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: GTF2H4

Gene summary for GTF2H4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GTF2H4

Gene ID

2968

Gene namegeneral transcription factor IIH subunit 4
Gene AliasP52
Cytomap6p21.33
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A1U9X7S4


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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
2968GTF2H4LZE2THumanEsophagusESCC2.18e-046.08e-010.082
2968GTF2H4LZE4THumanEsophagusESCC9.66e-092.42e-010.0811
2968GTF2H4LZE7THumanEsophagusESCC4.33e-114.15e-010.0667
2968GTF2H4LZE22D1HumanEsophagusHGIN3.26e-021.43e-010.0595
2968GTF2H4LZE24THumanEsophagusESCC8.40e-173.48e-010.0596
2968GTF2H4LZE21THumanEsophagusESCC9.73e-052.30e-010.0655
2968GTF2H4LZE6THumanEsophagusESCC1.55e-083.11e-010.0845
2968GTF2H4P1T-EHumanEsophagusESCC2.44e-062.78e-010.0875
2968GTF2H4P2T-EHumanEsophagusESCC3.96e-395.94e-010.1177
2968GTF2H4P4T-EHumanEsophagusESCC6.30e-305.95e-010.1323
2968GTF2H4P5T-EHumanEsophagusESCC5.00e-172.88e-010.1327
2968GTF2H4P8T-EHumanEsophagusESCC1.85e-183.44e-010.0889
2968GTF2H4P9T-EHumanEsophagusESCC1.65e-092.15e-010.1131
2968GTF2H4P10T-EHumanEsophagusESCC1.53e-193.57e-010.116
2968GTF2H4P11T-EHumanEsophagusESCC1.92e-174.90e-010.1426
2968GTF2H4P12T-EHumanEsophagusESCC5.30e-214.07e-010.1122
2968GTF2H4P15T-EHumanEsophagusESCC4.01e-112.47e-010.1149
2968GTF2H4P16T-EHumanEsophagusESCC3.19e-234.21e-010.1153
2968GTF2H4P17T-EHumanEsophagusESCC4.48e-072.69e-010.1278
2968GTF2H4P19T-EHumanEsophagusESCC2.24e-096.23e-010.1662
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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
∗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:00708162EsophagusHGINphosphorylation of RNA polymerase II C-terminal domain6/258712/187233.03e-032.88e-026
GO:00062892EsophagusHGINnucleotide-excision repair16/258760/187236.22e-034.95e-0216
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa034205EsophagusHGINNucleotide excision repair29/138363/84652.96e-085.36e-074.26e-0729
hsa052039EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0342012EsophagusHGINNucleotide excision repair29/138363/84652.96e-085.36e-074.26e-0729
hsa0520315EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
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
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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
GTF2H4SNVMissense_Mutationc.995C>Tp.Ser332Phep.S332FQ92759protein_codingdeleterious(0.02)probably_damaging(0.949)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GTF2H4SNVMissense_Mutationc.1142C>Ap.Pro381Hisp.P381HQ92759protein_codingdeleterious(0.03)possibly_damaging(0.463)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GTF2H4SNVMissense_Mutationc.648G>Ap.Met216Ilep.M216IQ92759protein_codingtolerated(0.32)benign(0.017)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GTF2H4SNVMissense_Mutationnovelc.696N>Tp.Glu232Aspp.E232DQ92759protein_codingtolerated(0.17)benign(0.078)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
GTF2H4SNVMissense_Mutationnovelc.696N>Tp.Glu232Aspp.E232DQ92759protein_codingtolerated(0.17)benign(0.078)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GTF2H4SNVMissense_Mutationnovelc.407N>Cp.Leu136Prop.L136PQ92759protein_codingdeleterious(0.02)probably_damaging(0.917)TCGA-AP-A1E1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GTF2H4SNVMissense_Mutationrs767371516c.280C>Tp.Arg94Trpp.R94WQ92759protein_codingdeleterious(0.02)probably_damaging(0.959)TCGA-AX-A1C9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GTF2H4SNVMissense_Mutationrs577023692c.344N>Ap.Arg115Hisp.R115HQ92759protein_codingdeleterious(0.02)benign(0.094)TCGA-B5-A0K6-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GTF2H4SNVMissense_Mutationrs761519541c.356N>Ap.Arg119Hisp.R119HQ92759protein_codingdeleterious(0.03)probably_damaging(0.914)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GTF2H4SNVMissense_Mutationrs769077675c.1066N>Ap.Ala356Thrp.A356TQ92759protein_codingtolerated(0.56)benign(0.056)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid 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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