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: VPS16

Gene summary for VPS16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS16

Gene ID

64601

Gene nameVPS16 core subunit of CORVET and HOPS complexes
Gene AliasDYT30
Cytomap20p13
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9H269


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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
64601VPS16LZE4THumanEsophagusESCC2.57e-031.50e-010.0811
64601VPS16LZE7THumanEsophagusESCC2.84e-032.31e-010.0667
64601VPS16LZE8THumanEsophagusESCC9.33e-041.37e-010.067
64601VPS16LZE24THumanEsophagusESCC2.88e-062.52e-010.0596
64601VPS16P1T-EHumanEsophagusESCC1.27e-063.79e-010.0875
64601VPS16P2T-EHumanEsophagusESCC6.44e-192.68e-010.1177
64601VPS16P4T-EHumanEsophagusESCC3.37e-041.17e-010.1323
64601VPS16P5T-EHumanEsophagusESCC7.02e-064.42e-020.1327
64601VPS16P8T-EHumanEsophagusESCC7.84e-121.65e-010.0889
64601VPS16P9T-EHumanEsophagusESCC1.35e-071.23e-010.1131
64601VPS16P10T-EHumanEsophagusESCC1.95e-122.53e-010.116
64601VPS16P11T-EHumanEsophagusESCC6.46e-084.38e-010.1426
64601VPS16P12T-EHumanEsophagusESCC1.25e-213.95e-010.1122
64601VPS16P15T-EHumanEsophagusESCC3.14e-071.94e-010.1149
64601VPS16P16T-EHumanEsophagusESCC2.12e-162.09e-010.1153
64601VPS16P17T-EHumanEsophagusESCC4.50e-144.69e-010.1278
64601VPS16P19T-EHumanEsophagusESCC8.32e-043.53e-010.1662
64601VPS16P20T-EHumanEsophagusESCC5.76e-112.66e-010.1124
64601VPS16P21T-EHumanEsophagusESCC4.51e-245.13e-010.1617
64601VPS16P22T-EHumanEsophagusESCC1.64e-084.96e-020.1236
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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
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:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
GO:00482844EsophagusESCCorganelle fusion94/8552141/187233.72e-075.16e-0694
GO:00973523EsophagusESCCautophagosome maturation31/855240/187234.04e-053.26e-0431
GO:00083333EsophagusESCCendosome to lysosome transport40/855255/187234.27e-053.42e-0440
GO:00224117LiverCirrhoticcellular component disassembly182/4634443/187231.59e-141.54e-12182
GO:001623611LiverCirrhoticmacroautophagy129/4634291/187231.75e-131.41e-11129
GO:000703411LiverCirrhoticvacuolar transport75/4634157/187233.13e-101.53e-0875
GO:00070332LiverCirrhoticvacuole organization80/4634180/187235.73e-092.25e-0780
GO:001619711LiverCirrhoticendosomal transport93/4634230/187231.01e-072.93e-0693
GO:000704111LiverCirrhoticlysosomal transport50/4634114/187236.15e-069.82e-0550
GO:00329846LiverCirrhoticprotein-containing complex disassembly82/4634224/187234.78e-055.54e-0482
GO:00482842LiverCirrhoticorganelle fusion52/4634141/187238.77e-046.31e-0352
GO:0008333LiverCirrhoticendosome to lysosome transport24/463455/187231.67e-031.07e-0224
GO:0097352LiverCirrhoticautophagosome maturation17/463440/187231.04e-024.61e-0217
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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
hsa0513222LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0513232LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513230Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa05132114Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa05132210Oral cavityLPSalmonella infection128/2418249/84651.17e-142.79e-131.80e-13128
hsa0513238Oral cavityLPSalmonella infection128/2418249/84651.17e-142.79e-131.80e-13128
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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
VPS16SNVMissense_Mutationc.1382G>Ap.Arg461Lysp.R461KQ9H269protein_codingtolerated(0.21)benign(0.02)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VPS16insertionNonsense_Mutationnovelc.941_942insATTGCCCAGGCCTTAGCTGGCGAAGTCAGp.Asp314GlufsTer6p.D314Efs*6Q9H269protein_codingTCGA-MS-A51U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
VPS16SNVMissense_Mutationnovelc.851N>Tp.Ala284Valp.A284VQ9H269protein_codingtolerated(0.48)benign(0.136)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VPS16SNVMissense_Mutationrs779619779c.1316N>Tp.Pro439Leup.P439LQ9H269protein_codingdeleterious(0)probably_damaging(0.97)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VPS16SNVMissense_Mutationnovelc.1758N>Ap.Asn586Lysp.N586KQ9H269protein_codingtolerated(0.39)benign(0.038)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
VPS16SNVMissense_Mutationc.533C>Gp.Ser178Cysp.S178CQ9H269protein_codingdeleterious(0)probably_damaging(0.964)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
VPS16SNVMissense_Mutationrs774866901c.164N>Ap.Arg55Glnp.R55QQ9H269protein_codingtolerated(0.3)benign(0.028)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
VPS16SNVMissense_Mutationrs375302670c.1630N>Tp.Arg544Cysp.R544CQ9H269protein_codingdeleterious(0)probably_damaging(0.949)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
VPS16SNVMissense_Mutationrs760297252c.199G>Ap.Asp67Asnp.D67NQ9H269protein_codingtolerated(0.29)benign(0.025)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
VPS16SNVMissense_Mutationc.1879C>Gp.Gln627Glup.Q627EQ9H269protein_codingtolerated(0.29)benign(0.007)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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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