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: PRSS21

Gene summary for PRSS21

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRSS21

Gene ID

10942

Gene nameserine protease 21
Gene AliasESP-1
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9Y6M0


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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
10942PRSS21GSM4909281HumanBreastIDC3.22e-366.80e-010.21
10942PRSS21GSM4909286HumanBreastIDC1.01e-355.25e-010.1081
10942PRSS21DCIS2HumanBreastDCIS1.81e-023.40e-020.0085
10942PRSS21LZE2THumanEsophagusESCC1.79e-081.19e+000.082
10942PRSS21LZE4THumanEsophagusESCC8.19e-112.98e-010.0811
10942PRSS21LZE8THumanEsophagusESCC2.93e-311.13e+000.067
10942PRSS21LZE22THumanEsophagusESCC1.01e-065.10e-010.068
10942PRSS21LZE21THumanEsophagusESCC4.66e-023.37e-010.0655
10942PRSS21P2T-EHumanEsophagusESCC2.01e-1011.89e+000.1177
10942PRSS21P4T-EHumanEsophagusESCC4.15e-631.91e+000.1323
10942PRSS21P5T-EHumanEsophagusESCC1.94e-369.13e-010.1327
10942PRSS21P8T-EHumanEsophagusESCC1.22e-601.30e+000.0889
10942PRSS21P9T-EHumanEsophagusESCC7.86e-102.74e-010.1131
10942PRSS21P10T-EHumanEsophagusESCC1.33e-132.88e-010.116
10942PRSS21P12T-EHumanEsophagusESCC2.02e-541.30e+000.1122
10942PRSS21P15T-EHumanEsophagusESCC2.00e-681.79e+000.1149
10942PRSS21P16T-EHumanEsophagusESCC1.45e-651.54e+000.1153
10942PRSS21P19T-EHumanEsophagusESCC1.28e-091.24e+000.1662
10942PRSS21P21T-EHumanEsophagusESCC2.48e-184.53e-010.1617
10942PRSS21P22T-EHumanEsophagusESCC1.77e-441.00e+000.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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
PRSS21SNVMissense_Mutationc.547N>Ap.Glu183Lysp.E183KQ9Y6M0protein_codingtolerated(1)benign(0.013)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PRSS21SNVMissense_Mutationrs758627036c.938C>Ap.Pro313Glnp.P313QQ9Y6M0protein_codingdeleterious_low_confidence(0)benign(0.099)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRSS21SNVMissense_Mutationrs771479192c.731N>Ap.Cys244Tyrp.C244YQ9Y6M0protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PRSS21SNVMissense_Mutationc.908C>Tp.Pro303Leup.P303LQ9Y6M0protein_codingtolerated(0.09)benign(0)TCGA-A6-6140-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinSD
PRSS21SNVMissense_Mutationc.523G>Tp.Gly175Cysp.G175CQ9Y6M0protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PRSS21SNVMissense_Mutationrs758722702c.385N>Tp.Arg129Cysp.R129CQ9Y6M0protein_codingtolerated(0.09)possibly_damaging(0.862)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PRSS21SNVMissense_Mutationc.151N>Ap.Gly51Argp.G51RQ9Y6M0protein_codingdeleterious(0.02)probably_damaging(0.988)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PRSS21SNVMissense_Mutationnovelc.571N>Ap.Leu191Ilep.L191IQ9Y6M0protein_codingdeleterious(0)probably_damaging(0.989)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PRSS21SNVMissense_Mutationrs766212468c.766N>Ap.Val256Metp.V256MQ9Y6M0protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PRSS21SNVMissense_Mutationc.332N>Ap.Ser111Asnp.S111NQ9Y6M0protein_codingtolerated(1)benign(0.007)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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