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: GTF2H1

Gene summary for GTF2H1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GTF2H1

Gene ID

2965

Gene namegeneral transcription factor IIH subunit 1
Gene AliasBTF2
Cytomap11p15.1
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

P32780


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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
2965GTF2H1LZE4THumanEsophagusESCC4.25e-073.72e-010.0811
2965GTF2H1LZE7THumanEsophagusESCC2.62e-043.18e-010.0667
2965GTF2H1LZE8THumanEsophagusESCC3.65e-061.48e-010.067
2965GTF2H1LZE20THumanEsophagusESCC1.56e-065.97e-030.0662
2965GTF2H1LZE22THumanEsophagusESCC2.57e-053.56e-010.068
2965GTF2H1LZE24THumanEsophagusESCC4.65e-113.20e-010.0596
2965GTF2H1LZE6THumanEsophagusESCC2.52e-03-2.77e-030.0845
2965GTF2H1P1T-EHumanEsophagusESCC4.47e-066.40e-020.0875
2965GTF2H1P2T-EHumanEsophagusESCC1.92e-234.47e-010.1177
2965GTF2H1P4T-EHumanEsophagusESCC5.24e-181.57e-010.1323
2965GTF2H1P5T-EHumanEsophagusESCC1.30e-156.04e-020.1327
2965GTF2H1P8T-EHumanEsophagusESCC2.42e-223.84e-010.0889
2965GTF2H1P9T-EHumanEsophagusESCC2.72e-112.60e-010.1131
2965GTF2H1P10T-EHumanEsophagusESCC1.60e-223.39e-010.116
2965GTF2H1P11T-EHumanEsophagusESCC2.22e-097.16e-010.1426
2965GTF2H1P12T-EHumanEsophagusESCC5.26e-202.98e-010.1122
2965GTF2H1P15T-EHumanEsophagusESCC6.57e-234.07e-010.1149
2965GTF2H1P16T-EHumanEsophagusESCC4.64e-292.91e-010.1153
2965GTF2H1P17T-EHumanEsophagusESCC4.13e-134.39e-010.1278
2965GTF2H1P20T-EHumanEsophagusESCC2.07e-225.04e-010.1124
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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:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:19040294EsophagusESCCregulation of cyclin-dependent protein kinase activity69/855298/187236.04e-077.91e-0669
GO:00000794EsophagusESCCregulation of cyclin-dependent protein serine/threonine kinase activity66/855294/187231.24e-061.53e-0566
GO:00063602EsophagusESCCtranscription by RNA polymerase I42/855255/187233.41e-063.78e-0542
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:000975516EsophagusESCChormone-mediated signaling pathway106/8552190/187233.13e-031.30e-02106
GO:007190021LiverHCCregulation of protein serine/threonine kinase activity189/7958359/187235.97e-055.47e-04189
GO:000975521LiverHCChormone-mediated signaling pathway106/7958190/187231.45e-041.17e-03106
GO:0006360LiverHCCtranscription by RNA polymerase I36/795855/187234.94e-043.23e-0336
GO:0000079LiverHCCregulation of cyclin-dependent protein serine/threonine kinase activity55/795894/187231.25e-036.91e-0355
GO:1904029LiverHCCregulation of cyclin-dependent protein kinase activity57/795898/187231.26e-036.92e-0357
GO:007190010Oral cavityOSCCregulation of protein serine/threonine kinase activity201/7305359/187233.90e-111.27e-09201
GO:19040293Oral cavityOSCCregulation of cyclin-dependent protein kinase activity60/730598/187236.90e-067.56e-0560
GO:00000793Oral cavityOSCCregulation of cyclin-dependent protein serine/threonine kinase activity58/730594/187236.92e-067.57e-0558
GO:00063601Oral cavityOSCCtranscription by RNA polymerase I36/730555/187236.42e-055.22e-0436
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:00063603SkincSCCtranscription by RNA polymerase I30/486455/187236.13e-068.70e-0530
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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
GTF2H1SNVMissense_Mutationrs755416297c.127N>Gp.Ile43Valp.I43VP32780protein_codingtolerated(1)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GTF2H1SNVMissense_Mutationrs751551035c.1584N>Ap.Met528Ilep.M528IP32780protein_codingtolerated(0.13)benign(0.421)TCGA-B6-A0RL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GTF2H1SNVMissense_Mutationc.1171T>Gp.Ser391Alap.S391AP32780protein_codingtolerated(0.47)benign(0.13)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GTF2H1SNVMissense_Mutationc.781G>Cp.Gly261Argp.G261RP32780protein_codingtolerated(0.08)benign(0.043)TCGA-AA-A00O-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
GTF2H1SNVMissense_Mutationrs377563352c.1625G>Ap.Arg542Glnp.R542QP32780protein_codingdeleterious(0.01)probably_damaging(0.967)TCGA-AD-6901-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
GTF2H1SNVMissense_Mutationc.1490T>Cp.Leu497Serp.L497SP32780protein_codingdeleterious(0.02)benign(0.351)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GTF2H1SNVMissense_Mutationnovelc.849N>Gp.Ile283Metp.I283MP32780protein_codingtolerated(0.22)benign(0.081)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
GTF2H1SNVMissense_Mutationc.1468N>Ap.Val490Ilep.V490IP32780protein_codingtolerated(0.09)benign(0.139)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GTF2H1SNVMissense_Mutationc.179N>Cp.Lys60Thrp.K60TP32780protein_codingdeleterious(0)probably_damaging(0.952)TCGA-AG-3890-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
GTF2H1SNVMissense_Mutationnovelc.1217N>Tp.Ser406Ilep.S406IP32780protein_codingtolerated(0.27)benign(0.001)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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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