Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: TRAF2

Gene summary for TRAF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRAF2

Gene ID

7186

Gene nameTNF receptor associated factor 2
Gene AliasMGC:45012
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024R8H5


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
7186TRAF2LZE8THumanEsophagusESCC2.63e-031.34e-010.067
7186TRAF2LZE20THumanEsophagusESCC3.95e-032.08e-010.0662
7186TRAF2LZE24THumanEsophagusESCC5.81e-092.44e-010.0596
7186TRAF2LZE21THumanEsophagusESCC4.46e-032.78e-010.0655
7186TRAF2P1T-EHumanEsophagusESCC1.74e-021.62e-010.0875
7186TRAF2P2T-EHumanEsophagusESCC9.86e-346.09e-010.1177
7186TRAF2P4T-EHumanEsophagusESCC8.64e-122.45e-010.1323
7186TRAF2P5T-EHumanEsophagusESCC2.00e-041.34e-010.1327
7186TRAF2P8T-EHumanEsophagusESCC3.15e-143.09e-010.0889
7186TRAF2P9T-EHumanEsophagusESCC9.12e-039.98e-020.1131
7186TRAF2P10T-EHumanEsophagusESCC1.71e-051.22e-010.116
7186TRAF2P11T-EHumanEsophagusESCC2.20e-053.27e-010.1426
7186TRAF2P12T-EHumanEsophagusESCC2.03e-091.49e-010.1122
7186TRAF2P15T-EHumanEsophagusESCC4.94e-101.70e-010.1149
7186TRAF2P16T-EHumanEsophagusESCC8.67e-111.99e-010.1153
7186TRAF2P17T-EHumanEsophagusESCC9.61e-084.21e-010.1278
7186TRAF2P20T-EHumanEsophagusESCC1.04e-061.62e-010.1124
7186TRAF2P21T-EHumanEsophagusESCC1.29e-193.58e-010.1617
7186TRAF2P22T-EHumanEsophagusESCC4.04e-111.31e-010.1236
7186TRAF2P23T-EHumanEsophagusESCC5.52e-113.34e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00019592Oral cavityEOLPregulation of cytokine-mediated signaling pathway46/2218150/187235.71e-104.44e-0846
GO:200123525Oral cavityEOLPpositive regulation of apoptotic signaling pathway41/2218126/187236.68e-105.06e-0841
GO:000020923Oral cavityEOLPprotein polyubiquitination62/2218236/187237.88e-105.90e-0862
GO:003465523Oral cavityEOLPnucleobase-containing compound catabolic process89/2218407/187235.47e-092.92e-0789
GO:003133025Oral cavityEOLPnegative regulation of cellular catabolic process64/2218262/187239.72e-094.77e-0764
GO:000989525Oral cavityEOLPnegative regulation of catabolic process73/2218320/187232.07e-088.84e-0773
GO:004670023Oral cavityEOLPheterocycle catabolic process93/2218445/187232.61e-081.08e-0693
GO:190331225Oral cavityEOLPnegative regulation of mRNA metabolic process31/221892/187233.14e-081.24e-0631
GO:200123625Oral cavityEOLPregulation of extrinsic apoptotic signaling pathway42/2218151/187237.31e-082.61e-0642
GO:009719125Oral cavityEOLPextrinsic apoptotic signaling pathway54/2218219/187239.74e-083.36e-0654
GO:004427023Oral cavityEOLPcellular nitrogen compound catabolic process92/2218451/187231.01e-073.45e-0692
GO:007135623Oral cavityEOLPcellular response to tumor necrosis factor55/2218229/187231.90e-076.02e-0655
GO:001922112Oral cavityEOLPcytokine-mediated signaling pathway94/2218472/187232.36e-077.37e-0694
GO:004312223Oral cavityEOLPregulation of I-kappaB kinase/NF-kappaB signaling58/2218249/187232.72e-078.22e-0658
GO:003461224Oral cavityEOLPresponse to tumor necrosis factor58/2218253/187234.79e-071.32e-0558
GO:001943923Oral cavityEOLParomatic compound catabolic process92/2218467/187235.23e-071.40e-0592
GO:007190023Oral cavityEOLPregulation of protein serine/threonine kinase activity75/2218359/187235.81e-071.53e-0575
GO:003320922Oral cavityEOLPtumor necrosis factor-mediated signaling pathway30/221899/187237.19e-071.83e-0530
GO:000724924Oral cavityEOLPI-kappaB kinase/NF-kappaB signaling62/2218281/187238.00e-072.02e-0562
GO:190136123Oral cavityEOLPorganic cyclic compound catabolic process95/2218495/187231.15e-062.80e-0595
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa04932210EsophagusESCCNon-alcoholic fatty liver disease122/4205155/84655.69e-141.59e-128.14e-13122
hsa05169210EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05130211EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0421027EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa05167211EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0513526EsophagusESCCYersinia infection100/4205137/84651.80e-081.59e-078.12e-08100
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa05417211EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa052229EsophagusESCCSmall cell lung cancer69/420592/84655.40e-073.85e-061.97e-0669
hsa05163210EsophagusESCCHuman cytomegalovirus infection148/4205225/84655.73e-074.00e-062.05e-06148
hsa051609EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
TRAF2SNVMissense_Mutationrs762052203c.490C>Tp.Arg164Trpp.R164WQ12933protein_codingdeleterious(0.01)possibly_damaging(0.462)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TRAF2SNVMissense_Mutationc.1114N>Tp.Arg372Cysp.R372CQ12933protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRAF2SNVMissense_Mutationc.1178G>Ap.Arg393Hisp.R393HQ12933protein_codingdeleterious(0)probably_damaging(0.936)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRAF2SNVMissense_Mutationrs200834553c.266N>Tp.Ser89Leup.S89LQ12933protein_codingdeleterious(0.04)benign(0.115)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TRAF2SNVMissense_Mutationnovelc.1430N>Cp.Lys477Thrp.K477TQ12933protein_codingdeleterious(0.01)benign(0.184)TCGA-VS-A8EC-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
TRAF2SNVMissense_Mutationnovelc.1443N>Cp.Lys481Asnp.K481NQ12933protein_codingdeleterious(0)possibly_damaging(0.724)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TRAF2SNVMissense_Mutationrs767031937c.538N>Ap.Glu180Lysp.E180KQ12933protein_codingtolerated(0.08)benign(0.06)TCGA-AA-3502-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRAF2SNVMissense_Mutationrs780585355c.449N>Ap.Arg150Hisp.R150HQ12933protein_codingtolerated(0.26)benign(0.001)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TRAF2SNVMissense_Mutationc.839C>Tp.Ala280Valp.A280VQ12933protein_codingtolerated(0.38)benign(0.001)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
TRAF2SNVMissense_Mutationc.1237N>Ap.Val413Metp.V413MQ12933protein_codingdeleterious(0)possibly_damaging(0.506)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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