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: ATP6V0A1

Gene summary for ATP6V0A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP6V0A1

Gene ID

535

Gene nameATPase H+ transporting V0 subunit a1
Gene AliasATP6N1
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q53ET5


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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
535ATP6V0A1LZE4THumanEsophagusESCC4.77e-082.63e-010.0811
535ATP6V0A1LZE7THumanEsophagusESCC7.50e-031.04e-010.0667
535ATP6V0A1LZE8THumanEsophagusESCC2.82e-025.50e-020.067
535ATP6V0A1LZE22THumanEsophagusESCC1.06e-062.54e-010.068
535ATP6V0A1LZE24THumanEsophagusESCC8.95e-163.31e-010.0596
535ATP6V0A1P1T-EHumanEsophagusESCC9.53e-074.71e-010.0875
535ATP6V0A1P2T-EHumanEsophagusESCC6.25e-111.57e-010.1177
535ATP6V0A1P4T-EHumanEsophagusESCC1.53e-184.27e-010.1323
535ATP6V0A1P5T-EHumanEsophagusESCC3.88e-295.00e-010.1327
535ATP6V0A1P8T-EHumanEsophagusESCC2.15e-152.49e-010.0889
535ATP6V0A1P9T-EHumanEsophagusESCC1.34e-121.60e-010.1131
535ATP6V0A1P10T-EHumanEsophagusESCC2.09e-061.04e-010.116
535ATP6V0A1P11T-EHumanEsophagusESCC7.27e-072.54e-010.1426
535ATP6V0A1P12T-EHumanEsophagusESCC7.75e-244.20e-010.1122
535ATP6V0A1P15T-EHumanEsophagusESCC1.65e-193.89e-010.1149
535ATP6V0A1P16T-EHumanEsophagusESCC9.14e-071.36e-010.1153
535ATP6V0A1P19T-EHumanEsophagusESCC1.45e-023.51e-010.1662
535ATP6V0A1P20T-EHumanEsophagusESCC3.48e-163.20e-010.1124
535ATP6V0A1P21T-EHumanEsophagusESCC3.19e-081.83e-010.1617
535ATP6V0A1P22T-EHumanEsophagusESCC1.41e-091.63e-010.1236
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:001624114EsophagusESCCregulation of macroautophagy102/8552141/187231.09e-103.27e-09102
GO:00070353EsophagusESCCvacuolar acidification20/855224/187231.69e-041.11e-0320
GO:19019987EsophagusESCCtoxin transport28/855240/187231.61e-037.50e-0328
GO:00514521EsophagusESCCintracellular pH reduction29/855242/187231.87e-038.46e-0329
GO:00458511EsophagusESCCpH reduction31/855246/187232.42e-031.06e-0231
GO:190260018EsophagusESCCproton transmembrane transport88/8552157/187235.62e-032.10e-0288
GO:00105065LiverNAFLDregulation of autophagy57/1882317/187231.00e-053.18e-0457
GO:00162365LiverNAFLDmacroautophagy45/1882291/187232.31e-032.19e-0245
GO:001623611LiverCirrhoticmacroautophagy129/4634291/187231.75e-131.41e-11129
GO:001050611LiverCirrhoticregulation of autophagy132/4634317/187232.17e-111.33e-09132
GO:00162414LiverCirrhoticregulation of macroautophagy60/4634141/187232.57e-064.63e-0560
GO:0007035LiverCirrhoticvacuolar acidification15/463424/187239.76e-051.03e-0315
GO:0051452LiverCirrhoticintracellular pH reduction21/463442/187233.57e-043.03e-0321
GO:0045851LiverCirrhoticpH reduction22/463446/187235.75e-044.48e-0322
GO:00300045LiverCirrhoticcellular monovalent inorganic cation homeostasis38/4634103/187234.02e-032.17e-0238
GO:00306415LiverCirrhoticregulation of cellular pH31/463481/187234.76e-032.50e-0231
GO:00068853LiverCirrhoticregulation of pH33/463491/187239.39e-034.29e-0233
GO:001623621LiverHCCmacroautophagy204/7958291/187238.66e-221.41e-19204
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00190210EsophagusESCCOxidative phosphorylation104/4205134/84652.04e-112.98e-101.53e-10104
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0512018EsophagusESCCEpithelial cell signaling in Helicobacter pylori infection52/420570/84652.17e-051.07e-045.47e-0552
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa0532320EsophagusESCCRheumatoid arthritis59/420593/84654.98e-031.27e-026.52e-0359
hsa0511028EsophagusESCCVibrio cholerae infection34/420550/84656.62e-031.62e-028.30e-0334
hsa0019038EsophagusESCCOxidative phosphorylation104/4205134/84652.04e-112.98e-101.53e-10104
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0512019EsophagusESCCEpithelial cell signaling in Helicobacter pylori infection52/420570/84652.17e-051.07e-045.47e-0552
hsa04145114EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0515212EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa05323110EsophagusESCCRheumatoid arthritis59/420593/84654.98e-031.27e-026.52e-0359
hsa05110112EsophagusESCCVibrio cholerae infection34/420550/84656.62e-031.62e-028.30e-0334
hsa0019014LiverCirrhoticOxidative phosphorylation83/2530134/84651.03e-143.44e-132.12e-1383
hsa041424LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa0414514LiverCirrhoticPhagosome73/2530152/84651.61e-061.78e-051.10e-0573
hsa0511010LiverCirrhoticVibrio cholerae infection29/253050/84653.19e-052.47e-041.52e-0429
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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
ATP6V0A1SNVMissense_Mutationc.487N>Ap.Glu163Lysp.E163KQ93050protein_codingtolerated(0.21)benign(0.01)TCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ATP6V0A1SNVMissense_Mutationnovelc.112N>Tp.Arg38Cysp.R38CQ93050protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP6V0A1SNVMissense_Mutationc.2393N>Tp.Ser798Leup.S798LQ93050protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ATP6V0A1SNVMissense_Mutationc.2345N>Tp.Ala782Valp.A782VQ93050protein_codingtolerated(0.78)benign(0.057)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP6V0A1SNVMissense_Mutationc.1427N>Tp.Ser476Phep.S476FQ93050protein_codingdeleterious(0)probably_damaging(0.979)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
ATP6V0A1SNVMissense_Mutationc.1813N>Tp.Asp605Tyrp.D605YQ93050protein_codingtolerated(0.08)benign(0.005)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ATP6V0A1insertionFrame_Shift_Insnovelc.1023_1024insCTGCCTCp.Phe342LeufsTer33p.F342Lfs*33Q93050protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
ATP6V0A1insertionIn_Frame_Insnovelc.1025_1026insTCCACCCTCTCCTGATGCp.Phe342_Ala343insProProSerProAspAlap.F342_A343insPPSPDAQ93050protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
ATP6V0A1SNVMissense_Mutationnovelc.766N>Ap.Glu256Lysp.E256KQ93050protein_codingdeleterious(0.04)benign(0.1)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
ATP6V0A1SNVMissense_Mutationc.818N>Cp.Asp273Alap.D273AQ93050protein_codingtolerated(0.05)benign(0.015)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=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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