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: PRCP

Gene summary for PRCP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRCP

Gene ID

5547

Gene nameprolylcarboxypeptidase
Gene AliasHUMPCP
Cytomap11q14.1
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

B7Z7Q6


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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
5547PRCPLZE4THumanEsophagusESCC5.62e-051.20e-010.0811
5547PRCPLZE8THumanEsophagusESCC7.35e-063.10e-010.067
5547PRCPLZE20THumanEsophagusESCC5.66e-042.76e-010.0662
5547PRCPLZE24THumanEsophagusESCC2.62e-227.49e-010.0596
5547PRCPP2T-EHumanEsophagusESCC6.15e-284.70e-010.1177
5547PRCPP4T-EHumanEsophagusESCC2.26e-501.34e+000.1323
5547PRCPP8T-EHumanEsophagusESCC3.94e-113.03e-010.0889
5547PRCPP9T-EHumanEsophagusESCC1.42e-156.30e-010.1131
5547PRCPP10T-EHumanEsophagusESCC4.89e-305.51e-010.116
5547PRCPP11T-EHumanEsophagusESCC6.26e-261.05e+000.1426
5547PRCPP12T-EHumanEsophagusESCC3.77e-581.27e+000.1122
5547PRCPP15T-EHumanEsophagusESCC2.84e-132.88e-010.1149
5547PRCPP16T-EHumanEsophagusESCC5.68e-541.27e+000.1153
5547PRCPP17T-EHumanEsophagusESCC1.26e-085.34e-010.1278
5547PRCPP19T-EHumanEsophagusESCC9.14e-067.08e-010.1662
5547PRCPP20T-EHumanEsophagusESCC4.16e-144.57e-010.1124
5547PRCPP21T-EHumanEsophagusESCC4.15e-446.99e-010.1617
5547PRCPP22T-EHumanEsophagusESCC6.28e-293.89e-010.1236
5547PRCPP23T-EHumanEsophagusESCC5.64e-309.53e-010.108
5547PRCPP24T-EHumanEsophagusESCC4.61e-063.32e-010.1287
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:200037718EsophagusESCCregulation of reactive oxygen species metabolic process100/8552157/187233.87e-064.17e-05100
GO:007259318EsophagusESCCreactive oxygen species metabolic process137/8552239/187231.82e-041.16e-03137
GO:000166720EsophagusESCCameboidal-type cell migration250/8552475/187231.22e-035.97e-03250
GO:000975516EsophagusESCChormone-mediated signaling pathway106/8552190/187233.13e-031.30e-02106
GO:001063120EsophagusESCCepithelial cell migration187/8552357/187236.05e-032.23e-02187
GO:009013220EsophagusESCCepithelium migration188/8552360/187236.96e-032.54e-02188
GO:009013020EsophagusESCCtissue migration190/8552365/187237.91e-032.82e-02190
GO:004206012LiverCirrhoticwound healing155/4634422/187232.12e-087.56e-07155
GO:003052212LiverCirrhoticintracellular receptor signaling pathway105/4634265/187235.44e-081.69e-06105
GO:200037712LiverCirrhoticregulation of reactive oxygen species metabolic process67/4634157/187236.07e-071.32e-0567
GO:00725937LiverCirrhoticreactive oxygen species metabolic process92/4634239/187231.57e-063.03e-0592
GO:000975511LiverCirrhotichormone-mediated signaling pathway71/4634190/187237.09e-057.98e-0471
GO:00723761LiverCirrhoticprotein activation cascade9/463412/187233.59e-043.03e-039
GO:004259312LiverCirrhoticglucose homeostasis86/4634258/187231.12e-037.73e-0386
GO:003350012LiverCirrhoticcarbohydrate homeostasis86/4634259/187231.28e-038.61e-0386
GO:000166712LiverCirrhoticameboidal-type cell migration145/4634475/187232.23e-031.36e-02145
GO:00106327LiverCirrhoticregulation of epithelial cell migration93/4634292/187233.46e-031.92e-0293
GO:00106317LiverCirrhoticepithelial cell migration110/4634357/187235.14e-032.65e-02110
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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
PRCPSNVMissense_Mutationc.757N>Tp.His253Tyrp.H253YP42785protein_codingdeleterious(0.03)benign(0.001)TCGA-AR-A1AN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PRCPSNVMissense_Mutationc.1454N>Tp.Ala485Valp.A485VP42785protein_codingdeleterious(0.04)benign(0.14)TCGA-BH-A18H-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PRCPinsertionNonsense_Mutationnovelc.54_55insTAACCCTCTAGATCTCATTGp.Thr19Terp.T19*P42785protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRCPSNVMissense_Mutationrs771964202c.1538N>Tp.Ala513Valp.A513VP42785protein_codingtolerated(0.56)benign(0)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
PRCPSNVMissense_Mutationrs372175092c.1441N>Tp.Arg481Cysp.R481CP42785protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PRCPSNVMissense_Mutationrs756438952c.431G>Ap.Arg144Glnp.R144QP42785protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PRCPSNVMissense_Mutationnovelc.1106N>Gp.Glu369Glyp.E369GP42785protein_codingtolerated(0.12)benign(0.021)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PRCPinsertionFrame_Shift_Insnovelc.27_28insACp.Leu10ThrfsTer12p.L10Tfs*12P42785protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PRCPSNVMissense_Mutationrs765570331c.854N>Ap.Cys285Tyrp.C285YP42785protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0VQ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
PRCPSNVMissense_Mutationnovelc.1300N>Ap.Gly434Serp.G434SP42785protein_codingdeleterious(0.03)probably_damaging(0.934)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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
5547PRCPENZYME, DRUGGABLE GENOME, PROTEASEPiperidinyl pyrazole derivative 3
5547PRCPENZYME, DRUGGABLE GENOME, PROTEASEbenazeprilBENAZEPRIL20079160
5547PRCPENZYME, DRUGGABLE GENOME, PROTEASEPiperidinyl triazole derivative 3
5547PRCPENZYME, DRUGGABLE GENOME, PROTEASEBenzodihydroisofuran derivative 2
5547PRCPENZYME, DRUGGABLE GENOME, PROTEASECyclohexane carboxamide derivative 3
5547PRCPENZYME, DRUGGABLE GENOME, PROTEASEBenzodihydroisofuran derivative 3
5547PRCPENZYME, DRUGGABLE GENOME, PROTEASEBenzodihydroisofuran derivative 4
5547PRCPENZYME, DRUGGABLE GENOME, PROTEASEBenzodihydroisofuran derivative 1
5547PRCPENZYME, DRUGGABLE GENOME, PROTEASEImidazole derivative 8
5547PRCPENZYME, DRUGGABLE GENOME, PROTEASEProline amide derivative 1
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