(primary solid tumor cohort)
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 v2.0 was used to generate the results found in this report.
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Working with individual set: UCEC-TP
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Number of patients in set: 248
The input for this pipeline is a set of individuals with the following files associated for each:
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An annotated .maf file describing the mutations called for the respective individual, and their properties.
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A .wig file that contains information about the coverage of the sample.
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MAF used for this analysis:UCEC-TP.final_analysis_set.maf
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Significantly mutated genes (q ≤ 0.1): 33
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Mutations seen in COSMIC: 1001
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Significantly mutated genes in COSMIC territory: 46
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Genes with clustered mutations (≤ 3 aa apart): 4304
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Significantly mutated genesets: 68
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Significantly mutated genesets: (excluding sig. mutated genes):0
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Read 248 MAFs of type "WashU"
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Total number of mutations in input MAFs: 184861
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After removing 118 mutations outside chr1-24: 184743
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After removing 211 blacklisted mutations: 184532
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After removing 1932 noncoding mutations: 182600
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After collapsing adjacent/redundant mutations: 182598
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Number of mutations before filtering: 182598
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After removing 15927 mutations outside gene set: 166671
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After removing 1023 mutations outside category set: 165648
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After removing 27 "impossible" mutations in
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gene-patient-category bins of zero coverage: 148671
type | count |
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Frame_Shift_Del | 1055 |
Frame_Shift_Ins | 452 |
In_Frame_Del | 686 |
In_Frame_Ins | 130 |
Missense_Mutation | 110554 |
Nonsense_Mutation | 11525 |
Nonstop_Mutation | 127 |
Silent | 38550 |
Splice_Site | 2569 |
Total | 165648 |
category | n | N | rate | rate_per_mb | relative_rate | exp_ns_s_ratio |
---|---|---|---|---|---|---|
*CpG->T | 37482 | 363920417 | 0.0001 | 100 | 5.6 | 2.2 |
*Cp(A/C/T)->mut | 48855 | 3147487610 | 0.000016 | 16 | 0.85 | 3.4 |
A->mut | 23150 | 3458111551 | 6.7e-06 | 6.7 | 0.37 | 3.8 |
*CpG->(G/A) | 1051 | 363920417 | 2.9e-06 | 2.9 | 0.16 | 2.7 |
indel+null | 15675 | 6969519578 | 2.2e-06 | 2.2 | 0.12 | NaN |
double_null | 868 | 6969519578 | 1.2e-07 | 0.12 | 0.0068 | NaN |
Total | 127081 | 6969519578 | 0.000018 | 18 | 1 | 3.5 |
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).
Column Descriptions:
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N = number of sequenced bases in this gene across the individual set
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n = number of (nonsilent) mutations in this gene across the individual set
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npat = number of patients (individuals) with at least one nonsilent mutation
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nsite = number of unique sites having a non-silent mutation
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nsil = number of silent mutations in this gene across the individual set
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n1 = number of nonsilent mutations of type: *CpG->T
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n2 = number of nonsilent mutations of type: *Cp(A/C/T)->mut
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n3 = number of nonsilent mutations of type: A->mut
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n4 = number of nonsilent mutations of type: *CpG->(G/A)
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n5 = number of nonsilent mutations of type: indel+null
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n6 = number of nonsilent mutations of type: double_null
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p_classic = p-value for the observed amount of nonsilent mutations being elevated in this gene
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p_ns_s = p-value for the observed nonsilent/silent ratio being elevated in this gene
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p_cons = p-value for enrichment of mutations at evolutionarily most-conserved sites in gene
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p_joint = p-value for clustering + conservation
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p = p-value (overall)
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q = q-value, False Discovery Rate (Benjamini-Hochberg procedure)
rank | gene | description | N | n | npat | nsite | nsil | n1 | n2 | n3 | n4 | n5 | n6 | p_classic | p_ns_s | p_cons | p_joint | p | q |
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1 | PTEN | phosphatase and tensin homolog (mutated in multiple advanced cancers 1) | 306286 | 228 | 161 | 134 | 5 | 20 | 29 | 21 | 33 | 98 | 27 | <1.00e-15 | 3.7e-12 | 0.9 | 1e-06 | <0.000 | <0.000 |
2 | FBXW7 | F-box and WD repeat domain containing 7 | 638720 | 46 | 39 | 30 | 1 | 22 | 12 | 2 | 1 | 8 | 1 | 5.88e-15 | 0.00048 | 0.015 | 0.00081 | 2.22e-16 | 1.54e-12 |
3 | SPOP | speckle-type POZ protein | 287083 | 23 | 21 | 18 | 0 | 5 | 8 | 6 | 0 | 4 | 0 | 4.55e-15 | 0.0041 | 0.05 | 0.0015 | 3.33e-16 | 1.54e-12 |
4 | PIK3CA | phosphoinositide-3-kinase, catalytic, alpha polypeptide | 813637 | 172 | 132 | 76 | 3 | 31 | 61 | 68 | 3 | 9 | 0 | 3.00e-15 | 2.1e-11 | 8e-07 | 0 | <1.00e-15 | <1.54e-12 |
5 | PIK3R1 | phosphoinositide-3-kinase, regulatory subunit 1 (alpha) | 581125 | 100 | 83 | 77 | 2 | 4 | 4 | 13 | 1 | 63 | 15 | 1.22e-15 | 0.0021 | 0.58 | 0 | <1.00e-15 | <1.54e-12 |
6 | CTNNB1 | catenin (cadherin-associated protein), beta 1, 88kDa | 592248 | 80 | 74 | 25 | 7 | 5 | 61 | 14 | 0 | 0 | 0 | 7.88e-15 | 0.0034 | 2e-07 | 0 | <1.00e-15 | <1.54e-12 |
7 | TP53 | tumor protein p53 | 317550 | 74 | 69 | 50 | 2 | 23 | 18 | 15 | 1 | 17 | 0 | 2.44e-15 | 2.1e-06 | 2.6e-06 | 0 | <1.00e-15 | <1.54e-12 |
8 | KRAS | v-Ki-ras2 Kirsten rat sarcoma viral oncogene homolog | 175322 | 53 | 53 | 11 | 2 | 1 | 47 | 4 | 1 | 0 | 0 | 4.33e-15 | 0.0059 | 0.00019 | 0 | <1.00e-15 | <1.54e-12 |
9 | RPL22 | ribosomal protein L22 | 97813 | 31 | 31 | 7 | 0 | 1 | 0 | 3 | 0 | 26 | 1 | <1.00e-15 | 0.37 | 0.012 | 0 | <1.00e-15 | <1.54e-12 |
10 | PPP2R1A | protein phosphatase 2 (formerly 2A), regulatory subunit A , alpha isoform | 434902 | 30 | 27 | 18 | 3 | 10 | 17 | 1 | 0 | 2 | 0 | 3.65e-14 | 0.0026 | 0.23 | 0 | <1.00e-15 | <1.54e-12 |
11 | PRKAR1B | protein kinase, cAMP-dependent, regulatory, type I, beta | 242642 | 4 | 4 | 4 | 3 | 2 | 0 | 0 | 1 | 1 | 0 | 0.987 | 0.8 | 0 | 0 | <1.00e-15 | <1.54e-12 |
12 | CTCF | CCCTC-binding factor (zinc finger protein) | 547098 | 49 | 45 | 39 | 1 | 8 | 4 | 7 | 0 | 27 | 3 | 2.00e-15 | 0.00095 | 0.1 | 0.021 | 1.67e-15 | 2.36e-12 |
13 | FGFR2 | fibroblast growth factor receptor 2 (bacteria-expressed kinase, keratinocyte growth factor receptor, craniofacial dysostosis 1, Crouzon syndrome, Pfeiffer syndrome, Jackson-Weiss syndrome) | 687457 | 34 | 31 | 19 | 3 | 3 | 5 | 13 | 9 | 3 | 1 | 1.35e-14 | 0.0097 | 0.38 | 0.059 | 2.86e-14 | 3.74e-11 |
14 | ARID1A | AT rich interactive domain 1A (SWI-like) | 1412380 | 93 | 83 | 78 | 5 | 2 | 7 | 5 | 1 | 64 | 14 | <1.00e-15 | 0.00015 | 0.88 | 1 | <3.55e-14 | <4.31e-11 |
15 | P2RY11 | purinergic receptor P2Y, G-protein coupled, 11 | 4342 | 7 | 9 | 9 | 1 | 1 | 4 | 0 | 1 | 1 | 0 | 5.34e-14 | 0.19 | NaN | NaN | 5.34e-14 | 6.04e-11 |
16 | CCND1 | cyclin D1 | 154874 | 15 | 15 | 13 | 1 | 1 | 7 | 3 | 0 | 4 | 0 | 1.17e-11 | 0.083 | 0.28 | 0.001 | 4.03e-13 | 4.27e-10 |
17 | CHD4 | chromodomain helicase DNA binding protein 4 | 1452335 | 43 | 35 | 38 | 2 | 16 | 16 | 8 | 0 | 2 | 1 | 3.86e-11 | 0.0045 | 0.7 | 0.046 | 4.97e-11 | 4.96e-08 |
18 | NFE2L2 | nuclear factor (erythroid-derived 2)-like 2 | 446498 | 15 | 15 | 12 | 0 | 2 | 3 | 5 | 3 | 2 | 0 | 3.35e-08 | 0.018 | 0.039 | 0.000082 | 7.59e-11 | 7.16e-08 |
19 | SOX17 | SRY (sex determining region Y)-box 17 | 77226 | 7 | 7 | 3 | 0 | 0 | 6 | 0 | 0 | 1 | 0 | 5.88e-08 | 0.13 | 0.079 | 0.02 | 2.54e-08 | 2.27e-05 |
20 | FOXA2 | forkhead box A2 | 222670 | 13 | 12 | 13 | 1 | 1 | 3 | 3 | 0 | 6 | 0 | 2.61e-08 | 0.26 | 0.28 | 0.21 | 1.09e-07 | 9.24e-05 |
21 | FAM9A | family with sequence similarity 9, member A | 249932 | 20 | 14 | 20 | 1 | 2 | 12 | 1 | 0 | 4 | 1 | 1.06e-07 | 0.1 | 1 | 0.26 | 5.14e-07 | 0.000416 |
22 | SMTNL2 | smoothelin-like 2 | 189739 | 9 | 9 | 3 | 2 | 0 | 2 | 0 | 0 | 7 | 0 | 0.000893 | 0.37 | 0.67 | 0.000094 | 1.45e-06 | 0.00112 |
23 | RBMX | RNA binding motif protein, X-linked | 309438 | 14 | 13 | 8 | 0 | 1 | 4 | 2 | 0 | 7 | 0 | 4.47e-05 | 0.3 | 0.2 | 0.014 | 9.45e-06 | 0.00697 |
24 | MAX | MYC associated factor X | 205913 | 12 | 11 | 8 | 0 | 3 | 3 | 5 | 0 | 1 | 0 | 1.56e-05 | 0.05 | 0.017 | 0.048 | 1.13e-05 | 0.00800 |
25 | ING1 | inhibitor of growth family, member 1 | 255446 | 13 | 13 | 10 | 2 | 4 | 1 | 0 | 1 | 7 | 0 | 0.000685 | 0.082 | 0.082 | 0.0027 | 2.63e-05 | 0.0179 |
26 | ABI1 | abl-interactor 1 | 390369 | 5 | 4 | 2 | 5 | 0 | 5 | 0 | 0 | 0 | 0 | 1.000 | 1 | 1 | 2.8e-06 | 3.86e-05 | 0.0243 |
27 | RPL14 | ribosomal protein L14 | 165361 | 8 | 7 | 4 | 0 | 0 | 1 | 0 | 2 | 5 | 0 | 0.000173 | 0.36 | 0.95 | 0.016 | 3.86e-05 | 0.0243 |
28 | DNER | delta/notch-like EGF repeat containing | 485604 | 21 | 18 | 20 | 1 | 4 | 9 | 5 | 0 | 3 | 0 | 0.000230 | 0.011 | 0.0045 | 0.016 | 4.89e-05 | 0.0296 |
29 | NRAS | neuroblastoma RAS viral (v-ras) oncogene homolog | 145328 | 9 | 9 | 6 | 2 | 1 | 4 | 3 | 0 | 1 | 0 | 0.000367 | 0.48 | 0.015 | 0.014 | 6.62e-05 | 0.0388 |
30 | HPD | 4-hydroxyphenylpyruvate dioxygenase | 304730 | 7 | 7 | 3 | 0 | 0 | 0 | 1 | 0 | 6 | 0 | 0.0404 | 0.64 | 0.00056 | 0.00021 | 0.000106 | 0.0598 |
31 | RASA1 | RAS p21 protein activator (GTPase activating protein) 1 | 776972 | 30 | 22 | 28 | 3 | 5 | 9 | 4 | 0 | 11 | 1 | 0.000180 | 0.094 | 0.053 | 0.05 | 0.000114 | 0.0626 |
32 | ZNF267 | zinc finger protein 267 | 555952 | 22 | 16 | 19 | 1 | 10 | 5 | 3 | 1 | 3 | 0 | 2.09e-05 | 0.13 | 0.74 | 0.5 | 0.000130 | 0.0692 |
33 | SGK1 | serum/glucocorticoid regulated kinase 1 | 469608 | 16 | 15 | 14 | 3 | 2 | 5 | 1 | 1 | 7 | 0 | 0.000298 | 0.52 | 0.011 | 0.049 | 0.000178 | 0.0915 |
34 | ARID5B | AT rich interactive domain 5B (MRF1-like) | 886908 | 34 | 29 | 34 | 9 | 5 | 5 | 8 | 2 | 13 | 1 | 0.000107 | 0.57 | 0.98 | 0.17 | 0.000213 | 0.106 |
35 | CYLC1 | cylicin, basic protein of sperm head cytoskeleton 1 | 477704 | 27 | 18 | 27 | 2 | 0 | 16 | 7 | 0 | 4 | 0 | 2.79e-05 | 0.13 | 0.25 | 0.75 | 0.000247 | 0.119 |
In this analysis, COSMIC is used as a filter to increase power by restricting the territory of each gene. Cosmic version: v48.
rank | gene | description | n | cos | n_cos | N_cos | cos_ev | p | q |
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1 | PIK3R1 | phosphoinositide-3-kinase, regulatory subunit 1 (alpha) | 100 | 33 | 39 | 8184 | 111 | 0 | 0 |
2 | KRAS | v-Ki-ras2 Kirsten rat sarcoma viral oncogene homolog | 53 | 52 | 49 | 12896 | 556649 | 0 | 0 |
3 | PIK3CA | phosphoinositide-3-kinase, catalytic, alpha polypeptide | 172 | 220 | 150 | 54560 | 35669 | 0 | 0 |
4 | CTNNB1 | catenin (cadherin-associated protein), beta 1, 88kDa | 80 | 138 | 67 | 34224 | 23813 | 0 | 0 |
5 | FGFR2 | fibroblast growth factor receptor 2 (bacteria-expressed kinase, keratinocyte growth factor receptor, craniofacial dysostosis 1, Crouzon syndrome, Pfeiffer syndrome, Jackson-Weiss syndrome) | 34 | 51 | 24 | 12648 | 113 | 0 | 0 |
6 | FBXW7 | F-box and WD repeat domain containing 7 | 46 | 91 | 29 | 22568 | 852 | 0 | 0 |
7 | PTEN | phosphatase and tensin homolog (mutated in multiple advanced cancers 1) | 228 | 767 | 219 | 190216 | 15125 | 0 | 0 |
8 | TP53 | tumor protein p53 | 74 | 356 | 72 | 88288 | 24186 | 0 | 0 |
9 | NRAS | neuroblastoma RAS viral (v-ras) oncogene homolog | 9 | 33 | 6 | 8184 | 6490 | 1.3e-08 | 6.5e-06 |
10 | RB1 | retinoblastoma 1 (including osteosarcoma) | 26 | 267 | 11 | 66216 | 30 | 6.6e-08 | 0.000029 |
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)
num | gene | desc | n | mindist | nmuts0 | nmuts3 | nmuts12 | npairs0 | npairs3 | npairs12 |
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10506 | PTEN | phosphatase and tensin homolog (mutated in multiple advanced cancers 1) | 228 | 0 | 1624 | 2112 | 3003 | 1624 | 2112 | 3003 |
6933 | KRAS | v-Ki-ras2 Kirsten rat sarcoma viral oncogene homolog | 53 | 0 | 669 | 993 | 1039 | 669 | 993 | 1039 |
9757 | PIK3CA | phosphoinositide-3-kinase, catalytic, alpha polypeptide | 172 | 0 | 573 | 1075 | 1553 | 573 | 1075 | 1553 |
2897 | CTNNB1 | catenin (cadherin-associated protein), beta 1, 88kDa | 80 | 0 | 434 | 1165 | 2176 | 434 | 1165 | 2176 |
13869 | TP53 | tumor protein p53 | 74 | 0 | 89 | 167 | 417 | 89 | 167 | 417 |
4594 | FGFR2 | fibroblast growth factor receptor 2 (bacteria-expressed kinase, keratinocyte growth factor receptor, craniofacial dysostosis 1, Crouzon syndrome, Pfeiffer syndrome, Jackson-Weiss syndrome) | 34 | 0 | 56 | 56 | 78 | 56 | 56 | 78 |
4506 | FBXW7 | F-box and WD repeat domain containing 7 | 46 | 0 | 50 | 53 | 68 | 50 | 53 | 68 |
10022 | POLE | polymerase (DNA directed), epsilon | 47 | 0 | 39 | 42 | 60 | 39 | 42 | 60 |
10189 | PPP2R1A | protein phosphatase 2 (formerly 2A), regulatory subunit A , alpha isoform | 30 | 0 | 37 | 48 | 77 | 37 | 48 | 77 |
14206 | TTN | titin | 525 | 0 | 36 | 54 | 105 | 36 | 54 | 105 |
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.
rank | geneset | description | genes | N_genes | mut_tally | N | n | npat | nsite | nsil | n1 | n2 | n3 | n4 | n5 | n6 | p_ns_s | p | q |
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1 | ARFPATHWAY | Cyclin-dependent kinase inhibitor 2A is a tumor suppressor that induces G1 arrest and can activate the p53 pathway, leading to G2/M arrest. | ABL1, CDKN2A, E2F1, MDM2, MYC, PIK3CA, PIK3R1, POLR1A, POLR1B, POLR1C, POLR1D, RAC1, RB1, TBX2, TP53, TWIST1 | 16 | ABL1(8), CDKN2A(2), E2F1(9), MDM2(4), MYC(8), PIK3CA(172), PIK3R1(100), POLR1A(16), POLR1B(16), POLR1C(2), POLR1D(3), RAC1(1), RB1(26), TBX2(2), TP53(74), TWIST1(1) | 7080267 | 444 | 223 | 300 | 50 | 87 | 115 | 119 | 6 | 99 | 18 | 4.87e-10 | <1.00e-15 | <3.80e-14 |
2 | METPATHWAY | The hepatocyte growth factor receptor c-Met stimulates proliferation and alters cell motility and adhesion on binding the ligand HGF. | ACTA1, CRK, CRKL, DOCK1, ELK1, FOS, GAB1, GRB2, GRF2, HGF, HRAS, ITGA1, ITGB1, JUN, MAP2K1, MAP2K2, MAP4K1, MAPK1, MAPK3, MAPK8, MET, PAK1, PIK3CA, PIK3R1, PTEN, PTK2, PTK2B, PTPN11, PXN, RAF1, RAP1A, RAP1B, RASA1, SOS1, SRC, STAT3 | 35 | ACTA1(5), CRK(2), CRKL(6), DOCK1(24), ELK1(3), FOS(3), GAB1(8), GRB2(3), HGF(14), HRAS(1), ITGA1(17), ITGB1(8), JUN(1), MAP2K1(2), MAP2K2(5), MAP4K1(11), MAPK1(2), MAPK3(3), MAPK8(10), MET(17), PAK1(3), PIK3CA(172), PIK3R1(100), PTEN(228), PTK2(12), PTK2B(16), PTPN11(8), PXN(6), RAF1(8), RAP1A(4), RAP1B(2), RASA1(30), SOS1(13), SRC(3), STAT3(10) | 16563754 | 760 | 217 | 538 | 93 | 135 | 188 | 148 | 37 | 208 | 44 | 7.33e-15 | <1.00e-15 | <3.80e-14 |
3 | PTENPATHWAY | PTEN suppresses AKT-induced cell proliferation and antagonizes the action of PI3K. | AKT1, BCAR1, CDKN1B, FOXO3A, GRB2, ILK, ITGB1, MAPK1, MAPK3, PDK2, PDPK1, PIK3CA, PIK3R1, PTEN, PTK2, SHC1, SOS1, TNFSF6 | 16 | AKT1(4), BCAR1(8), CDKN1B(7), GRB2(3), ILK(5), ITGB1(8), MAPK1(2), MAPK3(3), PDK2(5), PDPK1(3), PIK3CA(172), PIK3R1(100), PTEN(228), PTK2(12), SHC1(7), SOS1(13) | 6867110 | 580 | 213 | 364 | 30 | 73 | 121 | 124 | 37 | 183 | 42 | <1.00e-15 | <1.00e-15 | <3.80e-14 |
4 | 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(4), APC(56), AXIN1(9), CCND1(15), CD14(2), CTNNB1(80), DVL1(3), FZD1(3), GJA1(5), GNAI1(5), GSK3B(13), IRAK1(4), LBP(3), LEF1(9), LY96(4), MYD88(3), NFKB1(10), PDPK1(3), PIK3CA(172), PIK3R1(100), PPP2CA(6), RELA(6), TIRAP(2), TLR4(17), TOLLIP(1), WNT1(1) | 10634125 | 536 | 210 | 356 | 58 | 77 | 201 | 122 | 6 | 110 | 20 | 2.06e-13 | <1.00e-15 | <3.80e-14 |
5 | SA_PTEN_PATHWAY | PTEN is a tumor suppressor that dephosphorylates the lipid messenger phosphatidylinositol triphosphate. | AKT1, AKT2, AKT3, BPNT1, GRB2, ILK, MAPK1, MAPK3, PDK1, PIK3CA, PIK3CD, PIP3-E, PTEN, PTK2B, RBL2, SHC1, SOS1 | 16 | AKT1(4), AKT2(6), AKT3(11), BPNT1(3), GRB2(3), ILK(5), MAPK1(2), MAPK3(3), PDK1(2), PIK3CA(172), PIK3CD(12), PTEN(228), PTK2B(16), RBL2(19), SHC1(7), SOS1(13) | 7243620 | 506 | 208 | 307 | 39 | 92 | 126 | 107 | 36 | 117 | 28 | <1.00e-15 | <1.00e-15 | <3.80e-14 |
6 | EDG1PATHWAY | The lipid S1P is an EDG1 ligand promoting chemotaxis via Rac1 and cell survival and proliferation via ERK activation. | ADCY1, AKT1, ARHA, ASAH1, EDG1, GNAI1, GNB1, GNGT1, ITGAV, ITGB3, MAPK1, MAPK3, PDGFA, PDGFRA, PIK3CA, PIK3R1, PLCB1, PRKCA, PRKCB1, PTK2, RAC1, SKIP, SMPD1, SMPD2, SPHK1, SRC | 22 | ADCY1(21), AKT1(4), ASAH1(7), GNAI1(5), GNB1(2), GNGT1(1), ITGAV(10), ITGB3(11), MAPK1(2), MAPK3(3), PDGFA(3), PDGFRA(24), PIK3CA(172), PIK3R1(100), PLCB1(5), PRKCA(10), PTK2(12), RAC1(1), SMPD1(11), SMPD2(7), SPHK1(2), SRC(3) | 9845923 | 416 | 201 | 295 | 65 | 72 | 117 | 114 | 6 | 90 | 17 | 1.52e-05 | <1.00e-15 | <3.80e-14 |
7 | HCMVPATHWAY | Cytomegalovirus activates MAP kinase pathways in the host cell, inducing transcription of viral genes. | AKT1, CREB1, MAP2K1, MAP2K2, MAP2K3, MAP2K6, MAP3K1, MAPK1, MAPK14, MAPK3, NFKB1, PIK3CA, PIK3R1, RB1, RELA, SP1 | 16 | AKT1(4), CREB1(6), MAP2K1(2), MAP2K2(5), MAP2K3(7), MAP2K6(10), MAP3K1(30), MAPK1(2), MAPK14(4), MAPK3(3), NFKB1(10), PIK3CA(172), PIK3R1(100), RB1(26), RELA(6), SP1(7) | 7166136 | 394 | 200 | 272 | 31 | 63 | 112 | 107 | 4 | 89 | 19 | 2.19e-12 | <1.00e-15 | <3.80e-14 |
8 | IL7PATHWAY | IL-7 is required for B and T cell development and proliferation and may contribute to activation of VDJ recombination. | BCL2, CREBBP, EP300, FYN, IL2RG, IL7, IL7R, JAK1, JAK3, LCK, NMI, PIK3CA, PIK3R1, PTK2B, STAT5A, STAT5B | 16 | CREBBP(32), EP300(32), FYN(7), IL2RG(13), IL7(1), IL7R(12), JAK1(20), JAK3(10), LCK(5), NMI(3), PIK3CA(172), PIK3R1(100), PTK2B(16), STAT5A(5), STAT5B(7) | 10213532 | 435 | 200 | 312 | 56 | 77 | 121 | 115 | 6 | 100 | 16 | 3.60e-08 | <1.00e-15 | <3.80e-14 |
9 | RAC1PATHWAY | Rac-1 is a Rho family G protein that stimulates formation of actin-dependent structures such as filopodia and lamellopodia. | ARFIP2, CDK5, CDK5R1, CFL1, CHN1, LIMK1, MAP3K1, MYL2, MYLK, NCF2, PAK1, PDGFRA, PIK3CA, PIK3R1, PLD1, PPP1R12B, RAC1, RALBP1, RPS6KB1, TRIO, VAV1, WASF1 | 22 | ARFIP2(1), CDK5(2), CDK5R1(3), CFL1(1), CHN1(3), LIMK1(8), MAP3K1(30), MYL2(2), MYLK(14), NCF2(8), PAK1(3), PDGFRA(24), PIK3CA(172), PIK3R1(100), PLD1(14), PPP1R12B(20), RAC1(1), RALBP1(6), RPS6KB1(5), TRIO(34), VAV1(12), WASF1(3) | 12890193 | 466 | 200 | 341 | 66 | 88 | 134 | 115 | 6 | 104 | 19 | 1.52e-07 | <1.00e-15 | <3.80e-14 |
10 | ECMPATHWAY | Extracellular matrix induces integrin-mediated FAK phosphorylation in epithelial cells, leading to PI3 and MAP kinase activation and actin reorganization. | ARHA, ARHGAP5, DIAPH1, FYN, GSN, HRAS, ITGA1, ITGB1, MAP2K1, MAPK1, MAPK3, MYL2, MYLK, PFN1, PIK3CA, PIK3R1, PTK2, PXN, RAF1, ROCK1, SHC1, SRC, TLN1 | 22 | ARHGAP5(21), DIAPH1(13), FYN(7), GSN(5), HRAS(1), ITGA1(17), ITGB1(8), MAP2K1(2), MAPK1(2), MAPK3(3), MYL2(2), MYLK(14), PFN1(1), PIK3CA(172), PIK3R1(100), PTK2(12), PXN(6), RAF1(8), ROCK1(22), SHC1(7), SRC(3), TLN1(23) | 13836087 | 449 | 199 | 329 | 53 | 93 | 128 | 116 | 4 | 91 | 17 | 7.62e-10 | <1.00e-15 | <3.80e-14 |
rank | geneset | description | genes | N_genes | mut_tally | N | n | npat | nsite | nsil | n1 | n2 | n3 | n4 | n5 | n6 | p_ns_s | p | q |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | HSA00627_1,4_DICHLOROBENZENE_DEGRADATION | Genes involved in 1,4-dichlorobenzene degradation | CMBL | 1 | CMBL(3) | 187727 | 3 | 3 | 3 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 0.81 | 0.21 | 1 |
2 | TCAPOPTOSISPATHWAY | HIV infection upregulates Fas ligand in macrophages and CD4 in helper T cells, leading to widespread Fas-induced T cell apoptosis. | CCR5, CD28, CD3D, CD3E, CD3G, CD3Z, CD4, TNFRSF6, TNFSF6, TRA@, TRB@ | 6 | CCR5(6), CD28(3), CD3D(6), CD3E(2), CD3G(3), CD4(6) | 1210424 | 26 | 16 | 26 | 5 | 3 | 16 | 0 | 0 | 7 | 0 | 0.16 | 0.25 | 1 |
3 | PEPIPATHWAY | Proepithelin (PEPI) induces epithelial cells to secrete IL-8, which promotes elastase secretion by neutrophils. | ELA1, ELA2, ELA2A, ELA2B, ELA3B, GRN, IL8, SLPI | 3 | GRN(5), IL8(3), SLPI(2) | 572860 | 10 | 10 | 9 | 0 | 2 | 5 | 2 | 0 | 1 | 0 | 0.057 | 0.27 | 1 |
4 | HSA00472_D_ARGININE_AND_D_ORNITHINE_METABOLISM | Genes involved in D-arginine and D-ornithine metabolism | DAO | 1 | DAO(8) | 264662 | 8 | 6 | 8 | 1 | 2 | 4 | 2 | 0 | 0 | 0 | 0.3 | 0.35 | 1 |
5 | TCRMOLECULE | T Cell Receptor and CD3 Complex | CD3D, CD3E, CD3G, CD3Z, TRA@, TRB@ | 3 | CD3D(6), CD3E(2), CD3G(3) | 433293 | 11 | 7 | 11 | 1 | 1 | 7 | 0 | 0 | 3 | 0 | 0.18 | 0.44 | 1 |
6 | LDLPATHWAY | Low density lipoproteins (LDL) are present in blood plasma, contain cholesterol and triglycerides, and contribute to atherogenic plaque formation. | ACAT1, CCL2, CSF1, IL6, LDLR, LPL | 6 | ACAT1(6), CSF1(6), IL6(5), LDLR(6), LPL(16) | 1914084 | 39 | 23 | 39 | 7 | 10 | 15 | 9 | 0 | 5 | 0 | 0.057 | 0.46 | 1 |
7 | IL17PATHWAY | Activated T cells secrete IL-17, which stimulates fibroblasts and other cells to secrete inflammatory and hematopoietic cytokines. | CD2, CD34, CD3D, CD3E, CD3G, CD3Z, CD4, CD58, CD8A, CSF3, IL17, IL3, IL6, IL8, KITLG, TRA@, TRB@ | 13 | CD2(4), CD34(1), CD3D(6), CD3E(2), CD3G(3), CD4(6), CD58(2), CD8A(2), CSF3(1), IL3(2), IL6(5), IL8(3), KITLG(3) | 2309359 | 40 | 27 | 40 | 9 | 6 | 20 | 4 | 0 | 10 | 0 | 0.18 | 0.48 | 1 |
8 | HSA00643_STYRENE_DEGRADATION | Genes involved in styrene degradation | FAH, GSTZ1, HGD | 3 | FAH(6), GSTZ1(5), HGD(4) | 822142 | 15 | 12 | 15 | 2 | 5 | 4 | 4 | 0 | 2 | 0 | 0.11 | 0.51 | 1 |
9 | PLK3PATHWAY | Active Plk3 phosphorylates CDC25c, blocking the G2/M transition, and phosphorylates p53 to induce apoptosis. | ATM, ATR, CDC25C, CHEK1, CHEK2, CNK, TP53, YWHAH | 6 | ATM(54), ATR(43), CDC25C(5), CHEK1(2), CHEK2(14), YWHAH(3) | 5603547 | 121 | 49 | 114 | 17 | 18 | 41 | 26 | 0 | 32 | 4 | 0.047 | 0.54 | 1 |
10 | HSA00031_INOSITOL_METABOLISM | Genes involved in inositol metabolism | ALDH6A1, TPI1 | 2 | ALDH6A1(6), TPI1(2) | 582980 | 8 | 7 | 8 | 1 | 0 | 3 | 1 | 0 | 4 | 0 | 0.27 | 0.57 | 1 |
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]
This is an experimental feature. The full results of the analysis summarized in this report can be downloaded from the TCGA Data Coordination Center.