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: ATG13

Gene summary for ATG13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATG13

Gene ID

9776

Gene nameautophagy related 13
Gene AliasKIAA0652
Cytomap11p11.2
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

A8K0S6


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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
9776ATG13LZE4THumanEsophagusESCC1.98e-041.74e-010.0811
9776ATG13LZE7THumanEsophagusESCC3.98e-062.40e-010.0667
9776ATG13LZE8THumanEsophagusESCC4.26e-061.01e-010.067
9776ATG13LZE22THumanEsophagusESCC2.10e-031.74e-010.068
9776ATG13LZE24THumanEsophagusESCC1.46e-071.62e-010.0596
9776ATG13P1T-EHumanEsophagusESCC1.18e-062.88e-010.0875
9776ATG13P2T-EHumanEsophagusESCC7.61e-213.07e-010.1177
9776ATG13P4T-EHumanEsophagusESCC2.73e-091.39e-010.1323
9776ATG13P5T-EHumanEsophagusESCC3.89e-076.25e-020.1327
9776ATG13P8T-EHumanEsophagusESCC2.29e-162.53e-010.0889
9776ATG13P9T-EHumanEsophagusESCC2.50e-071.18e-010.1131
9776ATG13P10T-EHumanEsophagusESCC1.83e-081.85e-010.116
9776ATG13P11T-EHumanEsophagusESCC1.04e-105.08e-010.1426
9776ATG13P12T-EHumanEsophagusESCC1.75e-172.82e-010.1122
9776ATG13P15T-EHumanEsophagusESCC5.04e-213.57e-010.1149
9776ATG13P16T-EHumanEsophagusESCC6.28e-102.53e-010.1153
9776ATG13P17T-EHumanEsophagusESCC9.91e-072.96e-010.1278
9776ATG13P20T-EHumanEsophagusESCC3.41e-183.66e-010.1124
9776ATG13P21T-EHumanEsophagusESCC8.47e-183.58e-010.1617
9776ATG13P22T-EHumanEsophagusESCC1.02e-163.33e-010.1236
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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
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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0006839110EsophagusESCCmitochondrial transport187/8552254/187238.35e-209.81e-18187
GO:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:0033157110EsophagusESCCregulation of intracellular protein transport169/8552229/187233.31e-183.23e-16169
GO:0032388110EsophagusESCCpositive regulation of intracellular transport152/8552202/187237.89e-187.36e-16152
GO:1904951111EsophagusESCCpositive regulation of establishment of protein localization216/8552319/187231.01e-156.86e-14216
GO:0072655110EsophagusESCCestablishment of protein localization to mitochondrion97/8552120/187232.17e-151.33e-1397
GO:009031617EsophagusESCCpositive regulation of intracellular protein transport122/8552160/187232.45e-151.49e-13122
GO:0070585110EsophagusESCCprotein localization to mitochondrion100/8552125/187232.96e-151.77e-13100
GO:0051222111EsophagusESCCpositive regulation of protein transport204/8552303/187231.56e-148.38e-13204
GO:0006626110EsophagusESCCprotein targeting to mitochondrion81/8552100/187233.60e-131.67e-1181
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
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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
hsa0501622LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0501022LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
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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
ATG13SNVMissense_Mutationc.1357G>Cp.Glu453Glnp.E453QO75143protein_codingtolerated(0.52)benign(0.037)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
ATG13SNVMissense_Mutationc.893N>Tp.Ser298Leup.S298LO75143protein_codingtolerated_low_confidence(0.2)benign(0.01)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ATG13SNVMissense_Mutationnovelc.1118C>Tp.Ala373Valp.A373VO75143protein_codingtolerated_low_confidence(0.37)benign(0.015)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATG13SNVMissense_Mutationnovelc.641N>Gp.His214Argp.H214RO75143protein_codingdeleterious(0)possibly_damaging(0.818)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ATG13SNVMissense_Mutationc.1646T>Cp.Leu549Prop.L549PO75143protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
ATG13SNVMissense_Mutationrs759630324c.514N>Tp.Arg172Cysp.R172CO75143protein_codingdeleterious(0.02)benign(0.097)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ATG13SNVMissense_Mutationc.1226C>Gp.Ala409Glyp.A409GO75143protein_codingdeleterious(0)probably_damaging(0.96)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ATG13SNVMissense_Mutationnovelc.1608N>Tp.Glu536Aspp.E536DO75143protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ATG13SNVMissense_Mutationc.515N>Ap.Arg172Hisp.R172HO75143protein_codingdeleterious(0.02)probably_damaging(0.964)TCGA-EI-7004-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapyxelodaSD
ATG13SNVMissense_Mutationrs763642397c.1478N>Tp.Pro493Leup.P493LO75143protein_codingdeleterious(0)probably_damaging(0.999)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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