Mutation Analysis (MutSig v2.0)
Ovarian Serous Cystadenocarcinoma (Primary solid tumor)
22 February 2013  |  analyses__2013_02_22
Maintainer Information
Citation Information
doi:10.7908/C1862DP9
Maintained by Dan DiCara (Broad Institute)
Cite as Broad Institute TCGA Genome Data Analysis Center (2013): Mutation Analysis (MutSig v2.0). Broad Institute of MIT and Harvard. doi:10.7908/C1862DP9
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: OV-TP

  • Number of patients in set: 316

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

  • MAF used for this analysis:OV-TP.final_analysis_set.maf

  • Significantly mutated genes (q ≤ 0.1): 4

  • Mutations seen in COSMIC: 394

  • Significantly mutated genes in COSMIC territory: 39

  • Genes with clustered mutations (≤ 3 aa apart): 132

  • Significantly mutated genesets: 39

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

Mutation Preprocessing

  • Read 148 MAFs of type "Broad"

  • Read 88 MAFs of type "WashU"

  • Read 80 MAFs of type "Baylor"

  • Total number of mutations in input MAFs: 20219

Mutation Filtering

  • Number of mutations before filtering: 20219

  • After removing 1 non-mutations: 20218

  • After removing 778 mutations outside gene set: 19440

  • After removing 9 mutations outside category set: 19431

  • After removing 4 "impossible" mutations in

  • gene-patient-category bins of zero coverage: 18640

Results
Breakdown of Mutations by Type

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

type count
Frame_Shift_Del 441
Frame_Shift_Ins 155
In_Frame_Del 148
In_Frame_Ins 37
Indel 13
Missense_Mutation 13164
Nonsense_Mutation 800
Nonstop_Mutation 16
Silent 4231
Splice_Site_Del 33
Splice_Site_Ins 5
Splice_Site_SNP 388
Total 19431
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 1860 396729715 4.7e-06 4.7 2.5
*Cp(A/C/T)->T 2187 3661505903 6e-07 0.6 0.32
C->(G/A) 5212 4058235618 1.3e-06 1.3 0.69
A->mut 3901 4115893953 9.5e-07 0.95 0.51
indel+null 2030 8174129610 2.5e-07 0.25 0.13
double_null 7 8174129610 8.6e-10 0.00086 0.00046
Total 15197 8174129610 1.9e-06 1.9 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.  Patients counts and rates file used to generate this plot: OV-TP.patients.counts_and_rates.txt

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

Column Descriptions:

  • 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

  • n6 = number of nonsilent mutations of type: double_null

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

  • p_cons = p-value for enrichment of mutations at evolutionarily most-conserved sites in gene

  • p_joint = p-value for clustering + conservation

  • p = p-value (overall)

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

Table 3.  Get Full Table A Ranked List of Significantly Mutated Genes. Number of significant genes found: 4. Number of genes displayed: 35. Click on a gene name to display its stick figure depicting the distribution of mutations and mutation types across the chosen gene (this feature may not be available for all significant genes).

rank gene description N n npat nsite nsil n1 n2 n3 n4 n5 n6 p_classic p_cons p_joint p q
1 TP53 tumor protein p53 401524 279 276 143 3 47 31 39 61 101 0 2.3e-15 0 0 <1.00e-15 <1.71e-11
2 SRC v-src sarcoma (Schmidt-Ruppin A-2) viral oncogene homolog (avian) 372331 4 4 2 0 0 0 4 0 0 0 0.0079 0.025 4.8e-06 6.89e-07 0.00531
3 TBP TATA box binding protein 321652 4 4 2 0 0 0 0 0 4 0 0.00031 1 0.00017 9.33e-07 0.00531
4 RB1 retinoblastoma 1 (including osteosarcoma) 826059 9 9 9 0 0 1 3 0 5 0 2.5e-06 0.72 0.41 1.51e-05 0.0645
5 GABRA6 gamma-aminobutyric acid (GABA) A receptor, alpha 6 440417 6 6 6 1 1 3 1 1 0 0 0.000031 0.36 0.075 3.26e-05 0.111
6 BRCA1 breast cancer 1, early onset 1798045 12 12 12 0 0 0 1 0 11 0 7.2e-06 0.26 0.67 6.43e-05 0.166
7 CSMD3 CUB and Sushi multiple domains 3 3615081 18 18 18 3 0 2 7 8 1 0 0.000046 0.57 0.11 6.91e-05 0.166
8 NF1 neurofibromin 1 (neurofibromatosis, von Recklinghausen disease, Watson disease) 2619095 15 14 15 0 1 1 1 3 9 0 0.000021 0.16 0.29 7.80e-05 0.166
9 C9orf171 chromosome 9 open reading frame 171 251675 5 5 5 0 2 0 2 0 1 0 0.00017 0.02 0.059 0.000125 0.237
10 KCNJ12 potassium inwardly-rectifying channel, subfamily J, member 12 281754 5 5 3 2 5 0 0 0 0 0 0.000087 0.23 0.21 0.000221 0.365
11 CDK12 cyclin-dependent kinase 12 1351667 9 9 9 0 0 0 1 3 5 0 0.00027 0.32 0.075 0.000235 0.365
12 ARHGEF9 Cdc42 guanine nucleotide exchange factor (GEF) 9 494011 5 5 5 0 0 1 2 1 1 0 0.0012 0.36 0.02 0.000272 0.387
13 FAT3 FAT tumor suppressor homolog 3 (Drosophila) 3706784 20 19 20 1 4 2 3 10 1 0 0.000035 0.39 0.76 0.000304 0.399
14 VN1R5 vomeronasal 1 receptor 5 296700 4 4 4 0 0 2 1 1 0 0 0.00032 0.9 0.093 0.000341 0.417
15 FAM171B family with sequence similarity 171, member B 744587 7 7 7 0 1 1 2 2 1 0 0.000086 0.67 0.41 0.000398 0.432
16 CHST2 carbohydrate (N-acetylglucosamine-6-O) sulfotransferase 2 172127 5 5 5 1 0 2 2 1 0 0 4e-05 0.98 1 0.000444 0.432
17 CYP11B1 cytochrome P450, family 11, subfamily B, polypeptide 1 456589 7 7 6 0 1 0 3 3 0 0 0.000043 0.76 1 0.000473 0.432
18 SLCO1C1 solute carrier organic anion transporter family, member 1C1 717910 6 6 6 0 0 1 4 1 0 0 0.00037 0.76 0.12 0.000475 0.432
19 LAIR1 leukocyte-associated immunoglobulin-like receptor 1 267149 3 3 3 1 0 0 1 1 1 0 0.0065 0.019 0.0068 0.000485 0.432
20 GLI2 GLI-Kruppel family member GLI2 947026 10 9 10 0 2 3 3 1 1 0 0.000081 0.29 0.57 0.000506 0.432
21 GAS2L1 growth arrest-specific 2 like 1 197396 4 4 4 0 0 0 3 1 0 0 0.00066 0.45 0.083 0.000595 0.484
22 EFEMP1 EGF-containing fibulin-like extracellular matrix protein 1 475456 5 5 5 0 1 0 3 0 1 0 0.0011 0.02 0.064 0.000762 0.592
23 PPP1R3A protein phosphatase 1, regulatory (inhibitor) subunit 3A 1053877 8 8 8 2 1 1 2 4 0 0 0.00015 0.13 0.53 0.000832 0.603
24 HAS2 hyaluronan synthase 2 527414 5 5 5 0 0 1 3 0 1 0 0.00069 0.34 0.12 0.000847 0.603
25 SI sucrase-isomaltase (alpha-glucosidase) 1778977 10 10 10 0 1 1 4 4 0 0 0.0002 0.61 0.47 0.000944 0.645
26 LCOR ligand dependent nuclear receptor corepressor 396634 4 4 4 0 0 1 1 0 2 0 0.0016 0.017 0.086 0.00134 0.833
27 TAS2R1 taste receptor, type 2, member 1 278655 3 3 3 0 0 0 2 0 1 0 0.0035 0.084 0.038 0.00134 0.833
28 ZNF479 zinc finger protein 479 365518 5 5 5 0 0 2 2 1 0 0 0.0002 0.34 0.71 0.00141 0.833
29 SLC4A9 solute carrier family 4, sodium bicarbonate cotransporter, member 9 663836 3 3 3 0 0 0 1 2 0 0 0.076 0.048 0.0021 0.00155 0.833
30 SMARCB1 SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily b, member 1 340089 4 4 4 1 1 1 0 1 1 0 0.0018 0.62 0.094 0.00160 0.833
31 SLITRK3 SLIT and NTRK-like family, member 3 924753 5 5 5 1 2 0 1 1 1 0 0.0062 0.38 0.027 0.00162 0.833
32 TACC3 transforming, acidic coiled-coil containing protein 3 311979 5 5 5 0 0 1 0 2 2 0 0.00019 0.74 0.89 0.00164 0.833
33 USH2A Usher syndrome 2A (autosomal recessive, mild) 5014417 20 20 20 3 2 5 3 7 3 0 0.00031 0.27 0.57 0.00169 0.833
34 COL5A3 collagen, type V, alpha 3 1408232 7 7 7 1 0 3 3 0 1 0 0.019 0.0076 0.0097 0.00173 0.833
35 OR5D16 olfactory receptor, family 5, subfamily D, member 16 307171 4 4 4 0 2 0 1 1 0 0 0.00036 0.14 0.51 0.00178 0.833
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: 39. Number of genes displayed: 10

rank gene description n cos n_cos N_cos cos_ev p q
1 TP53 tumor protein p53 279 824 278 260384 70907 0 0
2 RB1 retinoblastoma 1 (including osteosarcoma) 9 267 8 84372 16 9.6e-12 2.1e-08
3 NF1 neurofibromin 1 (neurofibromatosis, von Recklinghausen disease, Watson disease) 15 285 6 90060 8 2.7e-08 0.000039
4 MYO3A myosin IIIA 7 14 3 4424 3 9.2e-08 0.0001
5 KLK10 kallikrein-related peptidase 10 2 2 2 632 2 6.9e-07 0.0006
6 CDC27 cell division cycle 27 homolog (S. cerevisiae) 4 3 2 948 2 1.5e-06 0.0011
7 ERBB2 v-erb-b2 erythroblastic leukemia viral oncogene homolog 2, neuro/glioblastoma derived oncogene homolog (avian) 4 42 3 13272 4 2.5e-06 0.0015
8 MLL4 myeloid/lymphoid or mixed-lineage leukemia 2 4 6 2 1896 2 6.2e-06 0.0034
9 NIPBL Nipped-B homolog (Drosophila) 5 7 2 2212 2 8.4e-06 0.0041
10 FBXW7 F-box and WD repeat domain containing 7 4 91 3 28756 118 0.000024 0.011

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 nmuts0 nmuts3 nmuts12 npairs0 npairs3 npairs12
7338 TP53 tumor protein p53 277 0 575 1491 3592 575 1491 3592
2019 DNAH5 dynein, axonemal, heavy chain 5 15 0 3 3 6 3 3 6
6808 SRC v-src sarcoma (Schmidt-Ruppin A-2) viral oncogene homolog (avian) 4 0 3 3 6 3 3 6
4502 MYO3A myosin IIIA 7 0 3 3 3 3 3 3
3565 KCNJ12 potassium inwardly-rectifying channel, subfamily J, member 12 5 0 2 2 2 2 2 2
4432 MTOR mechanistic target of rapamycin (serine/threonine kinase) 7 0 1 6 6 1 6 6
5431 PLA2G4F phospholipase A2, group IVF 4 0 1 3 3 1 3 3
151 ADAMTS4 ADAM metallopeptidase with thrombospondin type 1 motif, 4 4 0 1 2 2 1 2 2
166 ADCY2 adenylate cyclase 2 (brain) 6 0 1 2 2 1 2 2
3475 ITGB7 integrin, beta 7 4 0 1 1 3 1 1 3

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: 39. 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 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 106 ABL1(1), ANAPC1(1), ANAPC2(1), ANAPC4(1), ANAPC5(1), ATM(5), ATR(2), BUB1(1), BUB1B(2), BUB3(1), CCNA1(2), CCNA2(1), CCNB3(3), CCNH(1), CDC20(1), CDC25B(2), CDC27(4), CDC6(1), CDC7(2), CDK2(1), CDKN1A(1), CDKN1B(1), CDKN2C(2), CDKN2D(1), CHEK2(1), CREBBP(7), E2F2(1), EP300(1), GADD45A(1), GADD45B(1), GSK3B(1), HDAC1(1), MAD2L2(1), MCM2(2), MCM3(1), MCM4(2), MCM5(2), ORC1L(1), ORC4L(1), PRKDC(8), RB1(9), RBL1(1), RBL2(3), SKP2(2), SMC1A(5), SMC1B(3), TFDP1(2), TP53(279), YWHAB(1), YWHAE(2), YWHAG(2) 59044916 380 287 244 28 60 44 71 84 121 0 <1.00e-15 <4.88e-14
2 G1_TO_S_CELL_CYCLE_REACTOME ATM, CCNA1, CCNB1, CCND1, CCND2, CCND3, CCNE1, CCNE2, CCNG2, CCNH, CDC25A, CDC45L, CDK2, CDK4, CDK7, CDKN1A, CDKN1B, CDKN1C, CDKN2A, CDKN2B, CDKN2C, CDKN2D, CREB3, CREB3L1, CREB3L3, CREB3L4, CREBL1, CREBL1, TNXB, E2F1, E2F2, E2F3, E2F4, E2F5, E2F6, FLJ14001, GADD45A, GBA2, MCM2, MCM3, MCM4, MCM5, MCM6, MCM7, MDM2, MNAT1, MYC, MYT1, NACA, NACA, FKSG17, ORC1L, ORC2L, ORC3L, ORC4L, ORC5L, ORC6L, PCNA, POLA2, POLE, POLE2, PRIM1, PRIM2A, RB1, RBL1, RPA1, RPA2, RPA3, TFDP1, TFDP2, TP53, WEE1 64 ATM(5), CCNA1(2), CCNG2(1), CCNH(1), CDK2(1), CDKN1A(1), CDKN1B(1), CDKN2C(2), CDKN2D(1), CREB3L1(1), CREB3L4(1), E2F2(1), E2F5(1), GADD45A(1), GBA2(2), MCM2(2), MCM3(1), MCM4(2), MCM5(2), MNAT1(1), MYT1(2), NACA(4), ORC1L(1), ORC4L(1), POLE(2), POLE2(1), RB1(9), RBL1(1), RPA1(2), RPA2(1), TFDP1(2), TNXB(4), TP53(279) 32487850 339 286 203 24 56 38 60 70 115 0 <1.00e-15 <4.88e-14
3 CELL_CYCLE_KEGG ABL1, ASK, ATM, BUB1, BUB1B, BUB3, CCNA1, CCNA2, CCNB1, CCNB2, CCNB3, CCND2, CCND3, CCNE1, CCNE2, CCNH, CDAN1, CDC14A, CDC14B, CDC14B, CDC14C, CDC2, CDC20, CDC25A, CDC25B, CDC25C, CDC45L, CDC6, CDC7, CDH1, CDK2, CDK4, CDKN1A, CDKN2A, CHEK1, CHEK2, DTX4, E2F1, E2F2, E2F3, E2F4, E2F5, E2F6, EP300, ESPL1, FLJ14001, GADD45A, GSK3B, HDAC1, HDAC2, HDAC3, HDAC4, HDAC5, HDAC6, HDAC7A, HDAC8, MAD1L1, MAD2L1, MAD2L2, MCM2, MCM3, MCM4, MCM5, MCM6, MCM7, MDM2, MPEG1, MPL, ORC1L, ORC2L, ORC3L, ORC4L, ORC5L, ORC6L, PCNA, PLK1, PRKDC, PTPRA, PTTG1, PTTG2, PTTG3, RB1, RBL1, SKP2, SMAD4, SMC1L1, TBC1D8, TFDP1, TGFB1, TP53, WEE1 82 ABL1(1), ATM(5), BUB1(1), BUB1B(2), BUB3(1), CCNA1(2), CCNA2(1), CCNB3(3), CCNH(1), CDAN1(2), CDC20(1), CDC25B(2), CDC6(1), CDC7(2), CDH1(2), CDK2(1), CDKN1A(1), CHEK2(1), E2F2(1), E2F5(1), EP300(1), GADD45A(1), GSK3B(1), HDAC1(1), HDAC3(2), HDAC4(2), HDAC5(1), HDAC6(2), MAD2L2(1), MCM2(2), MCM3(1), MCM4(2), MCM5(2), MPEG1(1), ORC1L(1), ORC4L(1), PRKDC(8), RB1(9), RBL1(1), SKP2(2), TBC1D8(3), TFDP1(2), TP53(279) 48736010 358 283 222 27 56 42 65 80 115 0 <1.00e-15 <4.88e-14
4 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 78 AIFM1(2), APAF1(2), ATM(5), BID(1), BIRC3(2), CASP6(1), CASP7(1), CASP9(1), CHUK(1), CSF2RB(3), FADD(1), IKBKB(1), IRAK1(2), IRAK2(1), IRAK3(2), IRAK4(1), MAP3K14(1), NFKB1(1), NTRK1(4), PIK3CA(2), PIK3CB(1), PIK3CG(3), PIK3R1(1), PIK3R2(2), PIK3R5(1), PPP3CC(1), PRKACG(1), PRKAR2A(1), PRKAR2B(1), RELA(1), TNF(1), TNFRSF10A(2), TNFRSF10D(1), TNFRSF1A(1), TNFSF10(1), TP53(279), TRAF2(1) 35255671 334 282 198 25 53 42 59 75 105 0 <1.00e-15 <4.88e-14
5 G2PATHWAY Activated Cdc2-cyclin B kinase regulates the G2/M transition; DNA damage stimulates the DNA-PK/ATM/ATR kinases, which inactivate Cdc2. ATM, ATR, BRCA1, CCNB1, CDC2, CDC25A, CDC25B, CDC25C, CDC34, CDKN1A, CDKN2D, CHEK1, CHEK2, EP300, GADD45A, MDM2, MYT1, PLK, PRKDC, RPS6KA1, TP53, WEE1, YWHAH, YWHAQ 21 ATM(5), ATR(2), BRCA1(12), CDC25B(2), CDKN1A(1), CDKN2D(1), CHEK2(1), EP300(1), GADD45A(1), MYT1(2), PRKDC(8), RPS6KA1(1), TP53(279) 18900608 316 280 180 7 49 34 46 71 116 0 <1.00e-15 <4.88e-14
6 CHEMICALPATHWAY DNA damage promotes Bid cleavage, which stimulates mitochondrial cytochrome c release and consequent caspase activation, resulting in apoptosis. ADPRT, AKT1, APAF1, ATM, BAD, BAX, BCL2, BCL2L1, BID, CASP3, CASP6, CASP7, CASP9, CYCS, EIF2S1, PRKCA, PRKCB1, PTK2, PXN, STAT1, TLN1, TP53 20 APAF1(2), ATM(5), BID(1), CASP6(1), CASP7(1), CASP9(1), EIF2S1(1), PRKCA(1), PTK2(1), PXN(5), STAT1(2), TLN1(1), TP53(279) 12296579 301 279 165 7 49 33 50 66 103 0 <1.00e-15 <4.88e-14
7 RBPATHWAY The ATM protein kinase recognizes DNA damage and blocks cell cycle progression by phosphorylating chk1 and p53, which normally inhibits Rb to allow G1/S transitions. ATM, CDC2, CDC25A, CDC25B, CDC25C, CDK2, CDK4, CHEK1, MYT1, RB1, TP53, WEE1, YWHAH 12 ATM(5), CDC25B(2), CDK2(1), MYT1(2), RB1(9), TP53(279) 7986534 298 279 162 5 47 33 47 64 107 0 <1.00e-15 <4.88e-14
8 P53PATHWAY p53 induces cell cycle arrest or apoptosis under conditions of DNA damage. APAF1, ATM, BAX, BCL2, CCND1, CCNE1, CDK2, CDK4, CDKN1A, E2F1, GADD45A, MDM2, PCNA, RB1, TIMP3, TP53 16 APAF1(2), ATM(5), CDK2(1), CDKN1A(1), GADD45A(1), RB1(9), TP53(279) 8056664 298 278 162 3 48 34 44 65 107 0 <1.00e-15 <4.88e-14
9 ST_JNK_MAPK_PATHWAY JNKs are MAP kinases regulated by several levels of kinases (MAPKK, MAPKKK) and phosphorylate transcription factors and regulatory proteins. AKT1, ATF2, CDC42, DLD, DUSP10, DUSP4, DUSP8, GAB1, GADD45A, GCK, IL1R1, JUN, MAP2K4, MAP2K5, MAP2K7, MAP3K1, MAP3K10, MAP3K11, MAP3K12, MAP3K13, MAP3K2, MAP3K3, MAP3K4, MAP3K5, MAP3K7, MAP3K7IP1, MAP3K7IP2, MAP3K9, MAPK10, MAPK7, MAPK8, MAPK9, MYEF2, NFATC3, NR2C2, PAPPA, SHC1, TP53, TRAF6, ZAK 36 GADD45A(1), MAP2K4(1), MAP3K1(1), MAP3K10(2), MAP3K12(1), MAP3K13(2), MAP3K2(2), MAP3K3(1), MAP3K4(2), MAP3K5(2), MAP3K7(3), MAP3K9(1), MAPK8(1), MAPK9(1), MYEF2(1), PAPPA(3), SHC1(1), TP53(279), TRAF6(2) 21375636 307 278 171 6 51 37 50 65 104 0 <1.00e-15 <4.88e-14
10 PMLPATHWAY Ring-shaped PML nuclear bodies regulate transcription and are required co-activators in p53- and DAXX-mediated apoptosis. CREBBP, DAXX, HRAS, PAX3, PML, PRAM-1, RARA, RB1, SIRT1, SP100, TNF, TNFRSF1A, TNFRSF1B, TNFRSF6, TNFSF6, TP53, UBL1 13 CREBBP(7), DAXX(1), PAX3(5), RARA(1), RB1(9), SP100(4), TNF(1), TNFRSF1A(1), TP53(279) 8081303 308 277 172 6 49 34 47 66 112 0 <1.00e-15 <4.88e-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 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(3), NR1H3(4), NR1H4(3), RXRA(2) 2264708 12 12 12 0 2 2 3 2 3 0 0.00088 0.38
2 FLUMAZENILPATHWAY Flumazenil is a benzodiazepine receptor antagonist that may induce protective preconditioning in ischemic cardiomyocytes. GABRA1, GABRA2, GABRA3, GABRA4, GABRA5, GABRA6, GPX1, PRKCE, SOD1 9 GABRA1(2), GABRA2(2), GABRA3(1), GABRA4(1), GABRA5(1), GABRA6(6), PRKCE(1) 3428866 14 14 14 3 3 3 2 4 2 0 0.0019 0.38
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 151 ADORA2B(2), ADORA3(2), ADRA1A(1), ADRB2(1), AGTR2(2), AVPR1B(3), AVPR2(1), BDKRB1(4), BDKRB2(3), BRS3(1), CCKBR(1), CCR3(2), CCR6(1), CCR8(1), CCR9(1), CHML(3), CHRM2(4), CHRM3(3), CHRM5(1), CXCR3(2), DRD1(2), DRD3(1), EDNRA(1), F2R(2), F2RL2(1), FPR1(1), FSHR(4), GALR1(1), GHSR(1), GPR173(1), GPR174(1), GPR35(1), GPR37(2), GPR37L1(1), GPR4(2), GPR50(2), GPR77(1), GRPR(1), HCRTR1(1), HCRTR2(1), HRH1(1), HTR1A(2), HTR1E(2), HTR1F(3), HTR2A(3), HTR2C(4), HTR4(2), HTR5A(2), HTR6(1), LHCGR(3), MAS1(1), MC3R(2), MC4R(1), MC5R(2), MLNR(1), MTNR1A(1), NMBR(1), NMUR2(2), OPN1SW(2), OPRD1(2), OPRK1(1), OR10A5(1), OR11A1(1), OR12D3(2), OR5V1(3), OR7C1(2), OR8B8(1), P2RY10(2), P2RY12(1), P2RY13(4), P2RY2(2), P2RY6(1), PPYR1(2), PTGDR(1), PTGFR(3), RRH(1), SSTR1(1), SUCNR1(1) 48728343 135 103 135 30 22 12 52 38 11 0 0.0022 0.38
4 GABAPATHWAY Gamma-aminobutyric acid (GABA) is an inhibitory neurotransmitter whose receptor is regulated by Plic-1, gephyrin, and GABARAP, which promote receptor clustering. DNM1, GABARAP, GABRA1, GABRA2, GABRA3, GABRA4, GABRA5, GABRA6, GPHN, NSF, SRC, UBQLN1 11 DNM1(2), GABRA1(2), GABRA2(2), GABRA3(1), GABRA4(1), GABRA5(1), GABRA6(6), GPHN(2) 4946796 17 17 17 4 4 4 2 5 2 0 0.0038 0.38
5 HSA04080_NEUROACTIVE_LIGAND_RECEPTOR_INTERACTION Genes involved in neuroactive ligand-receptor interaction ADCYAP1R1, ADORA1, ADORA2A, ADORA2B, ADORA3, ADRA1A, ADRA1B, ADRA2A, ADRA2B, ADRA2C, ADRB1, ADRB2, ADRB3, AGTR1, AGTR2, AGTRL1, AVPR1A, AVPR1B, AVPR2, BDKRB1, BDKRB2, BRS3, C3AR1, C5AR1, CALCR, CALCRL, CCKAR, CCKBR, CGA, CHRM1, CHRM2, CHRM3, CHRM4, CHRM5, CNR1, CNR2, CRHR1, CRHR2, CTSG, CYSLTR1, CYSLTR2, DRD1, DRD2, DRD3, DRD4, DRD5, EDG1, EDG2, EDG3, EDG4, EDG5, EDG6, EDG7, EDG8, EDNRA, EDNRB, F2, F2R, F2RL1, F2RL2, F2RL3, FPR1, FPRL1, FPRL2, FSHB, FSHR, GABBR1, GABBR2, GABRA1, GABRA2, GABRA3, GABRA4, GABRA5, GABRA6, GABRB1, GABRB2, GABRB3, GABRD, GABRE, GABRG1, GABRG2, GABRG3, GABRP, GABRQ, GABRR1, GABRR2, GALR1, GALR2, GALR3, GCGR, GH1, GH2, GHR, GHRHR, GHSR, GIPR, GLP1R, GLP2R, GLRA1, GLRA2, GLRA3, GLRB, GNRHR, GPR156, GPR23, GPR35, GPR50, GPR63, GPR83, GRIA1, GRIA2, GRIA3, GRIA4, GRID1, GRID2, GRIK1, GRIK2, GRIK3, GRIK4, GRIK5, GRIN1, GRIN2A, GRIN2B, GRIN2C, GRIN2D, GRIN3A, GRIN3B, GRM1, GRM2, GRM3, GRM4, GRM5, GRM6, GRM7, GRM8, GRPR, GZMA, HCRTR1, HCRTR2, HRH1, HRH2, HRH3, HRH4, HTR1A, HTR1B, HTR1D, HTR1E, HTR1F, HTR2A, HTR2B, HTR2C, HTR4, HTR5A, HTR6, HTR7, KISS1R, LEP, LEPR, LHB, LHCGR, LTB4R, LTB4R2, MAS1, MC1R, MC2R, MC3R, MC4R, MC5R, MCHR1, MCHR2, MLNR, MTNR1A, MTNR1B, NMBR, NMUR1, NMUR2, NPBWR1, NPBWR2, NPFFR1, NPFFR2, NPY1R, NPY2R, NPY5R, NR3C1, NTSR1, NTSR2, OPRD1, OPRK1, OPRL1, OPRM1, OXTR, P2RX1, P2RX2, P2RX3, P2RX4, P2RX5, P2RX7, P2RXL1, P2RY1, P2RY10, P2RY11, P2RY13, P2RY14, P2RY2, P2RY4, P2RY5, P2RY6, P2RY8, PARD3, PPYR1, PRL, PRLHR, PRLR, PRSS1, PRSS2, PRSS3, PTAFR, PTGDR, PTGER1, PTGER2, PTGER3, PTGER4, PTGFR, PTGIR, PTH2R, PTHR1, RXFP1, RXFP2, SCTR, SSTR1, SSTR2, SSTR3, SSTR4, SSTR5, TAAR1, TAAR2, TAAR5, TAAR6, TAAR8, TAAR9, TACR1, TACR2, TACR3, TBXA2R, THRA, THRB, TRHR, TRPV1, TSHB, TSHR, TSPO, UTS2R, VIPR1, VIPR2 221 ADCYAP1R1(1), ADORA2B(2), ADORA3(2), ADRA1A(1), ADRA2B(3), ADRB2(1), AGTR2(2), AVPR1B(3), AVPR2(1), BDKRB1(4), BDKRB2(3), BRS3(1), C5AR1(2), CALCR(3), CALCRL(1), CCKBR(1), CGA(1), CHRM2(4), CHRM3(3), CHRM5(1), CTSG(1), CYSLTR1(1), DRD1(2), DRD3(1), EDNRA(1), F2(3), F2R(2), F2RL2(1), FPR1(1), FSHB(1), FSHR(4), GABBR1(2), GABBR2(2), GABRA1(2), GABRA2(2), GABRA3(1), GABRA4(1), GABRA5(1), GABRA6(6), GABRB1(2), GABRB3(1), GABRE(3), GABRG1(2), GABRG2(2), GABRQ(2), GALR1(1), GH2(1), GHR(1), GHRHR(1), GHSR(1), GLP2R(1), GLRA1(1), GLRA2(1), GLRA3(4), GPR156(1), GPR35(1), GPR50(2), GRIA1(1), GRIA2(2), GRIA3(2), GRIA4(3), GRID1(3), GRID2(2), GRIK1(1), GRIK2(2), GRIK3(2), GRIK5(2), GRIN2A(3), GRIN2B(3), GRIN2C(1), GRIN2D(3), GRIN3A(3), GRM1(4), GRM3(1), GRM4(1), GRM5(2), GRM6(1), GRM7(4), GRM8(3), GRPR(1), GZMA(2), HCRTR1(1), HCRTR2(1), HRH1(1), HRH4(2), HTR1A(2), HTR1E(2), HTR1F(3), HTR2A(3), HTR2C(4), HTR4(2), HTR5A(2), HTR6(1), LEPR(1), LHCGR(3), MAS1(1), MC2R(3), MC3R(2), MC4R(1), MC5R(2), MCHR2(2), MLNR(1), MTNR1A(1), NMBR(1), NMUR2(2), NPBWR1(1), NPFFR2(2), NR3C1(2), OPRD1(2), OPRK1(1), P2RX1(1), P2RX5(1), P2RY10(2), P2RY13(4), P2RY2(2), P2RY6(1), PARD3(2), PPYR1(2), PRLHR(1), PRLR(2), PRSS2(1), PRSS3(1), PTGDR(1), PTGFR(3), PTH2R(1), RXFP2(1), SCTR(1), SSTR1(1), TAAR6(2), TACR1(1), TACR2(2), TACR3(1), TRPV1(1), TSHR(4), VIPR2(1) 92499928 247 149 246 75 47 29 85 65 21 0 0.0041 0.38
6 AMIPATHWAY Endogenous anti-thrombosis pathways are overwhelmed in plaque-narrowed blood vessels, resulting in potentially lethal myocardial infarction. ADCY1, CD3D, CD3E, CD3G, CD3Z, CD4, CREBBP, CSK, GNAS, GNB1, GNGT1, HLA-DRA, HLA-DRB1, LCK, PRKACB, PRKACG, PRKAR1A, PRKAR1B, PRKAR2A, PRKAR2B, PTPRC, TRA@, TRB@, ZAP70 21 ADCY1(4), CD3E(2), CD4(1), CREBBP(7), CSK(1), GNAS(3), HLA-DRA(1), HLA-DRB1(1), LCK(1), PRKACG(1), PRKAR2A(1), PRKAR2B(1), PTPRC(3), ZAP70(1) 9488232 28 28 27 3 5 3 6 6 8 0 0.0043 0.38
7 CSKPATHWAY Csk inhibits T-cell activation by phosphorylating Lck; Csk is regulated by cAMP-dependent kinases and is opposed by the T-cell activator CD45. ADCY1, CD3D, CD3E, CD3G, CD3Z, CD4, CREBBP, CSK, GNAS, GNB1, GNGT1, HLA-DRA, HLA-DRB1, LCK, PRKACB, PRKACG, PRKAR1A, PRKAR1B, PRKAR2A, PRKAR2B, PTPRC, TRA@, TRB@, ZAP70 21 ADCY1(4), CD3E(2), CD4(1), CREBBP(7), CSK(1), GNAS(3), HLA-DRA(1), HLA-DRB1(1), LCK(1), PRKACG(1), PRKAR2A(1), PRKAR2B(1), PTPRC(3), ZAP70(1) 9488232 28 28 27 3 5 3 6 6 8 0 0.0043 0.38
8 HSA04340_HEDGEHOG_SIGNALING_PATHWAY Genes involved in Hedgehog signaling pathway BMP2, BMP4, BMP5, BMP6, BMP7, BMP8A, BMP8B, BTRC, CSNK1A1, CSNK1A1L, CSNK1D, CSNK1E, CSNK1G1, CSNK1G2, CSNK1G3, DHH, FBXW11, GAS1, GLI1, GLI2, GLI3, GSK3B, HHIP, IHH, LRP2, PRKACA, PRKACB, PRKACG, PRKX, PRKY, PTCH1, PTCH2, RAB23, SHH, SMO, STK36, SUFU, WNT1, WNT10A, WNT10B, WNT11, WNT16, WNT2, WNT2B, WNT3, WNT3A, WNT4, WNT5A, WNT5B, WNT6, WNT7A, WNT7B, WNT8A, WNT8B, WNT9A, WNT9B, ZIC2 54 BMP2(1), BMP5(1), BMP6(1), BTRC(2), CSNK1A1L(1), CSNK1E(1), FBXW11(1), GLI1(5), GLI2(10), GLI3(2), GSK3B(1), HHIP(2), LRP2(16), PRKACG(1), PTCH1(6), PTCH2(1), STK36(1), WNT11(2), WNT16(3), WNT2(1), WNT2B(1), WNT4(1), WNT6(2), WNT7A(2), WNT7B(2), WNT8A(1), WNT9A(2), WNT9B(1) 24713567 71 61 70 10 10 14 26 15 6 0 0.0066 0.5
9 HSA04530_TIGHT_JUNCTION Genes involved in tight junction ACTB, ACTG1, ACTN1, ACTN2, ACTN3, ACTN4, AKT1, AKT2, AKT3, AMOTL1, ASH1L, CASK, CDC42, CDK4, CGN, CLDN1, CLDN10, CLDN11, CLDN14, CLDN15, CLDN16, CLDN17, CLDN18, CLDN19, CLDN2, CLDN20, CLDN22, CLDN23, CLDN3, CLDN4, CLDN5, CLDN6, CLDN7, CLDN8, CLDN9, CRB3, CSDA, CSNK2A1, CSNK2A2, CSNK2B, CTNNA1, CTNNA2, CTNNA3, CTNNB1, CTTN, EPB41, EPB41L1, EPB41L2, EPB41L3, EXOC3, EXOC4, F11R, GNAI1, GNAI2, GNAI3, HCLS1, HRAS, IGSF5, INADL, JAM2, JAM3, KRAS, LLGL1, LLGL2, MAGI1, MAGI2, MAGI3, MLLT4, MPDZ, MPP5, MRAS, MRCL3, MRLC2, MYH1, MYH10, MYH11, MYH13, MYH14, MYH15, MYH2, MYH3, MYH4, MYH6, MYH7, MYH7B, MYH8, MYH9, MYL2, MYL5, MYL7, MYL8P, MYL9, MYLC2PL, MYLPF, NRAS, OCLN, PARD3, PARD6A, PARD6B, PARD6G, PPM1J, PPP2CA, PPP2CB, PPP2R1A, PPP2R1B, PPP2R2A, PPP2R2B, PPP2R2C, PPP2R3A, PPP2R3B, PPP2R4, PRKCA, PRKCB1, PRKCD, PRKCE, PRKCG, PRKCH, PRKCI, PRKCQ, PRKCZ, PTEN, RAB13, RAB3B, RHOA, RRAS, RRAS2, SPTAN1, SRC, SYMPK, TJAP1, TJP1, TJP2, TJP3, VAPA, YES1, ZAK 127 ACTG1(2), ACTN2(3), ACTN3(2), AMOTL1(1), ASH1L(3), CASK(2), CGN(2), CLDN10(1), CLDN11(2), CLDN15(1), CLDN16(1), CLDN17(2), CLDN18(2), CLDN2(1), CLDN6(1), CLDN9(1), CSDA(1), CSNK2A1(1), CSNK2B(1), CTNNA1(2), CTNNA3(1), CTNNB1(2), CTTN(1), EPB41(2), EPB41L3(5), EXOC3(1), EXOC4(4), F11R(2), GNAI2(1), INADL(2), JAM3(1), KRAS(2), LLGL2(3), MAGI1(2), MAGI2(4), MAGI3(3), MLLT4(2), MPDZ(4), MPP5(1), MRAS(1), MYH1(9), MYH10(3), MYH11(7), MYH13(6), MYH14(2), MYH15(5), MYH2(5), MYH3(4), MYH4(9), MYH7(3), MYH7B(5), MYH8(3), MYH9(3), MYL2(1), NRAS(2), PARD3(2), PARD6A(1), PPP2CA(2), PPP2R1A(4), PPP2R2A(1), PPP2R2B(1), PPP2R3A(2), PPP2R4(1), PRKCA(1), PRKCE(1), PRKCG(1), PRKCH(1), PRKCI(2), PRKCQ(3), PRKCZ(2), PTEN(2), RAB3B(1), RHOA(2), RRAS(1), SPTAN1(5), TJAP1(1), TJP1(3), TJP3(1), YES1(1) 82023148 185 138 183 38 29 15 64 50 27 0 0.0075 0.52
10 CREMPATHWAY The transcription factor CREM activates a post-meiotic transcriptional cascade culminating in spermatogenesis. ADCY1, CREM, FHL5, FSHB, FSHR, GNAS, XPO1 7 ADCY1(4), FHL5(2), FSHB(1), FSHR(4), GNAS(3) 3965423 14 14 13 3 4 0 2 5 3 0 0.0088 0.54
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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