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: VPS26A

Gene summary for VPS26A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS26A

Gene ID

9559

Gene nameVPS26, retromer complex component A
Gene AliasHB58
Cytomap10q22.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

O75436


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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
9559VPS26ALZE4THumanEsophagusESCC1.31e-287.43e-010.0811
9559VPS26ALZE5THumanEsophagusESCC1.74e-035.09e-010.0514
9559VPS26ALZE7THumanEsophagusESCC2.84e-033.22e-010.0667
9559VPS26ALZE8THumanEsophagusESCC1.39e-072.88e-010.067
9559VPS26ALZE20THumanEsophagusESCC1.20e-053.29e-020.0662
9559VPS26ALZE22THumanEsophagusESCC1.67e-054.24e-010.068
9559VPS26ALZE24THumanEsophagusESCC1.96e-248.71e-010.0596
9559VPS26ALZE21THumanEsophagusESCC2.24e-041.80e-010.0655
9559VPS26ALZE6THumanEsophagusESCC1.78e-154.57e-010.0845
9559VPS26AP1T-EHumanEsophagusESCC2.33e-064.96e-010.0875
9559VPS26AP2T-EHumanEsophagusESCC3.50e-478.59e-010.1177
9559VPS26AP4T-EHumanEsophagusESCC1.60e-421.06e+000.1323
9559VPS26AP5T-EHumanEsophagusESCC1.80e-236.47e-010.1327
9559VPS26AP8T-EHumanEsophagusESCC1.65e-244.95e-010.0889
9559VPS26AP9T-EHumanEsophagusESCC3.30e-102.18e-010.1131
9559VPS26AP10T-EHumanEsophagusESCC7.21e-223.74e-010.116
9559VPS26AP11T-EHumanEsophagusESCC5.20e-228.55e-010.1426
9559VPS26AP12T-EHumanEsophagusESCC6.87e-429.74e-010.1122
9559VPS26AP15T-EHumanEsophagusESCC6.20e-276.20e-010.1149
9559VPS26AP16T-EHumanEsophagusESCC1.43e-306.94e-010.1153
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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:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:001624114EsophagusESCCregulation of macroautophagy102/8552141/187231.09e-103.27e-09102
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:00421477EsophagusESCCretrograde transport, endosome to Golgi63/855291/187234.58e-064.87e-0563
GO:00324565EsophagusESCCendocytic recycling51/855273/187232.47e-052.10e-0451
GO:001623611LiverCirrhoticmacroautophagy129/4634291/187231.75e-131.41e-11129
GO:001050611LiverCirrhoticregulation of autophagy132/4634317/187232.17e-111.33e-09132
GO:001648211LiverCirrhoticcytosolic transport74/4634168/187233.34e-081.12e-0674
GO:001619711LiverCirrhoticendosomal transport93/4634230/187231.01e-072.93e-0693
GO:009887611LiverCirrhoticvesicle-mediated transport to the plasma membrane59/4634136/187231.46e-062.88e-0559
GO:00162414LiverCirrhoticregulation of macroautophagy60/4634141/187232.57e-064.63e-0560
GO:004214711LiverCirrhoticretrograde transport, endosome to Golgi34/463491/187235.01e-032.60e-0234
GO:001623621LiverHCCmacroautophagy204/7958291/187238.66e-221.41e-19204
GO:001050621LiverHCCregulation of autophagy210/7958317/187237.59e-188.45e-16210
GO:001619721LiverHCCendosomal transport154/7958230/187234.74e-142.95e-12154
GO:001648221LiverHCCcytosolic transport117/7958168/187238.83e-134.48e-11117
GO:001624111LiverHCCregulation of macroautophagy96/7958141/187236.82e-102.14e-0896
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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
hsa0414461Oral cavityNEOLPEndocytosis62/1112251/84653.56e-074.92e-063.09e-0662
hsa0414471Oral cavityNEOLPEndocytosis62/1112251/84653.56e-074.92e-063.09e-0662
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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
VPS26ASNVMissense_Mutationc.206G>Ap.Arg69Lysp.R69KO75436protein_codingtolerated(1)benign(0.003)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VPS26ASNVMissense_Mutationrs766824852c.407T>Cp.Ile136Thrp.I136TO75436protein_codingtolerated(0.06)benign(0.125)TCGA-BH-A1EU-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS26ASNVMissense_Mutationc.133N>Ap.Gly45Argp.G45RO75436protein_codingdeleterious(0.02)probably_damaging(0.983)TCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
VPS26ASNVMissense_Mutationc.328N>Cp.Glu110Glnp.E110QO75436protein_codingdeleterious(0.02)possibly_damaging(0.649)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
VPS26ASNVMissense_Mutationc.416N>Ap.Arg139Lysp.R139KO75436protein_codingtolerated(0.29)benign(0.095)TCGA-E9-A228-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
VPS26AinsertionFrame_Shift_Insnovelc.598_599insATTATAGGCATGAGCCACCGCGCCCAACATATTTTTTp.Val200AspfsTer47p.V200Dfs*47O75436protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VPS26ASNVMissense_Mutationrs140007940c.981N>Ap.Met327Ilep.M327IO75436protein_codingtolerated_low_confidence(0.08)benign(0)TCGA-DM-A1HA-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
VPS26ASNVMissense_Mutationc.860T>Cp.Phe287Serp.F287SO75436protein_codingdeleterious(0)probably_damaging(0.995)TCGA-DM-A28M-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
VPS26ASNVMissense_Mutationnovelc.227N>Gp.Ile76Serp.I76SO75436protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
VPS26ASNVMissense_Mutationrs761116648c.472N>Ap.Pro158Thrp.P158TO75436protein_codingdeleterious(0.02)possibly_damaging(0.78)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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