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: GTF2H3

Gene summary for GTF2H3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GTF2H3

Gene ID

2967

Gene namegeneral transcription factor IIH subunit 3
Gene AliasBTF2
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q13889


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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
2967GTF2H3LZE4THumanEsophagusESCC7.81e-041.39e-010.0811
2967GTF2H3LZE7THumanEsophagusESCC2.00e-032.38e-010.0667
2967GTF2H3LZE20THumanEsophagusESCC6.56e-031.34e-010.0662
2967GTF2H3LZE24THumanEsophagusESCC1.17e-093.10e-010.0596
2967GTF2H3P1T-EHumanEsophagusESCC4.20e-094.47e-010.0875
2967GTF2H3P2T-EHumanEsophagusESCC5.92e-589.69e-010.1177
2967GTF2H3P4T-EHumanEsophagusESCC1.56e-337.14e-010.1323
2967GTF2H3P5T-EHumanEsophagusESCC1.16e-306.51e-010.1327
2967GTF2H3P8T-EHumanEsophagusESCC2.67e-214.26e-010.0889
2967GTF2H3P9T-EHumanEsophagusESCC4.98e-102.45e-010.1131
2967GTF2H3P10T-EHumanEsophagusESCC8.41e-214.47e-010.116
2967GTF2H3P11T-EHumanEsophagusESCC6.86e-041.88e-010.1426
2967GTF2H3P12T-EHumanEsophagusESCC5.13e-183.97e-010.1122
2967GTF2H3P15T-EHumanEsophagusESCC3.80e-153.80e-010.1149
2967GTF2H3P16T-EHumanEsophagusESCC1.52e-345.40e-010.1153
2967GTF2H3P17T-EHumanEsophagusESCC8.02e-053.09e-010.1278
2967GTF2H3P19T-EHumanEsophagusESCC1.15e-065.85e-010.1662
2967GTF2H3P20T-EHumanEsophagusESCC2.78e-213.95e-010.1124
2967GTF2H3P21T-EHumanEsophagusESCC4.34e-479.57e-010.1617
2967GTF2H3P22T-EHumanEsophagusESCC2.16e-133.05e-010.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00708161EsophagusESCCphosphorylation of RNA polymerase II C-terminal domain12/855212/187238.21e-056.01e-0412
GO:00062891EsophagusESCCnucleotide-excision repair42/855260/187231.18e-048.14e-0442
GO:0006289Oral cavityOSCCnucleotide-excision repair37/730560/187233.15e-041.96e-0337
GO:0070816Oral cavityOSCCphosphorylation of RNA polymerase II C-terminal domain9/730512/187231.27e-024.24e-029
GO:007081611SkincSCCphosphorylation of RNA polymerase II C-terminal domain11/486412/187233.30e-065.08e-0511
GO:00062893SkincSCCnucleotide-excision repair27/486460/187231.10e-037.24e-0327
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0342022EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa030222EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa0342032EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0302211EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa052032LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa034202LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa052033LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa034203LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa034204Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa052038Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
hsa03022Oral cavityOSCCBasal transcription factors28/370445/84659.53e-032.11e-021.08e-0228
hsa0342011Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa0520314Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
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
GTF2H3SNVMissense_Mutationnovelc.115G>Cp.Asp39Hisp.D39HQ13889protein_codingdeleterious(0)possibly_damaging(0.897)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
GTF2H3SNVMissense_Mutationnovelc.137N>Gp.Asn46Serp.N46SQ13889protein_codingdeleterious(0.03)possibly_damaging(0.61)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GTF2H3SNVMissense_Mutationc.685N>Ap.Trp229Argp.W229RQ13889protein_codingdeleterious(0)probably_damaging(0.959)TCGA-BH-A0DQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
GTF2H3SNVMissense_Mutationc.124N>Gp.Met42Valp.M42VQ13889protein_codingtolerated(0.58)benign(0.001)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
GTF2H3SNVMissense_Mutationnovelc.644N>Cp.Leu215Prop.L215PQ13889protein_codingdeleterious(0)probably_damaging(0.995)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GTF2H3SNVMissense_Mutationrs146276537c.629C>Tp.Thr210Metp.T210MQ13889protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GTF2H3SNVMissense_Mutationnovelc.873N>Gp.Ile291Metp.I291MQ13889protein_codingtolerated(0.16)benign(0.131)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GTF2H3SNVMissense_Mutationnovelc.24N>Tp.Leu8Phep.L8FQ13889protein_codingtolerated(0.48)possibly_damaging(0.516)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GTF2H3insertionFrame_Shift_Insnovelc.64_65insGp.Gln25AlafsTer66p.Q25Afs*66Q13889protein_codingTCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
GTF2H3SNVMissense_Mutationnovelc.657G>Tp.Gln219Hisp.Q219HQ13889protein_codingtolerated(0.24)benign(0.007)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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