Cervical Squamous Cell Carcinoma: Mutation Analysis (MutSig)
Maintained by Dan DiCara (Broad Institute)
Overview
Introduction

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

Working with individual set: CESC.

Number of patients in set: 36

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): 32

Mutations seen in COSMIC: 0

Significantly mutated genes in COSMIC territory: 0

Genes with clustered mutations (&le 3 aa apart): 1

Significantly mutated genesets: 31

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
Missense_Mutation 72
Nonsense_Mutation 8
Silent 39
Total 119
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 exp_ns_s_ratio
Tp*C->(T/G) 49 879948 0.000056 56 4.9 2.6
Tp*C->A 2 879948 2.3e-06 2.3 0.2 3.3
(A/C/G)p*C->mut 18 3115296 5.8e-06 5.8 0.51 2.6
A->mut 3 3025296 9.9e-07 0.99 0.087 4.2
indel+null 8 7020540 1.1e-06 1.1 0.1 NaN
Total 80 7020540 0.000011 11 1 3.2
Target Coverage for Each Individual

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

Figure 1. 

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

Figure 2. 

Significantly Mutated Genes

Table 3.  Get Full Table A Ranked List of Significantly Mutated Genes. Number of significant genes found: 32. Number of genes displayed: 35

rank gene description N n npat nsite nsil n1 n2 n3 n4 n5 p_ns_s p q
1 FCRL1 Fc receptor-like 1 19872 3 3 3 0 1 0 0 2 0 0.43 1.6e-08 6.1e-06
2 MXRA5 matrix-remodelling associated 5 77760 4 4 4 0 3 0 0 0 1 0.44 0.000019 0.0037
3 HLA-DMB major histocompatibility complex, class II, DM beta 9612 2 2 2 0 1 0 1 0 0 0.42 0.000035 0.0045
4 ZNF776 zinc finger protein 776 24588 2 2 2 0 1 0 1 0 0 0.67 0.000076 0.0066
5 EHMT2 euchromatic histone-lysine N-methyltransferase 2 36108 3 3 3 1 2 0 1 0 0 0.79 0.000085 0.0066
6 PNP 9288 1 1 1 0 0 0 0 0 1 0.8 0.00015 0.0095
7 EPO erythropoietin 7020 1 1 1 0 0 0 1 0 0 0.69 0.00018 0.0099
8 WNT10A wingless-type MMTV integration site family, member 10A 12096 1 1 1 0 0 0 1 0 0 0.73 0.00032 0.015
9 ZNF200 zinc finger protein 200 11844 1 1 1 0 0 0 0 0 1 0.8 0.00035 0.015
10 STK16 serine/threonine kinase 16 13284 1 1 1 0 0 0 1 0 0 0.77 0.00041 0.015
11 HOXA4 homeobox A4 9468 2 2 2 1 2 0 0 0 0 0.5 0.00043 0.015
12 FKBP7 FK506 binding protein 7 17892 1 1 1 0 0 0 0 1 0 0.79 0.00066 0.021
13 TUBA8 tubulin, alpha 8 16848 1 1 1 0 0 0 0 0 1 0.63 0.0007 0.021
14 CAD carbamoyl-phosphate synthetase 2, aspartate transcarbamylase, and dihydroorotase 71424 2 2 2 0 1 0 1 0 0 0.53 0.00078 0.021
15 SCNN1D sodium channel, nonvoltage-gated 1, delta 20124 1 1 1 0 0 0 1 0 0 0.76 0.00081 0.021
16 C17orf81 chromosome 17 open reading frame 81 17604 1 1 1 0 0 0 0 0 1 0.82 0.00087 0.021
17 ACADVL acyl-Coenzyme A dehydrogenase, very long chain 19476 1 1 1 1 0 0 0 0 1 0.84 0.00093 0.021
18 LEMD2 LEM domain containing 2 20340 1 1 1 0 0 0 1 0 0 0.73 0.001 0.022
19 MCOLN1 mucolipin 1 22104 1 1 1 0 0 0 0 0 1 0.59 0.0012 0.024
20 LIMA1 LIM domain and actin binding 1 22140 1 1 1 0 0 0 1 0 0 0.81 0.0013 0.024
21 LRIT2 leucine-rich repeat, immunoglobulin-like and transmembrane domains 2 28980 1 1 1 0 0 0 1 0 0 0.75 0.0015 0.028
22 MAML1 mastermind-like 1 (Drosophila) 29016 1 1 1 2 0 0 0 0 1 0.97 0.0017 0.03
23 USP48 ubiquitin specific peptidase 48 35892 1 1 1 0 0 0 1 0 0 0.83 0.0019 0.032
24 C1QL1 complement component 1, q subcomponent-like 1 7488 1 1 1 0 1 0 0 0 0 0.66 0.0021 0.034
25 CDK5RAP3 CDK5 regulatory subunit associated protein 3 17244 2 2 2 1 1 0 1 0 0 0.82 0.0034 0.052
26 HSPB8 heat shock 22kDa protein 8 5940 1 1 1 0 1 0 0 0 0 0.8 0.0039 0.058
27 PCDHGB4 protocadherin gamma subfamily B, 4 68436 1 1 1 0 0 0 1 0 0 0.72 0.0044 0.062
28 PCDHGA8 protocadherin gamma subfamily A, 8 69444 1 1 1 0 0 0 1 0 0 0.71 0.0045 0.062
29 BARHL2 BarH-like homeobox 2 11412 1 1 1 0 0 0 1 0 0 0.71 0.005 0.067
30 PCDHGA1 protocadherin gamma subfamily A, 1 79344 1 1 1 0 0 0 1 0 0 0.71 0.0059 0.076
31 RHOV ras homolog gene family, member V 8640 1 1 1 0 1 0 0 0 0 0.78 0.007 0.086
32 SPANXN2 SPANX family, member N2 7560 2 2 2 0 2 0 0 0 0 1 0.0071 0.086
33 CIC capicua homolog (Drosophila) 51480 2 2 2 0 1 1 0 0 0 0.56 0.014 0.17
34 ZNF777 zinc finger protein 777 24768 2 2 2 1 2 0 0 0 0 0.81 0.031 0.36
35 CHAC2 ChaC, cation transport regulator homolog 2 (E. coli) 5292 1 1 1 0 1 0 0 0 0 0.82 0.039 0.44

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: Tp*C->(T/G) .

n2 - number of nonsilent mutations of type: Tp*C->A .

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

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: 0. Number of genes displayed: 10

rank gene description n cos n_cos N_cos cos_ev p q
1 ABCC10 ATP-binding cassette, sub-family C (CFTR/MRP), member 10 0 0 0 0 0 1 1
2 BACH2 BTB and CNC homology 1, basic leucine zipper transcription factor 2 0 0 0 0 0 1 1
3 BSN bassoon (presynaptic cytomatrix protein) 2 0 0 0 0 1 1
4 CLIC1 chloride intracellular channel 1 0 0 0 0 0 1 1
5 FAM78B family with sequence similarity 78, member B 0 0 0 0 0 1 1
6 FGF23 fibroblast growth factor 23 0 0 0 0 0 1 1
7 GNAT1 guanine nucleotide binding protein (G protein), alpha transducing activity polypeptide 1 1 0 0 0 0 1 1
8 KLC4 kinesin light chain 4 0 0 0 0 0 1 1
9 LACRT lacritin 0 0 0 0 0 1 1
10 MSH5 mutS homolog 5 (E. coli) 0 0 0 0 0 1 1

Note:

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

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

n_cos = overlap between n and cos.

N_cos = number of individuals times cos.

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

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

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

Clustered Mutations

Table 5.  Get Full Table Genes with Clustered Mutations

num gene desc n mindist npairs3 npairs12
23 HLA-DMB major histocompatibility complex, class II, DM beta 2 2 1 1
24 HOXA4 homeobox A4 2 8 0 1
18 FCRL1 Fc receptor-like 1 3 12 0 0
49 SPANXN2 SPANX family, member N2 2 12 0 0
15 EHMT2 euchromatic histone-lysine N-methyltransferase 2 3 16 0 0
32 MXRA5 matrix-remodelling associated 5 4 20 0 0
6 BSN bassoon (presynaptic cytomatrix protein) 2 52 0 0
63 ZNF777 zinc finger protein 777 2 97 0 0
62 ZNF776 zinc finger protein 776 2 126 0 0
11 CDK5RAP3 CDK5 regulatory subunit associated protein 3 2 130 0 0

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: 31. Number of genesets displayed: 10

rank geneset description genes N_genes mut_tally N n npat nsite nsil n1 n2 n3 n4 n5 p_ns_s p q
1 HISTONE_METHYLTRANSFERASE Genes with HMT activity AOF2, KDM6A, ASH1L, ASH2L, C17orf79, CARM1, CTCFL, DOT1L, EED, EHMT1, EHMT2, EZH1, EZH2, FBXL10, FBXL11, FBXO11, HCFC1, HSF4, JMJD1A, JMJD1B, JMJD2A, JMJD2B, JMJD2C, JMJD2D, JMJD3, JMJD4, JMJD6, MEN1, MLL, MLL2, MLL3, MLL4, MLL5, NSD1, OGT, PAXIP1, PPP1CA, PPP1CB, PPP1CC, PRDM2, PRDM6, PRDM7, PRDM9, PRMT1, PRMT5, PRMT6, PRMT7, PRMT8, RBBP5, SATB1, SETD1A, SETD1B, SETD2, SETD7, SETD8, SETDB1, SETDB2, SETMAR, SMYD3, STK38, SUV39H1, SUV39H2, SUV420H1, SUV420H2, SUZ12, WHSC1, WHSC1L1 1 EHMT2(3) 36108 3 3 3 1 2 0 1 0 0 0.79 0.000085 0.004
2 LYSINE_DEGRADATION AADAT, AASDH, AASDHPPT, AASS, ACAT1, ACAT2, ALDH1A1, ALDH1A2, ALDH1A3, ALDH1B1, ALDH2, ALDH3A1, ALDH3A2, ALDH9A1, ATP6V0C, SHMT1, BAT8, BBOX1, DLST, DLSTP, DOT1L, ECHS1, EHHADH, EHMT1, EHMT2, GCDH, HADHA, PLOD1, PLOD2, PLOD3, SDS, SHMT1, SHMT2, TMLHE 1 EHMT2(3) 36108 3 3 3 1 2 0 1 0 0 0.79 0.000085 0.004
3 EPONFKBPATHWAY The cytokine erythropoietin (Epo) prevents stress-induced neuronal apoptosis by stimulating anti-apoptotic pathways through JAK2 kinase and NF-kB. ARNT, CDKN1A, EPO, EPOR, GRIN1, HIF1A, JAK2, NFKB1, NFKBIA, RELA, SOD2 1 EPO(1) 7020 1 1 1 0 0 0 1 0 0 0.69 0.00018 0.004
4 EPOPATHWAY Erythropoietin, which activates the MAPK pathway, stimulates erythrocyte production and is an effective treatment for anemia. CSNK2A1, ELK1, EPO, EPOR, FOS, GRB2, HRAS, JAK2, JUN, MAP2K1, MAPK3, MAPK8, PLCG1, PTPN6, RAF1, SHC1, SOS1, STAT5A, STAT5B 1 EPO(1) 7020 1 1 1 0 0 0 1 0 0 0.69 0.00018 0.004
5 ERYTHPATHWAY Erythropoietin selectively stimulates erythrocyte differentiation from CFU-GEMM cells in bone marrow. CCL3, CSF2, CSF3, EPO, FLT3, IGF1, IL11, IL1A, IL3, IL6, IL9, KITLG, TGFB1, TGFB2, TGFB3 1 EPO(1) 7020 1 1 1 0 0 0 1 0 0 0.69 0.00018 0.004
6 HIFPATHWAY Under normal conditions, hypoxia inducible factor HIF-1 is degraded; under hypoxic conditions, it activates transcription of genes controlled by hpoxic response elements (HREs). ARNT, ASPH, COPS5, CREB1, EDN1, EP300, EPO, HIF1A, HSPCA, JUN, LDHA, NOS3, P4HB, VEGF, VHL 1 EPO(1) 7020 1 1 1 0 0 0 1 0 0 0.69 0.00018 0.004
7 STEMPATHWAY In the absence of infection, bone marrow stromal cells release hematopoietic cytokines; activated macrophages and Th cells induce hematopoiesis during infection. CD4, CD8A, CSF1, CSF2, CSF3, EPO, IL11, IL2, IL3, IL4, IL5, IL6, IL7, IL8, IL9 1 EPO(1) 7020 1 1 1 0 0 0 1 0 0 0.69 0.00018 0.004
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 1 WNT10A(1) 12096 1 1 1 0 0 0 1 0 0 0.73 0.00032 0.0063
9 HSA00310_LYSINE_DEGRADATION Genes involved in lysine degradation AADAT, AASDHPPT, AASS, ACAT1, ACAT2, AKR1B10, ALDH1A3, ALDH1B1, ALDH2, ALDH3A1, ALDH3A2, ALDH7A1, ALDH9A1, BBOX1, DLST, DOT1L, ECHS1, EHHADH, EHMT1, EHMT2, GCDH, HADH, HADHA, HSD17B10, HSD17B4, HSD3B7, NSD1, OGDH, OGDHL, PIPOX, PLOD1, PLOD2, PLOD3, RDH11, RDH12, RDH13, RDH14, SETD1A, SETD7, SETDB1, SHMT1, SHMT2, SPCS1, SPCS3, SUV39H1, SUV39H2, TMLHE 3 EHMT2(3) 85464 3 3 3 1 2 0 1 0 0 0.74 0.00061 0.0077
10 HSA04540_GAP_JUNCTION Genes involved in gap junction ADCY1, ADCY2, ADCY3, ADCY4, ADCY5, ADCY6, ADCY7, ADCY8, ADCY9, ADRB1, CDC2, CSNK1D, DRD1, DRD2, EDG2, EGF, EGFR, GJA1, GJD2, GNA11, GNAI1, GNAI2, GNAI3, GNAQ, GNAS, GRB2, GRM1, GRM5, GUCY1A2, GUCY1A3, GUCY1B3, GUCY2C, GUCY2D, GUCY2F, HRAS, HTR2A, HTR2B, HTR2C, ITPR1, ITPR2, ITPR3, KRAS, LOC643224, LOC654264, MAP2K1, MAP2K2, MAP2K5, MAP3K2, MAPK1, MAPK3, MAPK7, NPR1, NPR2, NRAS, PDGFA, PDGFB, PDGFC, PDGFD, PDGFRA, PDGFRB, PLCB1, PLCB2, PLCB3, PLCB4, PRKACA, PRKACB, PRKACG, PRKCA, PRKCB1, PRKCG, PRKG1, PRKG2, PRKX, PRKY, RAF1, SOS1, SOS2, SRC, TJP1, TUBA1A, TUBA1B, TUBA1C, TUBA3C, TUBA3D, TUBA3E, TUBA4A, TUBA8, TUBAL3, TUBB, TUBB1, TUBB2A, TUBB2B, TUBB2C, TUBB3, TUBB4, TUBB4Q, TUBB6, TUBB8 1 TUBA8(1) 16848 1 1 1 0 0 0 0 0 1 0.63 0.0007 0.0077

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 p_ns_s p q
1 HSA03060_PROTEIN_EXPORT Genes involved in protein export OXA1L, SEC61A2, SRP19, SRP54, SRP68, SRP72, SRP9, SRPR 1 SRP19(1) 4968 1 1 1 0 1 0 0 0 0 0.83 0.04 1
2 HSA00830_RETINOL_METABOLISM Genes involved in retinol metabolism ALDH1A1, ALDH1A2, BCMO1, RDH5 1 RDH5(1) 10620 1 1 1 0 1 0 0 0 0 0.64 0.075 1
3 GANGLIOSIDE_BIOSYNTHESIS B3GALT4, GALGT, SIAT4A, SIAT4B, SIAT7B, SIAT7D, SIAT9, ST3GAL1, ST3GAL2, ST3GAL4, ST3GAL5, ST6GALNAC2, ST6GALNAC4, ST8SIA1 1 B3GALT4(1) 11988 1 1 1 0 1 0 0 0 0 0.68 0.1 1
4 HSA00604_GLYCOSPHINGOLIPID_BIOSYNTHESIS_GANGLIOSERIES Genes involved in glycosphingolipid biosynthesis - ganglioseries B3GALT4, B4GALNT1, GLB1, HEXA, HEXB, LCT, SLC33A1, ST3GAL1, ST3GAL2, ST3GAL5, ST6GALNAC3, ST6GALNAC4, ST6GALNAC5, ST6GALNAC6, ST8SIA1, ST8SIA5 1 B3GALT4(1) 11988 1 1 1 0 1 0 0 0 0 0.68 0.1 1
5 HSA05050_DENTATORUBROPALLIDOLUYSIAN_ATROPHY Genes involved in dentatorubropallidoluysian atrophy (DRPLA) ATN1, BAIAP2, CASP1, CASP3, CASP7, CASP8, GAPDH, INS, INSR, ITCH, MAGI1, MAGI2, RERE, WWP1, WWP2 1 ATN1(1) 34128 1 1 1 0 1 0 0 0 0 0.78 0.25 1
6 HSA04360_AXON_GUIDANCE Genes involved in axon guidance ABL1, ABLIM1, ABLIM2, ABLIM3, ARHGEF12, CDC42, CDK5, CFL1, CFL2, CHP, CXCL12, CXCR4, DCC, DPYSL2, DPYSL5, EFNA1, EFNA2, EFNA3, EFNA4, EFNA5, EFNB1, EFNB2, EFNB3, EPHA1, EPHA2, EPHA3, EPHA4, EPHA5, EPHA6, EPHA7, EPHA8, EPHB1, EPHB2, EPHB3, EPHB4, EPHB6, FES, FYN, GNAI1, GNAI2, GNAI3, GSK3B, HRAS, ITGB1, KRAS, L1CAM, LIMK1, LIMK2, LRRC4C, MAPK1, MAPK3, MET, NCK1, NCK2, NFAT5, NFATC1, NFATC2, NFATC3, NFATC4, NGEF, NRAS, NRP1, NTN1, NTN2L, NTN4, NTNG1, PAK1, PAK2, PAK3, PAK4, PAK6, PAK7, PLXNA1, PLXNA2, PLXNA3, PLXNB1, PLXNB2, PLXNB3, PLXNC1, PPP3CA, PPP3CB, PPP3CC, PPP3R1, PPP3R2, PTK2, RAC1, RAC2, RAC3, RASA1, RGS3, RHOA, RHOD, RND1, ROBO1, ROBO2, ROBO3, ROCK1, ROCK2, SEMA3A, SEMA3B, SEMA3C, SEMA3D, SEMA3E, SEMA3F, SEMA3G, SEMA4A, SEMA4B, SEMA4C, SEMA4D, SEMA4F, SEMA4G, SEMA5A, SEMA5B, SEMA6A, SEMA6B, SEMA6C, SEMA6D, SEMA7A, SLIT1, SLIT2, SLIT3, SRGAP1, SRGAP2, SRGAP3, UNC5A, UNC5B, UNC5C, UNC5D 2 SEMA4G(1) 43596 1 1 1 0 1 0 0 0 0 0.7 0.35 1
7 RIBOSOMAL_PROTEINS ANK2, APG10L, RPS23, B3GALT4, CDR1, DGKI, FAU, IL6ST, KIAA1394, LOC133957, MRPL19, NET_5, PIGK, RPL10, RPL11, RPL12, RPL13, RPL13, LOC388344, RPL13A, RPL13A, LOC283340, LOC387930, RPL14, RPL14, RPL14L, RPL15, RPL15, LOC136321, LOC402694, RPL17, RPL17, dJ612B15.1, RPL18, RPL18A, LOC285053, LOC347544, LOC390354, RPL18A, LOC390354, RPL19, RPL21, RPL21, LOC387753, LOC388143, LOC388532, LOC388621, LOC389156, LOC390488, LOC402336, LOC440487, LOC440575, RPL21, LOC387753, LOC388143, LOC388532, LOC388621, LOC389156, LOC390488, LOC440487, LOC440575, RPL22, RPL23, RPL24, RPL24, SLC36A2, RPL26, LOC391126, LOC392501, LOC400055, LOC441073, LOC441533, RPL27, RPL27A, RPL27A, LOC389435, RPL28, RPL29, RPL29, LOC283412, LOC284064, LOC389655, LOC391738, LOC401911, RPL3, RPL30, RPL31, RPL32, RPL34, LOC342994, RPL35, RPL35A, RPL36, RPL37, RPL38, RPL39, RPL3L, RPL4, RPL41, RPL5, RPL5, LOC388907, RPL5, RNU66, LOC388907, RPL6, RPL7, RPL7, LOC389305, RPL7, LOC90193, LOC388401, LOC389305, LOC392550, LOC439954, RPL7A, RPL7A, LOC133748, LOC388474, RPL7A, RNU36B, LOC133748, LOC388474, RPL8, RPL9, RPLP0, RPLP0, RPLP0_like, RPLP1, RPLP2, RPS10, RPS10, LOC158104, LOC388885, LOC389127, LOC390842, LOC401817, RPS10, LOC388885, RPS11, RPS12, RPS13, RPS14, RPS15, RPS16, RPS16, LOC441876, RPS17, RPS17, LOC402057, RPS18, RPS19, RPS2, RPS2, LOC91561, LOC148430, LOC286444, LOC400963, LOC440589, RPS20, RPS21, RPS23, RPS24, RPS25, RPS26, RPS26L, LOC440440, RPS27, RPS27A, RPS27A, LOC388720, LOC389425, RPS28, RPS29, RPS3, RPS3A, RPS3A, LOC146053, LOC400652, LOC401016, LOC439992, RPS4X, RPS4Y1, RPS5, RPS6, RPS6KA1, RPS6KA2, RPS6KA3, RPS6KA6, RPS6KB1, RPS6KB2, RPS7, RPS8, RPS9, RPSA, LOC388524, LOC388654, SCDR10, TBC1D10C, TSPAN9, UBA52, UBB, UBC 7 B3GALT4(1) 59184 1 1 1 0 1 0 0 0 0 0.7 0.38 1
8 HSA01031_GLYCAN_STRUCTURES_BIOSYNTHESIS_2 Genes involved in glycan structures - biosynthesis 2 A4GALT, ABO, B3GALNT1, B3GALT1, B3GALT2, B3GALT4, B3GALT5, B3GNT1, B3GNT2, B3GNT3, B3GNT4, B3GNT5, B4GALNT1, B4GALT1, B4GALT2, B4GALT3, B4GALT4, B4GALT6, FUT1, FUT2, FUT3, FUT4, FUT5, FUT6, FUT7, FUT9, GBGT1, GCNT2, PIGA, PIGB, PIGC, PIGF, PIGG, PIGH, PIGK, PIGL, PIGM, PIGN, PIGO, PIGP, PIGQ, PIGS, PIGT, PIGU, PIGV, PIGX, PIGZ, ST3GAL1, ST3GAL2, ST3GAL3, ST3GAL4, ST3GAL5, ST3GAL6, ST6GALNAC3, ST6GALNAC4, ST6GALNAC5, ST6GALNAC6, ST8SIA1, ST8SIA5, UGCG, UGCGL1, UGCGL2 4 B3GALT4(1) 106164 1 1 1 1 1 0 0 0 0 0.9 0.61 1
9 AMINOACYL_TRNA_BIOSYNTHESIS AARS, CARS, DARS, EPRS, FARS2, FARSLB, GARS, HARS, HARSL, IARS, KARS, LARS, LARS2, MARS, MARS2, NARS, QARS, RARS, SARS, TARS, WARS, WARS2, YARS 1 45180 0 0 0 0 0 0 0 0 0 1 1 1
10 APOPTOSIS_GENMAPP APAF1, BAK1, BCL2L7P1, BAX, BCL2, BCL2L1, BID, BIRC2, BIRC3, BIRC4, CASP2, CASP3, CASP6, CASP7, CASP8, CASP9, CYCS, FADD, FAS, FASLG, GZMB, IKBKG, JUN, MAP2K4, MAP3K1, MAP3K14, MAPK10, MCL1, MDM2, MYC, NFKB1, NFKBIA, PARP1, PRF1, RELA, RIPK1, TNF, TNFRSF1A, TNFRSF1B, TNFSF10, TP53, TRADD, TRAF1, TRAF2 1 38736 0 0 0 0 0 0 0 0 0 1 1 1
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