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: ATP6V1F

Gene summary for ATP6V1F

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP6V1F

Gene ID

9296

Gene nameATPase H+ transporting V1 subunit F
Gene AliasATP6S14
Cytomap7q32.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q16864


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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
9296ATP6V1FGSM4909286HumanBreastIDC1.09e-113.62e-010.1081
9296ATP6V1FGSM4909288HumanBreastIDC1.64e-04-1.57e-010.0988
9296ATP6V1FGSM4909291HumanBreastIDC6.66e-155.32e-010.1753
9296ATP6V1FGSM4909293HumanBreastIDC9.44e-042.61e-010.1581
9296ATP6V1FGSM4909294HumanBreastIDC1.28e-072.21e-010.2022
9296ATP6V1FGSM4909296HumanBreastIDC1.39e-243.93e-010.1524
9296ATP6V1FGSM4909297HumanBreastIDC1.15e-14-1.89e-010.1517
9296ATP6V1FGSM4909301HumanBreastIDC4.89e-184.05e-010.1577
9296ATP6V1FGSM4909302HumanBreastIDC1.17e-032.51e-010.1545
9296ATP6V1FGSM4909304HumanBreastIDC3.42e-114.01e-010.1636
9296ATP6V1FGSM4909306HumanBreastIDC4.52e-083.18e-010.1564
9296ATP6V1FGSM4909307HumanBreastIDC9.80e-083.33e-010.1569
9296ATP6V1FGSM4909308HumanBreastIDC2.39e-144.81e-010.158
9296ATP6V1FGSM4909311HumanBreastIDC9.95e-39-1.76e-010.1534
9296ATP6V1FGSM4909312HumanBreastIDC1.96e-131.86e-020.1552
9296ATP6V1FGSM4909315HumanBreastIDC3.16e-195.09e-010.21
9296ATP6V1FGSM4909316HumanBreastIDC1.84e-104.65e-010.21
9296ATP6V1FGSM4909317HumanBreastIDC2.35e-043.36e-010.1355
9296ATP6V1FGSM4909318HumanBreastIDC7.65e-053.86e-010.2031
9296ATP6V1FGSM4909319HumanBreastIDC8.01e-55-3.21e-020.1563
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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:190260012BreastIDCproton transmembrane transport40/1434157/187237.34e-121.34e-0940
GO:190260022BreastDCISproton transmembrane transport40/1390157/187232.77e-125.80e-1040
GO:19026009CervixCCproton transmembrane transport39/2311157/187231.23e-052.57e-0439
GO:190260013CervixHSIL_HPVproton transmembrane transport20/737157/187233.73e-061.51e-0420
GO:1902600ColorectumADproton transmembrane transport66/3918157/187231.59e-091.17e-0766
GO:19026001ColorectumSERproton transmembrane transport60/2897157/187233.12e-127.08e-1060
GO:19026002ColorectumMSSproton transmembrane transport57/3467157/187231.00e-074.81e-0657
GO:190260010EndometriumAEHproton transmembrane transport43/2100157/187231.70e-081.04e-0643
GO:190260014EndometriumEECproton transmembrane transport43/2168157/187234.32e-082.38e-0643
GO:190260017EsophagusHGINproton transmembrane transport43/2587157/187235.51e-061.75e-0443
GO:190260018EsophagusESCCproton transmembrane transport88/8552157/187235.62e-032.10e-0288
GO:19026007LiverHCCproton transmembrane transport87/7958157/187237.27e-044.42e-0387
GO:190260015ProstateBPHproton transmembrane transport52/3107157/187232.81e-076.06e-0652
GO:190260016ProstateTumorproton transmembrane transport55/3246157/187236.83e-081.96e-0655
GO:1902600110SkincSCCproton transmembrane transport57/4864157/187232.66e-031.50e-0257
GO:1902600111ThyroidPTCproton transmembrane transport72/5968157/187231.64e-041.26e-0372
GO:190260032ThyroidATCproton transmembrane transport73/6293157/187235.25e-043.06e-0373
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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
ATP6V1FSNVMissense_Mutationrs745835589c.403C>Tp.Arg135Cysp.R135CQ16864protein_codingtolerated(0.08)probably_damaging(0.945)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ATP6V1FSNVMissense_Mutationnovelc.134T>Gp.Ile45Serp.I45SQ16864protein_codingtolerated(0.17)benign(0.193)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ATP6V1FSNVMissense_Mutationc.80A>Tp.Glu27Valp.E27VQ16864protein_codingdeleterious(0)probably_damaging(0.959)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ATP6V1FSNVMissense_Mutationnovelc.128N>Tp.Thr43Ilep.T43IQ16864protein_codingdeleterious(0.01)possibly_damaging(0.894)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
ATP6V1FSNVMissense_Mutationc.382N>Ap.Ala128Thrp.A128TQ16864protein_codingdeleterious(0.03)possibly_damaging(0.588)TCGA-EY-A2OM-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapytaxolSD
ATP6V1FSNVMissense_Mutationc.406N>Tp.Arg136Trpp.R136WQ16864protein_codingdeleterious(0)probably_damaging(1)TCGA-MI-A75E-01Liverliver hepatocellular carcinomaMale<65III/IVUnknownUnknownSD
ATP6V1FSNVMissense_Mutationrs200558362c.12N>Tp.Arg4Serp.R4SQ16864protein_codingdeleterious(0.04)benign(0.138)TCGA-78-7220-01Lunglung adenocarcinomaFemale<65III/IVUnknownUnknownPD
ATP6V1FSNVMissense_Mutationnovelc.79G>Ap.Glu27Lysp.E27KQ16864protein_codingdeleterious(0.01)possibly_damaging(0.783)TCGA-BB-A5HU-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapycisplatinCR
ATP6V1FSNVMissense_Mutationc.420N>Ap.Met140Ilep.M140IQ16864protein_codingtolerated(0.12)benign(0.006)TCGA-BR-8372-01Stomachstomach adenocarcinomaMale<65III/IVChemotherapyetoposideCR
ATP6V1FSNVMissense_Mutationc.247N>Cp.Phe83Leup.F83LQ16864protein_codingdeleterious(0.03)benign(0.057)TCGA-CG-5721-01Stomachstomach adenocarcinomaMale<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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