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: GTF2F2

Gene summary for GTF2F2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GTF2F2

Gene ID

2963

Gene namegeneral transcription factor IIF subunit 2
Gene AliasBTF4
Cytomap13q14.12-q14.13
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024RDU9


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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
2963GTF2F2HTA11_3410_2000001011HumanColorectumAD3.58e-06-3.57e-010.0155
2963GTF2F2HTA11_2487_2000001011HumanColorectumSER5.78e-05-3.82e-01-0.1808
2963GTF2F2HTA11_10711_2000001011HumanColorectumAD1.97e-02-3.61e-010.0338
2963GTF2F2HTA11_7696_3000711011HumanColorectumAD2.00e-02-2.97e-010.0674
2963GTF2F2HTA11_99999970781_79442HumanColorectumMSS6.40e-05-3.63e-010.294
2963GTF2F2HTA11_99999965104_69814HumanColorectumMSS7.92e-046.09e-010.281
2963GTF2F2A001-C-207HumanColorectumFAP2.20e-04-1.89e-010.1278
2963GTF2F2A015-C-203HumanColorectumFAP1.28e-26-4.39e-01-0.1294
2963GTF2F2A015-C-204HumanColorectumFAP1.53e-06-2.38e-01-0.0228
2963GTF2F2A014-C-040HumanColorectumFAP1.35e-05-4.55e-01-0.1184
2963GTF2F2A002-C-201HumanColorectumFAP1.33e-16-3.85e-010.0324
2963GTF2F2A002-C-203HumanColorectumFAP3.51e-03-1.40e-010.2786
2963GTF2F2A001-C-119HumanColorectumFAP1.64e-09-3.99e-01-0.1557
2963GTF2F2A001-C-108HumanColorectumFAP7.72e-19-2.55e-01-0.0272
2963GTF2F2A002-C-205HumanColorectumFAP1.67e-23-4.38e-01-0.1236
2963GTF2F2A001-C-104HumanColorectumFAP3.67e-04-1.89e-010.0184
2963GTF2F2A015-C-005HumanColorectumFAP4.33e-09-3.65e-01-0.0336
2963GTF2F2A015-C-006HumanColorectumFAP8.00e-17-4.51e-01-0.0994
2963GTF2F2A015-C-106HumanColorectumFAP2.11e-15-3.64e-01-0.0511
2963GTF2F2A002-C-114HumanColorectumFAP2.45e-20-4.17e-01-0.1561
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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
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
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
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:0032392ColorectumADDNA geometric change31/391890/187232.02e-031.63e-0231
GO:0006354ColorectumADDNA-templated transcription, elongation31/391891/187232.46e-031.90e-0231
GO:0006368ColorectumADtranscription elongation from RNA polymerase II promoter24/391869/187235.35e-033.52e-0224
GO:00323921ColorectumMSSDNA geometric change29/346790/187231.26e-031.20e-0229
GO:00063541ColorectumMSSDNA-templated transcription, elongation29/346791/187231.52e-031.39e-0229
GO:00063681ColorectumMSStranscription elongation from RNA polymerase II promoter22/346769/187235.31e-033.62e-0222
GO:0032508ColorectumMSSDNA duplex unwinding25/346784/187238.27e-034.99e-0225
GO:00063682ColorectumFAPtranscription elongation from RNA polymerase II promoter20/262269/187239.25e-049.26e-0320
GO:00063542ColorectumFAPDNA-templated transcription, elongation24/262291/187231.32e-031.22e-0224
GO:00063543ColorectumCRCDNA-templated transcription, elongation19/207891/187234.74e-033.67e-0219
GO:000635414EsophagusESCCDNA-templated transcription, elongation76/855291/187238.35e-144.11e-1276
GO:000636814EsophagusESCCtranscription elongation from RNA polymerase II promoter56/855269/187231.40e-093.30e-0856
GO:00063673EsophagusESCCtranscription initiation from RNA polymerase II promoter56/855277/187231.30e-061.59e-0556
GO:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
GO:003239214EsophagusESCCDNA geometric change62/855290/187237.02e-067.04e-0562
GO:003250813EsophagusESCCDNA duplex unwinding58/855284/187231.23e-051.14e-0458
GO:000635411LiverHCCDNA-templated transcription, elongation64/795891/187237.00e-081.44e-0664
GO:000636811LiverHCCtranscription elongation from RNA polymerase II promoter50/795869/187234.32e-077.22e-0650
GO:00063671LiverHCCtranscription initiation from RNA polymerase II promoter52/795877/187237.87e-069.27e-0552
GO:0006352LiverHCCDNA-templated transcription, initiation78/7958130/187234.19e-054.11e-0478
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030222EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa0302211EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa03022Oral cavityOSCCBasal transcription factors28/370445/84659.53e-032.11e-021.08e-0228
hsa030221Oral cavityOSCCBasal transcription factors28/370445/84659.53e-032.11e-021.08e-0228
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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
∗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
GTF2F2SNVMissense_Mutationnovelc.428N>Gp.Gln143Argp.Q143RP13984protein_codingdeleterious(0.02)possibly_damaging(0.616)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GTF2F2SNVMissense_Mutationnovelc.296N>Tp.Ser99Ilep.S99IP13984protein_codingtolerated(0.09)possibly_damaging(0.521)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
GTF2F2SNVMissense_Mutationnovelc.152N>Tp.Arg51Metp.R51MP13984protein_codingtolerated(0.13)benign(0.085)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
GTF2F2SNVMissense_Mutationc.193N>Tp.Ile65Phep.I65FP13984protein_codingtolerated(0.12)benign(0.203)TCGA-B5-A0JV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
GTF2F2SNVMissense_Mutationrs768761643c.490G>Ap.Glu164Lysp.E164KP13984protein_codingdeleterious(0)benign(0.009)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GTF2F2SNVMissense_Mutationnovelc.311T>Cp.Leu104Prop.L104PP13984protein_codingdeleterious(0.01)benign(0.324)TCGA-EY-A5W2-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GTF2F2SNVMissense_Mutationnovelc.269G>Ap.Gly90Glup.G90EP13984protein_codingtolerated(0.07)probably_damaging(0.926)TCGA-22-5481-01Lunglung squamous cell carcinomaFemale>=65I/IIUnknownUnknownPD
GTF2F2SNVMissense_Mutationc.491A>Tp.Glu164Valp.E164VP13984protein_codingdeleterious(0.02)benign(0.035)TCGA-CV-A45W-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
GTF2F2SNVMissense_Mutationnovelc.68N>Cp.Val23Alap.V23AP13984protein_codingdeleterious(0)probably_damaging(0.991)TCGA-F7-A624-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
GTF2F2SNVMissense_Mutationc.535N>Ap.Asp179Asnp.D179NP13984protein_codingdeleterious(0.02)possibly_damaging(0.744)TCGA-BR-6452-01Stomachstomach 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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