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: VPS39

Gene summary for VPS39

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS39

Gene ID

23339

Gene nameVPS39 subunit of HOPS complex
Gene AliasTLP
Cytomap15q15.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q96JC1


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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
23339VPS39LZE2THumanEsophagusESCC5.49e-034.14e-010.082
23339VPS39LZE4THumanEsophagusESCC8.16e-061.90e-010.0811
23339VPS39LZE7THumanEsophagusESCC2.88e-021.62e-010.0667
23339VPS39LZE20THumanEsophagusESCC7.21e-039.02e-020.0662
23339VPS39LZE24THumanEsophagusESCC8.81e-122.72e-010.0596
23339VPS39LZE21THumanEsophagusESCC2.52e-022.02e-010.0655
23339VPS39P1T-EHumanEsophagusESCC8.15e-063.47e-010.0875
23339VPS39P2T-EHumanEsophagusESCC2.20e-121.74e-010.1177
23339VPS39P4T-EHumanEsophagusESCC7.25e-142.76e-010.1323
23339VPS39P5T-EHumanEsophagusESCC4.76e-058.80e-020.1327
23339VPS39P8T-EHumanEsophagusESCC8.80e-192.92e-010.0889
23339VPS39P9T-EHumanEsophagusESCC3.27e-142.07e-010.1131
23339VPS39P10T-EHumanEsophagusESCC2.75e-163.13e-010.116
23339VPS39P11T-EHumanEsophagusESCC9.33e-042.14e-010.1426
23339VPS39P12T-EHumanEsophagusESCC5.82e-202.68e-010.1122
23339VPS39P15T-EHumanEsophagusESCC1.49e-172.32e-010.1149
23339VPS39P16T-EHumanEsophagusESCC6.42e-162.30e-010.1153
23339VPS39P19T-EHumanEsophagusESCC3.34e-084.11e-010.1662
23339VPS39P20T-EHumanEsophagusESCC4.90e-131.86e-010.1124
23339VPS39P21T-EHumanEsophagusESCC9.67e-182.67e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
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:00324565EsophagusESCCendocytic recycling51/855273/187232.47e-052.10e-0451
GO:00083333EsophagusESCCendosome to lysosome transport40/855255/187234.27e-053.42e-0440
GO:00610254EsophagusESCCmembrane fusion98/8552163/187231.39e-049.41e-0498
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
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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
VPS39SNVMissense_Mutationnovelc.487N>Ap.Val163Metp.V163MQ96JC1protein_codingdeleterious(0.01)possibly_damaging(0.882)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
VPS39SNVMissense_Mutationc.2603C>Ap.Pro868Hisp.P868HQ96JC1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
VPS39SNVMissense_Mutationc.2209G>Tp.Val737Leup.V737LQ96JC1protein_codingdeleterious(0.01)possibly_damaging(0.788)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS39SNVMissense_Mutationc.670G>Ap.Asp224Asnp.D224NQ96JC1protein_codingtolerated(0.32)benign(0.065)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VPS39SNVMissense_Mutationnovelc.2194G>Tp.Asp732Tyrp.D732YQ96JC1protein_codingdeleterious(0.01)benign(0.305)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
VPS39SNVMissense_Mutationc.691N>Cp.Glu231Glnp.E231QQ96JC1protein_codingtolerated(0.54)possibly_damaging(0.599)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
VPS39SNVMissense_Mutationnovelc.2140N>Gp.Lys714Glup.K714EQ96JC1protein_codingtolerated(0.15)benign(0.024)TCGA-E2-A15E-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
VPS39SNVMissense_Mutationc.1325N>Tp.Pro442Leup.P442LQ96JC1protein_codingtolerated(0.09)benign(0.137)TCGA-E9-A1R3-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapymethotrexateSD
VPS39insertionNonsense_Mutationnovelc.1857_1858insTTGGGGTAGTp.Asn620LeufsTer3p.N620Lfs*3Q96JC1protein_codingTCGA-AO-A0JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophospamideSD
VPS39insertionFrame_Shift_Insnovelc.1856_1857insTTCATCCTGGTGTGp.Asn620SerfsTer8p.N620Sfs*8Q96JC1protein_codingTCGA-AO-A0JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophospamideSD
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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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