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: ATG4B

Gene summary for ATG4B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATG4B

Gene ID

23192

Gene nameautophagy related 4B cysteine peptidase
Gene AliasAPG4B
Cytomap2q37.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

B3KVU2


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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
23192ATG4BHTA11_1938_2000001011HumanColorectumAD2.59e-023.53e-01-0.0811
23192ATG4BHTA11_347_2000001011HumanColorectumAD7.29e-145.09e-01-0.1954
23192ATG4BHTA11_411_2000001011HumanColorectumSER4.88e-058.58e-01-0.2602
23192ATG4BHTA11_696_2000001011HumanColorectumAD3.84e-043.92e-01-0.1464
23192ATG4BHTA11_1391_2000001011HumanColorectumAD3.96e-065.08e-01-0.059
23192ATG4BHTA11_99999971662_82457HumanColorectumMSS2.01e-043.89e-010.3859
23192ATG4BA015-C-203HumanColorectumFAP7.47e-06-3.08e-02-0.1294
23192ATG4BA001-C-108HumanColorectumFAP6.76e-07-1.66e-01-0.0272
23192ATG4BA002-C-205HumanColorectumFAP1.28e-05-2.12e-01-0.1236
23192ATG4BA015-C-006HumanColorectumFAP7.42e-03-7.88e-02-0.0994
23192ATG4BA002-C-114HumanColorectumFAP1.41e-04-1.43e-01-0.1561
23192ATG4BA015-C-104HumanColorectumFAP1.73e-06-1.26e-01-0.1899
23192ATG4BA002-C-016HumanColorectumFAP1.72e-03-1.90e-010.0521
23192ATG4BA002-C-116HumanColorectumFAP1.48e-06-2.30e-01-0.0452
23192ATG4BA014-C-008HumanColorectumFAP7.52e-03-1.87e-01-0.191
23192ATG4BA018-E-020HumanColorectumFAP5.44e-05-1.75e-01-0.2034
23192ATG4BF034HumanColorectumFAP3.89e-02-1.57e-01-0.0665
23192ATG4BLZE4THumanEsophagusESCC3.25e-102.95e-010.0811
23192ATG4BLZE7THumanEsophagusESCC1.60e-083.74e-010.0667
23192ATG4BLZE8THumanEsophagusESCC5.95e-102.64e-010.067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:0045732ColorectumADpositive regulation of protein catabolic process92/3918231/187233.85e-114.47e-0992
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:00421761ColorectumSERregulation of protein catabolic process126/2897391/187235.33e-172.52e-14126
GO:00457321ColorectumSERpositive regulation of protein catabolic process77/2897231/187239.91e-121.90e-0977
GO:00098961ColorectumSERpositive regulation of catabolic process132/2897492/187234.16e-116.72e-09132
GO:00162361ColorectumSERmacroautophagy79/2897291/187231.97e-071.10e-0579
GO:00421762ColorectumMSSregulation of protein catabolic process145/3467391/187232.03e-181.17e-15145
GO:00098962ColorectumMSSpositive regulation of catabolic process163/3467492/187233.10e-159.22e-13163
GO:00457322ColorectumMSSpositive regulation of protein catabolic process85/3467231/187233.66e-114.57e-0985
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
GO:00098964ColorectumFAPpositive regulation of catabolic process126/2622492/187233.76e-122.56e-09126
GO:00421764ColorectumFAPregulation of protein catabolic process106/2622391/187235.00e-123.06e-09106
GO:00457324ColorectumFAPpositive regulation of protein catabolic process61/2622231/187234.38e-072.35e-0561
GO:00162363ColorectumFAPmacroautophagy70/2622291/187232.73e-061.02e-0470
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04140ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa041401ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa041402ColorectumSERAutophagy - animal39/1580141/84655.43e-033.28e-022.38e-0239
hsa041403ColorectumSERAutophagy - animal39/1580141/84655.43e-033.28e-022.38e-0239
hsa041404ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa041405ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa041362EsophagusESCCAutophagy - other23/420532/84658.99e-032.14e-021.09e-0223
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0413611EsophagusESCCAutophagy - other23/420532/84658.99e-032.14e-021.09e-0223
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0414031LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa041409Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa0414014Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa0414024Oral cavityLPAutophagy - animal55/2418141/84654.54e-031.87e-021.20e-0255
hsa04136Oral cavityLPAutophagy - other16/241832/84658.31e-033.08e-021.98e-0216
hsa0414034Oral cavityLPAutophagy - animal55/2418141/84654.54e-031.87e-021.20e-0255
hsa041361Oral cavityLPAutophagy - other16/241832/84658.31e-033.08e-021.98e-0216
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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
ATG4BSNVMissense_Mutationc.293N>Tp.Trp98Leup.W98LQ9Y4P1protein_codingdeleterious(0)possibly_damaging(0.644)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ATG4BSNVMissense_Mutationc.1112N>Tp.Ser371Phep.S371FQ9Y4P1protein_codingtolerated(0.25)benign(0.001)TCGA-D8-A1JN-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolumSD
ATG4BSNVMissense_Mutationrs745479816c.365A>Gp.Tyr122Cysp.Y122CQ9Y4P1protein_codingtolerated(0.18)benign(0.001)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ATG4BSNVMissense_Mutationc.97N>Cp.Tyr33Hisp.Y33HQ9Y4P1protein_codingtolerated(0.14)benign(0.178)TCGA-AZ-6608-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
ATG4BSNVMissense_Mutationrs771274919c.808N>Ap.Val270Ilep.V270IQ9Y4P1protein_codingtolerated(0.09)benign(0.149)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
ATG4BSNVMissense_Mutationc.966N>Ap.Phe322Leup.F322LQ9Y4P1protein_codingtolerated(0.12)benign(0.088)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ATG4BSNVMissense_Mutationnovelc.485N>Ap.Ser162Asnp.S162NQ9Y4P1protein_codingtolerated(0.36)benign(0.306)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ATG4BSNVMissense_Mutationnovelc.1136N>Tp.Arg379Ilep.R379IQ9Y4P1protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ATG4BSNVMissense_Mutationc.418G>Tp.Gly140Cysp.G140CQ9Y4P1protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ATG4BSNVMissense_Mutationc.349N>Ap.Asp117Asnp.D117NQ9Y4P1protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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
23192ATG4BENZYME, DRUGGABLE GENOME, PROTEASETOLFENAMIC ACIDTOLFENAMIC ACID
23192ATG4BENZYME, DRUGGABLE GENOME, PROTEASEDOXYCYCLINE HYCLATEDOXYCYCLINE HYCLATE
23192ATG4BENZYME, DRUGGABLE GENOME, PROTEASEGNF-PF-4085CHEMBL528181
23192ATG4BENZYME, DRUGGABLE GENOME, PROTEASESJ000196127CHEMBL605084
23192ATG4BENZYME, DRUGGABLE GENOME, PROTEASEALEXIDINE HYDROCHLORIDEALEXIDINE HYDROCHLORIDE
23192ATG4BENZYME, DRUGGABLE GENOME, PROTEASEGNF-PF-2272CHEMBL601757
23192ATG4BENZYME, DRUGGABLE GENOME, PROTEASENSC-95397CHEMBL429095
23192ATG4BENZYME, DRUGGABLE GENOME, PROTEASEBIFONAZOLEBIFONAZOLE
23192ATG4BENZYME, DRUGGABLE GENOME, PROTEASE9,10-PHENANTHRENEQUINONE9,10-PHENANTHRENEQUINONE
23192ATG4BENZYME, DRUGGABLE GENOME, PROTEASEFENTICLORFENTICLOR
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