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: GTF2A2

Gene summary for GTF2A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GTF2A2

Gene ID

2958

Gene namegeneral transcription factor IIA subunit 2
Gene AliasHsT18745
Cytomap15q22.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R5Z5


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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
2958GTF2A2AEH-subject1HumanEndometriumAEH4.36e-17-3.95e-01-0.3059
2958GTF2A2AEH-subject2HumanEndometriumAEH7.00e-13-3.68e-01-0.2525
2958GTF2A2AEH-subject3HumanEndometriumAEH4.70e-19-2.28e-01-0.2576
2958GTF2A2AEH-subject4HumanEndometriumAEH4.96e-12-3.37e-01-0.2657
2958GTF2A2AEH-subject5HumanEndometriumAEH1.69e-12-3.24e-01-0.2953
2958GTF2A2EEC-subject1HumanEndometriumEEC2.92e-13-3.26e-01-0.2682
2958GTF2A2EEC-subject2HumanEndometriumEEC2.08e-17-4.38e-01-0.2607
2958GTF2A2EEC-subject3HumanEndometriumEEC3.44e-37-3.92e-01-0.2525
2958GTF2A2EEC-subject4HumanEndometriumEEC7.83e-06-1.87e-01-0.2571
2958GTF2A2EEC-subject5HumanEndometriumEEC4.26e-11-1.25e-01-0.249
2958GTF2A2GSM5276934HumanEndometriumEEC2.21e-05-1.36e-01-0.0913
2958GTF2A2GSM5276937HumanEndometriumEEC3.51e-021.68e-01-0.0897
2958GTF2A2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC5.68e-31-2.55e-01-0.1869
2958GTF2A2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.19e-31-2.94e-01-0.1875
2958GTF2A2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.37e-35-2.05e-01-0.1883
2958GTF2A2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC2.56e-37-2.45e-01-0.1934
2958GTF2A2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC4.73e-48-3.24e-01-0.1917
2958GTF2A2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.42e-46-3.87e-01-0.1916
2958GTF2A2GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC6.10e-07-2.16e-01-0.1269
2958GTF2A2LZE3DHumanEsophagusHGIN1.98e-022.73e-010.0668
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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
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
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:00063523EsophagusHGINDNA-templated transcription, initiation30/2587130/187232.86e-032.79e-0230
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:00708973EsophagusESCCtranscription preinitiation complex assembly30/855236/187233.60e-063.95e-0530
GO:00511232EsophagusESCCRNA polymerase II preinitiation complex assembly18/855224/187233.43e-031.41e-0218
GO:0006367LiverCirrhotictranscription initiation from RNA polymerase II promoter31/463477/187231.91e-031.20e-0231
GO:0070897LiverCirrhotictranscription preinitiation complex assembly17/463436/187232.82e-031.63e-0217
GO:0051123LiverCirrhoticRNA polymerase II preinitiation complex assembly12/463424/187236.58e-033.25e-0212
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
GO:00708971LiverHCCtranscription preinitiation complex assembly25/795836/187239.87e-045.71e-0325
GO:00511231LiverHCCRNA polymerase II preinitiation complex assembly17/795824/187234.72e-032.02e-0217
GO:00063522Oral cavityOSCCDNA-templated transcription, initiation74/7305130/187232.56e-052.39e-0474
GO:00063672Oral cavityOSCCtranscription initiation from RNA polymerase II promoter46/730577/187231.82e-041.24e-0346
GO:00708972Oral cavityOSCCtranscription preinitiation complex assembly24/730536/187237.18e-043.95e-0324
GO:000636711Oral cavityLPtranscription initiation from RNA polymerase II promoter31/462377/187231.83e-031.38e-0231
GO:007089711Oral cavityLPtranscription preinitiation complex assembly17/462336/187232.74e-031.92e-0217
GO:00063521Oral cavityLPDNA-templated transcription, initiation45/4623130/187237.03e-033.96e-0245
GO:000635212SkincSCCDNA-templated transcription, initiation57/4864130/187237.28e-061.01e-0457
GO:00063674SkincSCCtranscription initiation from RNA polymerase II promoter37/486477/187232.53e-052.87e-0437
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052039EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0520315EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa030222EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0302211EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa05203LiverCirrhoticViral carcinogenesis76/2530204/84651.34e-024.20e-022.59e-0276
hsa052031LiverCirrhoticViral carcinogenesis76/2530204/84651.34e-024.20e-022.59e-0276
hsa052032LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa052033LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa052038Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
hsa03022Oral cavityOSCCBasal transcription factors28/370445/84659.53e-032.11e-021.08e-0228
hsa0520314Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
hsa030221Oral cavityOSCCBasal transcription factors28/370445/84659.53e-032.11e-021.08e-0228
hsa0520324Oral cavityLPViral carcinogenesis90/2418204/84651.20e-061.38e-058.89e-0690
hsa0520334Oral cavityLPViral carcinogenesis90/2418204/84651.20e-061.38e-058.89e-0690
hsa052037ProstateBPHViral carcinogenesis69/1718204/84653.40e-062.87e-051.78e-0569
hsa0520313ProstateBPHViral carcinogenesis69/1718204/84653.40e-062.87e-051.78e-0569
hsa0520323ProstateTumorViral carcinogenesis70/1791204/84657.53e-066.56e-054.07e-0570
hsa0520333ProstateTumorViral carcinogenesis70/1791204/84657.53e-066.56e-054.07e-0570
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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
GTF2A2PLABreastADJSSBP1,DAD1,SLC25A33, etc.1.20e-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.
GTF2A2TREGBreastADJSSBP1,DAD1,SLC25A33, etc.4.22e-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.
GTF2A2TFHBreastADJSSBP1,DAD1,SLC25A33, etc.5.82e-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.
GTF2A2GCBreastADJSSBP1,DAD1,SLC25A33, etc.2.76e-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.
GTF2A2MASTBreastDCISSSBP1,DAD1,SLC25A33, etc.2.84e-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.
GTF2A2TFHBreastHealthySSBP1,DAD1,SLC25A33, etc.1.13e-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.
GTF2A2MALTBEndometriumADJUBB,KRT10,CD101, etc.6.51e-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.
GTF2A2NEUTEndometriumADJUBB,KRT10,CD101, etc.3.93e-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.
GTF2A2PLAEndometriumADJUBB,KRT10,CD101, etc.9.43e-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.
GTF2A2NEUTEndometriumAEHUBB,KRT10,CD101, etc.3.21e-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
GTF2A2SNVMissense_Mutationnovelc.103N>Gp.Gln35Glup.Q35EP52657protein_codingdeleterious(0)benign(0.012)TCGA-LL-A73Y-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
GTF2A2SNVMissense_Mutationc.232N>Ap.Asp78Asnp.D78NP52657protein_codingtolerated(0.65)benign(0.042)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GTF2A2SNVMissense_Mutationnovelc.201C>Ap.Phe67Leup.F67LP52657protein_codingtolerated(0.16)possibly_damaging(0.596)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
GTF2A2SNVMissense_Mutationnovelc.43N>Tp.Leu15Phep.L15FP52657protein_codingdeleterious(0)probably_damaging(0.965)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
GTF2A2SNVMissense_Mutationnovelc.137N>Tp.Ala46Valp.A46VP52657protein_codingdeleterious(0.04)benign(0.01)TCGA-EO-A3KX-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GTF2A2SNVMissense_Mutationnovelc.203N>Tp.Cys68Phep.C68FP52657protein_codingdeleterious(0)probably_damaging(0.943)TCGA-CR-7374-01Oral cavityhead & neck squamous cell 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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