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: CPB2

Gene summary for CPB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CPB2

Gene ID

1361

Gene namecarboxypeptidase B2
Gene AliasCPU
Cytomap13q14.13
Gene Typeprotein-coding
GO ID

GO:0001678

UniProtAcc

A0A087WSY5


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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
1361CPB2NAFLD1HumanLiverNAFLD1.08e-048.12e-01-0.04
1361CPB2S42HumanLiverHCC1.77e-02-6.20e-01-0.0103
1361CPB2S43HumanLiverCirrhotic1.22e-32-3.61e-01-0.0187
1361CPB2HCC1_MengHumanLiverHCC9.11e-81-3.13e-010.0246
1361CPB2HCC2_MengHumanLiverHCC8.90e-40-8.61e-010.0107
1361CPB2cirrhotic1HumanLiverCirrhotic1.46e-07-7.49e-020.0202
1361CPB2cirrhotic2HumanLiverCirrhotic4.30e-091.31e-010.0201
1361CPB2cirrhotic3HumanLiverCirrhotic2.33e-10-5.23e-010.0215
1361CPB2HCC1HumanLiverHCC2.34e-125.74e+000.5336
1361CPB2HCC2HumanLiverHCC6.23e-204.10e+000.5341
1361CPB2HCC5HumanLiverHCC7.42e-121.23e+000.4932
1361CPB2Pt13.aHumanLiverHCC1.25e-02-1.83e-010.021
1361CPB2Pt13.bHumanLiverHCC4.42e-27-3.44e-010.0251
1361CPB2Pt13.cHumanLiverHCC1.53e-06-6.12e-010.0076
1361CPB2Pt14.aHumanLiverHCC4.37e-02-1.26e-010.0169
1361CPB2Pt14.bHumanLiverHCC2.82e-04-2.26e-010.018
1361CPB2Pt14.dHumanLiverHCC2.12e-06-3.72e-010.0143
1361CPB2S014HumanLiverHCC1.86e-101.17e+000.2254
1361CPB2S015HumanLiverHCC7.99e-101.38e+000.2375
1361CPB2S016HumanLiverHCC1.08e-131.46e+000.2243
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:007132612LiverHCCcellular response to monosaccharide stimulus85/7958154/187239.78e-045.68e-0385
GO:005087822LiverHCCregulation of body fluid levels191/7958379/187231.06e-036.11e-03191
GO:190303621LiverHCCpositive regulation of response to wounding44/795872/187231.10e-036.32e-0344
GO:007132212LiverHCCcellular response to carbohydrate stimulus89/7958163/187231.19e-036.62e-0389
GO:00508192LiverHCCnegative regulation of coagulation34/795853/187231.20e-036.68e-0334
GO:00508202LiverHCCpositive regulation of coagulation18/795824/187231.27e-036.92e-0318
GO:00725762LiverHCCliver morphogenesis17/795823/187232.28e-031.13e-0217
GO:00107552LiverHCCregulation of plasminogen activation11/795813/187232.38e-031.16e-0211
GO:00725742LiverHCChepatocyte proliferation16/795822/187234.03e-031.76e-0216
GO:00725752LiverHCCepithelial cell proliferation involved in liver morphogenesis16/795822/187234.03e-031.76e-0216
GO:00519172LiverHCCregulation of fibrinolysis11/795814/187236.81e-032.73e-0211
GO:19033171LiverHCCregulation of protein maturation39/795867/187236.84e-032.74e-0239
GO:00427302LiverHCCfibrinolysis17/795825/187238.94e-033.45e-0217
GO:00706131LiverHCCregulation of protein processing37/795865/187231.33e-024.77e-0237
GO:004206013LungAISwound healing71/1849422/187235.32e-062.52e-0471
GO:000974313LungAISresponse to carbohydrate45/1849253/187237.09e-051.88e-0345
GO:003428413LungAISresponse to monosaccharide39/1849225/187233.59e-046.39e-0339
GO:004586113LungAISnegative regulation of proteolysis55/1849351/187233.87e-046.72e-0355
GO:00508788LungAISregulation of body fluid levels57/1849379/187238.60e-041.17e-0257
GO:004873213LungAISgland development63/1849436/187231.34e-031.66e-0263
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04610LiverNAFLDComplement and coagulation cascades35/104386/84652.48e-112.04e-091.64e-0935
hsa046101LiverNAFLDComplement and coagulation cascades35/104386/84652.48e-112.04e-091.64e-0935
hsa046102LiverCirrhoticComplement and coagulation cascades48/253086/84654.41e-075.44e-063.35e-0648
hsa046103LiverCirrhoticComplement and coagulation cascades48/253086/84654.41e-075.44e-063.35e-0648
hsa046104LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
hsa046105LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
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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
CPB2SNVMissense_Mutationrs368766293c.157N>Tp.Leu53Phep.L53FQ96IY4protein_codingtolerated(0.95)probably_damaging(1)TCGA-A7-A13E-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapybevacizumabPD
CPB2SNVMissense_Mutationc.1096C>Gp.Pro366Alap.P366AQ96IY4protein_codingtolerated(0.76)probably_damaging(0.968)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
CPB2SNVMissense_Mutationc.192N>Cp.Lys64Asnp.K64NQ96IY4protein_codingtolerated(0.37)probably_damaging(0.956)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPB2SNVMissense_Mutationnovelc.731T>Gp.Phe244Cysp.F244CQ96IY4protein_codingtolerated(0.19)possibly_damaging(0.523)TCGA-C5-A1MN-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
CPB2SNVMissense_Mutationnovelc.1192G>Ap.Glu398Lysp.E398KQ96IY4protein_codingtolerated(0.07)benign(0.005)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
CPB2SNVMissense_Mutationrs199530853c.232G>Ap.Asp78Asnp.D78NQ96IY4protein_codingtolerated(0.69)benign(0.003)TCGA-DR-A0ZL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CPB2SNVMissense_Mutationc.1067N>Ap.Gly356Aspp.G356DQ96IY4protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CPB2SNVMissense_Mutationrs770303867c.325N>Ap.Asp109Asnp.D109NQ96IY4protein_codingtolerated(0.14)benign(0.042)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CPB2SNVMissense_Mutationc.1067G>Ap.Gly356Aspp.G356DQ96IY4protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CPB2SNVMissense_Mutationnovelc.491N>Tp.Ser164Phep.S164FQ96IY4protein_codingtolerated(0.06)probably_damaging(0.997)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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
1361CPB2DRUGGABLE GENOME, ENZYME, PROTEASEUK-396082UK-396,082
1361CPB2DRUGGABLE GENOME, ENZYME, PROTEASEinhibitor252166824
1361CPB2DRUGGABLE GENOME, ENZYME, PROTEASEDS-1040
1361CPB2DRUGGABLE GENOME, ENZYME, PROTEASESAR-126119
1361CPB2DRUGGABLE GENOME, ENZYME, PROTEASEinhibitor252166875
1361CPB2DRUGGABLE GENOME, ENZYME, PROTEASEinhibitor252166857
1361CPB2DRUGGABLE GENOME, ENZYME, PROTEASEinhibitor252166856
1361CPB2DRUGGABLE GENOME, ENZYME, PROTEASEC5A14525995
1361CPB2DRUGGABLE GENOME, ENZYME, PROTEASESAR-104772
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