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: ATG3

Gene summary for ATG3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATG3

Gene ID

64422

Gene nameautophagy related 3
Gene AliasAPG3
Cytomap3q13.2
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q9NT62


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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
64422ATG3LZE2THumanEsophagusESCC7.09e-031.01e+000.082
64422ATG3LZE4THumanEsophagusESCC4.07e-176.28e-010.0811
64422ATG3LZE7THumanEsophagusESCC6.90e-074.84e-010.0667
64422ATG3LZE8THumanEsophagusESCC6.95e-031.81e-010.067
64422ATG3LZE20THumanEsophagusESCC4.52e-074.03e-010.0662
64422ATG3LZE24D1HumanEsophagusHGIN5.98e-035.51e-010.054
64422ATG3LZE24THumanEsophagusESCC2.08e-291.20e+000.0596
64422ATG3LZE22D3HumanEsophagusHGIN3.85e-034.37e-010.0653
64422ATG3LZE6THumanEsophagusESCC2.01e-028.14e-020.0845
64422ATG3P1T-EHumanEsophagusESCC1.16e-086.83e-010.0875
64422ATG3P2T-EHumanEsophagusESCC1.35e-335.17e-010.1177
64422ATG3P4T-EHumanEsophagusESCC7.37e-217.08e-010.1323
64422ATG3P5T-EHumanEsophagusESCC1.59e-368.43e-010.1327
64422ATG3P8T-EHumanEsophagusESCC8.01e-539.44e-010.0889
64422ATG3P9T-EHumanEsophagusESCC2.42e-238.11e-010.1131
64422ATG3P10T-EHumanEsophagusESCC1.22e-559.85e-010.116
64422ATG3P11T-EHumanEsophagusESCC5.03e-177.85e-010.1426
64422ATG3P12T-EHumanEsophagusESCC2.27e-243.88e-010.1122
64422ATG3P15T-EHumanEsophagusESCC5.04e-381.01e+000.1149
64422ATG3P16T-EHumanEsophagusESCC1.04e-439.33e-010.1153
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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
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:190503713ThyroidPTCautophagosome organization55/5968103/187234.75e-065.79e-0555
GO:190211516ThyroidPTCregulation of organelle assembly88/5968186/187237.41e-068.65e-0588
GO:00066126ThyroidPTCprotein targeting to membrane64/5968131/187233.67e-053.41e-0464
GO:00510518ThyroidPTCnegative regulation of transport176/5968470/187235.44e-032.49e-02176
GO:00448043ThyroidPTCautophagy of nucleus10/596816/187231.13e-024.49e-0210
GO:0050765ThyroidPTCnegative regulation of phagocytosis13/596823/187231.25e-024.88e-0213
GO:002241124ThyroidATCcellular component disassembly248/6293443/187231.34e-223.69e-20248
GO:000660533ThyroidATCprotein targeting180/6293314/187233.54e-184.39e-16180
GO:001623623ThyroidATCmacroautophagy169/6293291/187236.56e-187.69e-16169
GO:009015031ThyroidATCestablishment of protein localization to membrane150/6293260/187231.05e-157.96e-14150
GO:190300819ThyroidATCorganelle disassembly73/6293114/187232.81e-119.54e-1073
GO:000042223ThyroidATCautophagy of mitochondrion55/629381/187232.88e-108.17e-0955
GO:006172623ThyroidATCmitochondrion disassembly55/629381/187232.88e-108.17e-0955
GO:000703322ThyroidATCvacuole organization100/6293180/187231.07e-092.71e-08100
GO:012003223ThyroidATCregulation of plasma membrane bounded cell projection assembly95/6293186/187236.13e-078.49e-0695
GO:0060491111ThyroidATCregulation of cell projection assembly95/6293188/187231.14e-061.47e-0595
GO:000004522ThyroidATCautophagosome assembly56/629399/187232.22e-062.63e-0556
GO:0008637112ThyroidATCapoptotic mitochondrial changes59/6293107/187233.69e-064.10e-0559
GO:190503721ThyroidATCautophagosome organization57/6293103/187234.61e-065.03e-0557
GO:190211522ThyroidATCregulation of organelle assembly90/6293186/187232.00e-051.81e-0490
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516730EsophagusHGINKaposi sarcoma-associated herpesvirus infection51/1383194/84652.46e-042.69e-032.14e-0351
hsa05167114EsophagusHGINKaposi sarcoma-associated herpesvirus infection51/1383194/84652.46e-042.69e-032.14e-0351
hsa05167211EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa041362EsophagusESCCAutophagy - other23/420532/84658.99e-032.14e-021.09e-0223
hsa0516738EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0413611EsophagusESCCAutophagy - other23/420532/84658.99e-032.14e-021.09e-0223
hsa041406LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0516714LiverCirrhoticKaposi sarcoma-associated herpesvirus infection73/2530194/84651.17e-023.81e-022.35e-0273
hsa0414011LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0516715LiverCirrhoticKaposi sarcoma-associated herpesvirus infection73/2530194/84651.17e-023.81e-022.35e-0273
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0516721LiverHCCKaposi sarcoma-associated herpesvirus infection111/4020194/84653.78e-031.16e-026.45e-03111
hsa0414031LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0516731LiverHCCKaposi sarcoma-associated herpesvirus infection111/4020194/84653.78e-031.16e-026.45e-03111
hsa0516729Oral cavityOSCCKaposi sarcoma-associated herpesvirus infection125/3704194/84653.67e-093.84e-081.96e-08125
hsa041409Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa05167113Oral cavityOSCCKaposi sarcoma-associated herpesvirus infection125/3704194/84653.67e-093.84e-081.96e-08125
hsa0414014Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
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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
ATG3SNVMissense_Mutationc.601N>Ap.Asp201Asnp.D201NQ9NT62protein_codingdeleterious(0.04)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ATG3SNVMissense_Mutationc.559N>Cp.Asp187Hisp.D187HQ9NT62protein_codingdeleterious(0.02)possibly_damaging(0.726)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATG3SNVMissense_Mutationnovelc.433N>Ap.Glu145Lysp.E145KQ9NT62protein_codingtolerated(0.11)benign(0.029)TCGA-EA-A97N-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ATG3SNVMissense_Mutationc.419C>Tp.Ser140Leup.S140LQ9NT62protein_codingtolerated(0.21)benign(0.003)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATG3SNVMissense_Mutationnovelc.674N>Gp.Gln225Argp.Q225RQ9NT62protein_codingtolerated(0.43)benign(0.033)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ATG3SNVMissense_Mutationc.250C>Tp.Arg84Trpp.R84WQ9NT62protein_codingtolerated(0.05)benign(0.421)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ATG3SNVMissense_Mutationc.641N>Tp.Arg214Leup.R214LQ9NT62protein_codingdeleterious(0)probably_damaging(0.979)TCGA-CM-5341-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfluorouracilSD
ATG3SNVMissense_Mutationnovelc.535N>Tp.Val179Leup.V179LQ9NT62protein_codingtolerated(0.16)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ATG3SNVMissense_Mutationnovelc.363N>Cp.Glu121Aspp.E121DQ9NT62protein_codingtolerated(0.36)benign(0.042)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ATG3SNVMissense_Mutationnovelc.166N>Tp.Ala56Serp.A56SQ9NT62protein_codingtolerated(0.37)benign(0.07)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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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