ(4), ITPR1(19), ITPR2(19), ITPR3(12), KCNJ3(6), KCNJ5(4), KCNJ9(3), MAPK1(2), PITX2(2), PTX3(2), RHO(3), RYR1(25) 15764424 373 180 282 59 69 53 28 0 115 108 <1.00e-15 <2.68e-14

Table 7.  Get Full Table A Ranked List of Significantly Mutated Genesets (Excluding Significantly Mutated Genes). Number of significant genesets found: 44. Number of genesets displayed: 10

rank geneset description genes N_genes mut_tally N n npat nsite nsil n1 n2 n3 n4 n5 n6 p q
1 HSA04510_FOCAL_ADHESION Genes involved in focal adhesion ACTB, ACTG1, ACTN1, ACTN2, ACTN3, ACTN4, AKT1, AKT2, AKT3, ARHGAP5, BAD, BCAR1, BCL2, BIRC2, BIRC3, BIRC4, BRAF, CAPN2, CAV1, CAV2, CAV3, CCND1, CCND2, CCND3, CDC42, CHAD, COL11A1, COL11A2, COL1A1, COL1A2, COL2A1, COL3A1, COL4A1, COL4A2, COL4A4, COL4A6, COL5A1, COL5A2, COL5A3, COL6A1, COL6A2, COL6A3, COL6A6, COMP, CRK, CRKL, CTNNB1, DIAPH1, DOCK1, EGF, EGFR, ELK1, ERBB2, FARP2, FIGF, FLNA, FLNB, FLNC, FLT1, FN1, FYN, GRB2, GRLF1, GSK3B, HGF, HRAS, IBSP, IGF1, IGF1R, ILK, ITGA1, ITGA10, ITGA11, ITGA2, ITGA2B, ITGA3, ITGA4, ITGA5, ITGA6, ITGA7, ITGA8, ITGA9, ITGAV, ITGB1, ITGB3, ITGB4, ITGB5, ITGB6, ITGB7, ITGB8, JUN, KDR, LAMA1, LAMA2, LAMA3, LAMA4, LAMA5, LAMB1, LAMB2, LAMB3, LAMB4, LAMC1, LAMC2, LAMC3, LOC653852, MAP2K1, MAPK1, MAPK10, MAPK3, MAPK8, MAPK9, MET, MLCK, MRCL3, MRLC2, MYL2, MYL5, MYL7, MYL8P, MYL9, MYLC2PL, MYLK, MYLK2, MYLPF, PAK1, PAK2, PAK3, PAK4, PAK6, PAK7, PARVA, PARVB, PARVG, PDGFA, PDGFB, PDGFC, PDGFD, PDGFRA, PDGFRB, PDPK1, PGF, PIK3CA, PIK3CB, PIK3CD, PIK3CG, PIK3R1, PIK3R2, PIK3R3, PIK3R5, PIP5K1C, PPP1CA, PPP1CB, PPP1CC, PPP1R12A, PRKCA, PRKCB1, PRKCG, PTEN, PTK2, PXN, RAC1, RAC2, RAC3, RAF1, RAP1A, RAP1B, RAPGEF1, RELN, RHOA, ROCK1, ROCK2, SHC1, SHC2, SHC3, SHC4, SOS1, SOS2, SPP1, SRC, THBS1, THBS2, THBS3, THBS4, TLN1, TLN2, TNC, TNN, TNR, TNXB, VASP, VAV1, VAV2, VAV3, VCL, VEGFA, VEGFB, VEGFC, VTN, VWF, ZYX 178 ACTB(2), ACTN1(5), ACTN2(8), ACTN3(3), ACTN4(3), AKT1(2), AKT2(6), AKT3(1), ARHGAP5(9), BAD(1), BCL2(1), BIRC2(4), BIRC3(7), CAPN2(7), CAV1(1), CAV2(1), CAV3(3), CCND2(1), CCND3(1), CDC42(1), CHAD(7), COL11A2(11), COL1A1(11), COL2A1(9), COL4A1(14), COL4A2(4), COL4A4(10), COL4A6(15), COL5A1(16), COL5A2(13), COL5A3(10), COL6A2(1), COL6A6(21), COMP(2), CRKL(2), DIAPH1(1), DOCK1(7), EGF(3), EGFR(12), ERBB2(10), FARP2(5), FIGF(2), FLNA(3), FLNB(16), FLNC(13), FLT1(13), FN1(22), FYN(5), GRB2(3), GRLF1(12), HGF(8), IBSP(3), IGF1(2), IGF1R(8), ITGA1(3), ITGA10(7), ITGA11(4), ITGA2(6), ITGA2B(4), ITGA3(4), ITGA4(8), ITGA5(7), ITGA6(4), ITGA7(6), ITGA8(8), ITGA9(6), ITGAV(5), ITGB1(6), ITGB3(9), ITGB4(3), ITGB5(6), ITGB6(6), ITGB7(4), ITGB8(5), KDR(10), LAMA1(24), LAMA2(25), LAMA3(18), LAMA4(11), LAMB1(8), LAMB2(5), LAMB3(9), LAMB4(16), LAMC1(11), LAMC2(10), LAMC3(8), MAP2K1(4), MAPK1(2), MAPK3(3), MAPK8(7), MAPK9(5), MET(5), MYL2(1), MYL7(1), MYL9(2), MYLK(14), MYLK2(3), PAK1(5), PAK2(3), PAK3(5), PAK6(1), PAK7(7), PARVA(1), PARVB(5), PARVG(3), PDGFA(1), PDGFC(3), PDGFD(3), PDGFRB(6), PDPK1(1), PGF(2), PIK3CB(2), PIK3CD(3), PIK3CG(14), PIK3R2(1), PIK3R3(4), PIK3R5(1), PIP5K1C(4), PPP1CB(2), PPP1CC(2), PPP1R12A(3), PRKCA(4), PRKCG(10), PTK2(6), RAF1(6), RAP1A(2), RAP1B(2), RAPGEF1(6), RELN(33), ROCK1(15), ROCK2(6), SHC1(3), SHC2(1), SHC3(1), SHC4(5), SOS1(7), SOS2(11), SPP1(1), SRC(3), THBS1(10), THBS2(15), THBS3(3), THBS4(2), TLN1(7), TLN2(9), TNC(16), TNN(17), TNXB(17), VASP(3), VAV1(13), VAV2(4), VAV3(12), VCL(2), VEGFA(2), VEGFB(2), VEGFC(6), VTN(6), VWF(15), ZYX(1) 114677792 1040 160 1023 403 379 344 189 11 115 2 9.3e-08 0.000057
2 HSA04360_AXON_GUIDANCE Genes involved in axon guidance ABL1, ABLIM1, ABLIM2, ABLIM3, ARHGEF12, CDC42, CDK5, CFL1, CFL2, CHP, CXCL12, CXCR4, DCC, DPYSL2, DPYSL5, EFNA1, EFNA2, EFNA3, EFNA4, EFNA5, EFNB1, EFNB2, EFNB3, EPHA1, EPHA2, EPHA3, EPHA4, EPHA5, EPHA6, EPHA7, EPHA8, EPHB1, EPHB2, EPHB3, EPHB4, EPHB6, FES, FYN, GNAI1, GNAI2, GNAI3, GSK3B, HRAS, ITGB1, KRAS, L1CAM, LIMK1, LIMK2, LRRC4C, MAPK1, MAPK3, MET, NCK1, NCK2, NFAT5, NFATC1, NFATC2, NFATC3, NFATC4, NGEF, NRAS, NRP1, NTN1, NTN2L, NTN4, NTNG1, PAK1, PAK2, PAK3, PAK4, PAK6, PAK7, PLXNA1, PLXNA2, PLXNA3, PLXNB1, PLXNB2, PLXNB3, PLXNC1, PPP3CA, PPP3CB, PPP3CC, PPP3R1, PPP3R2, PTK2, RAC1, RAC2, RAC3, RASA1, RGS3, RHOA, RHOD, RND1, ROBO1, ROBO2, ROBO3, ROCK1, ROCK2, SEMA3A, SEMA3B, SEMA3C, SEMA3D, SEMA3E, SEMA3F, SEMA3G, SEMA4A, SEMA4B, SEMA4C, SEMA4D, SEMA4F, SEMA4G, SEMA5A, SEMA5B, SEMA6A, SEMA6B, SEMA6C, SEMA6D, SEMA7A, SLIT1, SLIT2, SLIT3, SRGAP1, SRGAP2, SRGAP3, UNC5A, UNC5B, UNC5C, UNC5D 118 ABL1(4), ABLIM1(6), ABLIM2(4), ABLIM3(5), ARHGEF12(9), CDC42(1), CFL1(1), CXCL12(1), CXCR4(4), DCC(16), DPYSL2(5), DPYSL5(1), EFNA3(1), EFNA4(1), EFNA5(5), EFNB1(3), EFNB2(1), EFNB3(3), EPHA1(6), EPHA2(5), EPHA4(6), EPHA6(5), EPHA7(10), EPHA8(6), EPHB1(9), EPHB2(8), EPHB3(2), EPHB4(5), EPHB6(4), FYN(5), GNAI1(4), ITGB1(6), L1CAM(4), LIMK1(5), LIMK2(5), LRRC4C(8), MAPK1(2), MAPK3(3), MET(5), NCK1(1), NFAT5(5), NFATC1(2), NFATC2(6), NFATC3(5), NFATC4(5), NGEF(1), NRP1(1), NTN1(5), NTN4(6), NTNG1(4), PAK1(5), PAK2(3), PAK3(5), PAK6(1), PAK7(7), PLXNA1(2), PLXNA2(8), PLXNA3(4), PLXNB1(5), PLXNB2(2), PLXNB3(3), PLXNC1(9), PPP3CA(3), PPP3CB(5), PPP3CC(4), PPP3R1(1), PPP3R2(1), PTK2(6), RASA1(9), RGS3(10), RND1(1), ROBO2(18), ROBO3(5), ROCK1(15), ROCK2(6), SEMA3A(9), SEMA3B(1), SEMA3C(3), SEMA3E(9), SEMA3F(1), SEMA3G(4), SEMA4A(3), SEMA4B(2), SEMA4D(13), SEMA4F(9), SEMA4G(6), SEMA5A(8), SEMA5B(11), SEMA6A(2), SEMA6B(2), SEMA6C(4), SEMA6D(9), SEMA7A(2), SLIT1(11), SLIT2(15), SLIT3(9), SRGAP1(9), SRGAP2(3), SRGAP3(4), UNC5A(2), UNC5B(6), UNC5D(9) 61947596 529 121 518 171 221 147 81 6 74 0 1.1e-06 0.00033
3 HSA04060_CYTOKINE_CYTOKINE_RECEPTOR_INTERACTION Genes involved in cytokine-cytokine receptor interaction ACVR1, ACVR1B, ACVR2A, ACVR2B, AMH, AMHR2, BMP2, BMP7, BMPR1A, BMPR1B, BMPR2, CCL1, CCL11, CCL13, CCL14, CCL15, CCL16, CCL17, CCL18, CCL19, CCL2, CCL20, CCL21, CCL22, CCL23, CCL24, CCL25, CCL26, CCL27, CCL28, CCL3, CCL4, CCL5, CCL7, CCL8, CCR1, CCR2, CCR3, CCR4, CCR5, CCR6, CCR7, CCR8, CCR9, CD27, CD40, CD40LG, CD70, CLCF1, CNTF, CNTFR, CRLF2, CSF1, CSF1R, CSF2, CSF2RA, CSF2RB, CSF3, CSF3R, CTF1, CX3CL1, CX3CR1, CXCL1, CXCL10, CXCL11, CXCL12, CXCL13, CXCL14, CXCL16, CXCL2, CXCL3, CXCL5, CXCL6, CXCL9, CXCR3, CXCR4, CXCR6, EDA, EDA2R, EDAR, EGF, EGFR, EPO, EPOR, FAS, FASLG, FLJ78302, FLT1, FLT3, FLT3LG, FLT4, GDF5, GH1, GH2, GHR, HGF, IFNA1, IFNA10, IFNA13, IFNA14, IFNA16, IFNA17, IFNA2, IFNA21, IFNA4, IFNA5, IFNA6, IFNA7, IFNA8, IFNAR1, IFNAR2, IFNB1, IFNE1, IFNG, IFNGR1, IFNGR2, IFNK, IFNW1, IL10, IL10RA, IL10RB, IL11, IL11RA, IL12A, IL12B, IL12RB1, IL12RB2, IL13, IL13RA1, IL15, IL15RA, IL17A, IL17B, IL17RA, IL17RB, IL18, IL18R1, IL18RAP, IL19, IL1A, IL1B, IL1R1, IL1R2, IL1RAP, IL2, IL20, IL20RA, IL21, IL21R, IL22, IL22RA1, IL22RA2, IL23A, IL23R, IL24, IL25, IL26, IL28A, IL28B, IL28RA, IL29, IL2RA, IL2RB, IL2RG, IL3, IL3RA, IL4, IL4R, IL5, IL5RA, IL6, IL6R, IL6ST, IL7, IL7R, IL8, IL8RA, IL8RB, IL9, IL9R, INHBA, INHBB, INHBC, INHBE, KDR, KIT, KITLG, LEP, LEPR, LIF, LIFR, LOC728045, LTA, LTB, LTBR, MET, MPL, NGFR, OSM, OSMR, PDGFB, PDGFC, PDGFRA, PDGFRB, PF4, PF4V1, PLEKHO2, PPBP, PRL, PRLR, RELT, TGFB1, TGFB2, TGFB3, TGFBR1, TGFBR2, TNF, TNFRSF10A, TNFRSF10B, TNFRSF10C, TNFRSF10D, TNFRSF11A, TNFRSF11B, TNFRSF12A, TNFRSF13B, TNFRSF13C, TNFRSF14, TNFRSF17, TNFRSF18, TNFRSF19, TNFRSF1A, TNFRSF1B, TNFRSF21, TNFRSF25, TNFRSF4, TNFRSF6B, TNFRSF8, TNFRSF9, TNFSF10, TNFSF11, TNFSF12, TNFSF13, TNFSF13B, TNFSF14, TNFSF15, TNFSF18, TNFSF4, TNFSF8, TNFSF9, TPO, TSLP, VEGFA, VEGFB, VEGFC, XCL1, XCL2, XCR1 237 ACVR1(4), ACVR2B(5), AMHR2(2), BMP2(1), BMP7(6), BMPR1A(4), BMPR1B(10), CCL13(1), CCL15(1), CCL18(2), CCL22(1), CCL23(2), CCL27(3), CCL7(1), CCL8(1), CCR1(5), CCR3(4), CCR4(1), CCR5(1), CCR6(2), CCR7(3), CCR8(4), CCR9(6), CD27(3), CD40(1), CD40LG(6), CD70(5), CNTF(2), CNTFR(2), CSF1(2), CSF1R(3), CSF2RB(7), CSF3R(10), CX3CL1(1), CX3CR1(3), CXCL10(1), CXCL11(3), CXCL12(1), CXCL14(2), CXCL16(1), CXCL5(2), CXCL6(1), CXCL9(3), CXCR4(4), EDA(2), EDA2R(2), EDAR(3), EGF(3), EGFR(12), FAS(2), FASLG(1), FLT1(13), FLT3(5), FLT3LG(1), FLT4(5), GDF5(2), GH1(2), GH2(3), GHR(6), HGF(8), IFNA1(1), IFNA10(3), IFNA13(2), IFNA16(4), IFNA2(4), IFNA21(1), IFNA4(2), IFNA5(1), IFNA6(3), IFNA7(1), IFNA8(1), IFNAR1(3), IFNAR2(2), IFNB1(1), IFNG(1), IFNGR1(3), IFNGR2(2), IFNK(1), IL10(2), IL10RA(2), IL10RB(5), IL11(1), IL11RA(1), IL12A(1), IL12B(2), IL12RB1(2), IL12RB2(6), IL13(1), IL13RA1(2), IL15(2), IL15RA(1), IL17A(2), IL17RA(7), IL17RB(1), IL18RAP(4), IL19(1), IL1A(1), IL1B(1), IL1R1(4), IL1R2(7), IL1RAP(1), IL20(3), IL20RA(5), IL21(2), IL21R(5), IL22(2), IL22RA1(1), IL23R(3), IL24(2), IL25(1), IL26(3), IL28RA(3), IL2RA(2), IL2RB(2), IL3(3), IL4(3), IL4R(1), IL5RA(6), IL6(2), IL6R(3), IL6ST(3), IL7(2), IL7R(3), IL8(1), IL9(2), INHBB(1), INHBC(3), INHBE(1), KDR(10), KIT(8), KITLG(2), LEP(1), LEPR(9), LTB(1), LTBR(3), MET(5), MPL(2), NGFR(3), OSM(1), OSMR(6), PDGFC(3), PDGFRB(6), PLEKHO2(5), PRL(3), PRLR(4), RELT(2), TGFB1(1), TGFB2(9), TGFBR1(9), TNFRSF10A(3), TNFRSF10B(6), TNFRSF10D(1), TNFRSF11A(3), TNFRSF11B(4), TNFRSF13B(4), TNFRSF17(2), TNFRSF19(3), TNFRSF1A(1), TNFRSF21(5), TNFRSF4(1), TNFRSF8(2), TNFRSF9(3), TNFSF10(1), TNFSF11(1), TNFSF12(2), TNFSF13(2), TNFSF13B(1), TNFSF14(3), TNFSF15(3), TNFSF18(1), TNFSF4(1), TNFSF8(1), TPO(11), TSLP(3), VEGFA(2), VEGFB(2), VEGFC(6), XCL2(1), XCR1(1) 54332092 537 115 525 188 178 194 98 0 67 0 1.6e-06 0.00033
4 HSA04350_TGF_BETA_SIGNALING_PATHWAY Genes involved in TGF-beta signaling pathway ACVR1, ACVR1B, ACVR1C, ACVR2A, ACVR2B, ACVRL1, AMH, AMHR2, BMP2, BMP4, BMP5, BMP6, BMP7, BMP8A, BMP8B, BMPR1A, BMPR1B, BMPR2, CDKN2B, CHRD, COMP, CREBBP, CUL1, DCN, E2F4, E2F5, EP300, FST, GDF5, GDF6, GDF7, hCG_1982709, ID1, ID2, ID3, ID4, IFNG, INHBA, INHBB, INHBC, INHBE, LEFTY1, LEFTY2, LTBP1, MAPK1, MAPK3, MYC, NODAL, NOG, PITX2, PPP2CA, PPP2CB, PPP2R1A, PPP2R1B, PPP2R2A, PPP2R2B, PPP2R2C, RBL1, RBL2, RBX1, RHOA, ROCK1, ROCK2, RPS6KB1, RPS6KB2, SKP1, SMAD1, SMAD2, SMAD3, SMAD4, SMAD5, SMAD6, SMAD7, SMAD9, SMURF1, SMURF2, SP1, TFDP1, TGFB1, TGFB2, TGFB3, TGFBR1, TGFBR2, THBS1, THBS2, THBS3, THBS4, TNF, ZFYVE16, ZFYVE9 81 ACVR1(4), ACVR1C(3), ACVR2B(5), ACVRL1(4), AMHR2(2), BMP2(1), BMP4(2), BMP5(5), BMP6(3), BMP7(6), BMP8A(1), BMPR1A(4), BMPR1B(10), CHRD(5), COMP(2), CREBBP(25), CUL1(9), DCN(4), E2F4(1), E2F5(2), EP300(15), FST(3), GDF5(2), GDF6(3), IFNG(1), INHBB(1), INHBC(3), INHBE(1), LTBP1(9), MAPK1(2), MAPK3(3), NODAL(1), PITX2(2), PPP2CA(1), PPP2CB(2), PPP2R1A(5), PPP2R1B(2), PPP2R2A(1), PPP2R2B(3), PPP2R2C(4), RBL1(5), RBL2(8), RBX1(1), ROCK1(15), ROCK2(6), RPS6KB1(3), RPS6KB2(2), SKP1(1), SMAD1(2), SMAD3(9), SMAD5(1), SMAD9(3), SMURF1(3), SMURF2(2), SP1(2), TFDP1(4), TGFB1(1), TGFB2(9), TGFBR1(9), THBS1(10), THBS2(15), THBS3(3), THBS4(2), ZFYVE16(12), ZFYVE9(10) 30546432 300 89 295 108 108 96 55 1 40 0 0.000019 0.0023
5 GPCRDB_CLASS_A_RHODOPSIN_LIKE ADORA1, ADORA2A, ADORA2B, ADORA3, ADRA1A, ADRA1B, ADRA1D, ADRA2A, ADRA2C, ADRB1, ADRB2, ADRB3, AGTR1, AGTR2, AGTRL1, AVPR1A, AVPR1B, AVPR2, BDKRB1, BDKRB2, BLR1, BRS3, C3AR1, C5R1, CCBP2, CCKAR, CCKBR, CCR1, CCR10, CCR2, CCR3, CCR4, CCR5, CCR6, CCR7, CCR8, CCR9, CCRL1, CCRL2, CHML, CHRM1, CHRM2, CHRM3, CHRM4, CHRM5, CMKLR1, CMKOR1, CNR1, CNR2, CX3CR1, CXCR3, CXCR4, DRD1, DRD2, DRD3, DRD4, DRD5, EDNRA, EDNRB, ELA3A, F2R, F2RL1, F2RL2, F2RL3, FPR1, FPRL1, FPRL2, FSHR, GALR1, GALR2, GALR3, GALT, GHSR, GNB2L1, GPR10, GPR147, GPR17, GPR173, GPR174, GPR23, GPR24, GPR27, GPR3, GPR30, GPR35, GPR37, GPR37L1, GPR4, GPR44, GPR50, GPR6, GPR63, GPR74, GPR77, GPR83, GPR85, GPR87, GPR92, GRPR, HCRTR1, HCRTR2, HRH1, HRH2, HRH3, HTR1A, HTR1B, HTR1D, HTR1E, HTR1F, HTR2A, HTR2B, HTR2C, HTR4, HTR5A, HTR6, HTR7, HTR7, LOC93164, IL8RA, IL8RB, LHCGR, LTB4R, MAS1, MC1R, MC3R, MC4R, MC5R, MLNR, MTNR1A, MTNR1B, NMBR, NMUR1, NMUR2, NPY1R, NPY2R, NPY5R, NPY6R, NTSR1, NTSR2, OPN1SW, OPN3, OPRD1, OPRK1, OPRL1, OPRM1, OR10A5, OR11A1, OR12D3, OR1C1, OR1F1, OR1Q1, OR2H1, OR5V1, OR5V1, OR12D3, OR7A5, OR7C1, OR8B8, OXTR, P2RY1, P2RY10, P2RY11, P2RY12, P2RY13, P2RY14, P2RY2, P2RY5, P2RY6, PPYR1, PTAFR, PTGDR, PTGER1, PTGER2, PTGER4, PTGFR, PTGIR, Rgr, RGR, RHO, RRH, SSTR1, SSTR2, SSTR3, SSTR4, SUCNR1, TBXA2R, TRHR 155 ADORA1(8), ADORA2A(5), ADORA2B(1), ADORA3(3), ADRA1A(5), ADRA1B(5), ADRA1D(2), ADRA2A(3), ADRB1(3), ADRB3(1), AGTR1(6), AGTR2(5), AVPR1A(4), AVPR1B(3), AVPR2(6), BDKRB2(3), BRS3(3), C3AR1(4), CCKAR(3), CCKBR(5), CCR1(5), CCR3(4), CCR4(1), CCR5(1), CCR6(2), CCR7(3), CCR8(4), CCR9(6), CCRL1(5), CHML(5), CHRM1(3), CHRM3(4), CHRM4(1), CHRM5(2), CMKLR1(3), CNR1(5), CX3CR1(3), CXCR4(4), DRD1(1), DRD2(5), DRD3(3), DRD5(6), EDNRA(4), F2R(1), F2RL1(1), F2RL2(3), FPR1(2), FSHR(7), GALR1(2), GALT(2), GHSR(5), GPR17(1), GPR173(2), GPR174(3), GPR37(7), GPR37L1(3), GPR4(1), GPR50(5), GPR6(6), GPR63(4), GPR77(2), GPR83(1), GPR85(1), GPR87(5), GRPR(3), HCRTR1(1), HCRTR2(1), HRH1(1), HRH2(4), HTR1A(5), HTR1B(6), HTR1D(2), HTR1F(2), HTR2A(3), HTR2B(1), HTR2C(8), HTR4(3), HTR5A(5), HTR7(7), LHCGR(4), LTB4R(1), MAS1(2), MC3R(1), MC4R(4), MC5R(7), MLNR(3), MTNR1B(3), NMUR1(4), NPY1R(4), NPY2R(5), NPY5R(2), NTSR1(1), NTSR2(5), OPN1SW(3), OPN3(1), OPRD1(1), OPRK1(5), OPRM1(3), OR12D3(4), OR1C1(3), OR1F1(2), OR2H1(4), OR5V1(3), OR7A5(3), OR8B8(3), OXTR(3), P2RY1(6), P2RY12(4), P2RY13(2), P2RY2(3), P2RY6(1), PPYR1(4), PTAFR(1), PTGDR(1), PTGER2(1), PTGFR(6), PTGIR(1), RGR(3), RHO(3), RRH(4), SSTR1(5), SSTR2(3), SSTR4(4), SUCNR1(2), TRHR(8) 37861988 420 115 418 147 165 144 77 3 31 0 0.000019 0.0023
6 RHOPATHWAY RhoA is a G protein whose active form stabilizes actin structures such as focal adhesions and activates Rock1, which phosphorylates myosin light chains. ACTR2, ACTR3, ARHA, ARHGAP1, ARHGAP4, ARHGAP5, ARHGAP6, ARHGEF1, ARHGEF11, ARHGEF5, ARPC1A, ARPC1B, ARPC2, ARPC3, ARPC4, BAIAP2, CFL1, DIAPH1, GSN, LIMK1, MYL2, MYLK, OPHN1, PFN1, PIP5K1A, PIP5K1B, PPP1R12B, ROCK1, SRC, TLN1, VCL 30 ACTR2(2), ACTR3(3), ARHGAP4(1), ARHGAP5(9), ARHGAP6(3), ARHGEF1(5), ARHGEF11(11), ARHGEF5(7), ARPC1A(5), ARPC1B(2), ARPC2(2), BAIAP2(2), CFL1(1), DIAPH1(1), LIMK1(5), MYL2(1), MYLK(14), OPHN1(7), PIP5K1A(3), PIP5K1B(2), PPP1R12B(9), ROCK1(15), SRC(3), TLN1(7), VCL(2) 15703444 122 63 120 36 40 32 24 2 24 0 0.000044 0.0044
7 HSA00230_PURINE_METABOLISM Genes involved in purine metabolism ADA, ADCY1, ADCY2, ADCY3, ADCY4, ADCY5, ADCY6, ADCY7, ADCY8, ADCY9, ADK, ADSL, ADSS, ADSSL1, AK1, AK2, AK3L1, AK5, AK7, ALLC, AMPD1, AMPD2, AMPD3, APRT, ATIC, CANT1, DCK, DGUOK, ECGF1, ENPP1, ENPP3, ENTPD1, ENTPD2, ENTPD3, ENTPD4, ENTPD5, ENTPD6, ENTPD8, FHIT, GART, GDA, GMPR, GMPR2, GMPS, GUCY1A2, GUCY1A3, GUCY1B3, GUCY2C, GUCY2D, GUCY2F, GUK1, HPRT1, IMPDH1, IMPDH2, ITPA, NME1, NME2, NME4, NME6, NME7, NP, NPR1, NPR2, NT5C, NT5C1A, NT5C1B, NT5C2, NT5C3, NT5E, NT5M, NUDT2, NUDT5, NUDT9, PAICS, PAPSS1, PAPSS2, PDE10A, PDE11A, PDE1A, PDE1C, PDE2A, PDE3B, PDE4A, PDE4B, PDE4C, PDE4D, PDE5A, PDE6D, PDE6G, PDE6H, PDE7A, PDE7B, PDE8A, PDE8B, PDE9A, PFAS, PKLR, PKM2, PNPT1, POLA1, POLA2, POLD1, POLD2, POLD3, POLD4, POLE, POLE2, POLE3, POLE4, POLR1A, POLR1B, POLR1C, POLR1D, POLR2A, POLR2B, POLR2C, POLR2D, POLR2E, POLR2F, POLR2G, POLR2H, POLR2I, POLR2J, POLR2K, POLR2L, POLR3A, POLR3B, POLR3G, POLR3GL, POLR3H, POLR3K, PPAT, PRIM1, PRIM2, PRPS1, PRPS1L1, PRPS2, PRUNE, RFC5, RRM1, RRM2, RRM2B, SAC, XDH, ZNRD1 138 ADA(3), ADCY1(8), ADCY3(2), ADCY4(9), ADCY5(11), ADCY6(1), ADCY7(4), ADCY8(12), ADCY9(6), ADK(1), ADSL(7), ADSS(2), AK2(1), AK5(5), AK7(6), ALLC(5), AMPD1(9), AMPD2(5), AMPD3(3), ATIC(4), DCK(2), ENPP1(4), ENPP3(4), ENTPD1(2), ENTPD3(5), ENTPD4(5), ENTPD5(2), ENTPD6(3), FHIT(1), GART(3), GMPR(2), GMPR2(2), GMPS(5), GUCY1A2(12), GUCY1B3(9), GUCY2C(8), GUCY2D(8), GUCY2F(12), HPRT1(2), IMPDH1(2), IMPDH2(4), ITPA(2), NME6(4), NME7(5), NPR1(6), NPR2(10), NT5C1A(1), NT5C1B(10), NT5C2(4), NT5C3(2), NT5E(3), NT5M(1), NUDT9(2), PAICS(1), PAPSS1(2), PAPSS2(4), PDE11A(8), PDE1A(4), PDE1C(9), PDE3B(3), PDE4A(4), PDE4B(5), PDE4C(2), PDE4D(5), PDE5A(6), PDE6D(1), PDE7A(3), PDE7B(4), PDE8A(1), PDE8B(7), PDE9A(6), PFAS(1), PKM2(2), PNPT1(10), POLA1(8), POLA2(2), POLD1(5), POLD2(1), POLD3(2), POLE(21), POLE2(1), POLE3(1), POLR1A(11), POLR1B(9), POLR1C(2), POLR1D(2), POLR2A(6), POLR2B(8), POLR2D(1), POLR2E(1), POLR2H(1), POLR2I(1), POLR2K(1), POLR3A(11), POLR3B(11), POLR3GL(1), POLR3H(1), POLR3K(1), PPAT(6), PRPS1(1), PRPS1L1(1), PRPS2(2), PRUNE(1), RFC5(3), RRM1(2), RRM2(3), XDH(7) 53713612 474 109 467 151 162 161 84 2 65 0 5e-05 0.0044
8 HSA04630_JAK_STAT_SIGNALING_PATHWAY Genes involved in Jak-STAT signaling pathway AKT1, AKT2, AKT3, BCL2L1, CBL, CBLB, CBLC, CCND1, CCND2, CCND3, CISH, CLCF1, CNTF, CNTFR, CREBBP, CRLF2, CSF2, CSF2RA, CSF2RB, CSF3, CSF3R, CTF1, EP300, EPO, EPOR, GH1, GH2, GHR, GRB2, IFNA1, IFNA10, IFNA13, IFNA14, IFNA16, IFNA17, IFNA2, IFNA21, IFNA4, IFNA5, IFNA6, IFNA7, IFNA8, IFNAR1, IFNAR2, IFNB1, IFNE1, IFNG, IFNGR1, IFNGR2, IFNK, IFNW1, IL10, IL10RA, IL10RB, IL11, IL11RA, IL12A, IL12B, IL12RB1, IL12RB2, IL13, IL13RA1, IL13RA2, IL15, IL15RA, IL19, IL2, IL20, IL20RA, IL21, IL21R, IL22, IL22RA1, IL22RA2, IL23A, IL23R, IL24, IL26, IL28A, IL28B, IL28RA, IL29, IL2RA, IL2RB, IL2RG, IL3, IL3RA, IL4, IL4R, IL5, IL5RA, IL6, IL6R, IL6ST, IL7, IL7R, IL9, IL9R, IRF9, JAK1, JAK2, JAK3, LEP, LEPR, LIF, LIFR, MPL, MYC, OSM, OSMR, PIAS1, PIAS2, PIAS3, PIAS4, PIK3CA, PIK3CB, PIK3CD, PIK3CG, PIK3R1, PIK3R2, PIK3R3, PIK3R5, PIM1, PRL, PRLR, PTPN11, PTPN6, SOCS1, SOCS2, SOCS3, SOCS4, SOCS5, SOCS7, SOS1, SOS2, SPRED1, SPRED2, SPRY1, SPRY2, SPRY3, SPRY4, STAM, STAM2, STAT1, STAT2, STAT3, STAT4, STAT5A, STAT5B, STAT6, TPO, TSLP, TYK2 142 AKT1(2), AKT2(6), AKT3(1), BCL2L1(1), CBL(5), CBLB(8), CCND2(1), CCND3(1), CNTF(2), CNTFR(2), CREBBP(25), CSF2RB(7), CSF3R(10), EP300(15), GH1(2), GH2(3), GHR(6), GRB2(3), IFNA1(1), IFNA10(3), IFNA13(2), IFNA16(4), IFNA2(4), IFNA21(1), IFNA4(2), IFNA5(1), IFNA6(3), IFNA7(1), IFNA8(1), IFNAR1(3), IFNAR2(2), IFNB1(1), IFNG(1), IFNGR1(3), IFNGR2(2), IFNK(1), IL10(2), IL10RA(2), IL10RB(5), IL11(1), IL11RA(1), IL12A(1), IL12B(2), IL12RB1(2), IL12RB2(6), IL13(1), IL13RA1(2), IL13RA2(3), IL15(2), IL15RA(1), IL19(1), IL20(3), IL20RA(5), IL21(2), IL21R(5), IL22(2), IL22RA1(1), IL23R(3), IL24(2), IL26(3), IL28RA(3), IL2RA(2), IL2RB(2), IL3(3), IL4(3), IL4R(1), IL5RA(6), IL6(2), IL6R(3), IL6ST(3), IL7(2), IL7R(3), IL9(2), IRF9(3), JAK1(4), JAK2(11), JAK3(9), LEP(1), LEPR(9), MPL(2), OSM(1), OSMR(6), PIAS1(4), PIAS2(3), PIAS3(4), PIAS4(1), PIK3CB(2), PIK3CD(3), PIK3CG(14), PIK3R2(1), PIK3R3(4), PIK3R5(1), PIM1(1), PRL(3), PRLR(4), PTPN11(5), PTPN6(4), SOCS2(3), SOCS4(1), SOCS5(5), SOS1(7), SOS2(11), SPRED1(7), SPRED2(6), SPRY1(3), SPRY4(2), STAM(2), STAM2(2), STAT1(6), STAT2(7), STAT3(2), STAT4(3), STAT5B(3), STAT6(2), TPO(11), TSLP(3), TYK2(1) 45718076 416 99 408 130 143 146 76 1 46 4 0.000085 0.0059
9 HSA00240_PYRIMIDINE_METABOLISM Genes involved in pyrimidine metabolism AICDA, AK3, CAD, CANT1, CDA, CMPK, CTPS, CTPS2, DCK, DCTD, DHODH, DPYD, DPYS, DTYMK, DUT, ECGF1, ENTPD1, ENTPD3, ENTPD4, ENTPD5, ENTPD6, ENTPD8, ITPA, NME1, NME2, NME4, NME6, NME7, NP, NT5C, NT5C1A, NT5C1B, NT5C2, NT5C3, NT5E, NT5M, NUDT2, PNPT1, POLA1, POLA2, POLD1, POLD2, POLD3, POLD4, POLE, POLE2, POLE3, POLE4, POLR1A, POLR1B, POLR1C, POLR1D, POLR2A, POLR2B, POLR2C, POLR2D, POLR2E, POLR2F, POLR2G, POLR2H, POLR2I, POLR2J, POLR2K, POLR2L, POLR3A, POLR3B, POLR3G, POLR3GL, POLR3H, POLR3K, PRIM1, PRIM2, RFC5, RRM1, RRM2, RRM2B, TK1, TK2, TXNRD1, TXNRD2, TYMS, UCK1, UCK2, UMPS, UPB1, UPP1, UPP2, UPRT, ZNRD1 84 AICDA(4), AK3(1), CAD(12), CDA(1), CTPS(4), CTPS2(4), DCK(2), DCTD(3), DHODH(4), DPYS(7), DTYMK(1), ENTPD1(2), ENTPD3(5), ENTPD4(5), ENTPD5(2), ENTPD6(3), ITPA(2), NME6(4), NME7(5), NT5C1A(1), NT5C1B(10), NT5C2(4), NT5C3(2), NT5E(3), NT5M(1), PNPT1(10), POLA1(8), POLA2(2), POLD1(5), POLD2(1), POLD3(2), POLE(21), POLE2(1), POLE3(1), POLR1A(11), POLR1B(9), POLR1C(2), POLR1D(2), POLR2A(6), POLR2B(8), POLR2D(1), POLR2E(1), POLR2H(1), POLR2I(1), POLR2K(1), POLR3A(11), POLR3B(11), POLR3GL(1), POLR3H(1), POLR3K(1), RFC5(3), RRM1(2), RRM2(3), TK1(1), TK2(1), TXNRD1(3), TXNRD2(3), TYMS(3), UCK2(1), UMPS(1), UPB1(5), UPP2(2), UPRT(4) 26661776 243 78 239 58 71 91 51 1 29 0 0.000094 0.0059
10 MYOSINPATHWAY Myosin light chain kinase phosphorylates myosin and promotes muscle contraction and platelet formation; myosin phosphatase antagonizes these processes. ARHGAP5, ARHGEF1, GNA12, GNA13, GNAQ, GNB1, GNGT1, MYL2, MYLK, PLCB1, PPP1R12B, PRKCA, PRKCB1, PRKCL1, ROCK1 13 ARHGAP5(9), ARHGEF1(5), GNA12(2), GNA13(2), GNAQ(4), GNB1(1), GNGT1(1), MYL2(1), MYLK(14), PLCB1(8), PPP1R12B(9), PRKCA(4), ROCK1(15) 7003500 75 40 73 20 19 22 15 2 17 0 0.0001 0.0059
Methods & Data
Methods

In brief, we tabulate the number of mutations and the number of covered bases for each gene. The counts are broken down by mutation context category: four context categories that are discovered by MutSig, and one for indel and 'null' mutations, which include indels, nonsense mutations, splice-site mutations, and non-stop (read-through) mutations. For each gene, we calculate the probability of seeing the observed constellation of mutations, i.e. the product P1 x P2 x ... x Pm, or a more extreme one, given the background mutation rates calculated across the dataset.[1]

Download Results

This is an experimental feature. The full results of the analysis summarized in this report can be downloaded from the TCGA Data Coordination Center.

References
[1] TCGA, Integrated genomic analyses of ovarian carcinoma, Nature 474:609 615 (2011)
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  • Maintainer = Dan DiCara