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: VPS13A

Gene summary for VPS13A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS13A

Gene ID

23230

Gene namevacuolar protein sorting 13 homolog A
Gene AliasCHAC
Cytomap9q21.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q96RL7


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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
23230VPS13AHTA11_3410_2000001011HumanColorectumAD9.82e-24-7.16e-010.0155
23230VPS13AHTA11_3361_2000001011HumanColorectumAD1.78e-02-4.96e-01-0.1207
23230VPS13AHTA11_696_2000001011HumanColorectumAD5.62e-06-3.92e-01-0.1464
23230VPS13AHTA11_866_2000001011HumanColorectumAD1.03e-04-3.90e-01-0.1001
23230VPS13AHTA11_5212_2000001011HumanColorectumAD2.10e-02-6.32e-01-0.2061
23230VPS13AHTA11_7862_2000001011HumanColorectumAD7.36e-05-6.81e-01-0.0179
23230VPS13AHTA11_866_3004761011HumanColorectumAD1.15e-12-6.03e-010.096
23230VPS13AHTA11_9408_2000001011HumanColorectumAD8.13e-03-8.51e-010.0451
23230VPS13AHTA11_10711_2000001011HumanColorectumAD2.16e-10-6.40e-010.0338
23230VPS13AHTA11_7696_3000711011HumanColorectumAD2.47e-11-4.47e-010.0674
23230VPS13AHTA11_99999970781_79442HumanColorectumMSS2.09e-15-4.88e-010.294
23230VPS13AHTA11_99999965062_69753HumanColorectumMSI-H4.79e-037.89e-010.3487
23230VPS13AHTA11_99999965104_69814HumanColorectumMSS4.13e-035.23e-010.281
23230VPS13AHTA11_99999973899_84307HumanColorectumMSS1.86e-02-5.22e-010.2585
23230VPS13AHTA11_99999974143_84620HumanColorectumMSS7.75e-25-6.37e-010.3005
23230VPS13AA015-C-203HumanColorectumFAP3.23e-35-3.44e-01-0.1294
23230VPS13AA015-C-204HumanColorectumFAP2.17e-05-5.45e-02-0.0228
23230VPS13AA014-C-040HumanColorectumFAP1.70e-05-4.55e-01-0.1184
23230VPS13AA002-C-201HumanColorectumFAP8.03e-13-2.05e-010.0324
23230VPS13AA002-C-203HumanColorectumFAP2.63e-03-2.64e-020.2786
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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
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
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:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0006892ColorectumADpost-Golgi vesicle-mediated transport45/3918104/187232.22e-079.26e-0645
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0072665ColorectumADprotein localization to vacuole27/391867/187232.40e-043.04e-0327
GO:0032507ColorectumADmaintenance of protein location in cell25/391865/187239.12e-048.71e-0325
GO:0034067ColorectumADprotein localization to Golgi apparatus14/391829/187239.40e-048.92e-0314
GO:0051651ColorectumADmaintenance of location in cell61/3918214/187235.02e-033.37e-0261
GO:0006623ColorectumADprotein targeting to vacuole15/391837/187235.24e-033.47e-0215
GO:0072666ColorectumADestablishment of protein localization to vacuole18/391849/187237.93e-034.73e-0218
GO:0045185ColorectumADmaintenance of protein location30/391894/187238.26e-034.85e-0230
GO:00725942ColorectumMSSestablishment of protein localization to organelle139/3467422/187235.75e-131.12e-10139
GO:00481932ColorectumMSSGolgi vesicle transport101/3467296/187239.09e-119.77e-09101
GO:00066052ColorectumMSSprotein targeting97/3467314/187236.76e-083.46e-0697
GO:00164822ColorectumMSScytosolic transport59/3467168/187232.29e-079.79e-0659
GO:00068922ColorectumMSSpost-Golgi vesicle-mediated transport40/3467104/187231.45e-064.82e-0540
GO:00070342ColorectumMSSvacuolar transport52/3467157/187238.25e-062.07e-0452
GO:00726652ColorectumMSSprotein localization to vacuole23/346767/187231.51e-031.39e-0223
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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
VPS13ASNVMissense_Mutationc.6793N>Ap.Asp2265Asnp.D2265NQ96RL7protein_codingtolerated(0.07)probably_damaging(0.975)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
VPS13ASNVMissense_Mutationc.2969N>Tp.Asn990Ilep.N990IQ96RL7protein_codingtolerated(0.07)possibly_damaging(0.866)TCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS13ASNVMissense_Mutationc.1254N>Cp.Lys418Asnp.K418NQ96RL7protein_codingdeleterious(0.01)benign(0.149)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VPS13ASNVMissense_Mutationc.1482N>Cp.Leu494Phep.L494FQ96RL7protein_codingdeleterious(0)probably_damaging(0.951)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VPS13ASNVMissense_Mutationc.1646N>Tp.Ser549Leup.S549LQ96RL7protein_codingtolerated(0.36)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VPS13ASNVMissense_Mutationnovelc.9183N>Tp.Met3061Ilep.M3061IQ96RL7protein_codingtolerated(0.17)benign(0.013)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VPS13ASNVMissense_Mutationnovelc.6256N>Tp.Asp2086Tyrp.D2086YQ96RL7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS13ASNVMissense_Mutationrs777520036c.9377N>Ap.Arg3126Lysp.R3126KQ96RL7protein_codingtolerated(0.17)benign(0.078)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
VPS13ASNVMissense_Mutationc.6948N>Cp.Met2316Ilep.M2316IQ96RL7protein_codingtolerated(0.26)benign(0.009)TCGA-BH-A0AV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
VPS13ASNVMissense_Mutationc.6988N>Ap.Glu2330Lysp.E2330KQ96RL7protein_codingtolerated(0.52)benign(0.328)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
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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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