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: TCF7L1

Gene summary for TCF7L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TCF7L1

Gene ID

83439

Gene nametranscription factor 7 like 1
Gene AliasTCF-3
Cytomap2p11.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9HCS4


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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
83439TCF7L1AEH-subject1HumanEndometriumAEH2.35e-042.48e-01-0.3059
83439TCF7L1AEH-subject5HumanEndometriumAEH1.26e-022.26e-01-0.2953
83439TCF7L1EEC-subject1HumanEndometriumEEC1.32e-043.02e-01-0.2682
83439TCF7L1GSM5276935HumanEndometriumEEC2.27e-031.63e-01-0.123
83439TCF7L1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC4.12e-061.63e-01-0.1869
83439TCF7L1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.58e-044.01e-02-0.1875
83439TCF7L1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.71e-078.74e-02-0.1883
83439TCF7L1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.73e-082.46e-01-0.1934
83439TCF7L1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.44e-129.36e-02-0.1917
83439TCF7L1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.81e-087.43e-02-0.1916
83439TCF7L1P2T-EHumanEsophagusESCC7.50e-275.58e-010.1177
83439TCF7L1P4T-EHumanEsophagusESCC7.88e-081.41e-010.1323
83439TCF7L1P5T-EHumanEsophagusESCC6.36e-066.13e-020.1327
83439TCF7L1P8T-EHumanEsophagusESCC6.46e-081.41e-010.0889
83439TCF7L1P9T-EHumanEsophagusESCC3.65e-023.77e-020.1131
83439TCF7L1P10T-EHumanEsophagusESCC5.64e-111.54e-010.116
83439TCF7L1P12T-EHumanEsophagusESCC8.17e-303.97e-010.1122
83439TCF7L1P15T-EHumanEsophagusESCC5.54e-082.05e-010.1149
83439TCF7L1P16T-EHumanEsophagusESCC8.32e-315.60e-010.1153
83439TCF7L1P20T-EHumanEsophagusESCC2.24e-069.14e-020.1124
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00301118EndometriumAEHregulation of Wnt signaling pathway71/2100328/187233.31e-081.87e-0671
GO:00160558EndometriumAEHWnt signaling pathway85/2100444/187234.99e-071.97e-0585
GO:01987388EndometriumAEHcell-cell signaling by wnt85/2100446/187236.07e-072.29e-0585
GO:00600708EndometriumAEHcanonical Wnt signaling pathway58/2100303/187233.12e-055.66e-0458
GO:00063258EndometriumAEHchromatin organization64/2100409/187233.69e-032.52e-0264
GO:003011113EndometriumEECregulation of Wnt signaling pathway74/2168328/187231.03e-086.47e-0774
GO:001605513EndometriumEECWnt signaling pathway90/2168444/187236.65e-083.50e-0690
GO:019873813EndometriumEECcell-cell signaling by wnt90/2168446/187238.25e-084.23e-0690
GO:006007013EndometriumEECcanonical Wnt signaling pathway61/2168303/187231.05e-052.25e-0461
GO:000632513EndometriumEECchromatin organization65/2168409/187234.98e-033.14e-0265
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:00160556LungIACWnt signaling pathway95/2061444/187231.13e-102.80e-0895
GO:01987386LungIACcell-cell signaling by wnt95/2061446/187231.46e-103.48e-0895
GO:00301116LungIACregulation of Wnt signaling pathway74/2061328/187231.14e-092.05e-0774
GO:00600706LungIACcanonical Wnt signaling pathway61/2061303/187232.09e-069.45e-0561
GO:00063256LungIACchromatin organization69/2061409/187232.01e-043.53e-0369
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513226EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa0452025EndometriumAEHAdherens junction36/119793/84653.49e-095.98e-084.37e-0836
hsa043909EndometriumAEHHippo signaling pathway38/1197157/84654.79e-043.38e-032.47e-0338
hsa0521314EndometriumAEHEndometrial cancer18/119758/84657.42e-045.03e-033.68e-0318
hsa0516725EndometriumAEHKaposi sarcoma-associated herpesvirus infection44/1197194/84657.97e-045.28e-033.87e-0344
hsa052158EndometriumAEHProstate cancer25/119797/84651.68e-031.01e-027.39e-0325
hsa0521610EndometriumAEHThyroid cancer12/119737/84653.68e-032.14e-021.56e-0212
hsa0431010EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa05132112EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa04520111EndometriumAEHAdherens junction36/119793/84653.49e-095.98e-084.37e-0836
hsa0439014EndometriumAEHHippo signaling pathway38/1197157/84654.79e-043.38e-032.47e-0338
hsa0521315EndometriumAEHEndometrial cancer18/119758/84657.42e-045.03e-033.68e-0318
hsa05167111EndometriumAEHKaposi sarcoma-associated herpesvirus infection44/1197194/84657.97e-045.28e-033.87e-0344
hsa0521513EndometriumAEHProstate cancer25/119797/84651.68e-031.01e-027.39e-0325
hsa0521615EndometriumAEHThyroid cancer12/119737/84653.68e-032.14e-021.56e-0212
hsa0431013EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa0513227EndometriumEECSalmonella infection71/1237249/84657.11e-091.30e-079.69e-0871
hsa0452026EndometriumEECAdherens junction36/123793/84658.57e-091.48e-071.11e-0736
hsa0439023EndometriumEECHippo signaling pathway39/1237157/84654.54e-043.47e-032.59e-0339
hsa0516726EndometriumEECKaposi sarcoma-associated herpesvirus infection45/1237194/84658.55e-045.86e-034.37e-0345
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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
TCF7L1STMBreastDCISKRT14,IRS2,RHCG, etc.2.53e-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.
TCF7L1DCCervixADJCFD,PLAC9,DCN, etc.1.72e-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.
TCF7L1M2MACCervixCCCFD,PLAC9,DCN, etc.2.39e-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.
TCF7L1PLACervixCCCFD,PLAC9,DCN, etc.2.37e-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.
TCF7L1M1MACCervixHealthyCFD,PLAC9,DCN, etc.1.93e-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.
TCF7L1PVAEndometriumADJRNF144B,FBN2,ZNF577, etc.3.68e-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.
TCF7L1PVAEndometriumAEHRNF144B,FBN2,ZNF577, etc.3.59e-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.
TCF7L1MSC.SECLiverCirrhoticPCSK5,LDB2,PPP1R16B, etc.3.14e-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.
TCF7L1MSC.SECLiverHealthyPCSK5,LDB2,PPP1R16B, etc.5.96e-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.
TCF7L1MSC.SECLiverNAFLDPCSK5,LDB2,PPP1R16B, etc.5.96e-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
TCF7L1SNVMissense_Mutationc.552N>Ap.His184Glnp.H184QQ9HCS4protein_codingtolerated(0.44)possibly_damaging(0.602)TCGA-EW-A1P4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
TCF7L1insertionFrame_Shift_Insnovelc.501_502insCp.Arg168GlnfsTer10p.R168Qfs*10Q9HCS4protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TCF7L1insertionFrame_Shift_Insnovelc.502_503insGGGCTGACCAAGGAGGCAGAGGCTCCCAGATp.Ser169AlafsTer19p.S169Afs*19Q9HCS4protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TCF7L1SNVMissense_Mutationrs150938300c.667C>Tp.Arg223Trpp.R223WQ9HCS4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TCF7L1SNVMissense_Mutationc.148N>Cp.Glu50Glnp.E50QQ9HCS4protein_codingdeleterious(0.02)possibly_damaging(0.516)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
TCF7L1SNVMissense_Mutationc.606C>Gp.Phe202Leup.F202LQ9HCS4protein_codingdeleterious(0)benign(0.125)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TCF7L1SNVMissense_Mutationrs753284958c.901N>Tp.Pro301Serp.P301SQ9HCS4protein_codingtolerated(0.06)benign(0.212)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TCF7L1SNVMissense_Mutationc.926N>Ap.Ala309Aspp.A309DQ9HCS4protein_codingdeleterious(0)possibly_damaging(0.617)TCGA-AA-3846-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TCF7L1SNVMissense_Mutationc.334N>Ap.Ala112Thrp.A112TQ9HCS4protein_codingtolerated(0.19)possibly_damaging(0.532)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TCF7L1SNVMissense_Mutationnovelc.427N>Ap.Gly143Argp.G143RQ9HCS4protein_codingtolerated(0.26)benign(0.015)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<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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