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:00610417LiverNAFLDregulation of wound healing39/1882134/187235.52e-101.28e-0739
GO:00420607LiverNAFLDwound healing84/1882422/187236.56e-101.37e-0784
GO:0042730LiverNAFLDfibrinolysis15/188225/187231.26e-092.30e-0715
GO:0030195LiverNAFLDnegative regulation of blood coagulation21/188249/187232.42e-094.05e-0721
GO:00094107LiverNAFLDresponse to xenobiotic stimulus88/1882462/187232.53e-094.11e-0788
GO:1900047LiverNAFLDnegative regulation of hemostasis21/188250/187233.78e-095.40e-0721
GO:0030193LiverNAFLDregulation of blood coagulation24/188266/187239.30e-091.26e-0624
GO:0050819LiverNAFLDnegative regulation of coagulation21/188253/187231.33e-081.69e-0621
GO:1900046LiverNAFLDregulation of hemostasis24/188268/187231.84e-082.09e-0624
GO:0061045LiverNAFLDnegative regulation of wound healing26/188278/187231.86e-082.09e-0626
GO:19030347LiverNAFLDregulation of response to wounding41/1882167/187234.70e-084.58e-0641
GO:0050818LiverNAFLDregulation of coagulation24/188271/187234.80e-084.60e-0624
GO:00610087LiverNAFLDhepaticobiliary system development38/1882150/187235.94e-085.42e-0638
GO:0051917LiverNAFLDregulation of fibrinolysis10/188214/187237.05e-086.34e-0610
GO:00075994LiverNAFLDhemostasis49/1882222/187239.23e-087.59e-0649
GO:00018897LiverNAFLDliver development37/1882147/187231.06e-078.12e-0637
GO:00075964LiverNAFLDblood coagulation48/1882217/187231.16e-078.81e-0648
GO:00508174LiverNAFLDcoagulation48/1882222/187232.40e-071.61e-0548
GO:00458617LiverNAFLDnegative regulation of proteolysis66/1882351/187234.02e-072.58e-0566
GO:00903035LiverNAFLDpositive regulation of wound healing20/188259/187235.91e-073.46e-0520
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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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