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: TCF7

Gene summary for TCF7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TCF7

Gene ID

6932

Gene nametranscription factor 7
Gene AliasTCF-1
Cytomap5q31.1
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P36402


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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
6932TCF7HTA11_1938_2000001011HumanColorectumAD2.21e-033.11e-01-0.0811
6932TCF7HTA11_696_2000001011HumanColorectumAD1.42e-021.81e-01-0.1464
6932TCF7HTA11_866_3004761011HumanColorectumAD2.46e-042.80e-010.096
6932TCF7HTA11_7696_3000711011HumanColorectumAD9.17e-052.56e-010.0674
6932TCF7HTA11_99999971662_82457HumanColorectumMSS5.47e-278.19e-010.3859
6932TCF7HTA11_99999973899_84307HumanColorectumMSS6.34e-126.41e-010.2585
6932TCF7HTA11_99999974143_84620HumanColorectumMSS7.93e-205.40e-010.3005
6932TCF7S43HumanLiverCirrhotic3.14e-02-1.41e-01-0.0187
6932TCF7HCC1_MengHumanLiverHCC2.48e-13-1.54e-010.0246
6932TCF7HCC2_MengHumanLiverHCC5.22e-12-7.61e-020.0107
6932TCF7HCC1HumanLiverHCC9.59e-033.01e+000.5336
6932TCF7S014HumanLiverHCC3.18e-127.11e-010.2254
6932TCF7S015HumanLiverHCC9.32e-106.73e-010.2375
6932TCF7S016HumanLiverHCC8.72e-116.83e-010.2243
6932TCF7C21HumanOral cavityOSCC4.01e-061.80e-010.2678
6932TCF7C30HumanOral cavityOSCC2.40e-063.87e-010.3055
6932TCF7C43HumanOral cavityOSCC1.05e-133.78e-010.1704
6932TCF7C46HumanOral cavityOSCC1.63e-092.47e-010.1673
6932TCF7C06HumanOral cavityOSCC2.77e-067.68e-010.2699
6932TCF7C08HumanOral cavityOSCC7.11e-082.41e-010.1919
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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:200123310CervixCCregulation of apoptotic signaling pathway96/2311356/187234.08e-143.05e-1196
GO:00506737CervixCCepithelial cell proliferation98/2311437/187232.01e-092.15e-0798
GO:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:005122210CervixCCpositive regulation of protein transport72/2311303/187232.36e-081.70e-0672
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:00069139CervixCCnucleocytoplasmic transport71/2311301/187234.04e-082.54e-0671
GO:00511699CervixCCnuclear transport71/2311301/187234.04e-082.54e-0671
GO:190495110CervixCCpositive regulation of establishment of protein localization73/2311319/187239.69e-085.25e-0673
GO:00506787CervixCCregulation of epithelial cell proliferation83/2311381/187231.31e-076.42e-0683
GO:005109810CervixCCregulation of binding80/2311363/187231.32e-076.42e-0680
GO:200123410CervixCCnegative regulation of apoptotic signaling pathway56/2311224/187231.39e-076.70e-0656
GO:00608287CervixCCregulation of canonical Wnt signaling pathway58/2311253/187231.83e-065.89e-0558
GO:009719110CervixCCextrinsic apoptotic signaling pathway52/2311219/187232.06e-066.34e-0552
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:00468229CervixCCregulation of nucleocytoplasmic transport31/2311106/187232.68e-067.87e-0531
GO:00903167CervixCCpositive regulation of intracellular protein transport41/2311160/187233.24e-068.80e-0541
GO:00323868CervixCCregulation of intracellular transport71/2311337/187233.70e-069.74e-0571
GO:00454445CervixCCfat cell differentiation53/2311229/187233.72e-069.75e-0553
GO:00510904CervixCCregulation of DNA-binding transcription factor activity87/2311440/187234.85e-061.22e-0487
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04520ColorectumADAdherens junction50/209293/84651.52e-092.83e-081.81e-0850
hsa05132ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa05213ColorectumADEndometrial cancer29/209258/84652.69e-052.57e-041.64e-0429
hsa05216ColorectumADThyroid cancer21/209237/84653.05e-052.76e-041.76e-0421
hsa05210ColorectumADColorectal cancer35/209286/84657.54e-045.49e-033.50e-0335
hsa05225ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa05215ColorectumADProstate cancer35/209297/84657.95e-033.13e-022.00e-0235
hsa04310ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa045201ColorectumADAdherens junction50/209293/84651.52e-092.83e-081.81e-0850
hsa051321ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa052131ColorectumADEndometrial cancer29/209258/84652.69e-052.57e-041.64e-0429
hsa052161ColorectumADThyroid cancer21/209237/84653.05e-052.76e-041.76e-0421
hsa052101ColorectumADColorectal cancer35/209286/84657.54e-045.49e-033.50e-0335
hsa052251ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa052151ColorectumADProstate cancer35/209297/84657.95e-033.13e-022.00e-0235
hsa043101ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa051324ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
hsa045204ColorectumMSSAdherens junction42/187593/84656.18e-079.01e-065.52e-0642
hsa052162ColorectumMSSThyroid cancer21/187537/84654.98e-066.00e-053.68e-0521
hsa052102ColorectumMSSColorectal cancer36/187586/84653.08e-053.22e-041.97e-0436
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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
TCF7TFHBreastDCISIL7R,LEF1,FYB1, etc.1.02e-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.
TCF7CD4TNBreastDCISIL7R,LEF1,FYB1, etc.3.17e-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.
TCF7TH17BreastDCISIL7R,LEF1,FYB1, etc.4.70e-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.
TCF7CD8TEXINTBreastHealthyIL7R,LEF1,FYB1, etc.1.49e-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.
TCF7CD8TCMBreastHealthyIL7R,LEF1,FYB1, etc.1.71e-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.
TCF7TH17BreastHealthyIL7R,LEF1,FYB1, etc.5.04e-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.
TCF7CD4TNBreastIDCIL7R,LEF1,FYB1, etc.1.42e-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.
TCF7TFHBreastIDCIL7R,LEF1,FYB1, etc.1.63e-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.
TCF7CD8TEXINTBreastIDCIL7R,LEF1,FYB1, etc.5.67e-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.
TCF7TH17BreastIDCIL7R,LEF1,FYB1, etc.5.63e-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.
∗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
TCF7SNVMissense_Mutationc.379N>Ap.Leu127Metp.L127MP36402protein_codingtolerated(0.27)probably_damaging(0.991)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TCF7insertionFrame_Shift_Insrs771602751c.456_457insCp.His155ProfsTer37p.H155Pfs*37P36402protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
TCF7insertionFrame_Shift_Insrs771602751c.456_457insCp.His155ProfsTer37p.H155Pfs*37P36402protein_codingTCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TCF7SNVMissense_Mutationrs766182177c.1043G>Ap.Arg348Glnp.R348QP36402protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TCF7SNVMissense_Mutationrs775076567c.490N>Ap.Glu164Lysp.E164KP36402protein_codingdeleterious(0.03)benign(0.049)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TCF7SNVMissense_Mutationnovelc.854C>Tp.Ala285Valp.A285VP36402protein_codingdeleterious(0)probably_damaging(0.994)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TCF7SNVMissense_Mutationc.1016N>Ap.Arg339Glnp.R339QP36402protein_codingdeleterious(0)probably_damaging(0.99)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TCF7SNVMissense_Mutationrs775076567c.490G>Ap.Glu164Lysp.E164KP36402protein_codingdeleterious(0.03)benign(0.049)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TCF7SNVMissense_Mutationnovelc.810G>Tp.Lys270Asnp.K270NP36402protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TCF7SNVMissense_Mutationnovelc.601N>Tp.Gly201Cysp.G201CP36402protein_codingdeleterious(0)probably_damaging(0.939)TCGA-AP-A059-01Endometriumuterine 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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