Glioblastoma Multiforme: 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 v2.0 was used to generate the results found in this report.

Working with individual set: GBM.

Number of patients in set: 276

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): 223

Mutations seen in COSMIC: 445

Significantly mutated genes in COSMIC territory: 55

Genes with clustered mutations (&le 3 aa apart): 385

Significantly mutated genesets: 170

Significantly mutated genesets: (excluding sig. mutated genes): 0

Results

Breakdown of Mutations by Type

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

type	count
De_novo_Start_InFrame	6
De_novo_Start_OutOfFrame	10
Frame_Shift_Del	812
Frame_Shift_Ins	362
In_Frame_Del	328
In_Frame_Ins	36
Indel	1
Missense_Mutation	23424
Nonsense_Mutation	1745
Nonstop_Mutation	17
Silent	8876
Splice_Site_DNP	11
Splice_Site_Del	101
Splice_Site_Ins	28
Splice_Site_ONP	1
Splice_Site_SNP	469
Start_Codon_Del	2
Start_Codon_Ins	1
Stop_Codon_Del	2
Total	36232

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	8794	406970401	0.000022	22	6
*Cp(A/C/T)->T	3993	3448378213	1.2e-06	1.2	0.32
C->(G/A)	5881	3855348614	1.5e-06	1.5	0.43
A->mut	4753	3770634164	1.3e-06	1.3	0.35
indel+null	3856	7625982864	5.1e-07	0.51	0.14
double_null	79	7625982864	1e-08	0.01	0.0029
Total	27356	7625982864	3.6e-06	3.6	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.

CoMut Plot

Figure 3. Get High-res Image The matrix in the center of the figure represents individual mutations in patient samples, color-coded by type of mutation, for the significantly mutated genes. The rate of synonymous and non-synonymous mutations is displayed at the top of the matrix. The barplot on the left of the matrix shows the number of mutations in each gene. The percentages represent the fraction of tumors with at least one mutation in the specified gene. The barplot to the right of the matrix displays the q-values for the most significantly mutated genes. The purple boxplots below the matrix (only displayed if required columns are present in the provided MAF) represent the distributions of allelic fractions observed in each sample. The plot at the bottom represents the base substitution distribution of individual samples, using the same categories that were used to calculate significance.

Significantly Mutated Genes

Table 3. Get Full Table A Ranked List of Significantly Mutated Genes. Number of significant genes found: 223. Number of genes displayed: 35

rank	gene	description	N	n	npat	nsite	nsil	n1	n2	n3	n4	n5	n6	p_classic	p_ks	p_cons	p_joint	p	q
1	PIK3R1	phosphoinositide-3-kinase, regulatory subunit 1 (alpha)	642722	17	17	14	0	0	3	2	4	8	0	<1.00e-15	0.000013	0.0044	0.000018	<0.00	<0.00
2	IDH1	isocitrate dehydrogenase 1 (NADP+), soluble	349470	15	15	2	0	14	0	1	0	0	0	1.11e-15	2e-07	0.97	0.000011	0.00	0.00
3	KRTAP5-5	keratin associated protein 5-5	181491	18	16	7	0	0	0	3	1	14	0	1.22e-15	0.00082	1	0.0023	1.11e-16	6.61e-13
4	PIK3CA	phosphoinositide-3-kinase, catalytic, alpha polypeptide	885302	19	19	17	1	3	5	2	7	2	0	1.24e-14	0.015	0.0048	0.00068	3.33e-16	1.12e-12
5	TP53	tumor protein p53	344937	89	80	63	1	23	15	12	13	24	2	<1.00e-15	2e-07	2e-07	0	<1.00e-15	<1.12e-12
6	EGFR	epidermal growth factor receptor (erythroblastic leukemia viral (v-erb-b) oncogene homolog, avian)	1089173	58	54	26	5	9	21	23	5	0	0	<1.00e-15	2e-07	2e-07	0	<1.00e-15	<1.12e-12
7	MICALCL	MICAL C-terminal like	537385	13	13	3	0	0	0	0	1	12	0	1.55e-13	2e-07	0.6	0	<1.00e-15	<1.12e-12
8	C7orf52	chromosome 7 open reading frame 52	247344	6	6	2	1	1	5	0	0	0	0	0.00043	0.0017	4e-07	0	<1.00e-15	<1.12e-12
9	KDSR	3-ketodihydrosphingosine reductase	270146	5	5	1	0	0	0	5	0	0	0	0.000095	2e-07	0.63	0	<1.00e-15	<1.12e-12
10	PLA2G2A	phospholipase A2, group IIA (platelets, synovial fluid)	123007	5	5	1	0	0	0	5	0	0	0	2.64e-06	2e-07	0.25	0	<1.00e-15	<1.12e-12
11	MRM1	mitochondrial rRNA methyltransferase 1 homolog (S. cerevisiae)	284558	4	4	1	0	0	0	0	4	0	0	0.0016	4e-07	0.39	0	<1.00e-15	<1.12e-12
12	CD4	CD4 molecule	379108	3	3	1	1	0	0	0	3	0	0	0.015	3.8e-06	0.00045	0	<1.00e-15	<1.12e-12
13	ACSM2B	acyl-CoA synthetase medium-chain family member 2B	454814	2	2	2	2	0	0	0	1	1	0	0.11	0.00024	0.68	0	<1.00e-15	<1.12e-12
14	C1orf100	chromosome 1 open reading frame 100	126907	2	2	2	0	0	0	0	0	2	0	0.036	0.013	0.75	0	<1.00e-15	<1.12e-12
15	TAPBPL	TAP binding protein-like	353808	2	2	2	1	0	1	0	0	1	0	0.22	0.00055	0.68	0	<1.00e-15	<1.12e-12
16	ABCA3	ATP-binding cassette, sub-family A (ABC1), member 3	1218196	3	1	3	1	0	0	2	1	0	0	0.94	6e-07	0.012	0	<1.00e-15	<1.12e-12
17	PTEN	phosphatase and tensin homolog (mutated in multiple advanced cancers 1)	314597	80	79	65	0	7	19	8	11	35	0	<1.00e-15	0.039	0.38	0.064	<2.44e-15	<2.56e-12
18	RB1	retinoblastoma 1 (including osteosarcoma)	722445	21	21	19	1	1	1	1	0	18	0	<1.00e-15	0.064	0.38	0.12	<4.55e-15	<4.51e-12
19	FOXRED1	FAD-dependent oxidoreductase domain containing 1	345284	9	9	1	0	0	0	0	9	0	0	1.92e-09	2e-07	0.93	0.000019	1.18e-12	1.11e-09
20	NF1	neurofibromin 1 (neurofibromatosis, von Recklinghausen disease, Watson disease)	2380799	31	25	30	1	2	5	3	4	14	3	8.04e-14	0.47	0.71	0.64	1.63e-12	1.45e-09
21	SPTA1	spectrin, alpha, erythrocytic 1 (elliptocytosis 2)	2040988	30	26	28	5	12	4	6	1	7	0	5.42e-13	0.27	0.29	0.37	6.05e-12	5.14e-09
22	COMMD4	COMM domain containing 4	147026	6	6	1	0	0	0	6	0	0	0	2.28e-07	2e-07	1	0.000015	9.26e-11	7.32e-08
23	CRYBA2	crystallin, beta A2	136089	6	6	3	1	0	0	5	1	0	0	1.83e-07	2e-07	0.86	0.000019	9.43e-11	7.32e-08
24	RYR2	ryanodine receptor 2 (cardiac)	3381004	36	28	35	7	21	3	6	6	0	0	3.66e-11	0.11	0.37	0.14	1.42e-10	1.06e-07
25	NRBP2	nuclear receptor binding protein 2	119779	4	4	1	0	0	4	0	0	0	0	0.000072	4e-07	0.99	6e-07	1.08e-09	7.70e-07
26	FUT7	fucosyltransferase 7 (alpha (1,3) fucosyltransferase)	113313	5	5	1	0	0	0	5	0	0	0	4.02e-06	2e-07	0.97	0.000015	1.50e-09	1.03e-06
27	HMP19		143577	5	5	1	0	0	0	5	0	0	0	8.41e-06	2e-07	0.93	0.000011	2.23e-09	1.47e-06
28	MST1	macrophage stimulating 1 (hepatocyte growth factor-like)	467340	10	9	6	0	2	0	0	1	7	0	6.93e-09	0.0053	0.89	0.014	2.35e-09	1.50e-06
29	ZNF704	zinc finger protein 704	335326	5	5	1	0	0	0	0	0	5	0	0.00014	4e-07	0.91	8e-07	2.70e-09	1.66e-06
30	FLG	filaggrin	3183335	30	28	30	13	12	6	6	3	3	0	1.25e-09	0.6	0.044	0.13	3.94e-09	2.29e-06
31	EML2	echinoderm microtubule associated protein like 2	517871	8	8	3	1	0	0	0	0	8	0	4.45e-06	0.000014	0.82	0.000038	3.97e-09	2.29e-06
32	DNASE1L1	deoxyribonuclease I-like 1	189681	6	6	2	1	1	0	5	0	0	0	1.24e-06	0.0001	0.081	0.00014	4.15e-09	2.31e-06
33	FOXC1	forkhead box C1	130178	4	4	3	1	0	0	3	1	0	0	0.00026	2e-07	0.94	8e-07	4.92e-09	2.66e-06
34	TMEM45A	transmembrane protein 45A	233464	5	5	1	0	0	0	0	5	0	0	0.000033	2e-07	0.08	7.2e-06	5.47e-09	2.87e-06
35	ZNF784	zinc finger protein 784	87173	3	3	1	0	0	0	0	0	3	0	0.00029	3.4e-06	0.42	3.6e-06	2.23e-08	0.000011

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)->T .

n3 - number of nonsilent mutations of type: C->(G/A) .

n4 - number of nonsilent mutations of type: A->mut .

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: 55. Number of genes displayed: 10

rank	gene	description	n	cos	n_cos	N_cos	cos_ev	p	q
1	PTEN	phosphatase and tensin homolog (mutated in multiple advanced cancers 1)	80	728	79	200928	2714	0	0
2	TP53	tumor protein p53	89	823	89	227148	26312	0	0
3	IDH1	isocitrate dehydrogenase 1 (NADP+), soluble	15	3	15	828	22380	2.9e-14	4.4e-11
4	PIK3R1	phosphoinositide-3-kinase, regulatory subunit 1 (alpha)	17	33	9	9108	20	3.1e-13	3.5e-10
5	PIK3CA	phosphoinositide-3-kinase, catalytic, alpha polypeptide	19	184	15	50784	3911	1.5e-12	1.3e-09
6	EGFR	epidermal growth factor receptor (erythroblastic leukemia viral (v-erb-b) oncogene homolog, avian)	58	218	46	60168	640	1.7e-12	1.3e-09
7	RB1	retinoblastoma 1 (including osteosarcoma)	21	267	11	73692	30	2e-12	1.3e-09
8	NF1	neurofibromin 1 (neurofibromatosis, von Recklinghausen disease, Watson disease)	31	285	10	78660	18	2.8e-12	1.6e-09
9	PTPN11	protein tyrosine phosphatase, non-receptor type 11 (Noonan syndrome 1)	6	31	4	8556	16	3.6e-08	0.000018
10	BRAF	v-raf murine sarcoma viral oncogene homolog B1	6	88	5	24288	42058	3.9e-08	0.000018

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	nmuts0	nmuts3	nmuts12	npairs0	npairs3	npairs12
2963	EGFR	epidermal growth factor receptor (erythroblastic leukemia viral (v-erb-b) oncogene homolog, avian)	58	158	172	199	158	172	199
4499	IDH1	isocitrate dehydrogenase 1 (NADP+), soluble	15	105	105	105	105	105	105
10104	TP53	tumor protein p53	89	69	161	418	69	161	418
3606	FOXRED1	FAD-dependent oxidoreductase domain containing 1	9	36	36	36	36	36	36
7900	PTEN	phosphatase and tensin homolog (mutated in multiple advanced cancers 1)	80	25	74	157	25	74	157
5436	LPHN1	latrophilin 1	10	16	16	18	16	16	18
878	BBS1	Bardet-Biedl syndrome 1	8	15	15	15	15	15	15
2202	COL5A3	collagen, type V, alpha 3	11	15	15	15	15	15	15
2215	COMMD4	COMM domain containing 4	6	15	15	15	15	15	15
2845	DSCAM	Down syndrome cell adhesion molecule	10	15	15	15	15	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: 170. 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	HSA04010_MAPK_SIGNALING_PATHWAY	Genes involved in MAPK signaling pathway	ACVR1B, ACVR1C, AKT1, AKT2, AKT3, ARRB1, ARRB2, ATF2, ATF4, BDNF, BRAF, CACNA1A, CACNA1B, CACNA1C, CACNA1D, CACNA1E, CACNA1F, CACNA1G, CACNA1H, CACNA1I, CACNA1S, CACNA2D1, CACNA2D2, CACNA2D3, CACNA2D4, CACNB1, CACNB2, CACNB3, CACNB4, CACNG1, CACNG2, CACNG3, CACNG4, CACNG5, CACNG6, CACNG7, CACNG8, CASP3, CD14, CDC25B, CDC42, CHP, CHUK, CRK, CRKL, DAXX, DDIT3, DUSP1, DUSP10, DUSP14, DUSP16, DUSP2, DUSP3, DUSP4, DUSP5, DUSP6, DUSP7, DUSP8, DUSP9, ECSIT, EGF, EGFR, ELK1, ELK4, EVI1, FAS, FASLG, 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, FLNA, FLNB, FLNC, FOS, GADD45A, GADD45B, GADD45G, GNA12, GNG12, GRB2, HRAS, IKBKB, IKBKG, IL1A, IL1B, IL1R1, IL1R2, JUN, JUND, KRAS, LOC653852, MAP2K1, MAP2K1IP1, MAP2K2, MAP2K3, MAP2K4, MAP2K5, MAP2K6, MAP2K7, MAP3K1, MAP3K10, MAP3K12, MAP3K13, MAP3K14, MAP3K2, MAP3K3, MAP3K4, MAP3K5, MAP3K6, MAP3K7, MAP3K7IP1, MAP3K7IP2, MAP3K8, MAP4K1, MAP4K2, MAP4K3, MAP4K4, MAPK1, MAPK10, MAPK11, MAPK12, MAPK13, MAPK14, MAPK3, MAPK7, MAPK8, MAPK8IP1, MAPK8IP2, MAPK8IP3, MAPK9, MAPKAPK2, MAPKAPK3, MAPKAPK5, MAPT, MAX, MEF2C, MKNK1, MKNK2, MOS, MRAS, MYC, NF1, NFATC2, NFATC4, NFKB1, NFKB2, NGFB, NLK, NR4A1, NRAS, NTF3, NTF5, NTRK1, NTRK2, PAK1, PAK2, PDGFA, PDGFB, PDGFRA, PDGFRB, PLA2G10, PLA2G12A, PLA2G12B, PLA2G1B, PLA2G2A, PLA2G2D, PLA2G2E, PLA2G2F, PLA2G3, PLA2G4A, PLA2G5, PLA2G6, PPM1A, PPM1B, PPP3CA, PPP3CB, PPP3CC, PPP3R1, PPP3R2, PPP5C, PRKACA, PRKACB, PRKACG, PRKCA, PRKCB1, PRKCG, PRKX, PRKY, PTPN5, PTPN7, PTPRR, RAC1, RAC2, RAC3, RAF1, RAP1A, RAP1B, RAPGEF2, RASA1, RASA2, RASGRF1, RASGRF2, RASGRP1, RASGRP2, RASGRP3, RASGRP4, RPS6KA1, RPS6KA2, RPS6KA3, RPS6KA4, RPS6KA5, RPS6KA6, RRAS, RRAS2, SOS1, SOS2, SRF, STK3, STK4, STMN1, TAOK1, TAOK2, TAOK3, TGFB1, TGFB2, TGFB3, TGFBR1, TGFBR2, TNF, TNFRSF1A, TP53, TRAF2, TRAF6, ZAK	246	ACVR1C(2), AKT1(1), AKT2(1), AKT3(1), ATF2(1), ATF4(1), BDNF(1), BRAF(6), CACNA1A(4), CACNA1B(7), CACNA1C(5), CACNA1D(9), CACNA1E(9), CACNA1F(10), CACNA1G(6), CACNA1H(9), CACNA1I(5), CACNA1S(12), CACNA2D1(8), CACNA2D2(1), CACNA2D3(3), CACNA2D4(1), CACNB2(1), CACNB3(1), CACNG1(1), CACNG2(1), CACNG3(4), CACNG6(1), CACNG7(1), CACNG8(1), CD14(2), CDC25B(1), CHUK(4), DAXX(4), DDIT3(1), DUSP10(1), DUSP14(1), DUSP16(1), DUSP2(2), DUSP4(3), DUSP8(1), DUSP9(1), EGF(3), EGFR(58), ELK1(1), ELK4(1), FGF10(1), FGF13(1), FGF14(2), FGF18(1), FGF2(1), FGF20(2), FGF21(1), FGF23(3), FGF3(1), FGF6(3), FGF9(1), FGFR1(3), FGFR2(3), FGFR3(2), FGFR4(3), FLNA(14), FLNB(4), FLNC(6), FOS(1), GADD45B(1), GNA12(2), IKBKB(2), IL1R1(2), KRAS(1), MAP2K1(1), MAP2K2(1), MAP2K3(1), MAP2K5(1), MAP2K7(1), MAP3K1(5), MAP3K10(3), MAP3K12(5), MAP3K13(2), MAP3K14(2), MAP3K2(1), MAP3K3(4), MAP3K4(2), MAP3K5(1), MAP3K6(5), MAP3K7(2), MAP4K1(1), MAP4K2(1), MAP4K3(1), MAP4K4(5), MAPK1(3), MAPK13(1), MAPK14(1), MAPK3(2), MAPK7(3), MAPK8IP1(3), MAPK8IP2(3), MAPK8IP3(5), MAPK9(2), MAPKAPK2(1), MAPKAPK3(1), MAPT(1), MAX(2), MEF2C(1), MKNK1(1), NF1(31), NFATC2(1), NFATC4(2), NFKB1(1), NFKB2(1), NR4A1(3), NRAS(1), NTF3(1), NTRK1(4), NTRK2(1), PAK1(2), PDGFRA(10), PDGFRB(5), PLA2G12A(3), PLA2G2A(5), PLA2G2F(2), PLA2G3(2), PLA2G4A(4), PLA2G5(1), PLA2G6(3), PPM1B(1), PPP3CB(1), PPP3R1(1), PPP3R2(1), PPP5C(1), PRKACG(1), PRKCA(3), PRKCG(1), PRKX(2), PTPRR(2), RAP1B(2), RAPGEF2(4), RASA2(1), RASGRF1(5), RASGRF2(6), RASGRP1(1), RASGRP2(2), RASGRP3(2), RASGRP4(3), RPS6KA2(2), RPS6KA3(5), RRAS2(3), SOS1(1), SOS2(4), SRF(2), STK3(2), STK4(1), STMN1(1), TAOK1(1), TAOK2(2), TAOK3(2), TGFB1(1), TGFB2(1), TGFBR1(1), TGFBR2(5), TNFRSF1A(2), TP53(89), TRAF2(2), ZAK(1)	111569559	586	212	515	148	184	87	111	98	100	6	<1.00e-15	<1.28e-14
2	HSA04115_P53_SIGNALING_PATHWAY	Genes involved in p53 signaling pathway	APAF1, ATM, ATR, BAI1, BAX, BBC3, BID, CASP3, CASP8, CASP9, CCNB1, CCNB2, CCNB3, CCND1, CCND2, CCND3, CCNE1, CCNE2, CCNG1, CCNG2, CD82, CDC2, CDK2, CDK4, CDK6, CDKN1A, CDKN2A, CHEK1, CHEK2, CYCS, DDB2, EI24, FAS, GADD45A, GADD45B, GADD45G, GTSE1, IGF1, IGFBP3, LRDD, MDM2, MDM4, P53AIP1, PERP, PMAIP1, PPM1D, PTEN, RCHY1, RFWD2, RPRM, RRM2, RRM2B, SCOTIN, SERPINB5, SERPINE1, SESN1, SESN2, SESN3, SFN, SIAH1, STEAP3, THBS1, TNFRSF10B, TP53, TP53I3, TP73, TSC2, ZMAT3	64	APAF1(1), ATM(7), ATR(9), BAI1(1), BID(4), CCNB3(1), CCND2(1), CCNE1(1), CCNE2(1), CCNG1(2), CDKN1A(1), CDKN2A(3), CHEK1(5), DDB2(1), GADD45B(1), GTSE1(2), IGFBP3(1), MDM2(1), MDM4(2), PERP(3), PPM1D(1), PTEN(80), RFWD2(2), RPRM(1), SERPINB5(2), SERPINE1(1), SESN1(2), SESN2(1), SESN3(3), STEAP3(2), THBS1(3), TP53(89), TP53I3(2), TP73(1), TSC2(2)	25535861	240	158	196	28	44	51	32	39	71	3	<1.00e-15	<1.28e-14
3	ST_INTEGRIN_SIGNALING_PATHWAY	Integrins are transmembrane receptors that mediate cell growth, survival, and migration by binding to ligands in the extracellular matrix.	ABL1, ACK1, ACTN1, ACTR2, ACTR3, AKT1, AKT2, AKT3, ANGPTL2, ARHGEF6, ARHGEF7, BCAR1, BRAF, CAV1, CDC42, CDKN2A, CRK, CSE1L, DDEF1, DOCK1, EPHB2, FYN, GRAF, GRB2, GRB7, GRF2, GRLF1, ILK, ITGA1, ITGA10, ITGA11, ITGA2, ITGA3, ITGA4, ITGA5, ITGA6, ITGA7, ITGA8, ITGA9, ITGB3BP, MAP2K4, MAP2K7, MAP3K11, MAPK1, MAPK10, MAPK8, MAPK8IP1, MAPK8IP2, MAPK8IP3, MAPK9, MRAS, MYLK, MYLK2, P4HB, PAK1, PAK2, PAK3, PAK4, PAK6, PAK7, PIK3CA, PIK3CB, PKLR, PLCG1, PLCG2, PTEN, PTK2, RAF1, RALA, RHO, ROCK1, ROCK2, SHC1, SOS1, SOS2, SRC, TERF2IP, TLN1, TLN2, VASP, WAS, ZYX	78	ABL1(1), ACTN1(1), ACTR3(2), AKT1(1), AKT2(1), AKT3(1), ANGPTL2(2), ARHGEF7(1), BRAF(6), CAV1(1), CDKN2A(3), CSE1L(2), DOCK1(9), EPHB2(6), GRB7(1), GRLF1(4), ILK(2), ITGA1(1), ITGA10(3), ITGA11(2), ITGA2(4), ITGA3(2), ITGA4(7), ITGA5(1), ITGA6(2), ITGA7(3), ITGA8(7), ITGA9(1), MAP2K7(1), MAPK1(3), MAPK8IP1(3), MAPK8IP2(3), MAPK8IP3(5), MAPK9(2), MYLK(7), MYLK2(1), PAK1(2), PAK3(2), PAK6(1), PAK7(3), PIK3CA(19), PIK3CB(2), PKLR(4), PLCG1(3), PLCG2(11), PTEN(80), PTK2(2), RALA(1), RHO(1), ROCK1(3), ROCK2(4), SOS1(1), SOS2(4), SRC(2), TERF2IP(3), TLN1(6), TLN2(5), VASP(2), ZYX(2)	48062722	265	143	245	58	68	49	41	50	57	0	<1.00e-15	<1.28e-14
4	ST_FAS_SIGNALING_PATHWAY	The Fas receptor induces apoptosis and NF-kB activation when bound to Fas ligand.	ADPRT, ALG2, BAK1, BAX, BFAR, BIRC4, BTK, CAD, CASP10, CASP3, CASP8, CASP8AP2, CD7, CDK2AP1, CSNK1A1, DAXX, DEDD, DEDD2, DFFA, DIABLO, EGFR, EPHB2, FADD, FAF1, FAIM2, FREQ, HRB, HSPB1, IL1A, IL8, MAP2K4, MAP2K7, MAP3K1, MAP3K5, MAPK1, MAPK10, MAPK8, MAPK8IP1, MAPK8IP2, MAPK8IP3, MAPK9, MCP, MET, NFAT5, NFKB1, NFKB2, NFKBIA, NFKBIB, NFKBIE, NFKBIL1, NFKBIL2, NR0B2, PFN1, PFN2, PTPN13, RALBP1, RIPK1, ROCK1, SMPD1, TNFRSF6, TNFRSF6B, TP53, TPX2, TRAF2, TUFM, VIL2	59	BTK(1), CAD(6), CASP8AP2(3), CD7(2), DAXX(4), DEDD2(2), DFFA(1), DIABLO(1), EGFR(58), EPHB2(6), FAF1(3), FAIM2(1), MAP2K7(1), MAP3K1(5), MAP3K5(1), MAPK1(3), MAPK8IP1(3), MAPK8IP2(3), MAPK8IP3(5), MAPK9(2), MET(5), NFAT5(3), NFKB1(1), NFKB2(1), NFKBIA(2), NFKBIB(1), NFKBIE(1), NFKBIL1(1), NFKBIL2(6), NR0B2(3), PTPN13(4), RALBP1(3), RIPK1(1), ROCK1(3), TNFRSF6B(2), TP53(89), TPX2(1), TRAF2(2), TUFM(1)	28393004	241	142	182	36	57	53	55	36	38	2	<1.00e-15	<1.28e-14
5	SIG_CHEMOTAXIS	Genes related to chemotaxis	ACTR2, ACTR3, AKT1, AKT2, AKT3, ANGPTL2, ARHGAP1, ARHGAP4, ARHGEF11, BTK, CDC42, CFL1, CFL2, GDI1, GDI2, INPPL1, ITPR1, ITPR2, ITPR3, LIMK1, MYLK, MYLK2, P101-PI3K, PAK1, PAK2, PAK3, PAK4, PAK6, PAK7, PDK1, PIK3CA, PIK3CD, PIK3CG, PIK3R1, PITX2, PPP1R13B, PTEN, RACGAP1, RHO, ROCK1, ROCK2, RPS4X, SAG, WASF1, WASL	44	ACTR3(2), AKT1(1), AKT2(1), AKT3(1), ANGPTL2(2), ARHGAP1(1), ARHGAP4(1), ARHGEF11(3), BTK(1), CFL2(1), INPPL1(4), ITPR1(7), ITPR2(11), ITPR3(11), LIMK1(1), MYLK(7), MYLK2(1), PAK1(2), PAK3(2), PAK6(1), PAK7(3), PIK3CA(19), PIK3CD(2), PIK3CG(12), PIK3R1(17), PTEN(80), RACGAP1(1), RHO(1), ROCK1(3), ROCK2(4), RPS4X(1), WASF1(1)	27707675	205	139	185	32	44	40	31	32	58	0	<1.00e-15	<1.28e-14
6	TELPATHWAY	Telomerase is a ribonucleotide protein that adds telomeric repeats to the 3' ends of chromosomes.	AKT1, BCL2, EGFR, G22P1, HSPCA, IGF1R, KRAS2, MYC, POLR2A, PPP2CA, PRKCA, RB1, TEP1, TERF1, TERT, TNKS, TP53, XRCC5	15	AKT1(1), BCL2(3), EGFR(58), IGF1R(2), POLR2A(2), PPP2CA(1), PRKCA(3), RB1(21), TEP1(4), TERT(8), TNKS(4), TP53(89), XRCC5(1)	11328048	197	139	135	11	45	40	42	22	46	2	<1.00e-15	<1.28e-14
7	HSA04210_APOPTOSIS	Genes involved in apoptosis	AIFM1, AKT1, AKT2, AKT3, APAF1, ATM, BAD, BAX, BCL2, BCL2L1, BID, BIRC2, BIRC3, BIRC4, CAPN1, CAPN2, CASP10, CASP3, CASP6, CASP7, CASP8, CASP9, CFLAR, CHP, CHUK, CSF2RB, CYCS, DFFA, DFFB, ENDOG, FADD, FAS, FASLG, IKBKB, IKBKG, IL1A, IL1B, IL1R1, IL1RAP, IL3, IL3RA, IRAK1, IRAK2, IRAK3, IRAK4, MAP3K14, MYD88, NFKB1, NFKB2, NFKBIA, NGFB, NTRK1, PIK3CA, PIK3CB, PIK3CD, PIK3CG, PIK3R1, PIK3R2, PIK3R3, PIK3R5, PPP3CA, PPP3CB, PPP3CC, PPP3R1, PPP3R2, PRKACA, PRKACB, PRKACG, PRKAR1A, PRKAR1B, PRKAR2A, PRKAR2B, RELA, RIPK1, TNF, TNFRSF10A, TNFRSF10B, TNFRSF10C, TNFRSF10D, TNFRSF1A, TNFSF10, TP53, TRADD, TRAF2	79	AIFM1(4), AKT1(1), AKT2(1), AKT3(1), APAF1(1), ATM(7), BCL2(3), BID(4), BIRC2(1), BIRC3(1), CAPN1(5), CAPN2(1), CASP6(1), CHUK(4), CSF2RB(4), DFFA(1), DFFB(3), IKBKB(2), IL1R1(2), IL1RAP(2), IRAK1(2), IRAK2(3), IRAK3(2), IRAK4(2), MAP3K14(2), NFKB1(1), NFKB2(1), NFKBIA(2), NTRK1(4), PIK3CA(19), PIK3CB(2), PIK3CD(2), PIK3CG(12), PIK3R1(17), PIK3R2(5), PIK3R5(2), PPP3CB(1), PPP3R1(1), PPP3R2(1), PRKACG(1), PRKAR2A(1), PRKAR2B(1), RIPK1(1), TNFRSF10A(2), TNFRSF1A(2), TNFSF10(5), TP53(89), TRAF2(2)	32877178	234	133	199	39	59	40	36	53	44	2	<1.00e-15	<1.28e-14
8	HSA00562_INOSITOL_PHOSPHATE_METABOLISM	Genes involved in inositol phosphate metabolism	CARKL, FN3K, IMPA1, IMPA2, INPP1, INPP4A, INPP4B, INPP5A, INPP5B, INPP5E, INPPL1, IPMK, ISYNA1, ITGB1BP3, ITPK1, ITPKA, ITPKB, MINPP1, MIOX, OCRL, PI4KA, PI4KB, PIB5PA, PIK3C3, PIK3CA, PIK3CB, PIK3CD, PIK3CG, PIP4K2A, PIP4K2B, PIP4K2C, PIP5K1A, PIP5K1B, PIP5K1C, PIP5K3, PLCB1, PLCB2, PLCB3, PLCB4, PLCD1, PLCD3, PLCD4, PLCE1, PLCG1, PLCG2, PLCZ1, PTEN, PTPMT1, SKIP, SYNJ1, SYNJ2	47	FN3K(1), IMPA1(1), INPP1(2), INPP4A(1), INPP4B(1), INPP5A(1), INPP5B(2), INPP5E(1), INPPL1(4), ITGB1BP3(2), ITPKB(2), MINPP1(1), MIOX(1), OCRL(1), PI4KA(1), PI4KB(3), PIK3C3(1), PIK3CA(19), PIK3CB(2), PIK3CD(2), PIK3CG(12), PIP4K2A(3), PIP4K2B(1), PIP4K2C(3), PIP5K1B(2), PIP5K1C(4), PLCB1(3), PLCB2(5), PLCB3(5), PLCB4(3), PLCD1(1), PLCD3(2), PLCD4(2), PLCE1(7), PLCG1(3), PLCG2(11), PLCZ1(1), PTEN(80), SYNJ1(1), SYNJ2(7)	29194980	205	131	187	33	50	41	29	31	53	1	<1.00e-15	<1.28e-14
9	HSA04012_ERBB_SIGNALING_PATHWAY	Genes involved in ErbB signaling pathway	ABL1, ABL2, AKT1, AKT2, AKT3, ARAF, AREG, BAD, BRAF, BTC, CAMK2A, CAMK2B, CAMK2D, CAMK2G, CBL, CBLB, CBLC, CDKN1A, CDKN1B, CRK, CRKL, EGF, EGFR, EIF4EBP1, ELK1, ERBB2, ERBB3, ERBB4, EREG, FRAP1, GAB1, GRB2, GSK3B, HBEGF, HRAS, JUN, KRAS, MAP2K1, MAP2K2, MAP2K4, MAP2K7, MAPK1, MAPK10, MAPK3, MAPK8, MAPK9, MYC, NCK1, NCK2, NRAS, NRG1, NRG2, NRG3, NRG4, PAK1, PAK2, PAK3, PAK4, PAK6, PAK7, PIK3CA, PIK3CB, PIK3CD, PIK3CG, PIK3R1, PIK3R2, PIK3R3, PIK3R5, PLCG1, PLCG2, PRKCA, PRKCB1, PRKCG, PTK2, RAF1, RPS6KB1, RPS6KB2, SHC1, SHC2, SHC3, SHC4, SOS1, SOS2, SRC, STAT5A, STAT5B, TGFA	85	ABL1(1), ABL2(1), AKT1(1), AKT2(1), AKT3(1), ARAF(1), AREG(1), BRAF(6), CAMK2B(1), CAMK2D(1), CAMK2G(4), CBL(1), CBLB(1), CBLC(1), CDKN1A(1), CDKN1B(3), EGF(3), EGFR(58), ELK1(1), ERBB2(7), ERBB3(4), ERBB4(1), GAB1(1), GSK3B(1), KRAS(1), MAP2K1(1), MAP2K2(1), MAP2K7(1), MAPK1(3), MAPK3(2), MAPK9(2), NRAS(1), NRG1(4), NRG2(1), NRG3(1), PAK1(2), PAK3(2), PAK6(1), PAK7(3), PIK3CA(19), PIK3CB(2), PIK3CD(2), PIK3CG(12), PIK3R1(17), PIK3R2(5), PIK3R5(2), PLCG1(3), PLCG2(11), PRKCA(3), PRKCG(1), PTK2(2), RPS6KB1(1), SHC3(1), SHC4(1), SOS1(1), SOS2(4), SRC(2), STAT5A(2), STAT5B(2), TGFA(2)	40950577	223	129	181	52	58	44	49	46	26	0	<1.00e-15	<1.28e-14
10	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(1), ANAPC1(4), ANAPC10(2), ANAPC11(1), ANAPC2(1), ANAPC4(2), ANAPC5(2), ATM(7), ATR(9), BUB1(4), BUB1B(1), CCNA1(1), CCNB3(1), CCND2(1), CCNE1(1), CCNE2(1), CCNH(2), CDC20(2), CDC23(1), CDC25B(1), CDC27(3), CDC7(2), CDKN1A(1), CDKN1B(3), CDKN2A(3), CDKN2B(1), CDKN2C(4), CDKN2D(1), CHEK1(5), CREBBP(8), CUL1(5), E2F2(3), E2F3(2), EP300(5), ESPL1(8), GADD45B(1), GSK3B(1), HDAC1(1), HDAC2(3), MAD1L1(1), MCM2(3), MCM3(3), MCM4(3), MCM5(1), MCM6(1), MCM7(2), MDM2(1), PCNA(1), PKMYT1(1), PLK1(1), PRKDC(5), PTTG2(2), RB1(21), RBL1(3), RBL2(1), SMAD3(1), SMAD4(1), SMC1A(7), SMC1B(3), TGFB1(1), TGFB2(1), TP53(89), YWHAB(1), YWHAE(2)	54445600	261	129	232	42	53	45	52	32	76	3	<1.00e-15	<1.28e-14

Table 7. Get Full Table A Ranked List of Significantly Mutated Genesets (Excluding Significantly Mutated Genes). Number of significant genesets found: 0. 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	HSA04640_HEMATOPOIETIC_CELL_LINEAGE	Genes involved in hematopoietic cell lineage	ANPEP, CD14, CD19, CD1A, CD1B, CD1C, CD1D, CD1E, CD2, CD22, CD24, CD33, CD34, CD36, CD37, CD38, CD3D, CD3E, CD3G, CD4, CD44, CD5, CD55, CD59, CD7, CD8A, CD8B, CD9, CR1, CR2, CSF1, CSF1R, CSF2, CSF2RA, CSF3, CSF3R, DNTT, EPO, EPOR, FCER2, FCGR1A, FLT3, FLT3LG, GP1BA, GP1BB, GP5, GP9, GYPA, HLA-DRA, HLA-DRB1, HLA-DRB3, HLA-DRB4, HLA-DRB5, IL11, IL11RA, IL1A, IL1B, IL1R1, IL1R2, IL2RA, IL3, IL3RA, IL4, IL4R, IL5, IL5RA, IL6, IL6R, IL7, IL7R, IL9R, ITGA1, ITGA2, ITGA2B, ITGA3, ITGA4, ITGA5, ITGA6, ITGAM, ITGB3, KIT, KITLG, MME, MS4A1, TFRC, THPO, TNF, TPO	79	ANPEP(3), CD14(2), CD19(2), CD1B(1), CD1D(2), CD1E(1), CD22(5), CD33(3), CD34(2), CD36(2), CD38(2), CD3E(1), CD3G(1), CD44(4), CD5(2), CD55(2), CD7(2), CD8A(1), CD8B(1), CD9(2), CR1(5), CR2(6), CSF1R(3), CSF3R(2), DNTT(2), EPO(1), EPOR(1), FLT3(7), FLT3LG(1), GP9(1), GYPA(1), HLA-DRA(1), HLA-DRB1(2), HLA-DRB5(2), IL1R1(2), IL2RA(3), IL4(1), IL4R(6), IL5RA(1), IL6(2), IL6R(2), IL7(1), IL7R(1), ITGA1(1), ITGA2(4), ITGA2B(2), ITGA3(2), ITGA4(7), ITGA5(1), ITGA6(2), ITGAM(8), ITGB3(1), KIT(3), KITLG(2), MS4A1(2), TFRC(2), THPO(1), TPO(4)	31351365	137	76	135	51	54	23	28	20	12	0	0.00028	0.11
2	HSA04070_PHOSPHATIDYLINOSITOL_SIGNALING_SYSTEM	Genes involved in phosphatidylinositol signaling system	CALM1, CALM2, CALM3, CALML3, CALML6, CARKL, CDIPT, CDS1, CDS2, DGKA, DGKB, DGKD, DGKE, DGKG, DGKH, DGKI, DGKQ, DGKZ, FN3K, IMPA1, IMPA2, INPP1, INPP4A, INPP4B, INPP5A, INPP5B, INPP5D, INPP5E, INPPL1, ITGB1BP3, ITPK1, ITPKA, ITPKB, ITPR1, ITPR2, ITPR3, OCRL, PI4KA, PI4KB, PIB5PA, PIK3C2A, PIK3C2B, PIK3C2G, PIK3C3, PIK3CA, PIK3CB, PIK3CD, PIK3CG, PIK3R1, PIK3R2, PIK3R3, PIK3R5, PIP4K2A, PIP4K2B, PIP4K2C, PIP5K1A, PIP5K1B, PIP5K1C, PIP5K3, PLCB1, PLCB2, PLCB3, PLCB4, PLCD1, PLCD3, PLCD4, PLCE1, PLCG1, PLCG2, PLCZ1, PRKCA, PRKCB1, PRKCG, PTEN, PTPMT1, SKIP, SYNJ1, SYNJ2	69	CALM1(1), CDS1(1), DGKB(1), DGKD(6), DGKE(2), DGKG(5), DGKH(3), DGKI(3), DGKQ(1), DGKZ(5), FN3K(1), IMPA1(1), INPP1(2), INPP4A(1), INPP4B(1), INPP5A(1), INPP5B(2), INPP5D(6), INPP5E(1), INPPL1(4), ITGB1BP3(2), ITPKB(2), ITPR1(7), ITPR2(11), ITPR3(11), OCRL(1), PI4KA(1), PI4KB(3), PIK3C2A(3), PIK3C2B(2), PIK3C3(1), PIK3CB(2), PIK3CD(2), PIK3CG(12), PIK3R2(5), PIK3R5(2), PIP4K2A(3), PIP4K2B(1), PIP4K2C(3), PIP5K1B(2), PIP5K1C(4), PLCB1(3), PLCB2(5), PLCB3(5), PLCB4(3), PLCD1(1), PLCD3(2), PLCD4(2), PLCE1(7), PLCG1(3), PLCG2(11), PLCZ1(1), PRKCA(3), PRKCG(1), SYNJ1(1), SYNJ2(7)	46351323	183	92	181	48	68	29	33	25	27	1	0.00057	0.11
3	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	158	ADORA1(2), ADORA2B(1), ADORA3(1), ADRA1D(1), ADRA2C(4), ADRB1(1), ADRB2(1), AGTR1(2), AGTR2(1), AVPR1A(3), AVPR1B(1), BDKRB1(1), BDKRB2(3), BRS3(2), C3AR1(1), CCBP2(1), CCKAR(3), CCKBR(2), CCR1(2), CCR10(1), CCR3(2), CCR4(1), CCR6(2), CCR7(2), CCR8(1), CCR9(2), CHML(2), CHRM2(4), CHRM3(3), CMKLR1(1), CNR1(2), CNR2(3), CX3CR1(2), CXCR3(2), DRD1(2), DRD2(1), DRD3(1), DRD5(4), EDNRA(1), EDNRB(1), F2RL3(1), FPR1(1), FSHR(1), GALR1(3), GALR2(1), GALT(1), GHSR(4), GNB2L1(1), GPR17(1), GPR174(1), GPR27(3), GPR3(1), GPR37(3), GPR4(1), GPR50(3), GPR6(5), GPR83(4), GPR87(1), GRPR(1), HCRTR1(2), HCRTR2(1), HRH1(1), HRH2(5), HRH3(1), HTR1A(2), HTR1B(3), HTR1D(1), HTR1E(2), HTR1F(2), HTR2A(1), HTR2C(2), HTR4(1), HTR5A(4), HTR6(1), HTR7(1), LHCGR(1), MC3R(6), MC4R(3), MC5R(2), MLNR(1), NMUR1(2), NMUR2(5), NPY5R(4), NTSR1(2), OPN1SW(2), OPRK1(1), OPRL1(2), OPRM1(4), OR1F1(2), OR1Q1(1), OR2H1(4), OR7A5(1), OR7C1(1), OXTR(2), P2RY1(1), P2RY10(1), P2RY13(3), P2RY14(1), P2RY2(2), P2RY6(2), PPYR1(2), PTAFR(2), PTGDR(1), PTGER2(2), PTGER4(2), PTGFR(2), PTGIR(1), RHO(1), RRH(1), SSTR2(1), SSTR3(2), SSTR4(4), TRHR(2)	46757547	219	105	217	84	99	27	38	40	15	0	0.0007	0.11
4	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	238	ACVR1(3), ACVR2B(1), AMHR2(3), BMPR1A(2), BMPR1B(1), BMPR2(2), CCL13(1), CCL15(1), CCL19(1), CCL2(2), CCL20(1), CCL22(1), CCL24(1), CCL26(1), CCL3(1), CCL5(1), CCL7(1), CCR1(2), CCR3(2), CCR4(1), CCR6(2), CCR7(2), CCR8(1), CCR9(2), CD70(1), CLCF1(1), CNTF(1), CSF1R(3), CSF2RB(4), CSF3R(2), CX3CL1(1), CX3CR1(2), CXCL1(1), CXCL13(1), CXCL6(3), CXCR3(2), CXCR6(1), EDA(3), EGF(3), EPO(1), EPOR(1), FLT1(2), FLT3(7), FLT3LG(1), FLT4(3), GDF5(2), GH1(1), GH2(2), GHR(3), HGF(4), IFNA13(1), IFNA14(1), IFNA17(1), IFNA21(1), IFNA5(1), IFNA7(2), IFNAR2(1), IFNB1(1), IFNG(1), IFNGR1(1), IFNGR2(1), IFNW1(1), IL10RA(1), IL12B(1), IL12RB1(4), IL12RB2(4), IL13RA1(1), IL15RA(1), IL17RB(1), IL18R1(1), IL18RAP(4), IL1R1(2), IL1RAP(2), IL2(1), IL21(1), IL21R(4), IL22(3), IL22RA1(1), IL23R(2), IL24(1), IL26(1), IL28A(1), IL28B(1), IL28RA(1), IL2RA(3), IL2RB(1), IL4(1), IL4R(6), IL5RA(1), IL6(2), IL6R(2), IL7(1), IL7R(1), INHBA(3), INHBB(2), INHBE(1), KDR(10), KIT(3), KITLG(2), LEPR(1), LIFR(1), LTBR(1), MET(5), MPL(2), NGFR(1), OSM(1), OSMR(2), PDGFC(3), PDGFRB(5), PPBP(2), PRL(3), RELT(1), TGFB1(1), TGFB2(1), TGFBR1(1), TGFBR2(5), TNFRSF10A(2), TNFRSF11A(3), TNFRSF13B(2), TNFRSF14(1), TNFRSF18(1), TNFRSF1A(2), TNFRSF1B(2), TNFRSF25(1), TNFRSF6B(2), TNFRSF8(3), TNFSF10(5), TNFSF11(4), TNFSF13B(2), TNFSF14(3), TNFSF18(1), TNFSF4(1), TNFSF8(1), TNFSF9(3), TPO(4), VEGFA(2), VEGFC(2), XCL1(2), XCL2(2), XCR1(1)	66065757	271	115	270	80	94	38	60	45	34	0	0.00075	0.11
5	HSA00040_PENTOSE_AND_GLUCURONATE_INTERCONVERSIONS	Genes involved in pentose and glucuronate interconversions	AKR1B1, DCXR, GUSB, RPE, UGDH, UGP2, UGT1A1, UGT1A10, UGT1A3, UGT1A4, UGT1A5, UGT1A6, UGT1A7, UGT1A8, UGT1A9, UGT2A1, UGT2A3, UGT2B10, UGT2B11, UGT2B15, UGT2B17, UGT2B28, UGT2B4, UGT2B7, XYLB	24	GUSB(3), RPE(1), UGP2(1), UGT1A1(1), UGT1A10(1), UGT1A3(1), UGT1A5(2), UGT1A6(2), UGT1A9(1), UGT2A1(5), UGT2A3(3), UGT2B10(1), UGT2B11(3), UGT2B17(1), UGT2B28(5), UGT2B4(5), UGT2B7(3), XYLB(4)	9832004	43	32	42	16	12	6	11	10	4	0	0.001	0.12
6	FXRPATHWAY	The nuclear receptor transcription factors FXR and LXR are activated by cholesterol metabolites and regulate cholesterol homeostasis.	FABP6, LDLR, NR0B2, NR1H3, NR1H4, RXRA	6	LDLR(4), NR0B2(3), NR1H3(1), NR1H4(3), RXRA(3)	2161711	14	14	14	3	3	2	4	3	2	0	0.0011	0.12
7	HSA04610_COMPLEMENT_AND_COAGULATION_CASCADES	Genes involved in complement and coagulation cascades	A2M, BDKRB1, BDKRB2, C1QA, C1QB, C1QC, C1R, C1S, C2, C3, C3AR1, C4A, C4B, C4BPA, C4BPB, C5, C5AR1, C6, C7, C8A, C8B, C8G, C9, CD46, CD55, CD59, CFB, CFD, CFH, CFI, CPB2, CR1, CR2, F10, F11, F12, F13A1, F13B, F2, F2R, F3, F5, F7, F8, F9, FGA, FGB, FGG, KLKB1, KNG1, MASP1, MASP2, MBL2, PLAT, PLAU, PLAUR, PLG, PROC, PROS1, SERPINA1, SERPINA5, SERPINC1, SERPIND1, SERPINE1, SERPINF2, SERPING1, TFPI, THBD, VWF	67	A2M(5), BDKRB1(1), BDKRB2(3), C1QB(1), C1QC(1), C1R(1), C1S(1), C2(2), C3(8), C3AR1(1), C5(1), C5AR1(1), C6(3), C7(6), C8A(3), C8B(5), C9(1), CD55(2), CFB(1), CFH(3), CFI(1), CPB2(1), CR1(5), CR2(6), F10(1), F13A1(5), F13B(2), F2(1), F5(9), F7(1), F8(8), F9(4), FGA(3), FGB(1), FGG(4), KLKB1(1), KNG1(4), MASP1(2), MBL2(1), PLAU(2), PLAUR(1), PLG(2), PROC(2), SERPINA1(3), SERPINA5(1), SERPINC1(2), SERPIND1(1), SERPINE1(1), SERPINF2(1), SERPING1(5), THBD(3), VWF(10)	35749445	144	75	141	68	48	23	33	19	20	1	0.0021	0.18
8	CTLPATHWAY	Cytotoxic T lymphocytes induce apoptosis in infected cells presenting antigen-MHC-I complexes via the perforin and Fas/Fas ligand pathways.	B2M, CD3D, CD3E, CD3G, CD3Z, GZMB, HLA-A, ICAM1, ITGAL, ITGB2, PRF1, TNFRSF6, TNFSF6, TRA@, TRB@	10	B2M(2), CD3E(1), CD3G(1), GZMB(3), HLA-A(1), ITGAL(4), ITGB2(5), PRF1(3)	3417489	20	15	20	14	6	1	4	1	8	0	0.0047	0.35
9	BLOOD_CLOTTING_CASCADE		F10, F11, F12, F13B, F2, F5, F7, F8, F8A1, F9, FGA, FGB, FGG, LPA, PLG, PLAT, PLAU, PLG, SERPINB2, SERPINE1, SERPINF2, VWF	20	F10(1), F13B(2), F2(1), F5(9), F7(1), F8(8), F9(4), FGA(3), FGB(1), FGG(4), LPA(6), PLAU(2), PLG(2), SERPINB2(2), SERPINE1(1), SERPINF2(1), VWF(10)	14027949	58	43	58	22	21	10	11	5	11	0	0.0052	0.35
10	HSA00980_METABOLISM_OF_XENOBIOTICS_BY_CYTOCHROME_P450	Genes involved in metabolism of xenobiotics by cytochrome P450	ADH1A, ADH1B, ADH1C, ADH4, ADH5, ADH6, ADH7, ADHFE1, AKR1C1, AKR1C2, AKR1C3, AKR1C4, ALDH1A3, ALDH3A1, ALDH3B1, ALDH3B2, CYP1A1, CYP1A2, CYP1B1, CYP2B6, CYP2C18, CYP2C19, CYP2C8, CYP2C9, CYP2E1, CYP2F1, CYP2S1, CYP3A4, CYP3A43, CYP3A5, CYP3A7, DHDH, EPHX1, GSTA1, GSTA2, GSTA3, GSTA4, GSTA5, GSTK1, GSTM1, GSTM2, GSTM3, GSTM4, GSTM5, GSTO2, GSTP1, GSTT1, GSTT2, GSTZ1, MGST1, MGST2, MGST3, UGT1A1, UGT1A10, UGT1A3, UGT1A4, UGT1A5, UGT1A6, UGT1A7, UGT1A8, UGT1A9, UGT2A1, UGT2A3, UGT2B10, UGT2B11, UGT2B15, UGT2B17, UGT2B28, UGT2B4, UGT2B7	68	ADH1A(4), ADH1B(3), ADH1C(3), ADH6(2), ADH7(1), AKR1C1(3), AKR1C4(2), ALDH1A3(1), ALDH3A1(3), ALDH3B1(2), ALDH3B2(1), CYP1A1(1), CYP1B1(4), CYP2B6(2), CYP2C18(1), CYP2C8(2), CYP2C9(2), CYP2E1(4), CYP2S1(1), CYP3A4(3), CYP3A43(2), CYP3A7(3), DHDH(1), GSTA1(2), GSTA4(2), GSTA5(1), GSTK1(2), GSTM1(1), GSTM3(1), GSTP1(1), GSTT1(1), MGST1(1), MGST3(1), UGT1A1(1), UGT1A10(1), UGT1A3(1), UGT1A5(2), UGT1A6(2), UGT1A9(1), UGT2A1(5), UGT2A3(3), UGT2B10(1), UGT2B11(3), UGT2B17(1), UGT2B28(5), UGT2B4(5), UGT2B7(3)	21984496	98	57	97	32	38	8	24	25	3	0	0.0063	0.37

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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