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: TRAF3IP2

Gene summary for TRAF3IP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRAF3IP2

Gene ID

10758

Gene nameTRAF3 interacting protein 2
Gene AliasACT1
Cytomap6q21
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

O43734


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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
10758TRAF3IP2LZE4THumanEsophagusESCC2.64e-092.16e-010.0811
10758TRAF3IP2LZE7THumanEsophagusESCC3.40e-031.37e-010.0667
10758TRAF3IP2LZE8THumanEsophagusESCC1.23e-033.13e-020.067
10758TRAF3IP2LZE24THumanEsophagusESCC1.51e-141.38e-010.0596
10758TRAF3IP2P2T-EHumanEsophagusESCC4.01e-316.96e-010.1177
10758TRAF3IP2P4T-EHumanEsophagusESCC3.37e-092.10e-010.1323
10758TRAF3IP2P5T-EHumanEsophagusESCC3.32e-152.78e-010.1327
10758TRAF3IP2P8T-EHumanEsophagusESCC7.17e-134.93e-020.0889
10758TRAF3IP2P9T-EHumanEsophagusESCC2.31e-058.68e-030.1131
10758TRAF3IP2P10T-EHumanEsophagusESCC1.19e-296.16e-010.116
10758TRAF3IP2P11T-EHumanEsophagusESCC1.38e-042.81e-010.1426
10758TRAF3IP2P12T-EHumanEsophagusESCC2.01e-225.41e-010.1122
10758TRAF3IP2P15T-EHumanEsophagusESCC3.84e-226.05e-010.1149
10758TRAF3IP2P16T-EHumanEsophagusESCC1.87e-194.29e-010.1153
10758TRAF3IP2P17T-EHumanEsophagusESCC3.09e-081.97e-010.1278
10758TRAF3IP2P20T-EHumanEsophagusESCC6.95e-212.64e-010.1124
10758TRAF3IP2P21T-EHumanEsophagusESCC1.40e-378.32e-010.1617
10758TRAF3IP2P22T-EHumanEsophagusESCC4.70e-161.37e-010.1236
10758TRAF3IP2P23T-EHumanEsophagusESCC9.14e-113.90e-010.108
10758TRAF3IP2P24T-EHumanEsophagusESCC9.51e-151.91e-010.1287
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:0006402110EsophagusESCCmRNA catabolic process170/8552232/187238.70e-188.00e-16170
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001703818EsophagusESCCprotein import149/8552206/187235.90e-153.31e-13149
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:004312318EsophagusESCCpositive regulation of I-kappaB kinase/NF-kappaB signaling132/8552186/187232.07e-128.58e-11132
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:0009895111EsophagusESCCnegative regulation of catabolic process201/8552320/187233.88e-101.05e-08201
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0465727EsophagusESCCIL-17 signaling pathway66/420594/84653.93e-051.75e-048.99e-0566
hsa0421838EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0465734EsophagusESCCIL-17 signaling pathway66/420594/84653.93e-051.75e-048.99e-0566
hsa0421822LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0421832LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0421820Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa0465724Oral cavityOSCCIL-17 signaling pathway64/370494/84651.48e-067.87e-064.01e-0664
hsa04218110Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa04657112Oral cavityOSCCIL-17 signaling pathway64/370494/84651.48e-067.87e-064.01e-0664
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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
TRAF3IP2SNVMissense_Mutationnovelc.301N>Cp.Glu101Glnp.E101QO43734protein_codingtolerated(0.06)possibly_damaging(0.69)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRAF3IP2SNVMissense_Mutationrs376682410c.277C>Tp.Arg93Cysp.R93CO43734protein_codingdeleterious(0.01)benign(0.003)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
TRAF3IP2SNVMissense_Mutationc.73N>Ap.Pro25Thrp.P25TO43734protein_codingdeleterious_low_confidence(0)benign(0.338)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRAF3IP2SNVMissense_Mutationnovelc.1226N>Gp.Leu409Trpp.L409WO43734protein_codingdeleterious(0)probably_damaging(0.994)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
TRAF3IP2SNVMissense_Mutationnovelc.1224N>Tp.Glu408Aspp.E408DO43734protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
TRAF3IP2SNVMissense_Mutationc.1295T>Cp.Leu432Serp.L432SO43734protein_codingtolerated(0.12)benign(0.018)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRAF3IP2SNVMissense_Mutationnovelc.202N>Tp.Asp68Tyrp.D68YO43734protein_codingdeleterious_low_confidence(0)benign(0.303)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TRAF3IP2SNVMissense_Mutationc.1596N>Tp.Trp532Cysp.W532CO43734protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A020-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapyfolinicCR
TRAF3IP2SNVMissense_Mutationnovelc.1337N>Tp.Arg446Ilep.R446IO43734protein_codingtolerated(0.09)benign(0.185)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
TRAF3IP2SNVMissense_Mutationc.1558N>Gp.Leu520Valp.L520VO43734protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-F5-6813-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownPD
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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
10758TRAF3IP2TRANSCRIPTION FACTOR, KINASEnevirapineNEVIRAPINE
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