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: VPS52

Gene summary for VPS52

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS52

Gene ID

6293

Gene nameVPS52 subunit of GARP complex
Gene AliasARE1
Cytomap6p21.32
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

B4DS44


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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
6293VPS52LZE4THumanEsophagusESCC5.27e-061.89e-010.0811
6293VPS52LZE7THumanEsophagusESCC2.17e-053.14e-010.0667
6293VPS52LZE8THumanEsophagusESCC2.19e-051.58e-010.067
6293VPS52LZE20THumanEsophagusESCC2.64e-083.08e-010.0662
6293VPS52LZE22THumanEsophagusESCC1.98e-042.82e-010.068
6293VPS52LZE24THumanEsophagusESCC1.75e-061.92e-010.0596
6293VPS52LZE21THumanEsophagusESCC1.62e-042.46e-010.0655
6293VPS52P1T-EHumanEsophagusESCC1.21e-062.77e-010.0875
6293VPS52P2T-EHumanEsophagusESCC4.75e-224.24e-010.1177
6293VPS52P4T-EHumanEsophagusESCC7.72e-092.13e-010.1323
6293VPS52P5T-EHumanEsophagusESCC1.14e-061.34e-010.1327
6293VPS52P8T-EHumanEsophagusESCC2.60e-122.34e-010.0889
6293VPS52P9T-EHumanEsophagusESCC4.05e-101.74e-010.1131
6293VPS52P10T-EHumanEsophagusESCC3.30e-102.02e-010.116
6293VPS52P11T-EHumanEsophagusESCC1.82e-104.12e-010.1426
6293VPS52P12T-EHumanEsophagusESCC5.90e-163.68e-010.1122
6293VPS52P15T-EHumanEsophagusESCC1.05e-142.77e-010.1149
6293VPS52P16T-EHumanEsophagusESCC5.30e-254.55e-010.1153
6293VPS52P17T-EHumanEsophagusESCC3.16e-032.46e-010.1278
6293VPS52P19T-EHumanEsophagusESCC2.34e-054.38e-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
∗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: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:000689215EsophagusESCCpost-Golgi vesicle-mediated transport82/8552104/187234.00e-121.55e-1082
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
GO:00421477EsophagusESCCretrograde transport, endosome to Golgi63/855291/187234.58e-064.87e-0563
GO:00324565EsophagusESCCendocytic recycling51/855273/187232.47e-052.10e-0451
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00068963EsophagusESCCGolgi to vacuole transport16/855220/187231.85e-038.40e-0316
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:001619721LiverHCCendosomal transport154/7958230/187234.74e-142.95e-12154
GO:001648221LiverHCCcytosolic transport117/7958168/187238.83e-134.48e-11117
GO:000703421LiverHCCvacuolar transport108/7958157/187232.22e-118.69e-10108
GO:000689221LiverHCCpost-Golgi vesicle-mediated transport77/7958104/187236.14e-112.24e-0977
GO:009887621LiverHCCvesicle-mediated transport to the plasma membrane92/7958136/187232.57e-097.07e-0892
GO:000704121LiverHCClysosomal transport76/7958114/187231.56e-072.88e-0676
GO:004214721LiverHCCretrograde transport, endosome to Golgi61/795891/187231.94e-062.68e-0561
GO:00324562LiverHCCendocytic recycling48/795873/187235.07e-054.83e-0448
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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
VPS52SNVMissense_Mutationc.1019G>Ap.Ser340Asnp.S340NQ8N1B4protein_codingtolerated(1)benign(0.003)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VPS52SNVMissense_Mutationc.1781N>Gp.Asn594Serp.N594SQ8N1B4protein_codingtolerated(0.95)benign(0.046)TCGA-BH-A1FR-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
VPS52SNVMissense_Mutationnovelc.580N>Gp.Arg194Glyp.R194GQ8N1B4protein_codingtolerated(0.06)benign(0)TCGA-EW-A423-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
VPS52insertionFrame_Shift_Insnovelc.1552_1553insTGCCTTCCTACCCAGAAAATTCGGTTTCCp.Ser518LeufsTer57p.S518Lfs*57Q8N1B4protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
VPS52SNVMissense_Mutationnovelc.2060N>Ap.Arg687Hisp.R687HQ8N1B4protein_codingdeleterious(0.01)probably_damaging(0.961)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
VPS52SNVMissense_Mutationnovelc.214G>Cp.Glu72Glnp.E72QQ8N1B4protein_codingtolerated(0.13)benign(0.353)TCGA-EA-A5ZE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
VPS52SNVMissense_Mutationc.2121C>Gp.Ile707Metp.I707MQ8N1B4protein_codingdeleterious(0)possibly_damaging(0.812)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VPS52SNVMissense_Mutationrs375033520c.8N>Tp.Ala3Valp.A3VQ8N1B4protein_codingtolerated_low_confidence(0.15)benign(0.235)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VPS52SNVMissense_Mutationrs535462681c.476N>Ap.Arg159Glnp.R159QQ8N1B4protein_codingtolerated(0.45)benign(0.014)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
VPS52SNVMissense_Mutationc.1264A>Gp.Thr422Alap.T422AQ8N1B4protein_codingtolerated(0.12)benign(0.134)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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