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: ATG101

Gene summary for ATG101

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATG101

Gene ID

60673

Gene nameautophagy related 101
Gene AliasC12orf44
Cytomap12q13.13
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

A0A024R128


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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
60673ATG101LZE4THumanEsophagusESCC7.29e-101.75e-010.0811
60673ATG101LZE7THumanEsophagusESCC1.26e-058.59e-010.0667
60673ATG101LZE8THumanEsophagusESCC1.65e-053.91e-010.067
60673ATG101LZE20THumanEsophagusESCC1.03e-092.35e-010.0662
60673ATG101LZE22THumanEsophagusESCC2.72e-022.86e-010.068
60673ATG101LZE24THumanEsophagusESCC4.48e-177.43e-010.0596
60673ATG101LZE6THumanEsophagusESCC1.83e-081.78e-010.0845
60673ATG101P1T-EHumanEsophagusESCC4.78e-055.27e-010.0875
60673ATG101P2T-EHumanEsophagusESCC9.64e-388.60e-010.1177
60673ATG101P4T-EHumanEsophagusESCC4.44e-164.91e-010.1323
60673ATG101P5T-EHumanEsophagusESCC1.77e-144.17e-010.1327
60673ATG101P8T-EHumanEsophagusESCC2.86e-306.02e-010.0889
60673ATG101P9T-EHumanEsophagusESCC3.43e-123.56e-010.1131
60673ATG101P10T-EHumanEsophagusESCC5.22e-152.71e-010.116
60673ATG101P11T-EHumanEsophagusESCC1.41e-128.08e-010.1426
60673ATG101P12T-EHumanEsophagusESCC1.31e-156.08e-010.1122
60673ATG101P15T-EHumanEsophagusESCC2.47e-216.75e-010.1149
60673ATG101P16T-EHumanEsophagusESCC1.82e-308.56e-010.1153
60673ATG101P17T-EHumanEsophagusESCC3.25e-116.15e-010.1278
60673ATG101P20T-EHumanEsophagusESCC1.08e-247.56e-010.1124
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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
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
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:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:190503712EsophagusESCCautophagosome organization73/8552103/187231.88e-072.93e-0673
GO:000004513EsophagusESCCautophagosome assembly69/855299/187231.10e-061.38e-0569
GO:001623611LiverCirrhoticmacroautophagy129/4634291/187231.75e-131.41e-11129
GO:00070332LiverCirrhoticvacuole organization80/4634180/187235.73e-092.25e-0780
GO:0000045LiverCirrhoticautophagosome assembly43/463499/187233.56e-054.32e-0443
GO:1905037LiverCirrhoticautophagosome organization44/4634103/187234.74e-055.50e-0444
GO:001623621LiverHCCmacroautophagy204/7958291/187238.66e-221.41e-19204
GO:000703311LiverHCCvacuole organization119/7958180/187231.22e-104.25e-09119
GO:19050371LiverHCCautophagosome organization70/7958103/187231.52e-072.82e-0670
GO:00000451LiverHCCautophagosome assembly67/795899/187233.56e-076.07e-0667
GO:001623610Oral cavityOSCCmacroautophagy192/7305291/187237.01e-211.14e-18192
GO:00070335Oral cavityOSCCvacuole organization115/7305180/187231.11e-114.00e-10115
GO:19050374Oral cavityOSCCautophagosome organization63/7305103/187234.30e-064.98e-0563
GO:00000454Oral cavityOSCCautophagosome assembly60/730599/187231.09e-051.14e-0460
GO:001623615Oral cavityLPmacroautophagy135/4623291/187234.71e-166.70e-14135
GO:000703313Oral cavityLPvacuole organization79/4623180/187231.26e-084.74e-0779
GO:190503711Oral cavityLPautophagosome organization47/4623103/187232.88e-066.28e-0547
GO:000004512Oral cavityLPautophagosome assembly44/462399/187231.36e-052.40e-0444
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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
hsa0421114EsophagusESCCLongevity regulating pathway58/420589/84652.19e-036.16e-033.16e-0358
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
hsa0421115EsophagusESCCLongevity regulating pathway58/420589/84652.19e-036.16e-033.16e-0358
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
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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
ATG101SNVMissense_Mutationrs747788994c.50N>Gp.Val17Glyp.V17GQ9BSB4protein_codingdeleterious(0)possibly_damaging(0.897)TCGA-AO-A0J8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ATG101SNVMissense_Mutationc.573N>Tp.Lys191Asnp.K191NQ9BSB4protein_codingdeleterious(0)benign(0.254)TCGA-E2-A14P-01Breastbreast invasive carcinomaFemale>=65III/IVTargeted Molecular therapytrastuzumabSD
ATG101insertionFrame_Shift_Insnovelc.300_301insACCTTGGTTTGTCAGTp.Glu101ThrfsTer6p.E101Tfs*6Q9BSB4protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATG101insertionIn_Frame_Insnovelc.521_522insACCTTACTTCTCTAAp.Val174_Asp175insProTyrPheSerLysp.V174_D175insPYFSKQ9BSB4protein_codingTCGA-AN-A0FT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATG101insertionIn_Frame_Insnovelc.522_523insCCTCATCGTGCCTTGGTGAAAGCTp.Val174_Asp175insProHisArgAlaLeuValLysAlap.V174_D175insPHRALVKAQ9BSB4protein_codingTCGA-AN-A0FT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATG101SNVMissense_Mutationc.521N>Cp.Val174Alap.V174AQ9BSB4protein_codingtolerated(0.1)benign(0.425)TCGA-C5-A7CH-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificSD
ATG101SNVMissense_Mutationrs751591793c.11N>Ap.Arg4Hisp.R4HQ9BSB4protein_codingtolerated(0.05)benign(0.093)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATG101SNVMissense_Mutationnovelc.127N>Tp.Gly43Cysp.G43CQ9BSB4protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
ATG101SNVMissense_Mutationnovelc.519N>Tp.Glu173Aspp.E173DQ9BSB4protein_codingtolerated(0.47)benign(0.093)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATG101SNVMissense_Mutationc.230G>Ap.Arg77Hisp.R77HQ9BSB4protein_codingtolerated(0.07)benign(0.001)TCGA-AZ-4313-01Colorectumcolon 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
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