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: VDAC1

Gene summary for VDAC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VDAC1

Gene ID

7416

Gene namevoltage dependent anion channel 1
Gene AliasPORIN
Cytomap5q31.1
Gene Typeprotein-coding
GO ID

GO:0000422

UniProtAcc

A0A1L1UHR1


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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
7416VDAC1CA_HPV_1HumanCervixCC2.67e-10-1.82e-020.0264
7416VDAC1N_HPV_1HumanCervixN_HPV7.10e-03-1.18e-020.0079
7416VDAC1CCI_1HumanCervixCC8.90e-09-5.91e-010.528
7416VDAC1CCI_3HumanCervixCC1.03e-08-5.21e-010.516
7416VDAC1CCII_1HumanCervixCC2.02e-20-6.26e-010.3249
7416VDAC1L1HumanCervixCC2.49e-11-2.24e-010.0802
7416VDAC1T1HumanCervixCC9.21e-04-2.57e-010.0918
7416VDAC1HTA11_3410_2000001011HumanColorectumAD1.85e-093.25e-010.0155
7416VDAC1HTA11_2487_2000001011HumanColorectumSER7.39e-116.42e-01-0.1808
7416VDAC1HTA11_1938_2000001011HumanColorectumAD2.29e-189.87e-01-0.0811
7416VDAC1HTA11_78_2000001011HumanColorectumAD9.07e-311.31e+00-0.1088
7416VDAC1HTA11_347_2000001011HumanColorectumAD6.55e-308.34e-01-0.1954
7416VDAC1HTA11_411_2000001011HumanColorectumSER2.15e-037.58e-01-0.2602
7416VDAC1HTA11_83_2000001011HumanColorectumSER5.90e-064.93e-01-0.1526
7416VDAC1HTA11_696_2000001011HumanColorectumAD9.16e-054.72e-01-0.1464
7416VDAC1HTA11_1391_2000001011HumanColorectumAD1.29e-115.05e-01-0.059
7416VDAC1HTA11_2992_2000001011HumanColorectumSER2.24e-099.31e-01-0.1706
7416VDAC1HTA11_5212_2000001011HumanColorectumAD4.01e-097.31e-01-0.2061
7416VDAC1HTA11_5216_2000001011HumanColorectumSER1.88e-047.18e-01-0.1462
7416VDAC1HTA11_7862_2000001011HumanColorectumAD8.38e-086.36e-01-0.0179
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:000989610CervixCCpositive regulation of catabolic process109/2311492/187235.26e-106.99e-08109
GO:003133110CervixCCpositive regulation of cellular catabolic process91/2311427/187239.64e-085.25e-0691
GO:00068399CervixCCmitochondrial transport60/2311254/187234.21e-071.67e-0560
GO:002241110CervixCCcellular component disassembly83/2311443/187236.04e-058.68e-0483
GO:00108218CervixCCregulation of mitochondrion organization34/2311144/187231.27e-041.58e-0334
GO:00162367CervixCCmacroautophagy58/2311291/187231.40e-041.70e-0358
GO:19905428CervixCCmitochondrial transmembrane transport26/2311102/187232.10e-042.39e-0326
GO:00105067CervixCCregulation of autophagy61/2311317/187232.61e-042.87e-0361
GO:00004227CervixCCautophagy of mitochondrion21/231181/187236.47e-046.02e-0321
GO:00617267CervixCCmitochondrion disassembly21/231181/187236.47e-046.02e-0321
GO:00725939CervixCCreactive oxygen species metabolic process47/2311239/187237.74e-046.87e-0347
GO:00108224CervixCCpositive regulation of mitochondrion organization19/231174/187231.30e-031.03e-0219
GO:20003779CervixCCregulation of reactive oxygen species metabolic process32/2311157/187232.78e-031.87e-0232
GO:19031466CervixCCregulation of autophagy of mitochondrion10/231133/187235.07e-033.00e-0210
GO:000683924CervixN_HPVmitochondrial transport22/534254/187234.05e-061.60e-0422
GO:00060909CervixN_HPVpyruvate metabolic process12/534106/187234.94e-051.14e-0312
GO:199054223CervixN_HPVmitochondrial transmembrane transport11/534102/187231.57e-042.79e-0311
GO:000989615CervixN_HPVpositive regulation of catabolic process28/534492/187234.43e-046.10e-0328
GO:003133115CervixN_HPVpositive regulation of cellular catabolic process25/534427/187235.88e-047.74e-0325
GO:200037724CervixN_HPVregulation of reactive oxygen species metabolic process12/534157/187231.85e-031.83e-0212
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520820CervixCCChemical carcinogenesis - reactive oxygen species92/1267223/84654.71e-225.09e-203.01e-2092
hsa0501220CervixCCParkinson disease102/1267266/84651.81e-211.47e-198.66e-20102
hsa0502018CervixCCPrion disease98/1267273/84652.64e-181.42e-168.42e-1798
hsa0541520CervixCCDiabetic cardiomyopathy76/1267203/84651.40e-156.46e-143.82e-1476
hsa0501018CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0501618CervixCCHuntington disease94/1267306/84658.49e-133.06e-111.81e-1194
hsa0502218CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0501418CervixCCAmyotrophic lateral sclerosis103/1267364/84651.79e-114.47e-102.64e-10103
hsa0513120CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa0421810CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa0516620CervixCCHuman T-cell leukemia virus 1 infection61/1267222/84658.13e-077.98e-064.72e-0661
hsa0516414CervixCCInfluenza A43/1267171/84653.03e-041.64e-039.68e-0443
hsa0501716CervixCCSpinocerebellar ataxia35/1267143/84651.77e-037.21e-034.26e-0335
hsa046213CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa05208110CervixCCChemical carcinogenesis - reactive oxygen species92/1267223/84654.71e-225.09e-203.01e-2092
hsa05012110CervixCCParkinson disease102/1267266/84651.81e-211.47e-198.66e-20102
hsa0502019CervixCCPrion disease98/1267273/84652.64e-181.42e-168.42e-1798
hsa05415110CervixCCDiabetic cardiomyopathy76/1267203/84651.40e-156.46e-143.82e-1476
hsa0501019CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0501619CervixCCHuntington disease94/1267306/84658.49e-133.06e-111.81e-1194
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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
VDAC1SNVMissense_Mutationnovelc.785N>Ap.Leu262Hisp.L262HP21796protein_codingdeleterious(0.02)possibly_damaging(0.878)TCGA-A2-A4S0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VDAC1SNVMissense_Mutationc.479N>Gp.Ala160Glyp.A160GP21796protein_codingtolerated(0.11)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VDAC1SNVMissense_Mutationc.478N>Tp.Ala160Serp.A160SP21796protein_codingtolerated(0.46)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VDAC1SNVMissense_Mutationnovelc.32N>Ap.Gly11Aspp.G11DP21796protein_codingdeleterious(0.04)benign(0.096)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VDAC1SNVMissense_Mutationc.199T>Cp.Tyr67Hisp.Y67HP21796protein_codingtolerated(0.22)benign(0.006)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
VDAC1SNVMissense_Mutationc.148N>Cp.Glu50Glnp.E50QP21796protein_codingdeleterious(0)possibly_damaging(0.468)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
VDAC1SNVMissense_Mutationnovelc.483N>Cp.Lys161Asnp.K161NP21796protein_codingtolerated(0.05)benign(0.043)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
VDAC1SNVMissense_Mutationnovelc.219N>Tp.Glu73Aspp.E73DP21796protein_codingdeleterious(0)probably_damaging(0.985)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
VDAC1insertionIn_Frame_Insnovelc.598_599insTACCCACCGp.Lys200delinsIleProThrGlup.K200delinsIPTEP21796protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
VDAC1SNVMissense_Mutationrs377065269c.394G>Ap.Asp132Asnp.D132NP21796protein_codingtolerated(0.1)benign(0.014)TCGA-AP-A056-01Endometriumuterine 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
7416VDAC1NAVDA-1102 topical ointment
7416VDAC1NAOLESOXIMEOLESOXIME
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