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: VDAC3

Gene summary for VDAC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VDAC3

Gene ID

7419

Gene namevoltage dependent anion channel 3
Gene AliasHD-VDAC3
Cytomap8p11.21
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9Y277


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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
7419VDAC3HTA11_3410_2000001011HumanColorectumAD2.95e-051.93e-010.0155
7419VDAC3HTA11_2487_2000001011HumanColorectumSER1.47e-033.71e-01-0.1808
7419VDAC3HTA11_1938_2000001011HumanColorectumAD4.77e-176.63e-01-0.0811
7419VDAC3HTA11_78_2000001011HumanColorectumAD1.44e-247.99e-01-0.1088
7419VDAC3HTA11_347_2000001011HumanColorectumAD4.06e-246.80e-01-0.1954
7419VDAC3HTA11_411_2000001011HumanColorectumSER4.06e-025.62e-01-0.2602
7419VDAC3HTA11_83_2000001011HumanColorectumSER6.79e-095.12e-01-0.1526
7419VDAC3HTA11_696_2000001011HumanColorectumAD4.95e-053.30e-01-0.1464
7419VDAC3HTA11_1391_2000001011HumanColorectumAD1.55e-084.04e-01-0.059
7419VDAC3HTA11_5212_2000001011HumanColorectumAD7.35e-035.48e-01-0.2061
7419VDAC3HTA11_5216_2000001011HumanColorectumSER8.44e-035.94e-01-0.1462
7419VDAC3HTA11_546_2000001011HumanColorectumAD8.94e-053.83e-01-0.0842
7419VDAC3HTA11_7862_2000001011HumanColorectumAD3.52e-044.15e-01-0.0179
7419VDAC3HTA11_866_3004761011HumanColorectumAD1.37e-042.65e-010.096
7419VDAC3HTA11_4255_2000001011HumanColorectumSER4.00e-044.46e-010.0446
7419VDAC3HTA11_8622_2000001021HumanColorectumSER3.93e-023.09e-010.0528
7419VDAC3HTA11_7663_2000001011HumanColorectumSER7.27e-044.63e-010.0131
7419VDAC3HTA11_10623_2000001011HumanColorectumAD6.48e-096.39e-01-0.0177
7419VDAC3HTA11_6801_2000001011HumanColorectumSER4.26e-097.40e-010.0171
7419VDAC3HTA11_7696_3000711011HumanColorectumAD6.81e-043.68e-010.0674
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0015698ColorectumADinorganic anion transport52/3918180/187236.83e-034.22e-0252
GO:0120032ColorectumADregulation of plasma membrane bounded cell projection assembly53/3918186/187238.51e-034.97e-0253
GO:01200321ColorectumSERregulation of plasma membrane bounded cell projection assembly43/2897186/187233.82e-033.16e-0243
GO:0060491ColorectumSERregulation of cell projection assembly43/2897188/187234.68e-033.70e-0243
GO:01200322ColorectumMSSregulation of plasma membrane bounded cell projection assembly51/3467186/187231.78e-031.58e-0251
GO:00604911ColorectumMSSregulation of cell projection assembly51/3467188/187232.28e-031.87e-0251
GO:00156981ColorectumFAPinorganic anion transport38/2622180/187235.73e-033.67e-0238
GO:01200323ColorectumFAPregulation of plasma membrane bounded cell projection assembly39/2622186/187235.84e-033.73e-0239
GO:00604912ColorectumFAPregulation of cell projection assembly39/2622188/187237.01e-034.29e-0239
GO:190211514EsophagusESCCregulation of organelle assembly116/8552186/187233.15e-063.53e-05116
GO:006049118EsophagusESCCregulation of cell projection assembly110/8552188/187232.60e-041.58e-03110
GO:012003218EsophagusESCCregulation of plasma membrane bounded cell projection assembly108/8552186/187234.37e-042.46e-03108
GO:1902115LiverCirrhoticregulation of organelle assembly66/4634186/187236.66e-045.04e-0366
GO:01200326LiverCirrhoticregulation of plasma membrane bounded cell projection assembly63/4634186/187233.16e-031.78e-0263
GO:00604915LiverCirrhoticregulation of cell projection assembly63/4634188/187234.17e-032.22e-0263
GO:19021151LiverHCCregulation of organelle assembly110/7958186/187233.30e-064.34e-05110
GO:006049112LiverHCCregulation of cell projection assembly101/7958188/187231.20e-036.69e-03101
GO:012003212LiverHCCregulation of plasma membrane bounded cell projection assembly100/7958186/187231.23e-036.81e-03100
GO:19021155Oral cavityOSCCregulation of organelle assembly109/7305186/187234.54e-088.45e-07109
GO:006049110Oral cavityOSCCregulation of cell projection assembly100/7305188/187235.27e-054.38e-04100
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05012ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa05208ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa05415ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa05016ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa05020ColorectumADPrion disease133/2092273/84652.47e-188.29e-175.29e-17133
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa05017ColorectumADSpinocerebellar ataxia60/2092143/84653.78e-064.35e-052.78e-0560
hsa04216ColorectumADFerroptosis21/209241/84652.23e-041.78e-031.13e-0321
hsa05166ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
hsa04218ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
hsa050121ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa052081ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa054151ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050161ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa050201ColorectumADPrion disease133/2092273/84652.47e-188.29e-175.29e-17133
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa050171ColorectumADSpinocerebellar ataxia60/2092143/84653.78e-064.35e-052.78e-0560
hsa042161ColorectumADFerroptosis21/209241/84652.23e-041.78e-031.13e-0321
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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
VDAC3SNVMissense_Mutationrs551923370c.353N>Tp.Ser118Phep.S118FQ9Y277protein_codingdeleterious(0.01)possibly_damaging(0.66)TCGA-AR-A5QP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
VDAC3SNVMissense_Mutationrs752791425c.511N>Ap.Ala171Thrp.A171TQ9Y277protein_codingtolerated(0.07)benign(0.02)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
VDAC3SNVMissense_Mutationc.673N>Gp.Lys225Glup.K225EQ9Y277protein_codingdeleterious(0)possibly_damaging(0.551)TCGA-AA-3941-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VDAC3SNVMissense_Mutationnovelc.104N>Ap.Ser35Tyrp.S35YQ9Y277protein_codingdeleterious(0.03)benign(0.015)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VDAC3SNVMissense_Mutationnovelc.170N>Ap.Gly57Aspp.G57DQ9Y277protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VDAC3SNVMissense_Mutationnovelc.104N>Ap.Ser35Tyrp.S35YQ9Y277protein_codingdeleterious(0.03)benign(0.015)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VDAC3SNVMissense_Mutationnovelc.391N>Ap.Asp131Asnp.D131NQ9Y277protein_codingtolerated(0.08)possibly_damaging(0.635)TCGA-A5-A2K7-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapytaxolSD
VDAC3SNVMissense_Mutationrs775234791c.442N>Ap.Glu148Lysp.E148KQ9Y277protein_codingtolerated(0.25)benign(0.175)TCGA-B5-A11N-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VDAC3SNVMissense_Mutationnovelc.104C>Ap.Ser35Tyrp.S35YQ9Y277protein_codingdeleterious(0.03)benign(0.015)TCGA-EO-A3AV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinCR
VDAC3SNVMissense_Mutationnovelc.485N>Cp.Lys162Thrp.K162TQ9Y277protein_codingdeleterious(0.01)possibly_damaging(0.769)TCGA-EO-A3AY-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
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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
7419VDAC3KINASEOLESOXIMEOLESOXIME
7419VDAC3KINASEPRLX93936
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