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:00190791ColorectumSERviral genome replication37/2897131/187231.36e-042.72e-0337
GO:20003771ColorectumSERregulation of reactive oxygen species metabolic process41/2897157/187233.86e-045.86e-0341
GO:00198831ColorectumSERantigen processing and presentation of endogenous antigen11/289726/187239.60e-041.15e-0211
GO:0051051ColorectumSERnegative regulation of transport98/2897470/187231.01e-031.19e-0298
GO:00508781ColorectumSERregulation of body fluid levels81/2897379/187231.28e-031.43e-0281
GO:00425941ColorectumSERresponse to starvation47/2897197/187231.31e-031.45e-0247
GO:00714961ColorectumSERcellular response to external stimulus70/2897320/187231.40e-031.53e-0270
GO:00075891ColorectumSERbody fluid secretion26/289793/187231.49e-031.60e-0226
GO:1901984ColorectumSERnegative regulation of protein acetylation10/289724/187231.88e-031.90e-0210
GO:00092671ColorectumSERcellular response to starvation38/2897156/187232.45e-032.32e-0238
GO:0019882ColorectumSERantigen processing and presentation28/2897106/187232.52e-032.34e-0228
GO:00310561ColorectumSERregulation of histone modification37/2897152/187232.80e-032.50e-0237
GO:0032941ColorectumSERsecretion by tissue13/289738/187233.40e-032.90e-0213
GO:01200321ColorectumSERregulation of plasma membrane bounded cell projection assembly43/2897186/187233.82e-033.16e-0243
GO:00316681ColorectumSERcellular response to extracellular stimulus54/2897246/187234.26e-033.45e-0254
GO:0060491ColorectumSERregulation of cell projection assembly43/2897188/187234.68e-033.70e-0243
GO:00316691ColorectumSERcellular response to nutrient levels48/2897215/187234.82e-033.78e-0248
GO:00510471ColorectumSERpositive regulation of secretion65/2897310/187235.71e-034.19e-0265
GO:2000757ColorectumSERnegative regulation of peptidyl-lysine acetylation8/289720/187237.14e-034.99e-028
GO:00516511ColorectumSERmaintenance of location in cell47/2897214/187237.20e-034.99e-0247
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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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