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: AGBL5

Gene summary for AGBL5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AGBL5

Gene ID

60509

Gene nameAGBL carboxypeptidase 5
Gene AliasCCP5
Cytomap2p23.3
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q8NDL9


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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
60509AGBL5LZE4THumanEsophagusESCC4.46e-032.50e-010.0811
60509AGBL5LZE7THumanEsophagusESCC1.15e-053.88e-010.0667
60509AGBL5LZE8THumanEsophagusESCC1.78e-021.64e-010.067
60509AGBL5LZE22THumanEsophagusESCC4.70e-073.31e-010.068
60509AGBL5LZE24THumanEsophagusESCC1.84e-174.81e-010.0596
60509AGBL5P1T-EHumanEsophagusESCC1.54e-041.45e-010.0875
60509AGBL5P2T-EHumanEsophagusESCC1.21e-346.60e-010.1177
60509AGBL5P4T-EHumanEsophagusESCC1.73e-051.45e-010.1323
60509AGBL5P5T-EHumanEsophagusESCC1.20e-028.81e-020.1327
60509AGBL5P8T-EHumanEsophagusESCC3.67e-071.08e-010.0889
60509AGBL5P9T-EHumanEsophagusESCC1.42e-059.76e-020.1131
60509AGBL5P10T-EHumanEsophagusESCC2.34e-223.69e-010.116
60509AGBL5P11T-EHumanEsophagusESCC4.21e-083.44e-010.1426
60509AGBL5P12T-EHumanEsophagusESCC1.09e-161.87e-010.1122
60509AGBL5P15T-EHumanEsophagusESCC9.02e-153.57e-010.1149
60509AGBL5P16T-EHumanEsophagusESCC1.08e-254.53e-010.1153
60509AGBL5P17T-EHumanEsophagusESCC4.98e-031.96e-010.1278
60509AGBL5P20T-EHumanEsophagusESCC3.11e-093.16e-010.1124
60509AGBL5P21T-EHumanEsophagusESCC2.46e-183.40e-010.1617
60509AGBL5P22T-EHumanEsophagusESCC5.12e-255.47e-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
∗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:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:000961511LiverHCCresponse to virus210/7958367/187237.32e-091.86e-07210
GO:00516071LiverHCCdefense response to virus151/7958265/187231.27e-061.85e-05151
GO:01405461LiverHCCdefense response to symbiont151/7958265/187231.27e-061.85e-05151
GO:000961515Oral cavityOSCCresponse to virus215/7305367/187231.63e-149.41e-13215
GO:00516074Oral cavityOSCCdefense response to virus154/7305265/187231.96e-105.63e-09154
GO:01405464Oral cavityOSCCdefense response to symbiont154/7305265/187231.96e-105.63e-09154
GO:000961516Oral cavityLPresponse to virus143/4623367/187237.42e-103.52e-08143
GO:005160711Oral cavityLPdefense response to virus97/4623265/187239.31e-061.74e-0497
GO:014054611Oral cavityLPdefense response to symbiont97/4623265/187239.31e-061.74e-0497
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
AGBL5SNVMissense_Mutationnovelc.2403N>Tp.Met801Ilep.M801IQ8NDL9protein_codingtolerated_low_confidence(0.07)benign(0)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
AGBL5SNVMissense_Mutationc.49N>Cp.Gly17Argp.G17RQ8NDL9protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
AGBL5SNVMissense_Mutationnovelc.1631N>Tp.Pro544Leup.P544LQ8NDL9protein_codingtolerated(0.09)probably_damaging(0.991)TCGA-A2-A3XU-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexPD
AGBL5SNVMissense_Mutationc.610N>Tp.Arg204Cysp.R204CQ8NDL9protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AGBL5SNVMissense_Mutationnovelc.786N>Ap.Phe262Leup.F262LQ8NDL9protein_codingtolerated(0.27)probably_damaging(0.996)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AGBL5insertionFrame_Shift_Insrs747733044c.1259_1260insCp.Lys423GlnfsTer28p.K423Qfs*28Q8NDL9protein_codingTCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AGBL5insertionFrame_Shift_Insnovelc.664_665insAATCTATTCTAGGAAGCCACAAACTGGGGAACAAp.Pro222GlnfsTer20p.P222Qfs*20Q8NDL9protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AGBL5deletionFrame_Shift_Delrs754247845c.2553_2556delNNNNp.Ser853ThrfsTer27p.S853Tfs*27Q8NDL9protein_codingTCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
AGBL5insertionNonsense_Mutationnovelc.907_908insCCTCCTTAACCTAACCCTTGTTTTCCCCCAGCTCTCAGp.Arg303ProfsTer5p.R303Pfs*5Q8NDL9protein_codingTCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
AGBL5SNVMissense_Mutationrs747328031c.1628C>Tp.Pro543Leup.P543LQ8NDL9protein_codingtolerated(0.29)benign(0.145)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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