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: TFAP4

Gene summary for TFAP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TFAP4

Gene ID

7023

Gene nametranscription factor AP-4
Gene AliasAP-4
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

Q01664


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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
7023TFAP4LZE4THumanEsophagusESCC4.44e-072.13e-010.0811
7023TFAP4LZE7THumanEsophagusESCC3.34e-052.98e-010.0667
7023TFAP4LZE8THumanEsophagusESCC1.19e-041.48e-010.067
7023TFAP4LZE22THumanEsophagusESCC3.43e-022.32e-010.068
7023TFAP4LZE24THumanEsophagusESCC7.52e-123.66e-010.0596
7023TFAP4P1T-EHumanEsophagusESCC9.00e-032.76e-010.0875
7023TFAP4P2T-EHumanEsophagusESCC5.15e-448.04e-010.1177
7023TFAP4P4T-EHumanEsophagusESCC9.58e-183.67e-010.1323
7023TFAP4P5T-EHumanEsophagusESCC1.25e-243.73e-010.1327
7023TFAP4P8T-EHumanEsophagusESCC5.98e-274.43e-010.0889
7023TFAP4P9T-EHumanEsophagusESCC6.97e-122.59e-010.1131
7023TFAP4P10T-EHumanEsophagusESCC3.14e-172.87e-010.116
7023TFAP4P11T-EHumanEsophagusESCC1.26e-094.21e-010.1426
7023TFAP4P12T-EHumanEsophagusESCC2.40e-356.20e-010.1122
7023TFAP4P15T-EHumanEsophagusESCC6.93e-306.59e-010.1149
7023TFAP4P16T-EHumanEsophagusESCC1.49e-274.10e-010.1153
7023TFAP4P17T-EHumanEsophagusESCC1.16e-113.82e-010.1278
7023TFAP4P19T-EHumanEsophagusESCC4.52e-046.78e-010.1662
7023TFAP4P20T-EHumanEsophagusESCC3.56e-184.49e-010.1124
7023TFAP4P21T-EHumanEsophagusESCC1.67e-346.99e-010.1617
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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
∗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:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:001908017EsophagusESCCviral gene expression80/855294/187232.04e-151.28e-1380
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:0051348111EsophagusESCCnegative regulation of transferase activity177/8552268/187231.08e-114.00e-10177
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:2000116111EsophagusESCCregulation of cysteine-type endopeptidase activity158/8552235/187231.67e-115.90e-10158
GO:0043281111EsophagusESCCregulation of cysteine-type endopeptidase activity involved in apoptotic process143/8552209/187232.12e-117.31e-10143
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:0044403111EsophagusESCCbiological process involved in symbiotic interaction186/8552290/187231.43e-104.16e-09186
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:0001933111EsophagusESCCnegative regulation of protein phosphorylation213/8552342/187233.54e-109.76e-09213
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:0010952111EsophagusESCCpositive regulation of peptidase activity133/8552197/187234.31e-101.14e-08133
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520529EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0520537EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
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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
TFAP4PLABreastADJZNF581,NUDT21,NIPSNAP2, etc.1.81e-01The 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.
TFAP4PLABreastDCISZNF581,NUDT21,NIPSNAP2, etc.1.32e-01The 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.
TFAP4PLABreastHealthyZNF581,NUDT21,NIPSNAP2, etc.1.03e-01The 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.
TFAP4PLABreastIDCZNF581,NUDT21,NIPSNAP2, etc.1.39e-01The 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.
TFAP4PLABreastPrecancerZNF581,NUDT21,NIPSNAP2, etc.1.23e-01The 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.
TFAP4PLAColorectumHealthyITGA6,TRIM5,COX15, etc.3.13e-01The 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.
TFAP4MVAEndometriumAEHIGFBP6,DKKL1,IFT80, etc.3.60e-02The 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.
TFAP4PVAEndometriumEECIGFBP6,DKKL1,IFT80, etc.2.25e-01The 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.
TFAP4NKEsophagusESCCMGME1,HS3ST3A1,ELOVL4, etc.7.20e-02The 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.
TFAP4LYMENDEsophagusADJPERP,ANKRD37,P2RY1, etc.1.43e-01The 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.
∗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
TFAP4SNVMissense_Mutationc.194N>Gp.Asn65Serp.N65SQ01664protein_codingdeleterious(0.02)probably_damaging(0.983)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TFAP4SNVMissense_Mutationc.35N>Tp.Pro12Leup.P12LQ01664protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.981)TCGA-AO-A0J3-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
TFAP4SNVMissense_Mutationc.679N>Tp.Pro227Serp.P227SQ01664protein_codingtolerated(0.05)benign(0.18)TCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TFAP4SNVMissense_Mutationc.385N>Tp.Arg129Trpp.R129WQ01664protein_codingdeleterious(0)probably_damaging(0.985)TCGA-BH-A1EX-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TFAP4SNVMissense_Mutationnovelc.12N>Gp.Phe4Leup.F4LQ01664protein_codingtolerated_low_confidence(0.24)possibly_damaging(0.827)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
TFAP4insertionNonsense_Mutationnovelc.333_334insAAAAATTAGAp.Gln112LysfsTer3p.Q112Kfs*3Q01664protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TFAP4insertionFrame_Shift_Insnovelc.114_115insAGp.Glu39ArgfsTer83p.E39Rfs*83Q01664protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
TFAP4insertionIn_Frame_Insnovelc.113_114insTGACGTp.Pro38_Glu39insAspValp.P38_E39insDVQ01664protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
TFAP4SNVMissense_Mutationnovelc.583G>Cp.Val195Leup.V195LQ01664protein_codingtolerated(0.07)benign(0.01)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TFAP4SNVMissense_Mutationnovelc.368C>Tp.Ser123Leup.S123LQ01664protein_codingdeleterious(0.02)probably_damaging(0.953)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<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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