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: ATP5I

Gene summary for ATP5I

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP5I

Gene ID

521

Gene nameATP synthase membrane subunit e
Gene AliasATP5I
Cytomap4p16.3
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

P56385


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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
521ATP5IGSM4909280HumanBreastPrecancer4.76e-02-4.14e-010.0305
521ATP5IGSM4909281HumanBreastIDC1.24e-19-4.14e-010.21
521ATP5IGSM4909282HumanBreastIDC1.24e-19-4.14e-01-0.0288
521ATP5IGSM4909285HumanBreastIDC2.86e-19-4.14e-010.21
521ATP5IGSM4909286HumanBreastIDC5.35e-20-4.14e-010.1081
521ATP5IGSM4909287HumanBreastIDC1.15e-21-4.14e-010.2057
521ATP5IGSM4909288HumanBreastIDC4.73e-05-4.14e-010.0988
521ATP5IGSM4909289HumanBreastIDC1.76e-03-4.14e-010.1064
521ATP5IGSM4909290HumanBreastIDC1.58e-15-4.14e-010.2096
521ATP5IGSM4909291HumanBreastIDC1.39e-12-4.14e-010.1753
521ATP5IGSM4909293HumanBreastIDC2.86e-19-4.14e-010.1581
521ATP5IGSM4909294HumanBreastIDC5.35e-20-4.14e-010.2022
521ATP5IGSM4909295HumanBreastIDC6.99e-10-4.14e-010.0898
521ATP5IGSM4909296HumanBreastIDC2.31e-20-4.14e-010.1524
521ATP5IGSM4909297HumanBreastIDC4.25e-21-4.14e-010.1517
521ATP5IGSM4909298HumanBreastIDC9.92e-21-4.14e-010.1551
521ATP5IGSM4909299HumanBreastIDC6.58e-19-4.14e-010.035
521ATP5IGSM4909300HumanBreastIDC1.02e-08-4.14e-010.0334
521ATP5IGSM4909301HumanBreastIDC9.92e-21-4.14e-010.1577
521ATP5IGSM4909302HumanBreastIDC2.34e-21-4.14e-010.1545
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:1903364112SkinSCCISpositive regulation of cellular protein catabolic process26/919155/187233.64e-087.72e-0626
GO:1903050112SkinSCCISregulation of proteolysis involved in cellular protein catabolic process32/919221/187233.93e-087.72e-0632
GO:0050673110SkinSCCISepithelial cell proliferation48/919437/187231.56e-071.84e-0548
GO:0045862112SkinSCCISpositive regulation of proteolysis43/919372/187231.69e-071.91e-0543
GO:0009896112SkinSCCISpositive regulation of catabolic process49/919492/187232.10e-061.09e-0449
GO:0030099112SkinSCCISmyeloid cell differentiation41/919381/187232.11e-061.09e-0441
GO:1903052111SkinSCCISpositive regulation of proteolysis involved in cellular protein catabolic process20/919133/187237.61e-062.80e-0420
GO:005067819SkinSCCISregulation of epithelial cell proliferation39/919381/187231.22e-054.13e-0439
GO:0051346111SkinSCCISnegative regulation of hydrolase activity38/919379/187232.49e-056.97e-0438
GO:0031331112SkinSCCISpositive regulation of cellular catabolic process41/919427/187233.33e-058.88e-0441
GO:0048872112SkinSCCIShomeostasis of number of cells27/919272/187234.19e-046.73e-0327
GO:005068011SkinSCCISnegative regulation of epithelial cell proliferation18/919164/187231.18e-031.40e-0218
GO:0034101112SkinSCCISerythrocyte homeostasis15/919129/187231.66e-031.84e-0215
GO:0006839111SkinSCCISmitochondrial transport24/919254/187231.68e-031.84e-0224
GO:0072594111SkinSCCISestablishment of protein localization to organelle35/919422/187231.77e-031.90e-0235
GO:0033157111SkinSCCISregulation of intracellular protein transport22/919229/187232.09e-032.14e-0222
GO:0008637111SkinSCCISapoptotic mitochondrial changes13/919107/187232.23e-032.24e-0213
GO:0070585111SkinSCCISprotein localization to mitochondrion14/919125/187233.31e-032.97e-0214
GO:0002262112SkinSCCISmyeloid cell homeostasis16/919157/187234.54e-033.78e-0216
GO:0030218112SkinSCCISerythrocyte differentiation13/919120/187236.03e-034.63e-0213
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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
hsa0471418BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0019017BreastPrecancerOxidative phosphorylation59/684134/84656.15e-303.24e-282.48e-2859
hsa0471419BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0019023BreastIDCOxidative phosphorylation62/867134/84654.78e-272.59e-251.94e-2562
hsa0471424BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0019033BreastIDCOxidative phosphorylation62/867134/84654.78e-272.59e-251.94e-2562
hsa0471434BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0019043BreastDCISOxidative phosphorylation61/846134/84659.84e-275.30e-253.90e-2561
hsa0471443BreastDCISThermogenesis74/846232/84658.72e-213.13e-192.30e-1974
hsa0019053BreastDCISOxidative phosphorylation61/846134/84659.84e-275.30e-253.90e-2561
hsa0471453BreastDCISThermogenesis74/846232/84658.72e-213.13e-192.30e-1974
hsa0019018CervixCCOxidative phosphorylation64/1267134/84651.25e-198.07e-184.77e-1864
hsa0471420CervixCCThermogenesis76/1267232/84654.29e-121.16e-106.85e-1176
hsa0019019CervixCCOxidative phosphorylation64/1267134/84651.25e-198.07e-184.77e-1864
hsa04714110CervixCCThermogenesis76/1267232/84654.29e-121.16e-106.85e-1176
hsa0019024CervixHSIL_HPVOxidative phosphorylation25/459134/84654.23e-081.55e-061.25e-0625
hsa0471425CervixHSIL_HPVThermogenesis25/459232/84657.63e-045.88e-034.76e-0325
hsa0019034CervixHSIL_HPVOxidative phosphorylation25/459134/84654.23e-081.55e-061.25e-0625
hsa0471435CervixHSIL_HPVThermogenesis25/459232/84657.63e-045.88e-034.76e-0325
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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
ATP5IinsertionNonsense_Mutationnovelc.207_208insGTCTCCCAGTGGTAACTATCCAAAAATGGATGAGTAAp.Ter70ValfsTer5p.*70Vfs*5P56385protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ATP5ISNVMissense_Mutationnovelc.141N>Tp.Glu47Aspp.E47DP56385protein_codingtolerated(0.09)possibly_damaging(0.687)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
ATP5ISNVMissense_Mutationc.137N>Gp.Glu46Glyp.E46GP56385protein_codingdeleterious(0)possibly_damaging(0.817)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ATP5ISNVMissense_Mutationc.119A>Gp.Glu40Glyp.E40GP56385protein_codingdeleterious(0.03)possibly_damaging(0.775)TCGA-D1-A16Y-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ATP5ISNVMissense_Mutationnovelc.197G>Tp.Ser66Ilep.S66IP56385protein_codingdeleterious(0.01)benign(0.289)TCGA-EO-A22U-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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