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: PRSS3

Gene summary for PRSS3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRSS3

Gene ID

5646

Gene nameserine protease 3
Gene AliasMTG
Cytomap9p13.3
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

P35030


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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
5646PRSS3HTA11_3410_2000001011HumanColorectumAD9.54e-06-4.10e-010.0155
5646PRSS3HTA11_2487_2000001011HumanColorectumSER1.27e-118.61e-01-0.1808
5646PRSS3HTA11_347_2000001011HumanColorectumAD2.74e-269.21e-01-0.1954
5646PRSS3HTA11_411_2000001011HumanColorectumSER2.92e-101.55e+00-0.2602
5646PRSS3HTA11_2112_2000001011HumanColorectumSER2.58e-101.26e+00-0.2196
5646PRSS3HTA11_83_2000001011HumanColorectumSER2.85e-034.75e-01-0.1526
5646PRSS3HTA11_696_2000001011HumanColorectumAD1.29e-024.66e-01-0.1464
5646PRSS3HTA11_1391_2000001011HumanColorectumAD1.64e-034.83e-01-0.059
5646PRSS3HTA11_2992_2000001011HumanColorectumSER2.71e-026.67e-01-0.1706
5646PRSS3HTA11_5212_2000001011HumanColorectumAD3.88e-025.34e-01-0.2061
5646PRSS3HTA11_99999965062_69753HumanColorectumMSI-H5.82e-078.92e-010.3487
5646PRSS3HTA11_99999965104_69814HumanColorectumMSS7.13e-034.10e-010.281
5646PRSS3A001-C-207HumanColorectumFAP4.04e-02-2.35e-010.1278
5646PRSS3A015-C-203HumanColorectumFAP3.76e-30-5.20e-01-0.1294
5646PRSS3A015-C-204HumanColorectumFAP4.03e-03-2.00e-01-0.0228
5646PRSS3A014-C-040HumanColorectumFAP5.59e-05-6.24e-01-0.1184
5646PRSS3A002-C-201HumanColorectumFAP1.59e-12-4.53e-010.0324
5646PRSS3A002-C-203HumanColorectumFAP2.22e-05-1.66e-010.2786
5646PRSS3A001-C-119HumanColorectumFAP6.05e-10-6.16e-01-0.1557
5646PRSS3A001-C-108HumanColorectumFAP2.00e-14-2.95e-01-0.0272
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
∗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:0001667ColorectumADameboidal-type cell migration137/3918475/187232.17e-054.33e-04137
GO:0090132ColorectumADepithelium migration105/3918360/187231.18e-041.73e-03105
GO:0010631ColorectumADepithelial cell migration104/3918357/187231.33e-041.90e-03104
GO:0090130ColorectumADtissue migration105/3918365/187232.10e-042.77e-03105
GO:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
GO:0043542ColorectumADendothelial cell migration78/3918279/187232.97e-032.22e-0278
GO:0016485ColorectumADprotein processing63/3918225/187236.77e-034.19e-0263
GO:00516041ColorectumSERprotein maturation73/2897294/187231.82e-055.38e-0473
GO:00016671ColorectumSERameboidal-type cell migration105/2897475/187236.97e-051.59e-03105
GO:00901321ColorectumSERepithelium migration82/2897360/187231.50e-042.93e-0382
GO:00106311ColorectumSERepithelial cell migration81/2897357/187231.87e-043.44e-0381
GO:00901301ColorectumSERtissue migration82/2897365/187232.40e-044.12e-0382
GO:00164851ColorectumSERprotein processing55/2897225/187232.84e-044.67e-0355
GO:00435421ColorectumSERendothelial cell migration61/2897279/187232.76e-032.47e-0261
GO:00016672ColorectumMSSameboidal-type cell migration120/3467475/187231.37e-042.05e-03120
GO:00901322ColorectumMSSepithelium migration93/3467360/187233.30e-044.24e-0393
GO:00106312ColorectumMSSepithelial cell migration92/3467357/187233.87e-044.86e-0392
GO:00901302ColorectumMSStissue migration93/3467365/187235.42e-046.06e-0393
GO:00516042ColorectumMSSprotein maturation75/3467294/187231.70e-031.53e-0275
GO:00435422ColorectumMSSendothelial cell migration70/3467279/187233.69e-032.71e-0270
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04972ColorectumADPancreatic secretion36/2092102/84651.06e-023.98e-022.54e-0236
hsa049721ColorectumADPancreatic secretion36/2092102/84651.06e-023.98e-022.54e-0236
hsa049722ColorectumSERPancreatic secretion30/1580102/84655.41e-033.28e-022.38e-0230
hsa049723ColorectumSERPancreatic secretion30/1580102/84655.41e-033.28e-022.38e-0230
hsa049724ColorectumMSSPancreatic secretion33/1875102/84651.09e-023.75e-022.30e-0233
hsa049725ColorectumMSSPancreatic secretion33/1875102/84651.09e-023.75e-022.30e-0233
hsa049726ColorectumFAPPancreatic secretion34/1404102/84652.43e-052.78e-041.69e-0434
hsa049727ColorectumFAPPancreatic secretion34/1404102/84652.43e-052.78e-041.69e-0434
hsa049728ColorectumCRCPancreatic secretion32/1091102/84657.86e-074.37e-052.96e-0532
hsa049729ColorectumCRCPancreatic secretion32/1091102/84657.86e-074.37e-052.96e-0532
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0516435EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa05164StomachGCInfluenza A27/708171/84659.20e-047.01e-034.94e-0327
hsa051641StomachGCInfluenza A27/708171/84659.20e-047.01e-034.94e-0327
hsa051642StomachCAG with IMInfluenza A26/640171/84654.49e-044.08e-032.87e-0326
hsa051643StomachCAG with IMInfluenza A26/640171/84654.49e-044.08e-032.87e-0326
hsa051644StomachCSGInfluenza A26/633171/84653.79e-043.33e-032.40e-0326
hsa051645StomachCSGInfluenza A26/633171/84653.79e-043.33e-032.40e-0326
hsa051646StomachWIMInfluenza A13/284171/84654.89e-033.26e-022.60e-0213
hsa051647StomachWIMInfluenza A13/284171/84654.89e-033.26e-022.60e-0213
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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
PRSS3F2RPRSS3_F2RPARsCervixCC
PRSS3PARD3PRSS3_PARD3PARsCervixCC
PRSS3F2RPRSS3_F2RPARsCRCAD
PRSS3F2RL3PRSS3_F2RL3PARsCRCAD
PRSS3PARD3PRSS3_PARD3PARsCRCAD
PRSS3PARD3PRSS3_PARD3PARsCRCADJ
PRSS3F2RPRSS3_F2RPARsCRCCRC
PRSS3PARD3PRSS3_PARD3PARsCRCCRC
PRSS3PARD3PRSS3_PARD3PARsCRCHealthy
PRSS3F2RPRSS3_F2RPARsCRCMSI-H
PRSS3PARD3PRSS3_PARD3PARsCRCMSI-H
PRSS3PARD3PRSS3_PARD3PARsCRCMSS
PRSS3F2RPRSS3_F2RPARsEsophagusADJ
PRSS3PARD3PRSS3_PARD3PARsEsophagusADJ
PRSS3F2RPRSS3_F2RPARsGCADJ
PRSS3PARD3PRSS3_PARD3PARsGCADJ
PRSS3F2RPRSS3_F2RPARsGCGC
PRSS3PARD3PRSS3_PARD3PARsGCGC
PRSS3F2RPRSS3_F2RPARsHNSCCADJ
PRSS3PARD3PRSS3_PARD3PARsHNSCCADJ
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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
PRSS3SNVMissense_Mutationc.750G>Tp.Lys250Asnp.K250NP35030protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PRSS3SNVMissense_Mutationc.504N>Gp.Ile168Metp.I168MP35030protein_codingdeleterious(0.04)probably_damaging(0.968)TCGA-E9-A1R7-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfarestonSD
PRSS3SNVMissense_Mutationc.490N>Ap.Asp164Asnp.D164NP35030protein_codingdeleterious(0.02)probably_damaging(1)TCGA-CI-6623-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PRSS3SNVMissense_Mutationc.267N>Tp.Glu89Aspp.E89DP35030protein_codingtolerated(0.18)benign(0.113)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PRSS3SNVMissense_Mutationrs181280420c.640N>Ap.Glu214Lysp.E214KP35030protein_codingtolerated(0.89)benign(0.164)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PRSS3SNVMissense_Mutationrs147576552c.901N>Ap.Ala301Thrp.A301TP35030protein_codingdeleterious(0.04)benign(0.034)TCGA-AJ-A3OJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
PRSS3SNVMissense_Mutationnovelc.578G>Tp.Gly193Valp.G193VP35030protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PRSS3SNVMissense_Mutationc.637N>Tp.Asp213Tyrp.D213YP35030protein_codingdeleterious(0.02)probably_damaging(0.971)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PRSS3SNVMissense_Mutationnovelc.575C>Tp.Ala192Valp.A192VP35030protein_codingtolerated(0.08)benign(0.063)TCGA-AP-A1DH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PRSS3SNVMissense_Mutationrs147576552c.901N>Ap.Ala301Thrp.A301TP35030protein_codingdeleterious(0.04)benign(0.034)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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
5646PRSS3ENZYME, PROTEASE, DRUGGABLE GENOMECYANOPEPTOLIN SSCYANOPEPTOLIN SS
5646PRSS3ENZYME, PROTEASE, DRUGGABLE GENOMECYANOPEPTOLIN SCYANOPEPTOLIN S
5646PRSS3ENZYME, PROTEASE, DRUGGABLE GENOMEDERMOLASTIN
5646PRSS3ENZYME, PROTEASE, DRUGGABLE GENOMEinhibitor315661094
5646PRSS3ENZYME, PROTEASE, DRUGGABLE GENOMEBORTEZOMIBBORTEZOMIB20875739
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