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: VPS51

Gene summary for VPS51

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS51

Gene ID

738

Gene nameVPS51 subunit of GARP complex
Gene AliasANG2
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9UID3


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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
738VPS51LZE2THumanEsophagusESCC1.40e-021.40e-010.082
738VPS51LZE4THumanEsophagusESCC9.17e-176.91e-020.0811
738VPS51LZE7THumanEsophagusESCC4.03e-068.28e-030.0667
738VPS51LZE8THumanEsophagusESCC5.38e-06-1.54e-010.067
738VPS51LZE22D1HumanEsophagusHGIN9.84e-053.34e-020.0595
738VPS51LZE22THumanEsophagusESCC4.95e-062.39e-010.068
738VPS51LZE24THumanEsophagusESCC7.83e-174.90e-010.0596
738VPS51LZE21THumanEsophagusESCC3.58e-021.12e-010.0655
738VPS51P1T-EHumanEsophagusESCC8.76e-132.65e-010.0875
738VPS51P2T-EHumanEsophagusESCC2.95e-324.49e-010.1177
738VPS51P4T-EHumanEsophagusESCC7.93e-295.28e-010.1323
738VPS51P5T-EHumanEsophagusESCC8.77e-221.81e-010.1327
738VPS51P8T-EHumanEsophagusESCC3.23e-315.52e-010.0889
738VPS51P9T-EHumanEsophagusESCC4.83e-142.87e-010.1131
738VPS51P10T-EHumanEsophagusESCC1.53e-449.11e-010.116
738VPS51P11T-EHumanEsophagusESCC3.83e-187.50e-010.1426
738VPS51P12T-EHumanEsophagusESCC1.47e-294.95e-010.1122
738VPS51P15T-EHumanEsophagusESCC1.53e-226.82e-010.1149
738VPS51P16T-EHumanEsophagusESCC5.62e-509.24e-010.1153
738VPS51P17T-EHumanEsophagusESCC2.35e-127.52e-010.1278
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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
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:004819317EsophagusHGINGolgi vesicle transport83/2587296/187238.59e-118.89e-0983
GO:001619710EsophagusHGINendosomal transport57/2587230/187235.74e-061.81e-0457
GO:009887610EsophagusHGINvesicle-mediated transport to the plasma membrane36/2587136/187236.76e-051.55e-0336
GO:000703416EsophagusHGINvacuolar transport35/2587157/187232.52e-032.51e-0235
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
GO:00070308EsophagusESCCGolgi organization101/8552157/187231.78e-062.10e-05101
GO:00421477EsophagusESCCretrograde transport, endosome to Golgi63/855291/187234.58e-064.87e-0563
GO:00324565EsophagusESCCendocytic recycling51/855273/187232.47e-052.10e-0451
GO:004819311LiverCirrhoticGolgi vesicle transport153/4634296/187231.02e-236.43e-21153
GO:000703411LiverCirrhoticvacuolar transport75/4634157/187233.13e-101.53e-0875
GO:001648211LiverCirrhoticcytosolic transport74/4634168/187233.34e-081.12e-0674
GO:001619711LiverCirrhoticendosomal transport93/4634230/187231.01e-072.93e-0693
GO:00070301LiverCirrhoticGolgi organization68/4634157/187232.57e-076.41e-0668
GO:009887611LiverCirrhoticvesicle-mediated transport to the plasma membrane59/4634136/187231.46e-062.88e-0559
GO:000704111LiverCirrhoticlysosomal transport50/4634114/187236.15e-069.82e-0550
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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
VPS51SNVMissense_Mutationrs375386887c.1721N>Ap.Arg574Glnp.R574QQ9UID3protein_codingtolerated(0.48)benign(0.014)TCGA-B6-A409-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
VPS51SNVMissense_Mutationrs144624856c.1717C>Tp.Arg573Trpp.R573WQ9UID3protein_codingdeleterious(0)possibly_damaging(0.613)TCGA-BH-A5J0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VPS51insertionFrame_Shift_Insnovelc.429_430insAATGTGTATATGTp.Ala144AsnfsTer43p.A144Nfs*43Q9UID3protein_codingTCGA-AN-A03Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS51SNVMissense_Mutationrs377434441c.307N>Ap.Asp103Asnp.D103NQ9UID3protein_codingtolerated(0.06)probably_damaging(0.97)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VPS51SNVMissense_Mutationc.315N>Cp.Gln105Hisp.Q105HQ9UID3protein_codingdeleterious(0)probably_damaging(1)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
VPS51SNVMissense_Mutationnovelc.288N>Tp.Gln96Hisp.Q96HQ9UID3protein_codingtolerated(0.06)probably_damaging(0.945)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
VPS51SNVMissense_Mutationc.412N>Tp.Arg138Trpp.R138WQ9UID3protein_codingtolerated(0.09)possibly_damaging(0.903)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
VPS51SNVMissense_Mutationc.1749G>Tp.Gln583Hisp.Q583HQ9UID3protein_codingdeleterious(0)probably_damaging(0.987)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
VPS51SNVMissense_Mutationrs780357113c.1873G>Ap.Val625Metp.V625MQ9UID3protein_codingtolerated(0.18)possibly_damaging(0.808)TCGA-DM-A28A-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
VPS51SNVMissense_Mutationc.934G>Tp.Val312Leup.V312LQ9UID3protein_codingtolerated(1)benign(0.013)TCGA-G4-6586-01Colorectumcolon 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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