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: TRAF3

Gene summary for TRAF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRAF3

Gene ID

7187

Gene nameTNF receptor associated factor 3
Gene AliasCAP-1
Cytomap14q32.32
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q13114


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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
7187TRAF3CCI_1HumanCervixCC5.87e-108.68e-010.528
7187TRAF3CCI_3HumanCervixCC8.19e-076.75e-010.516
7187TRAF3LZE7THumanEsophagusESCC2.33e-032.19e-010.0667
7187TRAF3P2T-EHumanEsophagusESCC3.22e-223.82e-010.1177
7187TRAF3P4T-EHumanEsophagusESCC1.64e-112.45e-010.1323
7187TRAF3P5T-EHumanEsophagusESCC8.07e-111.30e-010.1327
7187TRAF3P8T-EHumanEsophagusESCC2.25e-081.02e-010.0889
7187TRAF3P9T-EHumanEsophagusESCC3.00e-051.18e-010.1131
7187TRAF3P10T-EHumanEsophagusESCC1.55e-031.39e-010.116
7187TRAF3P11T-EHumanEsophagusESCC1.50e-041.43e-010.1426
7187TRAF3P12T-EHumanEsophagusESCC8.48e-121.65e-010.1122
7187TRAF3P15T-EHumanEsophagusESCC3.10e-061.44e-010.1149
7187TRAF3P16T-EHumanEsophagusESCC4.63e-091.90e-010.1153
7187TRAF3P21T-EHumanEsophagusESCC1.03e-101.50e-010.1617
7187TRAF3P22T-EHumanEsophagusESCC2.09e-089.27e-020.1236
7187TRAF3P23T-EHumanEsophagusESCC1.35e-061.78e-010.108
7187TRAF3P24T-EHumanEsophagusESCC1.50e-081.37e-010.1287
7187TRAF3P26T-EHumanEsophagusESCC2.68e-212.26e-010.1276
7187TRAF3P27T-EHumanEsophagusESCC3.01e-101.85e-010.1055
7187TRAF3P28T-EHumanEsophagusESCC1.98e-152.83e-010.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:00027644CervixCCimmune response-regulating signaling pathway97/2311468/187231.49e-077.07e-0697
GO:00002097CervixCCprotein polyubiquitination58/2311236/187231.57e-077.41e-0658
GO:00310988CervixCCstress-activated protein kinase signaling cascade58/2311247/187238.02e-072.89e-0558
GO:00514038CervixCCstress-activated MAPK cascade55/2311239/187232.96e-068.31e-0555
GO:00510904CervixCCregulation of DNA-binding transcription factor activity87/2311440/187234.85e-061.22e-0487
GO:00703027CervixCCregulation of stress-activated protein kinase signaling cascade46/2311195/187239.35e-062.11e-0446
GO:00346129CervixCCresponse to tumor necrosis factor55/2311253/187231.75e-053.32e-0455
GO:00713569CervixCCcellular response to tumor necrosis factor51/2311229/187231.75e-053.32e-0451
GO:00028315CervixCCregulation of response to biotic stimulus67/2311327/187231.79e-053.36e-0467
GO:00096158CervixCCresponse to virus73/2311367/187232.22e-053.95e-0473
GO:00434104CervixCCpositive regulation of MAPK cascade90/2311480/187232.92e-054.83e-0490
GO:00328727CervixCCregulation of stress-activated MAPK cascade44/2311192/187233.09e-055.10e-0444
GO:00431228CervixCCregulation of I-kappaB kinase/NF-kappaB signaling53/2311249/187234.50e-056.87e-0453
GO:00022212CervixCCpattern recognition receptor signaling pathway39/2311172/187231.08e-041.38e-0339
GO:00072497CervixCCI-kappaB kinase/NF-kappaB signaling56/2311281/187231.81e-042.12e-0356
GO:00192213CervixCCcytokine-mediated signaling pathway84/2311472/187233.25e-043.44e-0384
GO:00072545CervixCCJNK cascade35/2311167/187231.10e-039.09e-0335
GO:00332097CervixCCtumor necrosis factor-mediated signaling pathway23/231199/187231.86e-031.38e-0223
GO:00463285CervixCCregulation of JNK cascade28/2311133/187233.06e-032.01e-0228
GO:00703043CervixCCpositive regulation of stress-activated protein kinase signaling cascade27/2311128/187233.49e-032.26e-0227
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516061Oral cavityNEOLPHepatitis C43/1112157/84651.26e-061.34e-058.43e-0643
hsa0516961Oral cavityNEOLPEpstein-Barr virus infection51/1112202/84651.96e-062.01e-051.27e-0551
hsa0516461Oral cavityNEOLPInfluenza A43/1112171/84651.38e-051.22e-047.68e-0543
hsa051626Oral cavityNEOLPMeasles35/1112139/84658.30e-056.14e-043.86e-0435
hsa0541763Oral cavityNEOLPLipid and atherosclerosis47/1112215/84652.39e-041.61e-031.01e-0347
hsa051616Oral cavityNEOLPHepatitis B37/1112162/84654.41e-042.60e-031.63e-0337
hsa0522261Oral cavityNEOLPSmall cell lung cancer24/111292/84656.04e-043.31e-032.08e-0324
hsa0466861Oral cavityNEOLPTNF signaling pathway27/1112114/84651.42e-036.55e-034.12e-0327
hsa046216Oral cavityNEOLPNOD-like receptor signaling pathway39/1112186/84651.79e-037.91e-034.98e-0339
hsa0465761Oral cavityNEOLPIL-17 signaling pathway22/111294/84654.40e-031.75e-021.10e-0222
hsa0517174Oral cavityNEOLPCoronavirus disease - COVID-19112/1112232/84658.85e-402.82e-371.77e-37112
hsa0516571Oral cavityNEOLPHuman papillomavirus infection90/1112331/84652.75e-121.75e-101.10e-1090
hsa0516772Oral cavityNEOLPKaposi sarcoma-associated herpesvirus infection56/1112194/84654.05e-099.20e-085.78e-0856
hsa0520371Oral cavityNEOLPViral carcinogenesis56/1112204/84652.90e-085.34e-073.36e-0756
hsa0516071Oral cavityNEOLPHepatitis C43/1112157/84651.26e-061.34e-058.43e-0643
hsa0516971Oral cavityNEOLPEpstein-Barr virus infection51/1112202/84651.96e-062.01e-051.27e-0551
hsa0516471Oral cavityNEOLPInfluenza A43/1112171/84651.38e-051.22e-047.68e-0543
hsa051627Oral cavityNEOLPMeasles35/1112139/84658.30e-056.14e-043.86e-0435
hsa0541773Oral cavityNEOLPLipid and atherosclerosis47/1112215/84652.39e-041.61e-031.01e-0347
hsa051617Oral cavityNEOLPHepatitis B37/1112162/84654.41e-042.60e-031.63e-0337
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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
TRAF3SNVMissense_Mutationnovelc.1552A>Gp.Ser518Glyp.S518GQ13114protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0FK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TRAF3SNVMissense_Mutationnovelc.1591N>Ap.Ala531Thrp.A531TQ13114protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A24T-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
TRAF3SNVMissense_Mutationc.599N>Cp.Val200Alap.V200AQ13114protein_codingtolerated(0.6)benign(0.079)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRAF3SNVMissense_Mutationnovelc.1624N>Tp.Val542Phep.V542FQ13114protein_codingdeleterious(0)probably_damaging(0.966)TCGA-E9-A54X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRAF3insertionFrame_Shift_Insnovelc.1553_1554insATTCTGCACTGTCp.Ser518ArgfsTer37p.S518Rfs*37Q13114protein_codingTCGA-AN-A0FK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TRAF3insertionNonsense_Mutationnovelc.194_195insTATTTGATCATGTTTTGTTCCCAACACATATTAAAGTTGGp.Gln65HisfsTer3p.Q65Hfs*3Q13114protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
TRAF3insertionNonsense_Mutationnovelc.1541_1542insTGGGCCCCGGGCGAGTGCTGGGGCGGGGTCCGTGGGATGAGGGp.Asp515GlyfsTer13p.D515Gfs*13Q13114protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
TRAF3deletionFrame_Shift_Delc.1520_1523delNNNNp.His507ArgfsTer21p.H507Rfs*21Q13114protein_codingTCGA-AR-A1AI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
TRAF3SNVMissense_Mutationc.26N>Tp.Ser9Phep.S9FQ13114protein_codingdeleterious_low_confidence(0.02)benign(0.037)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
TRAF3SNVMissense_Mutationnovelc.1234G>Ap.Ala412Thrp.A412TQ13114protein_codingtolerated(0.06)benign(0.183)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
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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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