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: ATG2A

Gene summary for ATG2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATG2A

Gene ID

23130

Gene nameautophagy related 2A
Gene AliasATG2A
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q2TAZ0


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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
23130ATG2ALZE4THumanEsophagusESCC6.36e-102.89e-010.0811
23130ATG2ALZE7THumanEsophagusESCC4.98e-103.93e-010.0667
23130ATG2ALZE8THumanEsophagusESCC2.40e-052.59e-010.067
23130ATG2ALZE20THumanEsophagusESCC1.23e-041.92e-010.0662
23130ATG2ALZE24THumanEsophagusESCC1.69e-143.41e-010.0596
23130ATG2AP1T-EHumanEsophagusESCC1.10e-104.88e-010.0875
23130ATG2AP2T-EHumanEsophagusESCC4.50e-152.11e-010.1177
23130ATG2AP4T-EHumanEsophagusESCC7.06e-062.42e-010.1323
23130ATG2AP5T-EHumanEsophagusESCC5.22e-071.25e-010.1327
23130ATG2AP8T-EHumanEsophagusESCC1.99e-153.46e-010.0889
23130ATG2AP9T-EHumanEsophagusESCC4.89e-091.45e-010.1131
23130ATG2AP10T-EHumanEsophagusESCC6.00e-061.21e-010.116
23130ATG2AP11T-EHumanEsophagusESCC1.22e-075.01e-010.1426
23130ATG2AP12T-EHumanEsophagusESCC2.49e-122.44e-010.1122
23130ATG2AP15T-EHumanEsophagusESCC1.61e-061.03e-010.1149
23130ATG2AP16T-EHumanEsophagusESCC1.14e-121.69e-010.1153
23130ATG2AP20T-EHumanEsophagusESCC6.67e-101.46e-010.1124
23130ATG2AP21T-EHumanEsophagusESCC1.16e-132.92e-010.1617
23130ATG2AP22T-EHumanEsophagusESCC1.13e-078.17e-020.1236
23130ATG2AP23T-EHumanEsophagusESCC4.30e-072.92e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:190300816EsophagusESCCorganelle disassembly89/8552114/187231.36e-125.80e-1189
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:000042217EsophagusESCCautophagy of mitochondrion63/855281/187233.41e-097.24e-0863
GO:006172617EsophagusESCCmitochondrion disassembly63/855281/187233.41e-097.24e-0863
GO:190503712EsophagusESCCautophagosome organization73/8552103/187231.88e-072.93e-0673
GO:000004513EsophagusESCCautophagosome assembly69/855299/187231.10e-061.38e-0569
GO:006191215EsophagusESCCselective autophagy47/855268/187237.81e-055.80e-0447
GO:00224117LiverCirrhoticcellular component disassembly182/4634443/187231.59e-141.54e-12182
GO:001623611LiverCirrhoticmacroautophagy129/4634291/187231.75e-131.41e-11129
GO:19030084LiverCirrhoticorganelle disassembly59/4634114/187234.82e-102.27e-0859
GO:00070332LiverCirrhoticvacuole organization80/4634180/187235.73e-092.25e-0780
GO:00004225LiverCirrhoticautophagy of mitochondrion43/463481/187234.02e-081.31e-0643
GO:00617265LiverCirrhoticmitochondrion disassembly43/463481/187234.02e-081.31e-0643
GO:0000045LiverCirrhoticautophagosome assembly43/463499/187233.56e-054.32e-0443
GO:1905037LiverCirrhoticautophagosome organization44/4634103/187234.74e-055.50e-0444
GO:00619124LiverCirrhoticselective autophagy30/463468/187233.72e-043.12e-0330
GO:001623621LiverHCCmacroautophagy204/7958291/187238.66e-221.41e-19204
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0501728EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa041362EsophagusESCCAutophagy - other23/420532/84658.99e-032.14e-021.09e-0223
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0501638EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501038EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0501736EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa0413611EsophagusESCCAutophagy - other23/420532/84658.99e-032.14e-021.09e-0223
hsa0501614LiverCirrhoticHuntington disease172/2530306/84651.65e-221.10e-206.77e-21172
hsa0501414LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
hsa0502214LiverCirrhoticPathways of neurodegeneration - multiple diseases217/2530476/84657.30e-142.03e-121.25e-12217
hsa0501014LiverCirrhoticAlzheimer disease180/2530384/84655.52e-131.36e-118.36e-12180
hsa0501710LiverCirrhoticSpinocerebellar ataxia66/2530143/84652.58e-052.15e-041.32e-0466
hsa041406LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
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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
ATG2ASNVMissense_Mutationnovelc.5632G>Ap.Glu1878Lysp.E1878KQ2TAZ0protein_codingdeleterious(0)probably_damaging(0.996)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
ATG2ASNVMissense_Mutationrs147085310c.5116G>Ap.Glu1706Lysp.E1706KQ2TAZ0protein_codingdeleterious(0)probably_damaging(0.986)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
ATG2ASNVMissense_Mutationnovelc.2403N>Gp.Phe801Leup.F801LQ2TAZ0protein_codingdeleterious(0)probably_damaging(0.956)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ATG2ASNVMissense_Mutationc.3017N>Gp.Leu1006Argp.L1006RQ2TAZ0protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A1-A0SK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ATG2ASNVMissense_Mutationc.4673N>Cp.Leu1558Prop.L1558PQ2TAZ0protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ATG2ASNVMissense_Mutationrs748773349c.2981G>Ap.Arg994Glnp.R994QQ2TAZ0protein_codingtolerated(0.8)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ATG2ASNVMissense_Mutationc.2847G>Tp.Lys949Asnp.K949NQ2TAZ0protein_codingtolerated(0.49)benign(0.015)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
ATG2ASNVMissense_Mutationnovelc.2563C>Ap.Pro855Thrp.P855TQ2TAZ0protein_codingtolerated(0.19)benign(0)TCGA-E2-A14V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ATG2AinsertionFrame_Shift_Insnovelc.5253_5254insGTTCTGTCCTp.His1752ValfsTer22p.H1752Vfs*22Q2TAZ0protein_codingTCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ATG2AinsertionFrame_Shift_Insnovelc.3825_3826insCCp.Ala1276ProfsTer63p.A1276Pfs*63Q2TAZ0protein_codingTCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
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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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