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: ATP5L

Gene summary for ATP5L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP5L

Gene ID

10632

Gene nameATP synthase membrane subunit g
Gene AliasATP5JG
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

O75964


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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
10632ATP5LGSM4909280HumanBreastPrecancer1.16e-04-6.32e-010.0305
10632ATP5LGSM4909281HumanBreastIDC2.97e-30-6.32e-010.21
10632ATP5LGSM4909282HumanBreastIDC1.19e-30-6.32e-01-0.0288
10632ATP5LGSM4909285HumanBreastIDC2.97e-30-6.32e-010.21
10632ATP5LGSM4909286HumanBreastIDC7.38e-30-6.32e-010.1081
10632ATP5LGSM4909287HumanBreastIDC5.66e-33-6.32e-010.2057
10632ATP5LGSM4909288HumanBreastIDC4.94e-09-6.32e-010.0988
10632ATP5LGSM4909289HumanBreastIDC9.58e-07-6.32e-010.1064
10632ATP5LGSM4909290HumanBreastIDC3.56e-24-6.32e-010.2096
10632ATP5LGSM4909291HumanBreastIDC6.16e-20-6.32e-010.1753
10632ATP5LGSM4909292HumanBreastIDC1.71e-03-6.32e-010.1236
10632ATP5LGSM4909293HumanBreastIDC1.83e-29-6.32e-010.1581
10632ATP5LGSM4909294HumanBreastIDC1.19e-30-6.32e-010.2022
10632ATP5LGSM4909295HumanBreastIDC4.90e-16-6.32e-010.0898
10632ATP5LGSM4909296HumanBreastIDC2.97e-30-6.32e-010.1524
10632ATP5LGSM4909297HumanBreastIDC7.58e-32-6.32e-010.1517
10632ATP5LGSM4909298HumanBreastIDC2.97e-30-6.32e-010.1551
10632ATP5LGSM4909299HumanBreastIDC7.38e-30-6.32e-010.035
10632ATP5LGSM4909300HumanBreastIDC2.37e-14-6.32e-010.0334
10632ATP5LGSM4909301HumanBreastIDC1.19e-30-6.32e-010.1577
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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
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
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
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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
ATP5LinsertionFrame_Shift_Insnovelc.19_20insTGTTTACTAACATACTCATTCTTCACAAAATTCTGp.Asn7MetfsTer22p.N7Mfs*22O75964protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATP5LSNVMissense_Mutationnovelc.109G>Ap.Glu37Lysp.E37KO75964protein_codingdeleterious(0.04)benign(0.314)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ATP5LSNVMissense_Mutationc.287G>Tp.Arg96Leup.R96LO75964protein_codingtolerated(0.33)possibly_damaging(0.5)TCGA-EX-A1H5-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ATP5LSNVMissense_Mutationc.253A>Tp.Met85Leup.M85LO75964protein_codingtolerated(0.31)benign(0.2)TCGA-AG-3881-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATP5LSNVMissense_Mutationc.68N>Tp.Ser23Leup.S23LO75964protein_codingtolerated(0.26)benign(0.03)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ATP5LSNVMissense_Mutationnovelc.299N>Ap.Gly100Aspp.G100DO75964protein_codingdeleterious(0.02)benign(0.434)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
ATP5LSNVMissense_Mutationc.131C>Tp.Ala44Valp.A44VO75964protein_codingdeleterious(0.03)benign(0.367)TCGA-DI-A0WH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ATP5LSNVMissense_Mutationnovelc.16N>Tp.Arg6Cysp.R6CO75964protein_codingtolerated(0.22)benign(0)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ATP5LSNVMissense_Mutationc.104A>Cp.Lys35Thrp.K35TO75964protein_codingdeleterious(0.02)benign(0.119)TCGA-MI-A75C-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
ATP5LSNVMissense_Mutationc.252N>Tp.Leu84Phep.L84FO75964protein_codingtolerated(0.26)benign(0.367)TCGA-05-4389-01Lunglung adenocarcinomaMale>=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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