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: TNFAIP8

Gene summary for TNFAIP8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFAIP8

Gene ID

25816

Gene nameTNF alpha induced protein 8
Gene AliasGG2-1
Cytomap5q23.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

O95379


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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
25816TNFAIP8LZE4THumanEsophagusESCC2.65e-226.46e-010.0811
25816TNFAIP8LZE7THumanEsophagusESCC7.31e-095.96e-010.0667
25816TNFAIP8LZE8THumanEsophagusESCC1.74e-188.59e-010.067
25816TNFAIP8LZE20THumanEsophagusESCC1.13e-041.99e-010.0662
25816TNFAIP8LZE24THumanEsophagusESCC1.24e-091.07e-010.0596
25816TNFAIP8LZE21THumanEsophagusESCC1.52e-087.95e-010.0655
25816TNFAIP8LZE6THumanEsophagusESCC1.25e-095.50e-010.0845
25816TNFAIP8P1T-EHumanEsophagusESCC1.83e-035.06e-010.0875
25816TNFAIP8P2T-EHumanEsophagusESCC4.13e-082.36e-010.1177
25816TNFAIP8P4T-EHumanEsophagusESCC3.86e-331.02e+000.1323
25816TNFAIP8P5T-EHumanEsophagusESCC1.13e-245.10e-010.1327
25816TNFAIP8P8T-EHumanEsophagusESCC5.27e-102.72e-010.0889
25816TNFAIP8P9T-EHumanEsophagusESCC8.35e-451.31e+000.1131
25816TNFAIP8P10T-EHumanEsophagusESCC1.69e-172.09e-010.116
25816TNFAIP8P11T-EHumanEsophagusESCC1.23e-084.17e-010.1426
25816TNFAIP8P12T-EHumanEsophagusESCC5.53e-338.69e-010.1122
25816TNFAIP8P15T-EHumanEsophagusESCC2.78e-307.57e-010.1149
25816TNFAIP8P16T-EHumanEsophagusESCC1.73e-091.53e-020.1153
25816TNFAIP8P17T-EHumanEsophagusESCC1.74e-064.07e-010.1278
25816TNFAIP8P19T-EHumanEsophagusESCC2.92e-033.81e-010.1662
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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
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
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:001046616ProstateBPHnegative regulation of peptidase activity68/3107262/187237.28e-057.13e-0468
GO:005254719ProstateTumorregulation of peptidase activity137/3246461/187232.48e-111.71e-09137
GO:004328119ProstateTumorregulation of cysteine-type endopeptidase activity involved in apoptotic process74/3246209/187232.29e-101.33e-0874
GO:005254819ProstateTumorregulation of endopeptidase activity126/3246432/187235.86e-103.01e-08126
GO:200011619ProstateTumorregulation of cysteine-type endopeptidase activity79/3246235/187239.68e-104.66e-0879
GO:004586119ProstateTumornegative regulation of proteolysis102/3246351/187233.09e-089.94e-07102
GO:200011717ProstateTumornegative regulation of cysteine-type endopeptidase activity32/324686/187238.65e-061.27e-0432
GO:004315416ProstateTumornegative regulation of cysteine-type endopeptidase activity involved in apoptotic process29/324678/187232.29e-052.88e-0429
GO:005134617ProstateTumornegative regulation of hydrolase activity97/3246379/187232.87e-053.46e-0497
GO:001095116ProstateTumornegative regulation of endopeptidase activity68/3246252/187237.91e-058.19e-0468
GO:001046617ProstateTumornegative regulation of peptidase activity70/3246262/187238.76e-058.66e-0470
GO:0045861112SkinSCCISnegative regulation of proteolysis40/919351/187236.58e-075.13e-0540
GO:0052547112SkinSCCISregulation of peptidase activity46/919461/187234.09e-061.82e-0446
GO:0052548112SkinSCCISregulation of endopeptidase activity43/919432/187238.92e-063.22e-0443
GO:0051346111SkinSCCISnegative regulation of hydrolase activity38/919379/187232.49e-056.97e-0438
GO:0010951110SkinSCCISnegative regulation of endopeptidase activity28/919252/187234.82e-051.18e-0328
GO:0010466110SkinSCCISnegative regulation of peptidase activity28/919262/187239.55e-052.12e-0328
GO:2000116112SkinSCCISregulation of cysteine-type endopeptidase activity23/919235/187231.31e-031.52e-0223
GO:0043281112SkinSCCISregulation of cysteine-type endopeptidase activity involved in apoptotic process21/919209/187231.50e-031.69e-0221
GO:005254728SkincSCCregulation of peptidase activity177/4864461/187232.21e-098.02e-08177
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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
TNFAIP8SNVMissense_Mutationnovelc.243N>Cp.Glu81Aspp.E81DO95379protein_codingtolerated(0.12)possibly_damaging(0.63)TCGA-VS-A8QM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TNFAIP8SNVMissense_Mutationnovelc.241G>Cp.Glu81Glnp.E81QO95379protein_codingtolerated(0.89)benign(0.053)TCGA-VS-A9UP-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TNFAIP8SNVMissense_Mutationnovelc.193N>Ap.Glu65Lysp.E65KO95379protein_codingdeleterious(0.01)probably_damaging(0.963)TCGA-VS-AA62-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TNFAIP8SNVMissense_Mutationc.569N>Gp.Phe190Cysp.F190CO95379protein_codingtolerated(0.38)possibly_damaging(0.906)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TNFAIP8SNVMissense_Mutationrs142090608c.373N>Ap.Val125Metp.V125MO95379protein_codingtolerated(0.1)probably_damaging(0.964)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TNFAIP8SNVMissense_Mutationnovelc.542N>Ap.Ala181Aspp.A181DO95379protein_codingtolerated(0.35)probably_damaging(0.918)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TNFAIP8SNVMissense_Mutationrs751972765c.151N>Ap.Ala51Thrp.A51TO95379protein_codingdeleterious(0.02)benign(0.055)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TNFAIP8SNVMissense_Mutationc.296N>Tp.Arg99Metp.R99MO95379protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
TNFAIP8SNVMissense_Mutationnovelc.243N>Tp.Glu81Aspp.E81DO95379protein_codingtolerated(0.12)possibly_damaging(0.63)TCGA-QF-A5YS-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
TNFAIP8SNVMissense_Mutationc.556C>Tp.Pro186Serp.P186SO95379protein_codingtolerated(0.24)possibly_damaging(0.852)TCGA-18-3409-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
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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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