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: ATP5F1

Gene summary for ATP5F1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP5F1

Gene ID

515

Gene nameATP synthase peripheral stalk-membrane subunit b
Gene AliasATP5F1
Cytomap1p13.2
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

P24539


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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
515ATP5F1GSM4909281HumanBreastIDC3.80e-09-2.35e-010.21
515ATP5F1GSM4909282HumanBreastIDC8.23e-09-2.35e-01-0.0288
515ATP5F1GSM4909285HumanBreastIDC1.78e-08-2.35e-010.21
515ATP5F1GSM4909286HumanBreastIDC3.80e-09-2.35e-010.1081
515ATP5F1GSM4909287HumanBreastIDC5.28e-10-2.35e-010.2057
515ATP5F1GSM4909290HumanBreastIDC1.13e-06-2.35e-010.2096
515ATP5F1GSM4909291HumanBreastIDC4.38e-05-2.35e-010.1753
515ATP5F1GSM4909293HumanBreastIDC1.75e-09-2.35e-010.1581
515ATP5F1GSM4909294HumanBreastIDC3.80e-09-2.35e-010.2022
515ATP5F1GSM4909295HumanBreastIDC1.25e-03-2.35e-010.0898
515ATP5F1GSM4909296HumanBreastIDC1.78e-08-2.35e-010.1524
515ATP5F1GSM4909297HumanBreastIDC3.52e-11-2.35e-010.1517
515ATP5F1GSM4909298HumanBreastIDC3.80e-09-2.35e-010.1551
515ATP5F1GSM4909299HumanBreastIDC1.75e-09-2.35e-010.035
515ATP5F1GSM4909300HumanBreastIDC5.31e-03-2.35e-010.0334
515ATP5F1GSM4909301HumanBreastIDC8.04e-10-2.35e-010.1577
515ATP5F1GSM4909302HumanBreastIDC7.78e-10-2.35e-010.1545
515ATP5F1GSM4909304HumanBreastIDC3.80e-09-2.35e-010.1636
515ATP5F1GSM4909305HumanBreastIDC2.16e-06-2.35e-010.0436
515ATP5F1GSM4909306HumanBreastIDC1.69e-10-2.35e-010.1564
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:000609111StomachCAG with IMgeneration of precursor metabolites and energy86/1050490/187231.45e-211.93e-1886
GO:000906011StomachCAG with IMaerobic respiration49/1050189/187235.39e-205.75e-1749
GO:004533311StomachCAG with IMcellular respiration54/1050230/187239.39e-208.34e-1754
GO:001598011StomachCAG with IMenergy derivation by oxidation of organic compounds64/1050318/187231.96e-191.49e-1664
GO:001598511StomachCAG with IMenergy coupled proton transport, down electrochemical gradient16/105026/187232.67e-141.30e-1116
GO:001598611StomachCAG with IMATP synthesis coupled proton transport16/105026/187232.67e-141.30e-1116
GO:190260011StomachCAG with IMproton transmembrane transport34/1050157/187237.15e-122.38e-0934
GO:000914411StomachCAG with IMpurine nucleoside triphosphate metabolic process25/105088/187238.00e-122.40e-0925
GO:000920611StomachCAG with IMpurine ribonucleoside triphosphate biosynthetic process22/105068/187238.10e-122.40e-0922
GO:000920511StomachCAG with IMpurine ribonucleoside triphosphate metabolic process24/105082/187231.03e-112.76e-0924
GO:000914511StomachCAG with IMpurine nucleoside triphosphate biosynthetic process22/105069/187231.13e-112.86e-0922
GO:000675411StomachCAG with IMATP biosynthetic process20/105057/187231.32e-113.14e-0920
GO:004277611StomachCAG with IMmitochondrial ATP synthesis coupled proton transport12/105019/187233.18e-116.78e-0912
GO:000920111StomachCAG with IMribonucleoside triphosphate biosynthetic process22/105074/187235.34e-111.09e-0822
GO:000919911StomachCAG with IMribonucleoside triphosphate metabolic process24/105089/187237.02e-111.34e-0824
GO:000914211StomachCAG with IMnucleoside triphosphate biosynthetic process23/105085/187231.62e-102.98e-0823
GO:000683911StomachCAG with IMmitochondrial transport42/1050254/187232.58e-104.44e-0842
GO:000914111StomachCAG with IMnucleoside triphosphate metabolic process26/1050112/187234.23e-106.83e-0826
GO:000915011StomachCAG with IMpurine ribonucleotide metabolic process48/1050368/187234.36e-083.32e-0648
GO:000616311StomachCAG with IMpurine nucleotide metabolic process50/1050396/187236.52e-084.63e-0650
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0019016BreastPrecancerOxidative phosphorylation59/684134/84656.15e-303.24e-282.48e-2859
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501416BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0520818BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0471418BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0541518BreastPrecancerDiabetic cardiomyopathy63/684203/84655.63e-221.48e-201.14e-2063
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0019017BreastPrecancerOxidative phosphorylation59/684134/84656.15e-303.24e-282.48e-2859
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501417BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0520819BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0471419BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0541519BreastPrecancerDiabetic cardiomyopathy63/684203/84655.63e-221.48e-201.14e-2063
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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
ATP5F1SNVMissense_Mutationc.155N>Tp.Gly52Valp.G52VP24539protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP5F1SNVMissense_Mutationc.482N>Gp.Gln161Argp.Q161RP24539protein_codingdeleterious(0)benign(0.184)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ATP5F1insertionFrame_Shift_Insnovelc.116_117insCCTGATGACAAAGAACAGTACCTGTGTGGGGAGAp.His40LeufsTer21p.H40Lfs*21P24539protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ATP5F1SNVMissense_Mutationnovelc.109G>Tp.Gly37Trpp.G37WP24539protein_codingdeleterious(0.01)possibly_damaging(0.604)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATP5F1SNVMissense_Mutationc.373N>Ap.Asp125Asnp.D125NP24539protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
ATP5F1SNVMissense_Mutationc.618G>Ap.Met206Ilep.M206IP24539protein_codingtolerated(0.41)benign(0.049)TCGA-DS-A0VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ATP5F1SNVMissense_Mutationnovelc.385N>Ap.Glu129Lysp.E129KP24539protein_codingdeleterious(0.01)benign(0.171)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
ATP5F1SNVMissense_Mutationrs770948319c.406G>Ap.Glu136Lysp.E136KP24539protein_codingtolerated(0.52)possibly_damaging(0.564)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ATP5F1SNVMissense_Mutationc.582G>Tp.Lys194Asnp.K194NP24539protein_codingdeleterious(0.02)probably_damaging(0.989)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ATP5F1SNVMissense_Mutationc.189N>Ap.Phe63Leup.F63LP24539protein_codingtolerated(0.24)benign(0.027)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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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