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: VPS36

Gene summary for VPS36

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS36

Gene ID

51028

Gene namevacuolar protein sorting 36 homolog
Gene AliasC13orf9
Cytomap13q14.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q86VN1


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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
51028VPS36LZE4THumanEsophagusESCC5.15e-155.67e-010.0811
51028VPS36LZE5THumanEsophagusESCC9.43e-044.12e-010.0514
51028VPS36LZE7THumanEsophagusESCC6.51e-031.85e-010.0667
51028VPS36LZE8THumanEsophagusESCC2.66e-133.66e-010.067
51028VPS36LZE20THumanEsophagusESCC3.38e-032.41e-010.0662
51028VPS36LZE24THumanEsophagusESCC6.83e-215.69e-010.0596
51028VPS36LZE21THumanEsophagusESCC1.91e-022.16e-010.0655
51028VPS36P1T-EHumanEsophagusESCC7.06e-179.56e-010.0875
51028VPS36P2T-EHumanEsophagusESCC2.98e-518.58e-010.1177
51028VPS36P4T-EHumanEsophagusESCC1.74e-481.28e+000.1323
51028VPS36P5T-EHumanEsophagusESCC8.85e-214.42e-010.1327
51028VPS36P8T-EHumanEsophagusESCC1.99e-437.75e-010.0889
51028VPS36P9T-EHumanEsophagusESCC3.95e-256.55e-010.1131
51028VPS36P10T-EHumanEsophagusESCC3.98e-377.18e-010.116
51028VPS36P11T-EHumanEsophagusESCC7.99e-094.36e-010.1426
51028VPS36P12T-EHumanEsophagusESCC2.22e-265.75e-010.1122
51028VPS36P15T-EHumanEsophagusESCC5.84e-327.27e-010.1149
51028VPS36P16T-EHumanEsophagusESCC1.25e-359.00e-010.1153
51028VPS36P17T-EHumanEsophagusESCC3.27e-053.33e-010.1278
51028VPS36P19T-EHumanEsophagusESCC7.61e-034.49e-010.1662
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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
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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
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:003625714EsophagusESCCmultivesicular body organization30/855231/187231.04e-092.50e-0830
GO:003625814EsophagusESCCmultivesicular body assembly29/855230/187232.21e-094.99e-0829
GO:007198514EsophagusESCCmultivesicular body sorting pathway34/855237/187233.49e-097.39e-0834
GO:003250915EsophagusESCCendosome transport via multivesicular body sorting pathway29/855231/187231.92e-083.72e-0729
GO:00726659EsophagusESCCprotein localization to vacuole52/855267/187239.14e-081.52e-0652
GO:000703214EsophagusESCCendosome organization61/855282/187231.13e-071.85e-0661
GO:00453245EsophagusESCClate endosome to vacuole transport23/855225/187231.39e-061.69e-0523
GO:00726668EsophagusESCCestablishment of protein localization to vacuole37/855249/187232.05e-051.78e-0437
GO:00325113EsophagusESCClate endosome to vacuole transport via multivesicular body sorting pathway16/855217/187233.46e-052.82e-0416
GO:00431623EsophagusESCCubiquitin-dependent protein catabolic process via the multivesicular body sorting pathway19/855223/187233.12e-041.85e-0319
GO:00161975LiverNAFLDendosomal transport41/1882230/187232.02e-043.53e-0341
GO:00160505LiverNAFLDvesicle organization50/1882300/187232.42e-044.06e-0350
GO:00726653LiverNAFLDprotein localization to vacuole16/188267/187237.94e-049.90e-0316
GO:00726663LiverNAFLDestablishment of protein localization to vacuole13/188249/187238.43e-041.03e-0213
GO:00725947LiverNAFLDestablishment of protein localization to organelle62/1882422/187231.48e-031.64e-0262
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0414428Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414436Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414442Oral cavityEOLPEndocytosis71/1218251/84655.28e-098.97e-085.29e-0871
hsa0414452Oral cavityEOLPEndocytosis71/1218251/84655.28e-098.97e-085.29e-0871
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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
VPS36SNVMissense_Mutationnovelc.818N>Ap.Val273Glup.V273EQ86VN1protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
VPS36SNVMissense_Mutationc.386N>Cp.Arg129Thrp.R129TQ86VN1protein_codingdeleterious(0.01)benign(0.046)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
VPS36insertionFrame_Shift_Insnovelc.816_817insAGAGGAAGAAGp.Val273ArgfsTer5p.V273Rfs*5Q86VN1protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
VPS36SNVMissense_Mutationnovelc.622N>Cp.Asp208Hisp.D208HQ86VN1protein_codingdeleterious(0.01)possibly_damaging(0.506)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VPS36SNVMissense_Mutationc.611A>Cp.Asp204Alap.D204AQ86VN1protein_codingtolerated(0.09)benign(0.249)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
VPS36SNVMissense_Mutationc.301N>Tp.Ser101Cysp.S101CQ86VN1protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VPS36SNVMissense_Mutationc.1036G>Ap.Val346Metp.V346MQ86VN1protein_codingdeleterious(0.04)possibly_damaging(0.646)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VPS36SNVMissense_Mutationnovelc.158N>Tp.Lys53Ilep.K53IQ86VN1protein_codingtolerated(0.1)benign(0.09)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
VPS36insertionFrame_Shift_Insrs777713470c.499_500insAp.Arg167LysfsTer5p.R167Kfs*5Q86VN1protein_codingTCGA-DM-A28C-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
VPS36SNVMissense_Mutationnovelc.361N>Tp.Arg121Cysp.R121CQ86VN1protein_codingtolerated(0.1)benign(0.021)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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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