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: ATP6V1D

Gene summary for ATP6V1D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP6V1D

Gene ID

51382

Gene nameATPase H+ transporting V1 subunit D
Gene AliasATP6M
Cytomap14q23.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024R683


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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
51382ATP6V1DLZE4THumanEsophagusESCC3.68e-124.59e-010.0811
51382ATP6V1DLZE7THumanEsophagusESCC1.69e-052.63e-010.0667
51382ATP6V1DLZE8THumanEsophagusESCC5.44e-041.48e-010.067
51382ATP6V1DLZE20THumanEsophagusESCC8.64e-104.37e-010.0662
51382ATP6V1DLZE22THumanEsophagusESCC6.65e-038.05e-010.068
51382ATP6V1DLZE24THumanEsophagusESCC1.21e-104.60e-010.0596
51382ATP6V1DLZE21THumanEsophagusESCC1.77e-02-2.22e-020.0655
51382ATP6V1DLZE6THumanEsophagusESCC2.50e-031.54e-010.0845
51382ATP6V1DP1T-EHumanEsophagusESCC6.93e-042.66e-010.0875
51382ATP6V1DP2T-EHumanEsophagusESCC2.27e-265.14e-010.1177
51382ATP6V1DP4T-EHumanEsophagusESCC1.17e-368.73e-010.1323
51382ATP6V1DP5T-EHumanEsophagusESCC3.90e-205.66e-010.1327
51382ATP6V1DP8T-EHumanEsophagusESCC7.84e-294.56e-010.0889
51382ATP6V1DP9T-EHumanEsophagusESCC1.44e-082.61e-010.1131
51382ATP6V1DP10T-EHumanEsophagusESCC1.16e-377.62e-010.116
51382ATP6V1DP11T-EHumanEsophagusESCC5.99e-146.08e-010.1426
51382ATP6V1DP12T-EHumanEsophagusESCC8.90e-285.81e-010.1122
51382ATP6V1DP15T-EHumanEsophagusESCC7.71e-337.97e-010.1149
51382ATP6V1DP16T-EHumanEsophagusESCC7.11e-265.50e-010.1153
51382ATP6V1DP17T-EHumanEsophagusESCC2.33e-078.17e-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: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:190260018EsophagusESCCproton transmembrane transport88/8552157/187235.62e-032.10e-0288
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:001623621LiverHCCmacroautophagy204/7958291/187238.66e-221.41e-19204
GO:001050621LiverHCCregulation of autophagy210/7958317/187237.59e-188.45e-16210
GO:001624111LiverHCCregulation of macroautophagy96/7958141/187236.82e-102.14e-0896
GO:19026007LiverHCCproton transmembrane transport87/7958157/187237.27e-044.42e-0387
GO:001623610Oral cavityOSCCmacroautophagy192/7305291/187237.01e-211.14e-18192
GO:001050610Oral cavityOSCCregulation of autophagy198/7305317/187231.63e-171.51e-15198
GO:00162417Oral cavityOSCCregulation of macroautophagy96/7305141/187232.33e-129.75e-1196
GO:001623615Oral cavityLPmacroautophagy135/4623291/187234.71e-166.70e-14135
GO:001050615Oral cavityLPregulation of autophagy132/4623317/187231.82e-111.28e-09132
GO:001624113Oral cavityLPregulation of macroautophagy61/4623141/187231.00e-062.50e-0561
GO:00162369ProstateBPHmacroautophagy85/3107291/187234.68e-081.29e-0685
GO:190260015ProstateBPHproton transmembrane transport52/3107157/187232.81e-076.06e-0652
GO:00105069ProstateBPHregulation of autophagy86/3107317/187231.29e-062.24e-0586
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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
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
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
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
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
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
hsa0414514LiverCirrhoticPhagosome73/2530152/84651.61e-061.78e-051.10e-0573
hsa0511010LiverCirrhoticVibrio cholerae infection29/253050/84653.19e-052.47e-041.52e-0429
hsa051204LiverCirrhoticEpithelial cell signaling in Helicobacter pylori infection34/253070/84657.42e-044.33e-032.67e-0334
hsa05165LiverCirrhoticHuman papillomavirus infection124/2530331/84651.55e-037.83e-034.83e-03124
hsa0532310LiverCirrhoticRheumatoid arthritis38/253093/84651.52e-024.57e-022.82e-0238
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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
ATP6V1DSNVMissense_Mutationnovelc.503N>Ap.Arg168Hisp.R168HQ9Y5K8protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP6V1DSNVMissense_Mutationc.461C>Gp.Ser154Cysp.S154CQ9Y5K8protein_codingtolerated(0.07)benign(0.412)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP6V1DSNVMissense_Mutationnovelc.17N>Ap.Arg6Glnp.R6QQ9Y5K8protein_codingdeleterious(0.05)possibly_damaging(0.51)TCGA-XX-A899-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
ATP6V1DinsertionFrame_Shift_Insnovelc.240-1_240insTCATAAAAp.Thr81HisfsTer15p.T81Hfs*15Q9Y5K8protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATP6V1DSNVMissense_Mutationc.211N>Ap.Glu71Lysp.E71KQ9Y5K8protein_codingdeleterious(0.04)benign(0.119)TCGA-AZ-6600-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapycpt-11PD
ATP6V1DSNVMissense_Mutationnovelc.314N>Ap.Thr105Asnp.T105NQ9Y5K8protein_codingtolerated(0.32)benign(0.033)TCGA-DM-A1D0-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATP6V1DSNVMissense_Mutationnovelc.512C>Tp.Ala171Valp.A171VQ9Y5K8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ATP6V1DSNVMissense_Mutationnovelc.726G>Tp.Glu242Aspp.E242DQ9Y5K8protein_codingtolerated(0.23)benign(0.007)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ATP6V1DSNVMissense_Mutationnovelc.456G>Tp.Gln152Hisp.Q152HQ9Y5K8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ATP6V1DSNVMissense_Mutationnovelc.178N>Ap.Glu60Lysp.E60KQ9Y5K8protein_codingtolerated(0.23)benign(0.059)TCGA-AJ-A3NE-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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