The following genes were mutated in more than 5% of the ESCC samples:


Gene No. of Synonymous No. of Nonsynonymous Mutational Frequency Mutation Details
TP53 7 492 54.05% Show
TTN 63 266 24.63% Show
MUC16 43 138 13.37% Show
NOTCH1 8 102 12.88% Show
CSMD3 23 123 11.05% Show
KMT2D 10 43 9.43% Show
FAT1 19 35 9.22% Show
PCLO 26 84 8.52% Show
LRP1B 25 86 8.09% Show
SYNE1 23 80 7.53% Show
MUC4 35 65 7.18% Show
USH2A 24 68 7.18% Show
PIK3CA 2 97 6.97% Show
PKHD1L1 23 67 6.83% Show
ZNF750 6 26 6.83% Show
XIRP2 10 78 6.62% Show
CSMD1 21 65 6.33% Show
FAT3 23 61 5.98% Show
AHNAK 17 63 5.91% Show
DNAH5 29 50 5.91% Show
RYR2 21 55 5.77% Show
SI 11 63 5.77% Show
ZFHX4 21 56 5.77% Show
PKHD1 17 60 5.63% Show
NFE2L2 1 75 5.56% Show
OBSCN 19 56 5.35% Show
CDKN2A 1 23 5.21% Show
PLEC 18 50 5.14% Show
EP300 3 59 5.14% Show
FSIP2 6 62 5.07% Show

KEGG and Reactome enrichment analysis of genes mutated in more than 1% ESCC samples:


Showing top 1-10/73 KEGG enriched records.
ID Description P.adjust Count Genes
hsa04512ECM-receptor interaction0.000032DSPP, RELN, LAMA2, COL6A5, FREM2, COL6A6, LAMA1, VWF, COL6A3, LAMA5, HSPG2, FRAS1, TNR, COL1A2, FREM1, LAMA3, FN1, AGRN, LAMB4, TNXB, COL6A2...
hsa04510Focal adhesion0.000045PIK3CA, RELN, LAMA2, COL6A5, COL6A6, LAMA1, VWF, COL6A3, LAMA5, TNR, COL1A2, TLN2, FLNC, ARHGAP5, LAMA3, FN1, DOCK1, FLT4, EGFR, KDR, MYLK, ...
hsa04724Glutamatergic synapse0.000032CACNA1A, CACNA1C, GNAS, GRIN2B, ADCY2, GRIN3A, ITPR2, KCNJ3, GRIN2A, GRM3, GRIK2, ITPR3, GRIA2, ADCY8, GRM7, GRIK3, ITPR1, ADCY1, GRM1, SHAN...
hsa02010ABC transporters0.000019ABCA13, CFTR, ABCA4, ABCA12, ABCC1, ABCB5, ABCB1, ABCC8, ABCA9, ABCA8, ABCA3, ABCA7, ABCA2, ABCA6, ABCB4, ABCC9, ABCC5, ABCC11, ABCA1
hsa04713Circadian entrainment0.000028RYR2, RYR1, RYR3, CACNA1I, CACNA1C, GNAS, GRIN2B, ADCY2, KCNJ3, GRIN2A, ITPR3, CACNA1H, GRIA2, ADCY8, ITPR1, ADCY1, CACNA1G, PLCB1, NOS1, GR...
hsa05165Human papillomavirus infection0.000058TP53, NOTCH1, PIK3CA, EP300, RELN, LAMA2, COL6A5, NOTCH3, COL6A6, CREBBP, LAMA1, TBP, VWF, COL6A3, LAMA5, GNAS, TNR, COL1A2, RB1, NOTCH2, AT...
hsa04020Calcium signaling pathway0.000045RYR2, RYR1, RYR3, CACNA1A, CACNA1I, ERBB4, CACNA1C, CACNA1E, GNAS, ADCY2, ITPR2, GRIN2A, CACNA1B, ITPR3, CACNA1H, FLT4, PLCE1, ADCY8, EGFR, ...
hsa05017Spinocerebellar ataxia0.000032PIK3CA, RYR1, RELN, CACNA1A, ATXN1, TBP, GRIN2B, GRIN3A, ITPR2, GRIN2A, ATG2A, ITPR3, SPTBN2, GRIA2, PIK3R4, MTOR, ITPR1, GRM1, ATP2A1, RB1C...
hsa04974Protein digestion and absorption0.000025COL6A5, COL22A1, COL6A6, COL12A1, COL11A1, COL6A3, COL1A2, COL14A1, COL3A1, COL18A1, COL20A1, COL19A1, COL24A1, COL6A2, COL4A1, COL28A1, COL...
hsa04720Long-term potentiation0.000019EP300, CREBBP, CACNA1C, GRIN2B, ITPR2, GRIN2A, ITPR3, GRIA2, ADCY8, RAPGEF3, ITPR1, ADCY1, GRM1, PLCB1, GRIN2C, GRIA1, GRM5, PLCB3, PRKCB

*double click on genes to view all the genes.

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Showing top 1-10/119 Reactome enriched records.
ID Description P.adjust Count Genes
R-HSA-1474244Extracellular matrix organization0.000073PLEC, DSPP, LAMA2, COL6A5, DMD, DST, COL22A1, COL6A6, NRXN1, FBN2, COL12A1, VCAN, LAMA1, COL11A1, VWF, COL6A3, LAMA5, HSPG2, TNR, COL1A2, CO...
R-HSA-445095Interaction between L1 and Ankyrins0.000021SPTA1, SCN2A, SCN1A, ANK2, ANK3, SCN9A, SPTB, SPTBN2, SCN4A, SPTBN4, SCN5A, SCN7A, SPTBN5, SCN11A, ANK1, SCN3A, SCN10A, KCNQ3, NFASC, SPTAN1...
R-HSA-3000178ECM proteoglycans0.000032DSPP, LAMA2, COL6A5, COL6A6, VCAN, LAMA1, COL6A3, LAMA5, HSPG2, TNR, COL1A2, COL3A1, ACAN, LAMA3, FN1, AGRN, PTPRS, TNXB, COL6A2, COL4A1, TN...
R-HSA-8948216Collagen chain trimerization0.000023COL6A5, COL22A1, COL6A6, COL12A1, COL11A1, COL6A3, COL1A2, COL14A1, COL3A1, COL18A1, COL20A1, COL19A1, COL24A1, COL6A2, COL4A1, COL28A1, COL...
R-HSA-3906995Diseases associated with O-glycosylation of proteins0.000028MUC16, NOTCH1, MUC4, MUC5B, THSD7A, MUC17, MUC12, NOTCH3, ADAMTS20, NOTCH2, MUC6, ADAMTS16, ADAMTS18, MUC3A, ADAMTS12, ADAMTS5, ADAMTS19, AD...
R-HSA-1650814Collagen biosynthesis and modifying enzymes0.000027COL6A5, COL22A1, COL6A6, COL12A1, COL11A1, COL6A3, COL1A2, COL14A1, COL3A1, COL18A1, COL20A1, COL19A1, COL24A1, COL6A2, COL4A1, COL28A1, TLL...
R-HSA-375165NCAM signaling for neurite out-growth0.000026SPTA1, COL6A5, COL6A6, CACNA1I, CACNA1C, COL6A3, COL3A1, SPTB, SPTBN2, CACNA1H, AGRN, SPTBN4, SPTBN5, CACNA1G, CACNA1S, COL6A2, COL4A1, COL9...
R-HSA-1474290Collagen formation0.000031PLEC, COL6A5, DST, COL22A1, COL6A6, COL12A1, COL11A1, COL6A3, COL1A2, COL14A1, COL3A1, LAMA3, COL18A1, COL20A1, COL19A1, COL24A1, PXDN, COL6...
R-HSA-6794362Protein-protein interactions at synapses0.000030NRXN1, PTPRD, NRXN3, PPFIA2, GRIN2B, GRIN2A, SLITRK3, LRRTM1, SLITRK5, NRXN2, PTPRS, NLGN1, GRM1, SHANK1, SLITRK1, GRIN2C, LRRTM4, GRIA1, LR...
R-HSA-112316Neuronal System0.000075NRXN1, PTPRD, NRXN3, CACNA1A, ERBB4, PPFIA2, CACNA1E, GRIN2B, NBEA, RIMS1, ADCY2, KCND2, GRIN3A, KCNJ3, HCN1, GRIN2A, CACNA1B, SLITRK3, NRG1...

*double click on genes to view all the genes.

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