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: AGBL4

Gene summary for AGBL4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AGBL4

Gene ID

84871

Gene nameAGBL carboxypeptidase 4
Gene AliasCCP6
Cytomap1p33
Gene Typeprotein-coding
GO ID

GO:0001701

UniProtAcc

Q5VU57


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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
84871AGBL4HTA11_1938_2000001011HumanColorectumAD1.41e-136.81e-01-0.0811
84871AGBL4HTA11_78_2000001011HumanColorectumAD4.03e-147.22e-01-0.1088
84871AGBL4HTA11_83_2000001011HumanColorectumSER2.82e-043.73e-01-0.1526
84871AGBL4HTA11_696_2000001011HumanColorectumAD3.86e-031.18e-01-0.1464
84871AGBL4HTA11_1391_2000001011HumanColorectumAD7.52e-033.20e-01-0.059
84871AGBL4HTA11_7696_3000711011HumanColorectumAD2.85e-051.17e-010.0674
84871AGBL4HTA11_6818_2000001021HumanColorectumAD1.34e-096.80e-010.0588
84871AGBL4HTA11_99999970781_79442HumanColorectumMSS4.36e-185.60e-010.294
84871AGBL4HTA11_99999965062_69753HumanColorectumMSI-H5.41e-051.25e+000.3487
84871AGBL4HTA11_99999965104_69814HumanColorectumMSS1.12e-033.70e-010.281
84871AGBL4F007HumanColorectumFAP2.41e-034.86e-010.1176
84871AGBL4A001-C-207HumanColorectumFAP1.30e-331.11e+000.1278
84871AGBL4A015-C-204HumanColorectumFAP1.81e-127.12e-01-0.0228
84871AGBL4A002-C-203HumanColorectumFAP4.14e-064.16e-010.2786
84871AGBL4A001-C-108HumanColorectumFAP7.38e-371.05e+00-0.0272
84871AGBL4A001-C-104HumanColorectumFAP2.15e-351.03e+000.0184
84871AGBL4A015-C-006HumanColorectumFAP2.44e-116.92e-01-0.0994
84871AGBL4A015-C-106HumanColorectumFAP4.77e-033.43e-01-0.0511
84871AGBL4A001-C-014HumanColorectumFAP1.69e-147.48e-010.0135
84871AGBL4A015-C-002HumanColorectumFAP7.16e-127.64e-01-0.0763
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:1903362ColorectumADregulation of cellular protein catabolic process109/3918255/187232.14e-156.08e-13109
GO:0031331ColorectumADpositive regulation of cellular catabolic process156/3918427/187234.68e-141.05e-11156
GO:1903050ColorectumADregulation of proteolysis involved in cellular protein catabolic process92/3918221/187232.04e-123.19e-1092
GO:0045732ColorectumADpositive regulation of protein catabolic process92/3918231/187233.85e-114.47e-0992
GO:0045862ColorectumADpositive regulation of proteolysis129/3918372/187234.04e-103.46e-08129
GO:2000058ColorectumADregulation of ubiquitin-dependent protein catabolic process68/3918164/187231.82e-091.31e-0768
GO:0051656ColorectumADestablishment of organelle localization131/3918390/187233.00e-092.06e-07131
GO:1903364ColorectumADpositive regulation of cellular protein catabolic process62/3918155/187234.66e-082.51e-0662
GO:1903052ColorectumADpositive regulation of proteolysis involved in cellular protein catabolic process53/3918133/187234.93e-071.85e-0553
GO:2000060ColorectumADpositive regulation of ubiquitin-dependent protein catabolic process44/3918107/187231.65e-065.03e-0544
GO:0001701ColorectumADin utero embryonic development110/3918367/187232.36e-054.62e-04110
GO:0030705ColorectumADcytoskeleton-dependent intracellular transport60/3918195/187237.56e-047.59e-0360
GO:0072384ColorectumADorganelle transport along microtubule28/391885/187236.55e-034.07e-0228
GO:00421761ColorectumSERregulation of protein catabolic process126/2897391/187235.33e-172.52e-14126
GO:19033621ColorectumSERregulation of cellular protein catabolic process91/2897255/187231.22e-155.36e-1391
GO:19030501ColorectumSERregulation of proteolysis involved in cellular protein catabolic process77/2897221/187237.85e-132.00e-1077
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
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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
AGBL4SNVMissense_Mutationnovelc.916N>Ap.Val306Metp.V306MQ5VU57protein_codingdeleterious(0.01)possibly_damaging(0.626)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
AGBL4SNVMissense_Mutationnovelc.731N>Cp.Ile244Thrp.I244TQ5VU57protein_codingdeleterious(0.05)probably_damaging(0.978)TCGA-OL-A5DA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AGBL4SNVMissense_Mutationnovelc.1132N>Cp.Val378Leup.V378LQ5VU57protein_codingtolerated(0.42)benign(0.079)TCGA-PE-A5DC-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
AGBL4insertionFrame_Shift_Insnovelc.698_699insCCTGGTTCTCTGGCCTCAGCCTCATACACTCAGCCCCACACAGCTGp.Glu233AspfsTer28p.E233Dfs*28Q5VU57protein_codingTCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
AGBL4insertionFrame_Shift_Insnovelc.513_514insTTTAAAACATATATAATTAAGGATAGAATGAGTTTTTTAAGAAGTTp.Thr172PhefsTer23p.T172Ffs*23Q5VU57protein_codingTCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
AGBL4SNVMissense_Mutationnovelc.1418A>Gp.His473Argp.H473RQ5VU57protein_codingtolerated_low_confidence(1)benign(0.029)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AGBL4SNVMissense_Mutationc.475G>Tp.Asp159Tyrp.D159YQ5VU57protein_codingdeleterious(0)probably_damaging(0.947)TCGA-EA-A44S-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinSD
AGBL4SNVMissense_Mutationrs748307842c.868C>Tp.Arg290Cysp.R290CQ5VU57protein_codingdeleterious(0)probably_damaging(1)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AGBL4SNVMissense_Mutationc.1150C>Tp.Arg384Cysp.R384CQ5VU57protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AGBL4SNVMissense_Mutationnovelc.1403N>Tp.Ser468Phep.S468FQ5VU57protein_codingtolerated_low_confidence(0.1)benign(0.058)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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
84871AGBL4PROTEASE, DRUGGABLE GENOMEustekinumabUSTEKINUMAB27977334
84871AGBL4PROTEASE, DRUGGABLE GENOMErifampinRIFAMPIN
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