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: PRSS16

Gene summary for PRSS16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRSS16

Gene ID

10279

Gene nameserine protease 16
Gene AliasTSSP
Cytomap6p22.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q9NQE7


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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
10279PRSS16LZE7THumanEsophagusESCC2.71e-032.06e-010.0667
10279PRSS16LZE22THumanEsophagusESCC5.36e-032.19e-010.068
10279PRSS16LZE24THumanEsophagusESCC4.12e-068.16e-020.0596
10279PRSS16P1T-EHumanEsophagusESCC1.76e-063.21e-010.0875
10279PRSS16P2T-EHumanEsophagusESCC7.09e-112.36e-010.1177
10279PRSS16P4T-EHumanEsophagusESCC1.64e-061.61e-010.1323
10279PRSS16P5T-EHumanEsophagusESCC3.63e-032.59e-020.1327
10279PRSS16P8T-EHumanEsophagusESCC3.06e-051.59e-010.0889
10279PRSS16P9T-EHumanEsophagusESCC1.76e-021.08e-010.1131
10279PRSS16P10T-EHumanEsophagusESCC1.07e-071.31e-010.116
10279PRSS16P11T-EHumanEsophagusESCC1.63e-031.76e-010.1426
10279PRSS16P12T-EHumanEsophagusESCC1.02e-089.73e-020.1122
10279PRSS16P15T-EHumanEsophagusESCC1.91e-055.60e-020.1149
10279PRSS16P16T-EHumanEsophagusESCC1.42e-081.17e-010.1153
10279PRSS16P17T-EHumanEsophagusESCC1.57e-083.82e-010.1278
10279PRSS16P21T-EHumanEsophagusESCC1.19e-051.39e-010.1617
10279PRSS16P22T-EHumanEsophagusESCC1.33e-173.11e-010.1236
10279PRSS16P23T-EHumanEsophagusESCC1.66e-091.39e-010.108
10279PRSS16P24T-EHumanEsophagusESCC1.24e-071.05e-010.1287
10279PRSS16P26T-EHumanEsophagusESCC2.45e-098.13e-020.1276
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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
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
∗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
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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
PRSS16SNVMissense_Mutationnovelc.1379C>Ap.Ser460Tyrp.S460YQ9NQE7protein_codingdeleterious(0.01)benign(0.055)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRSS16insertionFrame_Shift_Insnovelc.1312_1313insCTATCACTGTCAGGGGACTGTGTGAGTCTGTCTGCCAGGACTGTp.Lys438ThrfsTer30p.K438Tfs*30Q9NQE7protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRSS16insertionNonsense_Mutationnovelc.214_215insCTGCTGAAAGGTGATGGATTTAAGGCp.Asp73AlafsTer4p.D73Afs*4Q9NQE7protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
PRSS16SNVMissense_Mutationnovelc.640G>Tp.Ala214Serp.A214SQ9NQE7protein_codingdeleterious(0.01)probably_damaging(0.917)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRSS16SNVMissense_Mutationnovelc.658G>Ap.Glu220Lysp.E220KQ9NQE7protein_codingtolerated(0.67)benign(0.011)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
PRSS16SNVMissense_Mutationc.218N>Gp.Asp73Glyp.D73GQ9NQE7protein_codingdeleterious(0.02)possibly_damaging(0.597)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PRSS16SNVMissense_Mutationnovelc.1069N>Ap.Gln357Lysp.Q357KQ9NQE7protein_codingtolerated(0.09)benign(0.036)TCGA-AA-3521-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PRSS16SNVMissense_Mutationc.395N>Tp.Arg132Ilep.R132IQ9NQE7protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PRSS16SNVMissense_Mutationc.1028N>Cp.Gly343Alap.G343AQ9NQE7protein_codingtolerated(0.14)possibly_damaging(0.604)TCGA-F5-6861-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
PRSS16SNVMissense_Mutationc.490N>Tp.Arg164Cysp.R164CQ9NQE7protein_codingdeleterious(0)probably_damaging(0.947)TCGA-G5-6572-02ColorectumNANANANANANANA
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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
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