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: ATG5

Gene summary for ATG5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATG5

Gene ID

9474

Gene nameautophagy related 5
Gene AliasAPG5
Cytomap6q21
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

A9UGY9


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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
9474ATG5CA_HPV_2HumanCervixCC1.71e-021.62e-010.0391
9474ATG5CA_HPV_3HumanCervixCC1.06e-021.17e-010.0414
9474ATG5CCI_2HumanCervixCC4.41e-037.10e-010.5249
9474ATG5CCI_3HumanCervixCC2.77e-025.35e-010.516
9474ATG5TumorHumanCervixCC1.50e-062.81e-010.1241
9474ATG5sample3HumanCervixCC8.03e-132.91e-010.1387
9474ATG5T3HumanCervixCC8.50e-132.97e-010.1389
9474ATG5HTA11_3410_2000001011HumanColorectumAD6.18e-21-6.03e-010.0155
9474ATG5HTA11_2487_2000001011HumanColorectumSER6.18e-09-5.30e-01-0.1808
9474ATG5HTA11_2951_2000001011HumanColorectumAD5.16e-04-6.47e-010.0216
9474ATG5HTA11_1938_2000001011HumanColorectumAD1.26e-07-5.69e-01-0.0811
9474ATG5HTA11_78_2000001011HumanColorectumAD1.61e-08-4.79e-01-0.1088
9474ATG5HTA11_347_2000001011HumanColorectumAD1.81e-14-4.55e-01-0.1954
9474ATG5HTA11_3361_2000001011HumanColorectumAD1.29e-08-5.84e-01-0.1207
9474ATG5HTA11_83_2000001011HumanColorectumSER2.36e-03-4.84e-01-0.1526
9474ATG5HTA11_696_2000001011HumanColorectumAD4.17e-18-5.28e-01-0.1464
9474ATG5HTA11_866_2000001011HumanColorectumAD3.73e-18-5.49e-01-0.1001
9474ATG5HTA11_1391_2000001011HumanColorectumAD3.48e-09-5.03e-01-0.059
9474ATG5HTA11_5212_2000001011HumanColorectumAD4.20e-02-5.47e-01-0.2061
9474ATG5HTA11_546_2000001011HumanColorectumAD5.48e-04-5.27e-01-0.0842
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:001905810CervixCCviral life cycle87/2311317/187232.20e-131.20e-1087
GO:190332010CervixCCregulation of protein modification by small protein conjugation or removal66/2311242/187232.31e-103.46e-0866
GO:003139610CervixCCregulation of protein ubiquitination59/2311210/187235.90e-107.51e-0859
GO:005170110CervixCCbiological process involved in interaction with host57/2311203/187231.18e-091.41e-0757
GO:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:007149610CervixCCcellular response to external stimulus78/2311320/187231.82e-091.98e-0778
GO:00512359CervixCCmaintenance of location78/2311327/187235.18e-094.92e-0778
GO:004440310CervixCCbiological process involved in symbiotic interaction71/2311290/187237.94e-096.98e-0771
GO:005165110CervixCCmaintenance of location in cell55/2311214/187236.63e-083.85e-0655
GO:006219710CervixCCcellular response to chemical stress76/2311337/187231.01e-075.25e-0676
GO:00316689CervixCCcellular response to extracellular stimulus59/2311246/187233.03e-071.24e-0559
GO:003139710CervixCCnegative regulation of protein ubiquitination28/231183/187233.32e-071.35e-0528
GO:001988210CervixCCantigen processing and presentation32/2311106/187238.61e-073.08e-0532
GO:190332110CervixCCnegative regulation of protein modification by small protein conjugation or removal29/231195/187232.15e-066.55e-0529
GO:005087810CervixCCregulation of body fluid levels78/2311379/187233.20e-068.77e-0578
GO:001988310CervixCCantigen processing and presentation of endogenous antigen13/231126/187233.25e-068.80e-0513
GO:003166710CervixCCresponse to nutrient levels92/2311474/187235.80e-061.42e-0492
GO:001907910CervixCCviral genome replication35/2311131/187236.11e-061.49e-0435
GO:00092678CervixCCcellular response to starvation39/2311156/187231.04e-052.32e-0439
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513120CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa0413718CervixCCMitophagy - animal22/126772/84655.77e-042.75e-031.63e-0322
hsa0421614CervixCCFerroptosis14/126741/84651.75e-037.21e-034.26e-0314
hsa046213CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa05131110CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa0413719CervixCCMitophagy - animal22/126772/84655.77e-042.75e-031.63e-0322
hsa0421615CervixCCFerroptosis14/126741/84651.75e-037.21e-034.26e-0314
hsa0462112CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa04216ColorectumADFerroptosis21/209241/84652.23e-041.78e-031.13e-0321
hsa04213ColorectumADLongevity regulating pathway - multiple species27/209262/84658.72e-045.96e-033.80e-0327
hsa04137ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa04140ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa04211ColorectumADLongevity regulating pathway33/209289/84656.15e-032.68e-021.71e-0233
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa042161ColorectumADFerroptosis21/209241/84652.23e-041.78e-031.13e-0321
hsa042131ColorectumADLongevity regulating pathway - multiple species27/209262/84658.72e-045.96e-033.80e-0327
hsa041371ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa041401ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa042111ColorectumADLongevity regulating pathway33/209289/84656.15e-032.68e-021.71e-0233
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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
ATG5SNVMissense_Mutationc.286C>Gp.Leu96Valp.L96VQ9H1Y0protein_codingdeleterious(0.02)probably_damaging(0.925)TCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
ATG5SNVMissense_Mutationc.793C>Tp.Leu265Phep.L265FQ9H1Y0protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ATG5insertionFrame_Shift_Insnovelc.801_802insGGCCTAAGAAGAAAATGGAp.Ser268GlyfsTer22p.S268Gfs*22Q9H1Y0protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ATG5insertionIn_Frame_Insnovelc.799_800insATGAAGCTGAAACCTp.Ile267delinsAsnGluAlaGluThrPhep.I267delinsNEAETFQ9H1Y0protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ATG5deletionFrame_Shift_Delnovelc.452delNp.Lys151SerfsTer65p.K151Sfs*65Q9H1Y0protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ATG5SNVMissense_Mutationc.397G>Ap.Asp133Asnp.D133NQ9H1Y0protein_codingdeleterious(0.03)probably_damaging(0.919)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATG5SNVMissense_Mutationc.32T>Cp.Val11Alap.V11AQ9H1Y0protein_codingdeleterious(0)possibly_damaging(0.83)TCGA-A6-2679-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATG5SNVMissense_Mutationc.793C>Ap.Leu265Ilep.L265IQ9H1Y0protein_codingtolerated(0.06)possibly_damaging(0.609)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ATG5SNVMissense_Mutationc.16G>Tp.Asp6Tyrp.D6YQ9H1Y0protein_codingdeleterious(0)possibly_damaging(0.894)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ATG5SNVMissense_Mutationc.688N>Ap.Glu230Lysp.E230KQ9H1Y0protein_codingtolerated(0.24)benign(0.005)TCGA-AA-A017-01Colorectumcolon adenocarcinomaFemale<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
9474ATG5CLINICALLY ACTIONABLE, TRANSPORTER, ENZYMEadalimumabADALIMUMAB27096233
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