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: ATP6V1G1

Gene summary for ATP6V1G1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP6V1G1

Gene ID

9550

Gene nameATPase H+ transporting V1 subunit G1
Gene AliasATP6G
Cytomap9q32
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024R883


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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
9550ATP6V1G1GSM4909282HumanBreastIDC1.42e-03-2.39e-01-0.0288
9550ATP6V1G1GSM4909285HumanBreastIDC8.73e-052.62e-010.21
9550ATP6V1G1GSM4909286HumanBreastIDC6.84e-08-1.47e-010.1081
9550ATP6V1G1GSM4909287HumanBreastIDC2.42e-05-3.33e-010.2057
9550ATP6V1G1GSM4909288HumanBreastIDC6.33e-03-2.60e-010.0988
9550ATP6V1G1GSM4909289HumanBreastIDC2.67e-053.96e-010.1064
9550ATP6V1G1GSM4909290HumanBreastIDC4.12e-072.69e-010.2096
9550ATP6V1G1GSM4909293HumanBreastIDC7.34e-05-1.17e-010.1581
9550ATP6V1G1GSM4909294HumanBreastIDC1.42e-349.67e-020.2022
9550ATP6V1G1GSM4909296HumanBreastIDC5.32e-16-2.07e-010.1524
9550ATP6V1G1GSM4909297HumanBreastIDC1.37e-37-3.24e-010.1517
9550ATP6V1G1GSM4909301HumanBreastIDC3.22e-061.04e-010.1577
9550ATP6V1G1GSM4909302HumanBreastIDC4.74e-05-2.50e-010.1545
9550ATP6V1G1GSM4909309HumanBreastIDC3.06e-09-1.30e-020.0483
9550ATP6V1G1GSM4909311HumanBreastIDC2.23e-67-6.54e-010.1534
9550ATP6V1G1GSM4909312HumanBreastIDC9.64e-187.76e-020.1552
9550ATP6V1G1GSM4909313HumanBreastIDC1.10e-05-1.17e-020.0391
9550ATP6V1G1GSM4909315HumanBreastIDC5.67e-403.54e-010.21
9550ATP6V1G1GSM4909316HumanBreastIDC7.89e-152.53e-010.21
9550ATP6V1G1GSM4909318HumanBreastIDC1.76e-102.94e-010.2031
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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:19026008BreastPrecancerproton transmembrane transport39/1080157/187234.18e-151.18e-1239
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00714538BreastPrecancercellular response to oxygen levels32/1080177/187237.32e-095.52e-0732
GO:00550767BreastPrecancertransition metal ion homeostasis20/1080138/187231.28e-042.24e-0320
GO:00469165BreastPrecancercellular transition metal ion homeostasis17/1080115/187233.15e-044.49e-0317
GO:00550725BreastPrecanceriron ion homeostasis12/108085/187233.41e-032.85e-0212
GO:190260012BreastIDCproton transmembrane transport40/1434157/187237.34e-121.34e-0940
GO:007048214BreastIDCresponse to oxygen levels64/1434347/187233.45e-115.57e-0964
GO:007145313BreastIDCcellular response to oxygen levels35/1434177/187231.68e-079.10e-0635
GO:005507613BreastIDCtransition metal ion homeostasis23/1434138/187233.20e-044.79e-0323
GO:004691612BreastIDCcellular transition metal ion homeostasis20/1434115/187234.35e-045.90e-0320
GO:005507212BreastIDCiron ion homeostasis14/143485/187234.98e-033.77e-0214
GO:190260022BreastDCISproton transmembrane transport40/1390157/187232.77e-125.80e-1040
GO:007048223BreastDCISresponse to oxygen levels63/1390347/187232.66e-114.56e-0963
GO:007145322BreastDCIScellular response to oxygen levels35/1390177/187237.89e-084.47e-0635
GO:005507622BreastDCIStransition metal ion homeostasis23/1390138/187232.04e-043.27e-0323
GO:004691621BreastDCIScellular transition metal ion homeostasis20/1390115/187232.91e-044.27e-0320
GO:005507221BreastDCISiron ion homeostasis14/139085/187233.78e-033.03e-0214
GO:19026009CervixCCproton transmembrane transport39/2311157/187231.23e-052.57e-0439
GO:007048210CervixCCresponse to oxygen levels67/2311347/187231.21e-041.51e-0367
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0019016BreastPrecancerOxidative phosphorylation59/684134/84656.15e-303.24e-282.48e-2859
hsa0511014BreastPrecancerVibrio cholerae infection14/68450/84652.67e-052.64e-042.02e-0414
hsa0414518BreastPrecancerPhagosome27/684152/84657.37e-056.85e-045.25e-0427
hsa0532312BreastPrecancerRheumatoid arthritis19/68493/84651.30e-041.14e-038.73e-0419
hsa051206BreastPrecancerEpithelial cell signaling in Helicobacter pylori infection14/68470/84651.21e-037.99e-036.12e-0314
hsa0019017BreastPrecancerOxidative phosphorylation59/684134/84656.15e-303.24e-282.48e-2859
hsa0511015BreastPrecancerVibrio cholerae infection14/68450/84652.67e-052.64e-042.02e-0414
hsa0414519BreastPrecancerPhagosome27/684152/84657.37e-056.85e-045.25e-0427
hsa0532313BreastPrecancerRheumatoid arthritis19/68493/84651.30e-041.14e-038.73e-0419
hsa0512013BreastPrecancerEpithelial cell signaling in Helicobacter pylori infection14/68470/84651.21e-037.99e-036.12e-0314
hsa0019023BreastIDCOxidative phosphorylation62/867134/84654.78e-272.59e-251.94e-2562
hsa0511022BreastIDCVibrio cholerae infection17/86750/84654.82e-066.82e-055.10e-0517
hsa0414522BreastIDCPhagosome34/867152/84658.00e-069.99e-057.48e-0534
hsa0532321BreastIDCRheumatoid arthritis21/86793/84653.69e-043.15e-032.36e-0321
hsa0512022BreastIDCEpithelial cell signaling in Helicobacter pylori infection16/86770/84651.56e-031.13e-028.42e-0316
hsa0019033BreastIDCOxidative phosphorylation62/867134/84654.78e-272.59e-251.94e-2562
hsa0511032BreastIDCVibrio cholerae infection17/86750/84654.82e-066.82e-055.10e-0517
hsa0414532BreastIDCPhagosome34/867152/84658.00e-069.99e-057.48e-0534
hsa0532331BreastIDCRheumatoid arthritis21/86793/84653.69e-043.15e-032.36e-0321
hsa0512032BreastIDCEpithelial cell signaling in Helicobacter pylori infection16/86770/84651.56e-031.13e-028.42e-0316
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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
ATP6V1G1SNVMissense_Mutationnovelc.117A>Cp.Glu39Aspp.E39DO75348protein_codingdeleterious(0.03)benign(0.27)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ATP6V1G1SNVMissense_Mutationc.265C>Tp.Arg89Trpp.R89WO75348protein_codingdeleterious(0.01)benign(0.443)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
ATP6V1G1SNVMissense_Mutationnovelc.110N>Gp.Lys37Argp.K37RO75348protein_codingdeleterious(0.03)possibly_damaging(0.876)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
ATP6V1G1SNVMissense_Mutationc.165N>Ap.Phe55Leup.F55LO75348protein_codingdeleterious(0.04)benign(0.211)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ATP6V1G1SNVMissense_Mutationnovelc.62N>Cp.Lys21Thrp.K21TO75348protein_codingdeleterious(0)possibly_damaging(0.903)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
ATP6V1G1SNVMissense_Mutationrs748762523c.91C>Tp.Arg31Trpp.R31WO75348protein_codingdeleterious(0)benign(0.063)TCGA-BG-A3PP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapytaxolPD
ATP6V1G1SNVMissense_Mutationnovelc.190N>Ap.Gly64Argp.G64RO75348protein_codingdeleterious(0)probably_damaging(0.996)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ATP6V1G1SNVMissense_Mutationnovelc.72N>Tp.Glu24Aspp.E24DO75348protein_codingtolerated(0.1)probably_damaging(0.978)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
ATP6V1G1SNVMissense_Mutationrs754577497c.343N>Tp.Arg115Cysp.R115CO75348protein_codingdeleterious(0.02)benign(0.003)TCGA-63-A5MU-01Lunglung squamous cell carcinomaMale<65I/IIChemotherapycisplatinPD
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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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