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: VHL

Gene summary for VHL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VHL

Gene ID

7428

Gene namevon Hippel-Lindau tumor suppressor
Gene AliasHRCA1
Cytomap3p25.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A024R2F2


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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
7428VHLLZE2THumanEsophagusESCC5.27e-033.09e-010.082
7428VHLLZE4THumanEsophagusESCC1.49e-071.78e-010.0811
7428VHLLZE5THumanEsophagusESCC2.30e-021.69e-010.0514
7428VHLLZE7THumanEsophagusESCC7.16e-051.95e-010.0667
7428VHLLZE8THumanEsophagusESCC7.58e-031.25e-010.067
7428VHLLZE22THumanEsophagusESCC6.42e-043.87e-010.068
7428VHLLZE24THumanEsophagusESCC2.65e-093.07e-010.0596
7428VHLLZE6THumanEsophagusESCC1.53e-031.18e-010.0845
7428VHLP1T-EHumanEsophagusESCC1.77e-042.42e-010.0875
7428VHLP2T-EHumanEsophagusESCC8.83e-376.32e-010.1177
7428VHLP4T-EHumanEsophagusESCC1.17e-287.36e-010.1323
7428VHLP5T-EHumanEsophagusESCC3.58e-286.75e-010.1327
7428VHLP8T-EHumanEsophagusESCC7.15e-122.77e-010.0889
7428VHLP9T-EHumanEsophagusESCC1.71e-081.48e-010.1131
7428VHLP10T-EHumanEsophagusESCC5.31e-366.94e-010.116
7428VHLP11T-EHumanEsophagusESCC1.04e-104.73e-010.1426
7428VHLP12T-EHumanEsophagusESCC4.12e-204.41e-010.1122
7428VHLP15T-EHumanEsophagusESCC1.04e-123.22e-010.1149
7428VHLP16T-EHumanEsophagusESCC2.15e-245.39e-010.1153
7428VHLP17T-EHumanEsophagusESCC1.85e-051.84e-010.1278
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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
∗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:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:0043618111EsophagusESCCregulation of transcription from RNA polymerase II promoter in response to stress42/855247/187233.91e-101.05e-0842
GO:0043620111EsophagusESCCregulation of DNA-templated transcription in response to stress46/855253/187235.17e-101.33e-0846
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:0001666111EsophagusESCCresponse to hypoxia192/8552307/187231.59e-093.69e-08192
GO:0071453110EsophagusESCCcellular response to oxygen levels114/8552177/187233.63e-075.06e-06114
GO:0036294110EsophagusESCCcellular response to decreased oxygen levels105/8552161/187234.20e-075.73e-06105
GO:007145616EsophagusESCCcellular response to hypoxia97/8552151/187233.12e-063.51e-0597
GO:00614184EsophagusESCCregulation of transcription from RNA polymerase II promoter in response to hypoxia13/855213/187233.75e-053.04e-0413
GO:009720115EsophagusESCCnegative regulation of transcription from RNA polymerase II promoter in response to stress11/855212/187231.26e-036.06e-0311
GO:0046426EsophagusESCCnegative regulation of receptor signaling pathway via JAK-STAT19/855228/187231.49e-024.84e-0219
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:005082122LiverHCCprotein stabilization139/7958191/187231.61e-171.71e-15139
GO:004362022LiverHCCregulation of DNA-templated transcription in response to stress43/795853/187239.27e-092.33e-0743
GO:004361822LiverHCCregulation of transcription from RNA polymerase II promoter in response to stress37/795847/187234.37e-077.23e-0637
GO:000166612LiverHCCresponse to hypoxia172/7958307/187231.06e-061.59e-05172
GO:003629312LiverHCCresponse to decreased oxygen levels179/7958322/187231.29e-061.87e-05179
GO:007048212LiverHCCresponse to oxygen levels191/7958347/187231.42e-062.03e-05191
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0521118EsophagusESCCRenal cell carcinoma51/420569/84653.29e-051.53e-047.83e-0551
hsa0406629EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0521119EsophagusESCCRenal cell carcinoma51/420569/84653.29e-051.53e-047.83e-0551
hsa04066113EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0521121LiverHCCRenal cell carcinoma51/402069/84656.76e-065.53e-053.07e-0551
hsa0406622LiverHCCHIF-1 signaling pathway70/4020109/84652.96e-041.36e-037.57e-0470
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0521131LiverHCCRenal cell carcinoma51/402069/84656.76e-065.53e-053.07e-0551
hsa0406632LiverHCCHIF-1 signaling pathway70/4020109/84652.96e-041.36e-037.57e-0470
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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
VHLinsertionFrame_Shift_Insnovelc.468_469insTGTGTAGAGCATGAGATATTTTGGCTTATTTGTTGCTGp.Thr157CysfsTer13p.T157Cfs*13P40337protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
VHLSNVMissense_Mutationrs373068386c.154N>Ap.Glu52Lysp.E52KP40337protein_codingtolerated(0.15)benign(0)TCGA-AZ-6599-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
VHLSNVMissense_Mutationrs367545984c.556N>Ap.Glu186Lysp.E186KP40337protein_codingtolerated(0.08)possibly_damaging(0.779)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
VHLdeletionFrame_Shift_Delnovelc.410delNp.Val137GlyfsTer22p.V137Gfs*22P40337protein_codingTCGA-A6-3807-01Colorectumcolon adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
VHLdeletionFrame_Shift_Delnovelc.412_415delNNNNp.Pro138LeufsTer20p.P138Lfs*20P40337protein_codingTCGA-A6-3807-01Colorectumcolon adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
VHLdeletionFrame_Shift_Delc.440delNp.Phe148LeufsTer11p.F148Lfs*11P40337protein_codingTCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
VHLSNVMissense_Mutationc.430N>Ap.Gly144Argp.G144RP40337protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
VHLSNVMissense_Mutationc.430N>Ap.Gly144Argp.G144RP40337protein_codingdeleterious(0)probably_damaging(1)TCGA-BG-A0MT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
VHLSNVMissense_Mutationrs5030820c.499N>Tp.Arg167Trpp.R167WP40337protein_codingdeleterious(0)probably_damaging(1)TCGA-BG-A18C-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VHLSNVMissense_Mutationrs199926195c.613N>Tp.Arg205Cysp.R205CP40337protein_codingdeleterious(0.01)benign(0.015)TCGA-BG-A220-01Endometriumuterine 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
7428VHLCLINICALLY ACTIONABLE, DRUG RESISTANCE, TRANSCRIPTION FACTOREverolimusEVEROLIMUS26951309
7428VHLCLINICALLY ACTIONABLE, DRUG RESISTANCE, TRANSCRIPTION FACTORAlpha 2 Interferon16827904
7428VHLCLINICALLY ACTIONABLE, DRUG RESISTANCE, TRANSCRIPTION FACTORCB-839TELAGLENASTAT28346230
7428VHLCLINICALLY ACTIONABLE, DRUG RESISTANCE, TRANSCRIPTION FACTORSTF-6224718769110,18598947
7428VHLCLINICALLY ACTIONABLE, DRUG RESISTANCE, TRANSCRIPTION FACTORELR51044422295124
7428VHLCLINICALLY ACTIONABLE, DRUG RESISTANCE, TRANSCRIPTION FACTORSaracatinibSARACATINIB26802156
7428VHLCLINICALLY ACTIONABLE, DRUG RESISTANCE, TRANSCRIPTION FACTORANTI-VEGF MONOCLONAL ANTIBODY28103578
7428VHLCLINICALLY ACTIONABLE, DRUG RESISTANCE, TRANSCRIPTION FACTORTrametinibTRAMETINIB26487278
7428VHLCLINICALLY ACTIONABLE, DRUG RESISTANCE, TRANSCRIPTION FACTOREVEROLIMUSEVEROLIMUS26951309
7428VHLCLINICALLY ACTIONABLE, DRUG RESISTANCE, TRANSCRIPTION FACTORNICOTINENICOTINE14555188
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