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:005123511LiverCirrhoticmaintenance of location117/4634327/187234.78e-067.86e-05117
GO:00726661LiverCirrhoticestablishment of protein localization to vacuole25/463449/187236.57e-057.47e-0425
GO:003406711LiverCirrhoticprotein localization to Golgi apparatus17/463429/187231.05e-041.08e-0317
GO:000662311LiverCirrhoticprotein targeting to vacuole20/463437/187231.25e-041.23e-0320
GO:00516517LiverCirrhoticmaintenance of location in cell76/4634214/187232.66e-042.37e-0376
GO:0007039LiverCirrhoticprotein catabolic process in the vacuole11/463419/187232.09e-031.29e-0211
GO:1905146LiverCirrhoticlysosomal protein catabolic process9/463415/187233.88e-032.10e-029
GO:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:001648221LiverHCCcytosolic transport117/7958168/187238.83e-134.48e-11117
GO:000703421LiverHCCvacuolar transport108/7958157/187232.22e-118.69e-10108
GO:000689221LiverHCCpost-Golgi vesicle-mediated transport77/7958104/187236.14e-112.24e-0977
GO:005123521LiverHCCmaintenance of location185/7958327/187231.70e-073.12e-06185
GO:007266521LiverHCCprotein localization to vacuole48/795867/187231.27e-061.85e-0548
GO:004518512LiverHCCmaintenance of protein location61/795894/187239.61e-061.12e-0461
GO:00726662LiverHCCestablishment of protein localization to vacuole35/795849/187233.90e-053.85e-0435
GO:000662321LiverHCCprotein targeting to vacuole28/795837/187234.26e-054.16e-0428
GO:003406721LiverHCCprotein localization to Golgi apparatus23/795829/187235.86e-055.38e-0423
GO:005165112LiverHCCmaintenance of location in cell119/7958214/187237.11e-056.39e-04119
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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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