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: VDAC2

Gene summary for VDAC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VDAC2

Gene ID

7417

Gene namevoltage dependent anion channel 2
Gene AliasPOR
Cytomap10q22.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P45880


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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
7417VDAC2GSM4909282HumanBreastIDC1.20e-174.51e-01-0.0288
7417VDAC2GSM4909285HumanBreastIDC7.38e-215.65e-010.21
7417VDAC2GSM4909287HumanBreastIDC2.78e-02-1.87e-010.2057
7417VDAC2GSM4909288HumanBreastIDC2.87e-02-1.26e-010.0988
7417VDAC2GSM4909294HumanBreastIDC8.59e-07-1.91e-010.2022
7417VDAC2GSM4909295HumanBreastIDC1.95e-04-4.33e-010.0898
7417VDAC2GSM4909296HumanBreastIDC9.62e-14-4.67e-020.1524
7417VDAC2GSM4909297HumanBreastIDC5.68e-25-2.34e-010.1517
7417VDAC2GSM4909301HumanBreastIDC8.21e-24-5.13e-010.1577
7417VDAC2GSM4909302HumanBreastIDC1.22e-03-2.34e-010.1545
7417VDAC2GSM4909309HumanBreastIDC4.21e-04-1.79e-010.0483
7417VDAC2GSM4909311HumanBreastIDC4.96e-47-5.51e-010.1534
7417VDAC2GSM4909312HumanBreastIDC2.65e-186.76e-020.1552
7417VDAC2GSM4909313HumanBreastIDC3.18e-06-1.79e-010.0391
7417VDAC2GSM4909315HumanBreastIDC2.27e-133.46e-010.21
7417VDAC2GSM4909316HumanBreastIDC2.54e-092.74e-010.21
7417VDAC2GSM4909318HumanBreastIDC4.22e-063.05e-010.2031
7417VDAC2GSM4909319HumanBreastIDC4.10e-66-4.58e-010.1563
7417VDAC2GSM4909320HumanBreastIDC6.94e-12-5.62e-010.1575
7417VDAC2GSM4909321HumanBreastIDC2.15e-28-9.56e-020.1559
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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:00905594LiverCirrhoticregulation of membrane permeability35/463478/187238.26e-059.01e-0435
GO:19026865LiverCirrhoticmitochondrial outer membrane permeabilization involved in programmed cell death21/463440/187231.48e-041.42e-0321
GO:00322727LiverCirrhoticnegative regulation of protein polymerization35/463480/187231.54e-041.47e-0335
GO:00357944LiverCirrhoticpositive regulation of mitochondrial membrane permeability22/463443/187231.69e-041.59e-0322
GO:19021104LiverCirrhoticpositive regulation of mitochondrial membrane permeability involved in apoptotic process20/463438/187232.02e-041.87e-0320
GO:19057104LiverCirrhoticpositive regulation of membrane permeability23/463448/187234.19e-043.45e-0323
GO:19021083LiverCirrhoticregulation of mitochondrial membrane permeability involved in apoptotic process21/463445/187231.14e-037.76e-0321
GO:000683912LiverHCCmitochondrial transport184/7958254/187232.30e-223.83e-20184
GO:004325422LiverHCCregulation of protein-containing complex assembly264/7958428/187235.47e-164.39e-14264
GO:200123322LiverHCCregulation of apoptotic signaling pathway226/7958356/187237.26e-165.68e-14226
GO:009719322LiverHCCintrinsic apoptotic signaling pathway184/7958288/187231.50e-138.32e-12184
GO:200123412LiverHCCnegative regulation of apoptotic signaling pathway145/7958224/187231.33e-115.36e-10145
GO:005125822LiverHCCprotein polymerization182/7958297/187234.17e-111.58e-09182
GO:200124212LiverHCCregulation of intrinsic apoptotic signaling pathway109/7958164/187234.52e-101.45e-08109
GO:000700612LiverHCCmitochondrial membrane organization80/7958116/187237.09e-091.81e-0780
GO:003227122LiverHCCregulation of protein polymerization141/7958233/187232.00e-084.72e-07141
GO:003133312LiverHCCnegative regulation of protein-containing complex assembly91/7958141/187231.01e-071.98e-0691
GO:200124312LiverHCCnegative regulation of intrinsic apoptotic signaling pathway67/795898/187231.97e-073.55e-0667
GO:000863712LiverHCCapoptotic mitochondrial changes70/7958107/187231.39e-062.01e-0570
GO:009734511LiverHCCmitochondrial outer membrane permeabilization23/795832/187237.37e-044.47e-0323
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0520818BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0541518BreastPrecancerDiabetic cardiomyopathy63/684203/84655.63e-221.48e-201.14e-2063
hsa0501714BreastPrecancerSpinocerebellar ataxia29/684143/84652.79e-063.83e-052.94e-0529
hsa042189BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
hsa0421610BreastPrecancerFerroptosis11/68441/84652.95e-042.45e-031.88e-0311
hsa0516618BreastPrecancerHuman T-cell leukemia virus 1 infection33/684222/84654.29e-043.31e-032.53e-0333
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0520819BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0541519BreastPrecancerDiabetic cardiomyopathy63/684203/84655.63e-221.48e-201.14e-2063
hsa0501715BreastPrecancerSpinocerebellar ataxia29/684143/84652.79e-063.83e-052.94e-0529
hsa0421814BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
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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
VDAC2SNVMissense_Mutationnovelc.731N>Ap.Arg244Hisp.R244HP45880protein_codingtolerated(0.13)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VDAC2SNVMissense_Mutationc.698N>Tp.Asn233Ilep.N233IP45880protein_codingdeleterious(0.01)possibly_damaging(0.582)TCGA-AN-A0FD-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VDAC2SNVMissense_Mutationnovelc.862C>Gp.Leu288Valp.L288VP45880protein_codingtolerated(0.06)benign(0.027)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VDAC2SNVMissense_Mutationnovelc.311A>Cp.Asp104Alap.D104AP45880protein_codingdeleterious(0)benign(0.14)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
VDAC2SNVMissense_Mutationrs759303647c.910G>Ap.Ala304Thrp.A304TP45880protein_codingdeleterious(0.02)benign(0.221)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
VDAC2SNVMissense_Mutationc.223N>Gp.Thr75Alap.T75AP45880protein_codingtolerated(0.09)benign(0.003)TCGA-RU-A8FL-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
VDAC2SNVMissense_Mutationrs759303647c.910G>Ap.Ala304Thrp.A304TP45880protein_codingdeleterious(0.02)benign(0.221)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
VDAC2deletionFrame_Shift_Delc.177_178delNNp.Lys60ValfsTer14p.K60Vfs*14P45880protein_codingTCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
VDAC2SNVMissense_Mutationnovelc.83N>Ap.Cys28Tyrp.C28YP45880protein_codingdeleterious(0)benign(0.245)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
VDAC2SNVMissense_Mutationnovelc.157G>Tp.Val53Leup.V53LP45880protein_codingtolerated(0.16)benign(0.01)TCGA-AJ-A23O-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
7417VDAC2NAOLESOXIMEOLESOXIME
7417VDAC2NATCDD17998243
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