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: VPS11

Gene summary for VPS11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS11

Gene ID

55823

Gene nameVPS11 core subunit of CORVET and HOPS complexes
Gene AliasEND1
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

B7Z879


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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
55823VPS11HCC1_MengHumanLiverHCC8.53e-162.26e-020.0246
55823VPS11HCC1HumanLiverHCC1.10e-021.57e+000.5336
55823VPS11HCC2HumanLiverHCC1.81e-052.42e+000.5341
55823VPS11S014HumanLiverHCC7.04e-073.07e-010.2254
55823VPS11S015HumanLiverHCC1.22e-043.06e-010.2375
55823VPS11S016HumanLiverHCC2.49e-093.59e-010.2243
55823VPS11S028HumanLiverHCC7.06e-103.84e-010.2503
55823VPS11S029HumanLiverHCC3.45e-144.55e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:000989622LiverHCCpositive regulation of catabolic process335/7958492/187233.83e-311.87e-28335
GO:003133122LiverHCCpositive regulation of cellular catabolic process295/7958427/187233.20e-291.45e-26295
GO:004217622LiverHCCregulation of protein catabolic process267/7958391/187232.45e-257.38e-23267
GO:190382922LiverHCCpositive regulation of cellular protein localization199/7958276/187231.15e-232.62e-21199
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:003238621LiverHCCregulation of intracellular transport231/7958337/187231.99e-223.40e-20231
GO:000683912LiverHCCmitochondrial transport184/7958254/187232.30e-223.83e-20184
GO:190336222LiverHCCregulation of cellular protein catabolic process182/7958255/187235.91e-218.52e-19182
GO:003315721LiverHCCregulation of intracellular protein transport165/7958229/187238.37e-201.15e-17165
GO:003238821LiverHCCpositive regulation of intracellular transport148/7958202/187235.15e-196.66e-17148
GO:007265512LiverHCCestablishment of protein localization to mitochondrion98/7958120/187231.18e-181.46e-1698
GO:007058512LiverHCCprotein localization to mitochondrion101/7958125/187231.53e-181.86e-16101
GO:004573222LiverHCCpositive regulation of protein catabolic process163/7958231/187234.00e-184.69e-16163
GO:009031621LiverHCCpositive regulation of intracellular protein transport121/7958160/187231.27e-171.39e-15121
GO:190495122LiverHCCpositive regulation of establishment of protein localization207/7958319/187233.95e-163.29e-14207
GO:000662612LiverHCCprotein targeting to mitochondrion82/7958100/187234.93e-164.05e-1482
GO:190336422LiverHCCpositive regulation of cellular protein catabolic process115/7958155/187239.30e-167.19e-14115
GO:001605021LiverHCCvesicle organization194/7958300/187235.58e-153.97e-13194
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
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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
VPS11SNVMissense_Mutationnovelc.1006N>Ap.Glu336Lysp.E336Kprotein_codingdeleterious(0)probably_damaging(0.995)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
VPS11SNVMissense_Mutationnovelc.327C>Gp.Ile109Metp.I109Mprotein_codingdeleterious(0.04)benign(0.038)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VPS11SNVMissense_Mutationnovelc.2320N>Cp.Tyr774Hisp.Y774Hprotein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS11SNVMissense_Mutationnovelc.2274N>Tp.Gln758Hisp.Q758Hprotein_codingdeleterious(0)probably_damaging(0.972)TCGA-BH-A0B0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
VPS11SNVMissense_Mutationnovelc.695N>Ap.Gly232Aspp.G232Dprotein_codingtolerated(0.53)benign(0.006)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS11SNVMissense_Mutationrs781917185c.1853N>Tp.Ser618Leup.S618Lprotein_codingtolerated(0.68)benign(0.118)TCGA-E9-A1R2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereCR
VPS11insertionFrame_Shift_Insnovelc.2492_2493insTCCAAGTCATTTTCCAGAGACAp.Leu831PhefsTer25p.L831Ffs*25protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
VPS11SNVMissense_Mutationnovelc.1779C>Ap.Phe593Leup.F593Lprotein_codingdeleterious(0)probably_damaging(0.976)TCGA-C5-A7CJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
VPS11SNVMissense_Mutationnovelc.187G>Cp.Asp63Hisp.D63Hprotein_codingtolerated(0.06)benign(0.296)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VPS11SNVMissense_Mutationrs782510678c.1738N>Ap.Asp580Asnp.D580Nprotein_codingtolerated(0.36)benign(0.093)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=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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