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: TFAP2A

Gene summary for TFAP2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TFAP2A

Gene ID

7020

Gene nametranscription factor AP-2 alpha
Gene AliasAP-2
Cytomap6p24.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P05549


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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
7020TFAP2AAEH-subject5HumanEndometriumAEH2.74e-081.95e-01-0.2953
7020TFAP2AGSM5276935HumanEndometriumEEC3.10e-536.83e-01-0.123
7020TFAP2AGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.76e-094.67e-01-0.1869
7020TFAP2AGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.68e-105.32e-01-0.1875
7020TFAP2AGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC4.32e-125.27e-01-0.1883
7020TFAP2AGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.95e-124.53e-01-0.1934
7020TFAP2AGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC8.72e-094.18e-01-0.1917
7020TFAP2AGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC8.13e-104.68e-01-0.1916
7020TFAP2AGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC6.66e-103.14e-01-0.1269
7020TFAP2ALZE4THumanEsophagusESCC6.76e-072.70e-010.0811
7020TFAP2ALZE7THumanEsophagusESCC9.76e-063.37e-010.0667
7020TFAP2ALZE8THumanEsophagusESCC3.18e-062.86e-010.067
7020TFAP2ALZE20THumanEsophagusESCC4.10e-154.69e-010.0662
7020TFAP2ALZE22D1HumanEsophagusHGIN1.90e-072.45e-010.0595
7020TFAP2ALZE22THumanEsophagusESCC8.58e-077.53e-010.068
7020TFAP2ALZE24THumanEsophagusESCC5.71e-197.27e-010.0596
7020TFAP2ALZE21THumanEsophagusESCC1.42e-025.79e-010.0655
7020TFAP2AP1T-EHumanEsophagusESCC3.95e-229.82e-010.0875
7020TFAP2AP2T-EHumanEsophagusESCC6.18e-902.07e+000.1177
7020TFAP2AP4T-EHumanEsophagusESCC1.63e-246.25e-010.1323
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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:00015038EndometriumAEHossification78/2100408/187231.54e-064.85e-0578
GO:00016556EndometriumAEHurogenital system development67/2100338/187232.30e-066.76e-0567
GO:00720015EndometriumAEHrenal system development61/2100302/187233.43e-069.24e-0561
GO:190121616EndometriumAEHpositive regulation of neuron death27/210097/187235.35e-061.36e-0427
GO:00018224EndometriumAEHkidney development57/2100293/187232.25e-054.35e-0457
GO:001003816EndometriumAEHresponse to metal ion65/2100373/187232.02e-042.54e-0365
GO:004352510EndometriumAEHpositive regulation of neuron apoptotic process16/210058/187234.75e-044.91e-0316
GO:00351073EndometriumAEHappendage morphogenesis29/2100138/187236.06e-045.94e-0329
GO:00351083EndometriumAEHlimb morphogenesis29/2100138/187236.06e-045.94e-0329
GO:00487366EndometriumAEHappendage development33/2100172/187231.41e-031.18e-0233
GO:00601736EndometriumAEHlimb development33/2100172/187231.41e-031.18e-0233
GO:0010944EndometriumAEHnegative regulation of transcription by competitive promoter binding5/210010/187232.74e-031.97e-025
GO:0030326EndometriumAEHembryonic limb morphogenesis23/2100116/187234.58e-032.95e-0223
GO:0035113EndometriumAEHembryonic appendage morphogenesis23/2100116/187234.58e-032.95e-0223
GO:0070167EndometriumAEHregulation of biomineral tissue development20/210097/187235.00e-033.14e-0220
GO:0035115EndometriumAEHembryonic forelimb morphogenesis9/210031/187235.59e-033.44e-029
GO:190121416EndometriumAEHregulation of neuron death51/2100319/187235.82e-033.55e-0251
GO:00302822EndometriumAEHbone mineralization23/2100119/187236.32e-033.75e-0223
GO:0110149EndometriumAEHregulation of biomineralization20/210099/187236.34e-033.76e-0220
GO:00163313EndometriumAEHmorphogenesis of embryonic epithelium27/2100147/187236.70e-033.94e-0227
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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
TFAP2ANEUTCervixHSIL_HPVS100A7,FABP5,HS3ST4, etc.4.34e-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.
TFAP2AM1MACCervixHSIL_HPVS100A7,FABP5,HS3ST4, etc.7.66e-03The 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.
TFAP2ANEUTCervixN_HPVS100A7,FABP5,HS3ST4, etc.4.75e-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.
TFAP2ADUCT1PancreasPDACMIA,HOXB3,SMAD7, etc.6.25e-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.
TFAP2ADPCSkinADJKRT5,KRT14,SDC1, etc.1.24e-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
TFAP2ASNVMissense_Mutationc.262N>Gp.Gln88Glup.Q88EP05549protein_codingtolerated(0.21)possibly_damaging(0.759)TCGA-A2-A1G0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
TFAP2ASNVMissense_Mutationc.476N>Cp.Val159Alap.V159AP05549protein_codingtolerated(0.1)benign(0)TCGA-A7-A13F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
TFAP2ASNVMissense_Mutationc.625G>Ap.Glu209Lysp.E209KP05549protein_codingdeleterious(0.01)benign(0.404)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
TFAP2ASNVMissense_Mutationc.1043N>Gp.Phe348Cysp.F348CP05549protein_codingdeleterious(0)probably_damaging(0.946)TCGA-AO-A0JM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TFAP2ASNVMissense_Mutationc.1033T>Cp.Cys345Argp.C345RP05549protein_codingdeleterious(0)probably_damaging(0.96)TCGA-BH-A0BS-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinCR
TFAP2ASNVMissense_Mutationc.572N>Tp.Ser191Phep.S191FP05549protein_codingdeleterious(0.05)benign(0.243)TCGA-EW-A6SA-01Breastbreast invasive carcinomaMale<65I/IIUnknownUnknownSD
TFAP2ASNVMissense_Mutationc.740N>Tp.Ser247Leup.S247LP05549protein_codingdeleterious(0.01)benign(0.202)TCGA-C5-A1MN-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
TFAP2ASNVMissense_Mutationrs151344526c.724G>Ap.Glu242Lysp.E242KP05549protein_codingdeleterious(0.01)possibly_damaging(0.508)TCGA-C5-A3HD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TFAP2ASNVMissense_Mutationnovelc.161N>Tp.Gln54Leup.Q54LP05549protein_codingdeleterious(0.03)possibly_damaging(0.885)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TFAP2ASNVMissense_Mutationc.878T>Gp.Val293Glyp.V293GP05549protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EK-A2PM-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
7020TFAP2ATRANSCRIPTION FACTORHORMONES12704799
7020TFAP2ATRANSCRIPTION FACTORNELFINAVIRNELFINAVIR10996400
7020TFAP2ATRANSCRIPTION FACTORINDINAVIRINDINAVIR10996400
7020TFAP2ATRANSCRIPTION FACTORTUMOR NECROSIS FACTOR11438643
7020TFAP2ATRANSCRIPTION FACTORAMPRENAVIRAMPRENAVIR10996400
7020TFAP2ATRANSCRIPTION FACTORTNF-ALPHA11438643
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