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: TRAF3IP1

Gene summary for TRAF3IP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRAF3IP1

Gene ID

26146

Gene nameTRAF3 interacting protein 1
Gene AliasFAP116
Cytomap2q37.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q8TDR0


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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
26146TRAF3IP1LZE8THumanEsophagusESCC2.72e-039.89e-020.067
26146TRAF3IP1LZE24THumanEsophagusESCC3.17e-061.92e-010.0596
26146TRAF3IP1LZE21THumanEsophagusESCC6.52e-031.72e-010.0655
26146TRAF3IP1P1T-EHumanEsophagusESCC1.64e-051.88e-010.0875
26146TRAF3IP1P2T-EHumanEsophagusESCC2.05e-091.94e-010.1177
26146TRAF3IP1P4T-EHumanEsophagusESCC6.27e-061.29e-010.1323
26146TRAF3IP1P5T-EHumanEsophagusESCC8.96e-045.62e-020.1327
26146TRAF3IP1P8T-EHumanEsophagusESCC3.77e-071.62e-010.0889
26146TRAF3IP1P10T-EHumanEsophagusESCC2.00e-091.15e-010.116
26146TRAF3IP1P12T-EHumanEsophagusESCC6.12e-071.58e-010.1122
26146TRAF3IP1P15T-EHumanEsophagusESCC2.22e-122.18e-010.1149
26146TRAF3IP1P16T-EHumanEsophagusESCC1.00e-061.24e-010.1153
26146TRAF3IP1P20T-EHumanEsophagusESCC1.04e-101.86e-010.1124
26146TRAF3IP1P21T-EHumanEsophagusESCC6.41e-081.85e-010.1617
26146TRAF3IP1P22T-EHumanEsophagusESCC2.30e-061.56e-010.1236
26146TRAF3IP1P23T-EHumanEsophagusESCC1.83e-071.66e-010.108
26146TRAF3IP1P24T-EHumanEsophagusESCC1.10e-041.42e-010.1287
26146TRAF3IP1P26T-EHumanEsophagusESCC1.28e-059.12e-020.1276
26146TRAF3IP1P27T-EHumanEsophagusESCC1.40e-051.36e-010.1055
26146TRAF3IP1P28T-EHumanEsophagusESCC1.45e-204.65e-010.1149
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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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00028321LiverHCCnegative regulation of response to biotic stimulus66/7958108/187237.24e-056.50e-0466
GO:00028312LiverHCCregulation of response to biotic stimulus173/7958327/187238.55e-057.48e-04173
GO:0050687LiverHCCnegative regulation of defense response to virus18/795824/187231.27e-036.92e-0318
GO:00016553LiverHCCurogenital system development170/7958338/187232.15e-031.08e-02170
GO:00018222LiverHCCkidney development148/7958293/187233.25e-031.49e-02148
GO:0050688LiverHCCregulation of defense response to virus41/795869/187233.38e-031.54e-0241
GO:00720012LiverHCCrenal system development152/7958302/187233.45e-031.56e-02152
GO:0032886LiverHCCregulation of microtubule-based process123/7958240/187233.69e-031.64e-02123
GO:0050777LiverHCCnegative regulation of immune response101/7958194/187234.40e-031.90e-02101
GO:004325420Oral cavityOSCCregulation of protein-containing complex assembly255/7305428/187232.94e-183.15e-16255
GO:000961515Oral cavityOSCCresponse to virus215/7305367/187231.63e-149.41e-13215
GO:001056320Oral cavityOSCCnegative regulation of phosphorus metabolic process246/7305442/187236.12e-132.89e-11246
GO:004593620Oral cavityOSCCnegative regulation of phosphate metabolic process245/7305441/187238.85e-134.09e-11245
GO:004232619Oral cavityOSCCnegative regulation of phosphorylation214/7305385/187232.30e-117.74e-10214
GO:000193319Oral cavityOSCCnegative regulation of protein phosphorylation191/7305342/187231.58e-104.62e-09191
GO:00516074Oral cavityOSCCdefense response to virus154/7305265/187231.96e-105.63e-09154
GO:01405464Oral cavityOSCCdefense response to symbiont154/7305265/187231.96e-105.63e-09154
GO:00028317Oral cavityOSCCregulation of response to biotic stimulus177/7305327/187231.73e-083.43e-07177
GO:003070510Oral cavityOSCCcytoskeleton-dependent intracellular transport113/7305195/187236.03e-081.09e-06113
GO:00315034Oral cavityOSCCprotein-containing complex localization123/7305220/187232.54e-074.00e-06123
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
TRAF3IP1SNVMissense_Mutationrs750512823c.1684N>Ap.Glu562Lysp.E562KQ8TDR0protein_codingdeleterious(0.05)possibly_damaging(0.872)TCGA-A1-A0SK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TRAF3IP1SNVMissense_Mutationrs375052092c.2066N>Tp.Ser689Leup.S689LQ8TDR0protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRAF3IP1SNVMissense_Mutationc.144N>Ap.Phe48Leup.F48LQ8TDR0protein_codingdeleterious(0)probably_damaging(0.986)TCGA-EW-A1OZ-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
TRAF3IP1SNVMissense_Mutationnovelc.628A>Cp.Asn210Hisp.N210HQ8TDR0protein_codingdeleterious(0.04)benign(0.203)TCGA-PE-A5DC-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TRAF3IP1deletionFrame_Shift_Delc.762delNp.Glu258ArgfsTer5p.E258Rfs*5Q8TDR0protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRAF3IP1SNVMissense_Mutationc.1795C>Tp.Pro599Serp.P599SQ8TDR0protein_codingdeleterious(0.05)probably_damaging(0.993)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRAF3IP1SNVMissense_Mutationc.171G>Tp.Glu57Aspp.E57DQ8TDR0protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TRAF3IP1SNVMissense_Mutationnovelc.316N>Ap.Glu106Lysp.E106KQ8TDR0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TRAF3IP1SNVMissense_Mutationrs766887017c.1142N>Tp.Thr381Metp.T381MQ8TDR0protein_codingtolerated(0.05)probably_damaging(0.96)TCGA-G4-6322-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinPD
TRAF3IP1SNVMissense_Mutationc.1352N>Gp.Leu451Argp.L451RQ8TDR0protein_codingdeleterious(0.03)probably_damaging(0.943)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
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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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