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: ATP6V1H

Gene summary for ATP6V1H

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP6V1H

Gene ID

51606

Gene nameATPase H+ transporting V1 subunit H
Gene AliasCGI-11
Cytomap8q11.23
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024R7U9


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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
51606ATP6V1HS029HumanLiverHCC3.74e-241.68e+000.2581
51606ATP6V1HC04HumanOral cavityOSCC1.08e-361.37e+000.2633
51606ATP6V1HC21HumanOral cavityOSCC5.82e-571.46e+000.2678
51606ATP6V1HC30HumanOral cavityOSCC1.67e-471.86e+000.3055
51606ATP6V1HC38HumanOral cavityOSCC4.90e-141.12e+000.172
51606ATP6V1HC43HumanOral cavityOSCC3.00e-234.83e-010.1704
51606ATP6V1HC46HumanOral cavityOSCC2.95e-235.90e-010.1673
51606ATP6V1HC51HumanOral cavityOSCC1.30e-241.22e+000.2674
51606ATP6V1HC57HumanOral cavityOSCC1.16e-338.49e-010.1679
51606ATP6V1HC06HumanOral cavityOSCC5.90e-101.43e+000.2699
51606ATP6V1HC07HumanOral cavityOSCC1.36e-059.47e-010.2491
51606ATP6V1HC08HumanOral cavityOSCC5.94e-306.45e-010.1919
51606ATP6V1HC09HumanOral cavityOSCC7.41e-113.93e-010.1431
51606ATP6V1HLN22HumanOral cavityOSCC1.35e-091.03e+000.1733
51606ATP6V1HLN46HumanOral cavityOSCC2.56e-115.37e-010.1666
51606ATP6V1HLP15HumanOral cavityLP3.28e-091.45e+000.2174
51606ATP6V1HEOLP-1HumanOral cavityEOLP8.53e-052.42e-01-0.0202
51606ATP6V1HSYSMH1HumanOral cavityOSCC7.06e-194.12e-010.1127
51606ATP6V1HSYSMH2HumanOral cavityOSCC4.41e-237.01e-010.2326
51606ATP6V1HSYSMH3HumanOral cavityOSCC8.08e-236.24e-010.2442
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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:19026009CervixCCproton transmembrane transport39/2311157/187231.23e-052.57e-0439
GO:00162367CervixCCmacroautophagy58/2311291/187231.40e-041.70e-0358
GO:00105067CervixCCregulation of autophagy61/2311317/187232.61e-042.87e-0361
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: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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0019018CervixCCOxidative phosphorylation64/1267134/84651.25e-198.07e-184.77e-1864
hsa0414520CervixCCPhagosome47/1267152/84653.95e-074.26e-062.52e-0647
hsa051207CervixCCEpithelial cell signaling in Helicobacter pylori infection24/126770/84654.35e-053.09e-041.83e-0424
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0511016CervixCCVibrio cholerae infection18/126750/84651.91e-041.11e-036.55e-0418
hsa0532314CervixCCRheumatoid arthritis27/126793/84653.64e-041.82e-031.07e-0327
hsa05152CervixCCTuberculosis42/1267180/84651.78e-037.21e-034.26e-0342
hsa0019019CervixCCOxidative phosphorylation64/1267134/84651.25e-198.07e-184.77e-1864
hsa04145110CervixCCPhagosome47/1267152/84653.95e-074.26e-062.52e-0647
hsa0512014CervixCCEpithelial cell signaling in Helicobacter pylori infection24/126770/84654.35e-053.09e-041.83e-0424
hsa0516512CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0511017CervixCCVibrio cholerae infection18/126750/84651.91e-041.11e-036.55e-0418
hsa0532315CervixCCRheumatoid arthritis27/126793/84653.64e-041.82e-031.07e-0327
hsa051521CervixCCTuberculosis42/1267180/84651.78e-037.21e-034.26e-0342
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
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
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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
ATP6V1HSNVMissense_Mutationrs371234673c.868C>Tp.Arg290Cysp.R290CQ9UI12protein_codingdeleterious(0)probably_damaging(0.969)TCGA-C8-A135-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ATP6V1HdeletionFrame_Shift_Delnovelc.1088_1095delGGTTGGAAp.Arg363MetfsTer8p.R363Mfs*8Q9UI12protein_codingTCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
ATP6V1HSNVMissense_Mutationrs770965453c.1277G>Ap.Arg426Glnp.R426QQ9UI12protein_codingtolerated(0.71)benign(0.069)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
ATP6V1HSNVMissense_Mutationc.935N>Ap.Cys312Tyrp.C312YQ9UI12protein_codingtolerated(0.08)possibly_damaging(0.823)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ATP6V1HSNVMissense_Mutationrs753497464c.997N>Ap.Glu333Lysp.E333KQ9UI12protein_codingdeleterious(0.03)benign(0.364)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ATP6V1HSNVMissense_Mutationnovelc.143N>Gp.Glu48Glyp.E48GQ9UI12protein_codingdeleterious(0.03)benign(0.326)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ATP6V1HSNVMissense_Mutationc.928N>Gp.Ile310Valp.I310VQ9UI12protein_codingtolerated(1)benign(0.169)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATP6V1HSNVMissense_Mutationrs562675599c.320N>Ap.Arg107Hisp.R107HQ9UI12protein_codingdeleterious(0.01)possibly_damaging(0.828)TCGA-EI-6514-01Colorectumrectum adenocarcinomaFemale<65I/IIChemotherapy5-fuSD
ATP6V1HSNVMissense_Mutationrs770394341c.584C>Tp.Ser195Leup.S195LQ9UI12protein_codingdeleterious(0)benign(0.422)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
ATP6V1HSNVMissense_Mutationc.643N>Tp.Arg215Cysp.R215CQ9UI12protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G9-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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