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: TCF12

Gene summary for TCF12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TCF12

Gene ID

6938

Gene nametranscription factor 12
Gene AliasCRS3
Cytomap15q21.3
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

F5GY10


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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
6938TCF12CCI_1HumanCervixCC3.49e-141.66e+000.528
6938TCF12CCI_2HumanCervixCC1.24e-201.66e+000.5249
6938TCF12CCI_3HumanCervixCC1.32e-151.03e+000.516
6938TCF12HTA11_3410_2000001011HumanColorectumAD7.17e-37-7.48e-010.0155
6938TCF12HTA11_2951_2000001011HumanColorectumAD5.45e-08-6.66e-010.0216
6938TCF12HTA11_347_2000001011HumanColorectumAD2.42e-033.79e-01-0.1954
6938TCF12HTA11_3361_2000001011HumanColorectumAD4.36e-11-6.43e-01-0.1207
6938TCF12HTA11_696_2000001011HumanColorectumAD2.11e-11-3.88e-01-0.1464
6938TCF12HTA11_2992_2000001011HumanColorectumSER4.66e-05-5.91e-01-0.1706
6938TCF12HTA11_5212_2000001011HumanColorectumAD7.71e-14-7.40e-01-0.2061
6938TCF12HTA11_5216_2000001011HumanColorectumSER1.02e-03-4.51e-01-0.1462
6938TCF12HTA11_9341_2000001011HumanColorectumSER1.58e-06-9.02e-01-0.00410000000000005
6938TCF12HTA11_7862_2000001011HumanColorectumAD1.92e-04-6.01e-01-0.0179
6938TCF12HTA11_866_3004761011HumanColorectumAD1.02e-09-5.75e-010.096
6938TCF12HTA11_8622_2000001021HumanColorectumSER3.58e-07-6.43e-010.0528
6938TCF12HTA11_7696_3000711011HumanColorectumAD3.94e-12-4.78e-010.0674
6938TCF12HTA11_6818_2000001011HumanColorectumAD2.43e-03-4.18e-010.0112
6938TCF12HTA11_7469_2000001011HumanColorectumAD8.40e-07-7.33e-01-0.0124
6938TCF12HTA11_11156_2000001011HumanColorectumAD5.38e-09-9.01e-010.0397
6938TCF12HTA11_6818_2000001021HumanColorectumAD3.88e-04-4.75e-010.0588
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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:00075173CervixCCmuscle organ development58/2311327/187232.73e-031.85e-0258
GO:00075174EndometriumAEHmuscle organ development60/2100327/187238.19e-051.22e-0360
GO:000751712EndometriumEECmuscle organ development59/2168327/187233.49e-043.85e-0359
GO:0007517LungAAHmuscle organ development22/613327/187231.20e-033.33e-0222
GO:00075176Oral cavityEOLPmuscle organ development57/2218327/187231.76e-031.15e-0257
GO:000751714Oral cavityNEOLPmuscle organ development56/2005327/187232.65e-042.70e-0356
GO:0045664ProstateBPHregulation of neuron differentiation46/3107196/187237.95e-033.47e-0246
GO:00075175ProstateBPHmuscle organ development71/3107327/187239.00e-033.84e-0271
GO:00456641ProstateTumorregulation of neuron differentiation52/3246196/187237.90e-045.38e-0352
GO:000751713ProstateTumormuscle organ development74/3246327/187238.03e-033.54e-0274
GO:00075177SkinAKmuscle organ development50/1910327/187232.38e-031.56e-0250
GO:000751715SkinSCCISmuscle organ development28/919327/187233.12e-032.83e-0228
GO:000751716ThyroidATCmuscle organ development139/6293327/187234.45e-042.64e-03139
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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
TCF12STMColorectumMSSFOXP1,TMTC2,MECOM, etc.2.64e-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.
TCF12MSC.SECLiverCirrhoticMACF1,PTK2,STK3, etc.3.12e-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.
TCF12MSC.SECLiverHCCMACF1,PTK2,STK3, etc.1.45e-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.
TCF12MSC.SECLiverHealthyMACF1,PTK2,STK3, etc.6.19e-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.
TCF12M2MACLungAAHFN1,VCAN,NCOA5, etc.1.34e-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.
TCF12PVAOral cavityADJLDB2,ADGRL2,LRMDA, etc.1.29e-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.
TCF12PVAOral cavityLPLDB2,ADGRL2,LRMDA, etc.1.29e-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.
TCF12PVAOral cavityOSCCLDB2,ADGRL2,LRMDA, etc.9.33e-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.
TCF12M2MACProstateBPHFOXN3,DOCK2,C20orf194, etc.2.42e-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.
TCF12TH17StomachHealthyRNF111,B3GNT5,WDR70, etc.8.56e-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.
∗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
TCF12SNVMissense_Mutationc.1507N>Cp.Asn503Hisp.N503HQ99081protein_codingtolerated(0.15)benign(0.176)TCGA-A2-A04N-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
TCF12SNVMissense_Mutationc.1325C>Ap.Ala442Aspp.A442DQ99081protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
TCF12SNVMissense_Mutationc.2110G>Tp.Gly704Cysp.G704CQ99081protein_codingdeleterious(0)probably_damaging(0.958)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TCF12SNVMissense_Mutationc.1693G>Cp.Asp565Hisp.D565HQ99081protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TCF12SNVMissense_Mutationc.818N>Gp.Asp273Glyp.D273GQ99081protein_codingtolerated(0.06)possibly_damaging(0.501)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
TCF12deletionFrame_Shift_Delc.142delNp.Gly48AspfsTer39p.G48Dfs*39Q99081protein_codingTCGA-A7-A26E-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
TCF12insertionFrame_Shift_Insnovelc.808_809insTp.His270LeufsTer4p.H270Lfs*4Q99081protein_codingTCGA-AO-A0JF-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
TCF12insertionNonsense_Mutationnovelc.809_810insAGTTTGACATTATTTATGTGGATTTAGGCAGTATTCTTp.His270GlnfsTer3p.H270Qfs*3Q99081protein_codingTCGA-AO-A0JF-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
TCF12SNVMissense_Mutationnovelc.1438N>Tp.Leu480Phep.L480FQ99081protein_codingtolerated(0.06)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TCF12SNVMissense_Mutationrs765920481c.1196G>Ap.Arg399Glnp.R399QQ99081protein_codingdeleterious(0.04)probably_damaging(0.986)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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