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: TNIP2

Gene summary for TNIP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNIP2

Gene ID

79155

Gene nameTNFAIP3 interacting protein 2
Gene AliasABIN2
Cytomap4p16.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q8NFZ5


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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
79155TNIP2LZE20THumanEsophagusESCC1.62e-043.31e-010.0662
79155TNIP2LZE22THumanEsophagusESCC1.88e-064.65e-010.068
79155TNIP2LZE24THumanEsophagusESCC1.48e-124.48e-010.0596
79155TNIP2P1T-EHumanEsophagusESCC3.69e-064.88e-010.0875
79155TNIP2P2T-EHumanEsophagusESCC1.87e-092.75e-010.1177
79155TNIP2P4T-EHumanEsophagusESCC2.56e-132.67e-010.1323
79155TNIP2P5T-EHumanEsophagusESCC3.49e-182.63e-010.1327
79155TNIP2P8T-EHumanEsophagusESCC6.58e-264.65e-010.0889
79155TNIP2P9T-EHumanEsophagusESCC3.70e-112.88e-010.1131
79155TNIP2P10T-EHumanEsophagusESCC1.14e-161.52e-010.116
79155TNIP2P11T-EHumanEsophagusESCC2.49e-104.06e-010.1426
79155TNIP2P12T-EHumanEsophagusESCC7.51e-152.46e-010.1122
79155TNIP2P15T-EHumanEsophagusESCC5.10e-142.84e-010.1149
79155TNIP2P16T-EHumanEsophagusESCC3.85e-126.95e-020.1153
79155TNIP2P17T-EHumanEsophagusESCC1.62e-083.99e-010.1278
79155TNIP2P19T-EHumanEsophagusESCC2.84e-087.38e-010.1662
79155TNIP2P20T-EHumanEsophagusESCC1.34e-092.50e-010.1124
79155TNIP2P21T-EHumanEsophagusESCC1.35e-234.22e-010.1617
79155TNIP2P22T-EHumanEsophagusESCC2.03e-101.79e-010.1236
79155TNIP2P23T-EHumanEsophagusESCC9.91e-276.27e-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
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
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:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
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:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
GO:007122215EsophagusESCCcellular response to lipopolysaccharide113/8552209/187238.79e-033.10e-02113
GO:007121617EsophagusESCCcellular response to biotic stimulus131/8552246/187239.85e-033.39e-02131
GO:19040197EsophagusESCCepithelial cell apoptotic process68/8552121/187231.27e-024.21e-0268
GO:003164712LiverCirrhoticregulation of protein stability144/4634298/187236.74e-191.28e-16144
GO:005082112LiverCirrhoticprotein stabilization97/4634191/187236.67e-156.97e-1397
GO:00072494LiverCirrhoticI-kappaB kinase/NF-kappaB signaling108/4634281/187232.21e-075.64e-06108
GO:00431225LiverCirrhoticregulation of I-kappaB kinase/NF-kappaB signaling95/4634249/187231.68e-063.22e-0595
GO:00431234LiverCirrhoticpositive regulation of I-kappaB kinase/NF-kappaB signaling71/4634186/187233.20e-053.97e-0471
GO:00324966LiverCirrhoticresponse to lipopolysaccharide111/4634343/187238.15e-045.95e-03111
GO:00705553LiverCirrhoticresponse to interleukin-152/4634143/187231.27e-038.54e-0352
GO:19040191LiverCirrhoticepithelial cell apoptotic process44/4634121/187232.86e-031.65e-0244
GO:00022376LiverCirrhoticresponse to molecule of bacterial origin113/4634363/187233.23e-031.81e-02113
GO:0071347LiverCirrhoticcellular response to interleukin-141/4634113/187234.08e-032.19e-0241
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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
TNIP2SNVMissense_Mutationnovelc.1063G>Ap.Gly355Argp.G355RQ8NFZ5protein_codingdeleterious(0.04)possibly_damaging(0.708)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
TNIP2SNVMissense_Mutationnovelc.625N>Ap.Glu209Lysp.E209KQ8NFZ5protein_codingdeleterious(0)benign(0.124)TCGA-ZJ-AAXF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TNIP2SNVMissense_Mutationrs539733626c.524N>Ap.Arg175Glnp.R175QQ8NFZ5protein_codingtolerated(0.21)benign(0)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TNIP2SNVMissense_Mutationrs545493843c.415N>Ap.Ala139Thrp.A139TQ8NFZ5protein_codingtolerated(1)benign(0.019)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNIP2SNVMissense_Mutationc.388N>Gp.Met130Valp.M130VQ8NFZ5protein_codingtolerated(0.92)benign(0)TCGA-CM-6169-01Colorectumcolon adenocarcinomaMale>=65I/IIAncillaryleucovorinSD
TNIP2SNVMissense_Mutationrs545493843c.415N>Ap.Ala139Thrp.A139TQ8NFZ5protein_codingtolerated(1)benign(0.019)TCGA-AG-3901-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TNIP2SNVMissense_Mutationrs768831983c.712G>Ap.Val238Metp.V238MQ8NFZ5protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TNIP2SNVMissense_Mutationrs770013204c.706N>Ap.Glu236Lysp.E236KQ8NFZ5protein_codingdeleterious(0.03)probably_damaging(0.993)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TNIP2SNVMissense_Mutationc.921N>Tp.Lys307Asnp.K307NQ8NFZ5protein_codingdeleterious(0)probably_damaging(0.914)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TNIP2SNVMissense_Mutationnovelc.391N>Ap.Ala131Thrp.A131TQ8NFZ5protein_codingdeleterious(0.04)possibly_damaging(0.476)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<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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