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: ATP6V0D1

Gene summary for ATP6V0D1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP6V0D1

Gene ID

9114

Gene nameATPase H+ transporting V0 subunit d1
Gene AliasATP6D
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

P61421


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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
9114ATP6V0D1HTA11_2487_2000001011HumanColorectumSER3.78e-137.76e-01-0.1808
9114ATP6V0D1HTA11_347_2000001011HumanColorectumAD3.19e-146.00e-01-0.1954
9114ATP6V0D1HTA11_411_2000001011HumanColorectumSER1.44e-031.14e+00-0.2602
9114ATP6V0D1HTA11_2112_2000001011HumanColorectumSER5.67e-036.93e-01-0.2196
9114ATP6V0D1HTA11_3361_2000001011HumanColorectumAD2.58e-056.58e-01-0.1207
9114ATP6V0D1HTA11_696_2000001011HumanColorectumAD1.08e-238.96e-01-0.1464
9114ATP6V0D1HTA11_866_2000001011HumanColorectumAD2.96e-044.03e-01-0.1001
9114ATP6V0D1HTA11_2992_2000001011HumanColorectumSER7.72e-047.12e-01-0.1706
9114ATP6V0D1HTA11_5212_2000001011HumanColorectumAD8.64e-056.50e-01-0.2061
9114ATP6V0D1HTA11_7696_3000711011HumanColorectumAD2.27e-023.23e-010.0674
9114ATP6V0D1A015-C-203HumanColorectumFAP7.16e-04-9.60e-02-0.1294
9114ATP6V0D1A001-C-108HumanColorectumFAP1.88e-03-1.53e-01-0.0272
9114ATP6V0D1A002-C-205HumanColorectumFAP4.79e-03-1.08e-01-0.1236
9114ATP6V0D1A015-C-006HumanColorectumFAP5.46e-03-1.83e-01-0.0994
9114ATP6V0D1A002-C-114HumanColorectumFAP4.63e-02-1.13e-01-0.1561
9114ATP6V0D1A015-C-104HumanColorectumFAP1.62e-04-1.52e-01-0.1899
9114ATP6V0D1A002-C-016HumanColorectumFAP9.72e-03-8.09e-020.0521
9114ATP6V0D1A001-C-203HumanColorectumFAP1.22e-02-1.27e-01-0.0481
9114ATP6V0D1A002-C-116HumanColorectumFAP1.67e-05-1.28e-01-0.0452
9114ATP6V0D1A014-C-008HumanColorectumFAP4.56e-03-2.05e-01-0.191
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:1902600ColorectumADproton transmembrane transport66/3918157/187231.59e-091.17e-0766
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0055076ColorectumADtransition metal ion homeostasis53/3918138/187231.89e-065.65e-0553
GO:0046916ColorectumADcellular transition metal ion homeostasis43/3918115/187233.62e-056.56e-0443
GO:0016241ColorectumADregulation of macroautophagy50/3918141/187234.55e-057.92e-0450
GO:0055072ColorectumADiron ion homeostasis32/391885/187232.97e-043.60e-0332
GO:0070482ColorectumADresponse to oxygen levels99/3918347/187234.29e-044.82e-0399
GO:0036295ColorectumADcellular response to increased oxygen levels9/391814/187235.43e-045.79e-039
GO:0030004ColorectumADcellular monovalent inorganic cation homeostasis36/3918103/187236.80e-046.95e-0336
GO:0071453ColorectumADcellular response to oxygen levels55/3918177/187239.48e-048.96e-0355
GO:0030641ColorectumADregulation of cellular pH29/391881/187231.42e-031.22e-0229
GO:0006879ColorectumADcellular iron ion homeostasis25/391867/187231.51e-031.27e-0225
GO:0051453ColorectumADregulation of intracellular pH26/391875/187234.04e-032.82e-0226
GO:0006885ColorectumADregulation of pH30/391891/187234.95e-033.32e-0230
GO:0055067ColorectumADmonovalent inorganic cation homeostasis45/3918151/187236.19e-033.88e-0245
GO:19026001ColorectumSERproton transmembrane transport60/2897157/187233.12e-127.08e-1060
GO:00162361ColorectumSERmacroautophagy79/2897291/187231.97e-071.10e-0579
GO:00550761ColorectumSERtransition metal ion homeostasis41/2897138/187231.66e-055.05e-0441
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00190ColorectumADOxidative phosphorylation86/2092134/84652.47e-222.76e-201.76e-2086
hsa05110ColorectumADVibrio cholerae infection29/209250/84655.10e-077.12e-064.54e-0629
hsa001901ColorectumADOxidative phosphorylation86/2092134/84652.47e-222.76e-201.76e-2086
hsa051101ColorectumADVibrio cholerae infection29/209250/84655.10e-077.12e-064.54e-0629
hsa001902ColorectumSEROxidative phosphorylation79/1580134/84651.98e-251.64e-231.19e-2379
hsa051102ColorectumSERVibrio cholerae infection24/158050/84652.17e-063.13e-052.28e-0524
hsa04142ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa001903ColorectumSEROxidative phosphorylation79/1580134/84651.98e-251.64e-231.19e-2379
hsa051103ColorectumSERVibrio cholerae infection24/158050/84652.17e-063.13e-052.28e-0524
hsa041421ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa001908ColorectumFAPOxidative phosphorylation44/1404134/84652.56e-064.28e-052.60e-0544
hsa051108ColorectumFAPVibrio cholerae infection19/140450/84652.24e-041.92e-031.17e-0319
hsa001909ColorectumFAPOxidative phosphorylation44/1404134/84652.56e-064.28e-052.60e-0544
hsa051109ColorectumFAPVibrio cholerae infection19/140450/84652.24e-041.92e-031.17e-0319
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
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0512018EsophagusESCCEpithelial cell signaling in Helicobacter pylori infection52/420570/84652.17e-051.07e-045.47e-0552
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
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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
ATP6V0D1SNVMissense_Mutationnovelc.368C>Tp.Ala123Valp.A123VP61421protein_codingtolerated(0.14)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATP6V0D1SNVMissense_Mutationc.91N>Ap.Ala31Thrp.A31TP61421protein_codingtolerated(0.49)benign(0.001)TCGA-C5-A1ME-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ATP6V0D1SNVMissense_Mutationc.386G>Ap.Cys129Tyrp.C129YP61421protein_codingdeleterious(0)probably_damaging(0.99)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ATP6V0D1SNVMissense_Mutationrs747711094c.1009N>Ap.Ala337Thrp.A337TP61421protein_codingtolerated(0.1)probably_damaging(0.989)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATP6V0D1SNVMissense_Mutationrs755703812c.829N>Tp.Leu277Phep.L277FP61421protein_codingtolerated(0.89)probably_damaging(0.992)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATP6V0D1SNVMissense_Mutationc.994A>Tp.Ile332Phep.I332FP61421protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
ATP6V0D1SNVMissense_Mutationnovelc.631N>Cp.Ile211Leup.I211LP61421protein_codingtolerated(0.52)benign(0.015)TCGA-AG-A036-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilCR
ATP6V0D1SNVMissense_Mutationc.538N>Cp.Ile180Leup.I180LP61421protein_codingtolerated(0.06)possibly_damaging(0.768)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
ATP6V0D1SNVMissense_Mutationrs765114517c.882N>Ap.Phe294Leup.F294LP61421protein_codingdeleterious(0.05)probably_damaging(0.95)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ATP6V0D1SNVMissense_Mutationnovelc.988N>Ap.Val330Metp.V330MP61421protein_codingtolerated(0.28)probably_damaging(0.993)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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