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: CD96

Gene summary for CD96

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD96

Gene ID

10225

Gene nameCD96 molecule
Gene AliasTACTILE
Cytomap3q13.13-q13.2
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q8WUE2


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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
10225CD96LZE4THumanEsophagusESCC3.78e-082.82e-010.0811
10225CD96LZE7THumanEsophagusESCC1.40e-084.84e-010.0667
10225CD96LZE22D1HumanEsophagusHGIN3.26e-021.74e-010.0595
10225CD96LZE6THumanEsophagusESCC1.60e-166.43e-010.0845
10225CD96P56T-EHumanEsophagusESCC1.16e-089.65e-010.1613
10225CD96P62T-EHumanEsophagusESCC1.21e-039.80e-020.1302
10225CD96P80T-EHumanEsophagusESCC3.16e-031.34e-010.155
10225CD96HCC1HumanLiverHCC2.88e-031.43e+000.5336
10225CD96HCC2HumanLiverHCC4.10e-121.18e+000.5341
10225CD96HCC5HumanLiverHCC1.49e-081.65e+000.4932
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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
∗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:00028325EsophagusHGINnegative regulation of response to biotic stimulus25/2587108/187235.87e-034.77e-0225
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:000716018EsophagusESCCcell-matrix adhesion141/8552233/187233.33e-063.71e-05141
GO:000283212EsophagusESCCnegative regulation of response to biotic stimulus72/8552108/187238.36e-068.11e-0572
GO:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:00450885EsophagusESCCregulation of innate immune response125/8552218/187233.34e-041.96e-03125
GO:00507775EsophagusESCCnegative regulation of immune response112/8552194/187234.67e-042.62e-03112
GO:000268316EsophagusESCCnegative regulation of immune system process231/8552434/187238.48e-044.36e-03231
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
GO:00458245EsophagusESCCnegative regulation of innate immune response45/855271/187231.98e-038.90e-0345
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:003158922LiverHCCcell-substrate adhesion188/7958363/187232.00e-041.55e-03188
GO:000716021LiverHCCcell-matrix adhesion123/7958233/187239.34e-045.47e-03123
GO:003249611LiverHCCresponse to lipopolysaccharide174/7958343/187231.19e-036.62e-03174
GO:000223711LiverHCCresponse to molecule of bacterial origin181/7958363/187232.58e-031.24e-02181
GO:00450881LiverHCCregulation of innate immune response113/7958218/187233.27e-031.50e-02113
GO:00458241LiverHCCnegative regulation of innate immune response42/795871/187233.41e-031.55e-0242
GO:0050777LiverHCCnegative regulation of immune response101/7958194/187234.40e-031.90e-02101
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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
CD96PVRCD96_PVRCD96BreastADJ
CD96PVRCD96_PVRCD96BreastHealthy
NECTIN1CD96NECTIN1_CD96NECTINCervixCC
CD96NECTIN1CD96_NECTIN1CD96CervixCC
NECTIN1CD96NECTIN1_CD96NECTINCRCAD
CD96NECTIN1CD96_NECTIN1CD96CRCAD
NECTIN1CD96NECTIN1_CD96NECTINCRCMSI-H
CD96NECTIN1CD96_NECTIN1CD96CRCMSI-H
CD96PVRCD96_PVRCD96CRCMSI-H
NECTIN1CD96NECTIN1_CD96NECTINCRCMSS
CD96NECTIN1CD96_NECTIN1CD96CRCMSS
CD96PVRCD96_PVRCD96HNSCCOSCC
CD96PVRCD96_PVRCD96HNSCCPrecancer
CD96PVRCD96_PVRCD96LiverPrecancer
NECTIN1CD96NECTIN1_CD96NECTINProstateBPH
CD96NECTIN1CD96_NECTIN1CD96ProstateBPH
CD96PVRCD96_PVRCD96ProstateBPH
NECTIN1CD96NECTIN1_CD96NECTINProstateHealthy
CD96NECTIN1CD96_NECTIN1CD96ProstateHealthy
NECTIN1CD96NECTIN1_CD96NECTINSkinADJ
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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
CD96SNVMissense_Mutationc.1178N>Gp.Glu393Glyp.E393GP40200protein_codingtolerated(0.28)benign(0.003)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CD96SNVMissense_Mutationc.460N>Ap.Glu154Lysp.E154KP40200protein_codingtolerated(0.37)benign(0.03)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
CD96SNVMissense_Mutationrs119477056c.839N>Ap.Thr280Lysp.T280KP40200protein_codingtolerated(0.17)benign(0.009)TCGA-E2-A1B4-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
CD96SNVMissense_Mutationc.1025N>Tp.Ser342Ilep.S342IP40200protein_codingtolerated(0.29)benign(0.001)TCGA-GI-A2C8-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificAdriamycinSD
CD96deletionFrame_Shift_Delnovelc.250delNp.Cys85ValfsTer5p.C85Vfs*5P40200protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CD96SNVMissense_Mutationc.895G>Ap.Ala299Thrp.A299TP40200protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CD96SNVMissense_Mutationrs374177461c.1322N>Ap.Arg441Glnp.R441QP40200protein_codingtolerated(1)benign(0)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CD96SNVMissense_Mutationc.1129N>Ap.Leu377Ilep.L377IP40200protein_codingtolerated(0.08)benign(0.015)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CD96SNVMissense_Mutationc.1753C>Ap.Leu585Ilep.L585IP40200protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-AA-3712-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CD96SNVMissense_Mutationc.1336N>Tp.Pro446Serp.P446SP40200protein_codingtolerated(1)benign(0)TCGA-AA-3852-01Colorectumcolon adenocarcinomaMale>=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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