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: ATG4D

Gene summary for ATG4D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATG4D

Gene ID

84971

Gene nameautophagy related 4D cysteine peptidase
Gene AliasAPG4-D
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

B4DGM8


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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
84971ATG4DLZE20THumanEsophagusESCC4.60e-031.60e-010.0662
84971ATG4DLZE22THumanEsophagusESCC2.39e-045.01e-010.068
84971ATG4DLZE24THumanEsophagusESCC1.52e-164.47e-010.0596
84971ATG4DLZE21THumanEsophagusESCC7.50e-053.07e-010.0655
84971ATG4DP1T-EHumanEsophagusESCC3.30e-136.33e-010.0875
84971ATG4DP2T-EHumanEsophagusESCC9.88e-223.25e-010.1177
84971ATG4DP4T-EHumanEsophagusESCC1.44e-235.83e-010.1323
84971ATG4DP5T-EHumanEsophagusESCC3.08e-214.06e-010.1327
84971ATG4DP8T-EHumanEsophagusESCC1.95e-214.22e-010.0889
84971ATG4DP9T-EHumanEsophagusESCC8.82e-235.85e-010.1131
84971ATG4DP10T-EHumanEsophagusESCC2.90e-345.98e-010.116
84971ATG4DP11T-EHumanEsophagusESCC5.00e-083.78e-010.1426
84971ATG4DP12T-EHumanEsophagusESCC3.10e-245.72e-010.1122
84971ATG4DP15T-EHumanEsophagusESCC1.55e-316.65e-010.1149
84971ATG4DP16T-EHumanEsophagusESCC2.28e-153.01e-010.1153
84971ATG4DP17T-EHumanEsophagusESCC1.08e-063.50e-010.1278
84971ATG4DP19T-EHumanEsophagusESCC6.41e-032.13e-010.1662
84971ATG4DP20T-EHumanEsophagusESCC1.45e-215.48e-010.1124
84971ATG4DP21T-EHumanEsophagusESCC2.55e-254.35e-010.1617
84971ATG4DP22T-EHumanEsophagusESCC2.18e-243.31e-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
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
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
ATG4DSNVMissense_Mutationrs765478983c.1357N>Tp.Arg453Trpp.R453WQ86TL0protein_codingtolerated(0.08)possibly_damaging(0.719)TCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
ATG4DSNVMissense_Mutationc.417N>Ap.Asp139Glup.D139EQ86TL0protein_codingdeleterious(0)probably_damaging(0.972)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ATG4DSNVMissense_Mutationc.1218G>Cp.Glu406Aspp.E406DQ86TL0protein_codingtolerated(0.11)possibly_damaging(0.449)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATG4DSNVMissense_Mutationnovelc.902T>Gp.Val301Glyp.V301GQ86TL0protein_codingdeleterious(0)possibly_damaging(0.77)TCGA-C8-A1HJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATG4DSNVMissense_Mutationc.875N>Tp.Asp292Valp.D292VQ86TL0protein_codingtolerated(0.12)benign(0.115)TCGA-D8-A1XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamide+tamoxifenSD
ATG4DSNVMissense_Mutationrs775975025c.1342N>Ap.Ala448Thrp.A448TQ86TL0protein_codingtolerated(0.56)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATG4DSNVMissense_Mutationc.413C>Tp.Ser138Leup.S138LQ86TL0protein_codingdeleterious(0.03)benign(0.103)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATG4DSNVMissense_Mutationc.1122N>Tp.Glu374Aspp.E374DQ86TL0protein_codingdeleterious(0.04)benign(0.261)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATG4DSNVMissense_Mutationc.1262N>Ap.Ala421Aspp.A421DQ86TL0protein_codingtolerated(0.12)benign(0.03)TCGA-AA-3664-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATG4DSNVMissense_Mutationc.359N>Gp.Leu120Argp.L120RQ86TL0protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
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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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