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: ATP5EP2

Gene summary for ATP5EP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP5EP2

Gene ID

432369

Gene nameATP synthase F1 subunit epsilon pseudogene 2
Gene AliasATP5EP2
Cytomap13q12.2
Gene Typepseudo
GO ID

GO:0006091

UniProtAcc

NA


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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
432369ATP5EP2HTA11_99999970781_79442HumanColorectumMSS6.56e-264.52e-010.294
432369ATP5EP2HTA11_99999965062_69753HumanColorectumMSI-H1.91e-089.63e-010.3487
432369ATP5EP2HTA11_99999965104_69814HumanColorectumMSS3.79e-246.23e-010.281
432369ATP5EP2HTA11_99999971662_82457HumanColorectumMSS8.81e-871.80e+000.3859
432369ATP5EP2HTA11_99999973899_84307HumanColorectumMSS2.05e-268.17e-010.2585
432369ATP5EP2HTA11_99999974143_84620HumanColorectumMSS4.47e-591.06e+000.3005
432369ATP5EP2S43HumanLiverCirrhotic2.32e-08-2.92e-01-0.0187
432369ATP5EP2HCC1_MengHumanLiverHCC1.24e-10-2.83e-010.0246
432369ATP5EP2HCC2_MengHumanLiverHCC1.08e-05-2.83e-010.0107
432369ATP5EP2cirrhotic1HumanLiverCirrhotic1.49e-04-4.83e-020.0202
432369ATP5EP2cirrhotic2HumanLiverCirrhotic4.92e-034.73e-020.0201
432369ATP5EP2cirrhotic3HumanLiverCirrhotic4.79e-264.31e-010.0215
432369ATP5EP2HCC1HumanLiverHCC1.09e-161.74e+000.5336
432369ATP5EP2HCC2HumanLiverHCC5.24e-201.62e+000.5341
432369ATP5EP2Pt13.aHumanLiverHCC6.22e-04-2.76e-010.021
432369ATP5EP2Pt13.bHumanLiverHCC1.21e-02-2.47e-010.0251
432369ATP5EP2S014HumanLiverHCC2.54e-04-2.92e-010.2254
432369ATP5EP2S015HumanLiverHCC2.31e-02-2.92e-010.2375
432369ATP5EP2S016HumanLiverHCC5.45e-06-2.92e-010.2243
432369ATP5EP2S028HumanLiverHCC6.26e-03-2.92e-010.2503
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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
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
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
ATP5EP2SNVMissense_Mutationc.82N>Cp.Lys28Glnp.K28QQ5VTU8protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ATP5EP2SNVMissense_Mutationc.130N>Cp.Lys44Glnp.K44QQ5VTU8protein_codingdeleterious(0)probably_damaging(0.995)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
ATP5EP2deletionFrame_Shift_Delc.106delNp.Lys37ArgfsTer7p.K37Rfs*7Q5VTU8protein_codingTCGA-AG-4007-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownSD
ATP5EP2SNVMissense_Mutationnovelc.64N>Ap.Val22Ilep.V22IQ5VTU8protein_codingtolerated(0.32)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ATP5EP2SNVMissense_Mutationnovelc.143N>Gp.Val48Glyp.V48GQ5VTU8protein_codingdeleterious(0.05)benign(0.223)TCGA-DD-AAD1-01Liverliver hepatocellular carcinomaFemale<65I/IIUnknownUnknownPD
ATP5EP2SNVMissense_Mutationc.84N>Cp.Lys28Asnp.K28NQ5VTU8protein_codingdeleterious(0)probably_damaging(0.995)TCGA-05-4417-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
ATP5EP2SNVMissense_Mutationnovelc.71N>Cp.Arg24Thrp.R24TQ5VTU8protein_codingdeleterious(0)probably_damaging(0.987)TCGA-73-4668-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapypemetrexedPD
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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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