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: PRSS2

Gene summary for PRSS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRSS2

Gene ID

5645

Gene nameserine protease 2
Gene AliasTRY2
Cytomap7q34
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

A6XMV9


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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
5645PRSS2HTA12-15-2HumanPancreasPDAC2.63e-53-2.80e+000.2315
5645PRSS2HTA12-16-5HumanPancreasPDAC8.50e-05-1.10e-010.047
5645PRSS2HTA12-23-1HumanPancreasPDAC9.09e-39-2.80e+000.3405
5645PRSS2HTA12-25-1HumanPancreasPDAC2.08e-52-2.80e+000.313
5645PRSS2HTA12-26-1HumanPancreasPDAC7.53e-62-2.80e+000.3728
5645PRSS2HTA12-29-1HumanPancreasPDAC8.10e-141-2.79e+000.3722
5645PRSS2HTA12-3-16HumanPancreasPDAC3.93e-41-1.97e+000.1553
5645PRSS2HTA12-30-1HumanPancreasPDAC9.52e-17-2.80e+000.3671
5645PRSS2HTA12-32-1HumanPancreasPDAC2.64e-22-2.80e+000.3624
5645PRSS2HTA12-9-1HumanPancreasPDAC1.66e-85-2.54e+000.1532
5645PRSS2HTA12-9-2HumanPancreasPDAC1.38e-16-2.60e-010.0835
5645PRSS2HTA12-9-3HumanPancreasPDAC3.58e-50-2.60e+000.2045
5645PRSS24347-ECHumanPancreasPanIN7.21e-13-9.38e-020.0572
5645PRSS24741-EC1HumanPancreasPanIN8.55e-16-1.51e-010.0223
5645PRSS24741-EC2HumanPancreasPanIN2.60e-35-1.34e-010.0194
5645PRSS2181429HumanPancreasPDAC3.62e-26-2.80e+000.1416
5645PRSS261354830HumanPancreasPDAC9.52e-17-2.80e+000.1458
5645PRSS2DS20191261TumorHumanPancreasPDAC1.09e-92-2.80e+000.1367
5645PRSS2DS20191261TumorKellerHumanPancreasPDAC7.94e-32-2.60e+000.1407
5645PRSS2Pat02-BHumanStomachGC1.56e-509.89e-010.0368
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00458621ColorectumSERpositive regulation of proteolysis106/2897372/187238.40e-111.20e-08106
GO:00190581ColorectumSERviral life cycle87/2897317/187232.82e-081.94e-0687
GO:00525471ColorectumSERregulation of peptidase activity114/2897461/187231.18e-077.17e-06114
GO:00109521ColorectumSERpositive regulation of peptidase activity55/2897197/187235.44e-062.00e-0455
GO:00517011ColorectumSERbiological process involved in interaction with host55/2897203/187231.42e-054.38e-0455
GO:00516041ColorectumSERprotein maturation73/2897294/187231.82e-055.38e-0473
GO:00444031ColorectumSERbiological process involved in symbiotic interaction72/2897290/187232.08e-056.02e-0472
GO:00521261ColorectumSERmovement in host environment47/2897175/187237.30e-051.64e-0347
GO:00507921ColorectumSERregulation of viral process43/2897164/187232.57e-044.31e-0343
GO:00164851ColorectumSERprotein processing55/2897225/187232.84e-044.67e-0355
GO:00485241ColorectumSERpositive regulation of viral process21/289765/187235.39e-047.57e-0321
GO:19039021ColorectumSERpositive regulation of viral life cycle12/289729/187237.22e-049.44e-0312
GO:19039001ColorectumSERregulation of viral life cycle38/2897148/187238.76e-041.06e-0238
GO:00467181ColorectumSERviral entry into host cell36/2897144/187231.95e-031.96e-0236
GO:00444091ColorectumSERentry into host36/2897151/187234.55e-033.61e-0236
GO:0043903ColorectumSERregulation of biological process involved in symbiotic interaction20/289772/187235.36e-034.03e-0220
GO:00458622ColorectumMSSpositive regulation of proteolysis119/3467372/187232.14e-102.09e-08119
GO:00525472ColorectumMSSregulation of peptidase activity130/3467461/187231.81e-078.13e-06130
GO:00109522ColorectumMSSpositive regulation of peptidase activity63/3467197/187233.65e-061.06e-0463
GO:00160324ColorectumFAPviral process114/2622415/187233.00e-132.63e-10114
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05164StomachGCInfluenza A27/708171/84659.20e-047.01e-034.94e-0327
hsa051641StomachGCInfluenza A27/708171/84659.20e-047.01e-034.94e-0327
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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
PRSS2F2RPRSS2_F2RPARsGCGC
PRSS2PARD3PRSS2_PARD3PARsGCGC
PRSS2F2RL1PRSS2_F2RL1PARsGCHealthy
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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
PRSS2SNVMissense_Mutationnovelc.451N>Gp.Thr151Alap.T151Aprotein_codingtolerated(0.05)benign(0.009)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRSS2SNVMissense_Mutationrs763199605c.14N>Cp.Leu5Prop.L5Pprotein_codingtolerated(0.06)possibly_damaging(0.722)TCGA-EW-A1OV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinSD
PRSS2insertionNonsense_Mutationnovelc.673_674insGAGAAGCATCTTCATATTCACAGGAACAAGCCTTAGTTAGATp.Gln225delinsArgGluAlaSerSerTyrSerGlnGluGlnAlaLeuValArgTerp.Q225delinsREASSYSQEQALVR*protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
PRSS2SNVMissense_Mutationrs763199605c.14N>Cp.Leu5Prop.L5Pprotein_codingtolerated(0.06)possibly_damaging(0.722)TCGA-FU-A3NI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRSS2SNVMissense_Mutationnovelc.29N>Cp.Val10Alap.V10Aprotein_codingtolerated(0.1)benign(0.005)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PRSS2SNVMissense_Mutationrs761488443c.112N>Ap.Gln38Lysp.Q38Kprotein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AH-6644-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownSD
PRSS2SNVMissense_Mutationrs773808187c.325C>Tp.Arg109Cysp.R109Cprotein_codingtolerated(0.09)benign(0.074)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PRSS2SNVMissense_Mutationnovelc.198G>Tp.Lys66Asnp.K66Nprotein_codingtolerated(0.09)benign(0.096)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PRSS2SNVMissense_Mutationnovelc.677G>Ap.Gly226Glup.G226Eprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PRSS2SNVMissense_Mutationnovelc.290G>Tp.Gly97Valp.G97Vprotein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-AX-A063-01Endometriumuterine 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
5645PRSS2DRUGGABLE GENOME, PROTEASE, ENZYMEDERMOLASTIN
5645PRSS2DRUGGABLE GENOME, PROTEASE, ENZYMECYANOPEPTOLIN SCYANOPEPTOLIN S
5645PRSS2DRUGGABLE GENOME, PROTEASE, ENZYMECYANOPEPTOLIN SSCYANOPEPTOLIN SS
5645PRSS2DRUGGABLE GENOME, PROTEASE, ENZYMEBORTEZOMIBBORTEZOMIB20875739
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