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: VPS8

Gene summary for VPS8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS8

Gene ID

23355

Gene nameVPS8 subunit of CORVET complex
Gene AliasKIAA0804
Cytomap3q27.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

B3KPR6


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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
23355VPS8CCI_1HumanCervixCC1.21e-065.75e-010.528
23355VPS8CCI_2HumanCervixCC4.44e-101.05e+000.5249
23355VPS8CCI_3HumanCervixCC1.32e-181.01e+000.516
23355VPS8sample3HumanCervixCC3.46e-031.23e-010.1387
23355VPS8T3HumanCervixCC1.19e-029.42e-020.1389
23355VPS8HTA11_3410_2000001011HumanColorectumAD9.43e-20-5.29e-010.0155
23355VPS8HTA11_2487_2000001011HumanColorectumSER1.32e-02-4.16e-01-0.1808
23355VPS8HTA11_3361_2000001011HumanColorectumAD5.89e-05-4.93e-01-0.1207
23355VPS8HTA11_5212_2000001011HumanColorectumAD3.02e-03-5.91e-01-0.2061
23355VPS8HTA11_5216_2000001011HumanColorectumSER2.31e-02-6.12e-01-0.1462
23355VPS8HTA11_866_3004761011HumanColorectumAD1.44e-17-5.89e-010.096
23355VPS8HTA11_8622_2000001021HumanColorectumSER1.11e-02-5.66e-010.0528
23355VPS8HTA11_10711_2000001011HumanColorectumAD6.53e-07-5.55e-010.0338
23355VPS8HTA11_7696_3000711011HumanColorectumAD1.14e-14-5.38e-010.0674
23355VPS8HTA11_6818_2000001011HumanColorectumAD1.13e-02-5.66e-010.0112
23355VPS8HTA11_99999970781_79442HumanColorectumMSS1.60e-10-4.68e-010.294
23355VPS8HTA11_99999971662_82457HumanColorectumMSS2.36e-04-3.66e-010.3859
23355VPS8HTA11_99999973899_84307HumanColorectumMSS8.60e-08-6.51e-010.2585
23355VPS8HTA11_99999974143_84620HumanColorectumMSS3.76e-25-6.95e-010.3005
23355VPS8F007HumanColorectumFAP2.44e-02-1.91e-010.1176
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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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00160506CervixCCvesicle organization54/2311300/187232.71e-031.85e-0254
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0048284ColorectumADorganelle fusion42/3918141/187238.04e-034.73e-0242
GO:00160501ColorectumSERvesicle organization69/2897300/187233.59e-045.61e-0369
GO:00160502ColorectumMSSvesicle organization93/3467300/187231.04e-074.97e-0693
GO:00482841ColorectumMSSorganelle fusion39/3467141/187234.91e-033.42e-0239
GO:00160503ColorectumFAPvesicle organization74/2622300/187235.16e-072.66e-0574
GO:00160504ColorectumCRCvesicle organization57/2078300/187233.36e-058.57e-0457
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:00482844EsophagusESCCorganelle fusion94/8552141/187233.72e-075.16e-0694
GO:00901743EsophagusESCCorganelle membrane fusion73/8552110/187239.29e-068.88e-0573
GO:00069063EsophagusESCCvesicle fusion70/8552106/187231.82e-051.60e-0470
GO:00610254EsophagusESCCmembrane fusion98/8552163/187231.39e-049.41e-0498
GO:001605017ThyroidPTCvesicle organization163/5968300/187234.74e-163.69e-14163
GO:00482846ThyroidPTCorganelle fusion71/5968141/187233.68e-064.70e-0571
GO:00610256ThyroidPTCmembrane fusion77/5968163/187232.86e-052.78e-0477
GO:00069065ThyroidPTCvesicle fusion54/5968106/187233.39e-053.21e-0454
GO:00901745ThyroidPTCorganelle membrane fusion55/5968110/187235.64e-054.99e-0455
GO:001605023ThyroidATCvesicle organization166/6293300/187236.14e-153.92e-13166
GO:004828413ThyroidATCorganelle fusion71/6293141/187232.83e-052.38e-0471
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
VPS8SNVMissense_Mutationrs752593630c.1643G>Ap.Arg548Glnp.R548QQ8N3P4protein_codingtolerated(0.16)benign(0.036)TCGA-A2-A0YM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS8SNVMissense_Mutationnovelc.2404N>Cp.Asp802Hisp.D802HQ8N3P4protein_codingdeleterious(0.02)possibly_damaging(0.735)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VPS8SNVMissense_Mutationrs372735954c.58N>Ap.Glu20Lysp.E20KQ8N3P4protein_codingtolerated_low_confidence(0.06)benign(0.011)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS8SNVMissense_Mutationrs756843158c.2377N>Ap.Ala793Thrp.A793TQ8N3P4protein_codingtolerated(0.05)possibly_damaging(0.896)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS8SNVMissense_Mutationc.542N>Tp.Asp181Valp.D181VQ8N3P4protein_codingdeleterious(0)possibly_damaging(0.49)TCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
VPS8SNVMissense_Mutationc.1205N>Gp.Tyr402Cysp.Y402CQ8N3P4protein_codingtolerated(0.24)benign(0.018)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VPS8SNVMissense_Mutationc.196N>Gp.Pro66Alap.P66AQ8N3P4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
VPS8SNVMissense_Mutationrs773689221c.2612N>Ap.Arg871Glnp.R871QQ8N3P4protein_codingtolerated(0.12)probably_damaging(0.92)TCGA-BH-A1EX-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VPS8SNVMissense_Mutationc.766C>Gp.Pro256Alap.P256AQ8N3P4protein_codingdeleterious(0.05)probably_damaging(0.998)TCGA-D8-A27N-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxol+adriamycin+cyclophosphamide+herceptinSD
VPS8SNVMissense_Mutationnovelc.476N>Gp.Ala159Glyp.A159GQ8N3P4protein_codingdeleterious(0.01)possibly_damaging(0.835)TCGA-PE-A5DC-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
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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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