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: PRSS22

Gene summary for PRSS22

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRSS22

Gene ID

64063

Gene nameserine protease 22
Gene AliasBSSP-4
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q9GZN4


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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
64063PRSS22C38HumanOral cavityOSCC1.44e-078.07e-010.172
64063PRSS22C43HumanOral cavityOSCC7.72e-131.06e+000.1704
64063PRSS22C46HumanOral cavityOSCC3.80e-072.13e-010.1673
64063PRSS22C57HumanOral cavityOSCC3.14e-692.77e+000.1679
64063PRSS22C08HumanOral cavityOSCC4.16e-381.89e+000.1919
64063PRSS22C09HumanOral cavityOSCC7.90e-277.09e-010.1431
64063PRSS22LN38HumanOral cavityOSCC7.46e-031.65e+000.168
64063PRSS22LN46HumanOral cavityOSCC2.00e-045.64e-010.1666
64063PRSS22LP15HumanOral cavityLP4.26e-061.69e+000.2174
64063PRSS22EOLP-1HumanOral cavityEOLP1.66e-02-1.68e-01-0.0202
64063PRSS22EOLP-2HumanOral cavityEOLP3.50e-02-1.68e-01-0.0203
64063PRSS22NEOLP-2HumanOral cavityNEOLP7.87e-03-1.64e-01-0.0196
64063PRSS22SYSMH3HumanOral cavityOSCC1.58e-063.87e-010.2442
64063PRSS22SYSMH4HumanOral cavityOSCC8.34e-04-4.06e-020.1226
64063PRSS22SYSMH6HumanOral cavityOSCC3.55e-072.07e-010.1275
64063PRSS22GSM5252127_BPH283PrSF_ViaHumanProstateBPH1.09e-025.32e-01-0.1453
64063PRSS22GSM5252130_BPH340PrGF_ViaHumanProstateBPH2.36e-058.12e-01-0.1972
64063PRSS22GSM5252135_BPH511PrPUr_Fcol_3GEXHumanProstateBPH3.00e-028.31e-01-0.1833
64063PRSS22047563_1562-all-cellsHumanProstateBPH1.46e-13-3.54e-010.0791
64063PRSS22052095_1628-all-cellsHumanProstateBPH2.12e-02-2.92e-010.1032
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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:005254710CervixCCregulation of peptidase activity112/2311461/187236.70e-133.08e-10112
GO:004586210CervixCCpositive regulation of proteolysis95/2311372/187231.84e-126.86e-1095
GO:001095210CervixCCpositive regulation of peptidase activity54/2311197/187238.06e-096.99e-0754
GO:005254715CervixHSIL_HPVregulation of peptidase activity52/737461/187238.35e-126.81e-0952
GO:001095215CervixHSIL_HPVpositive regulation of peptidase activity23/737197/187233.25e-061.34e-0423
GO:004586215CervixHSIL_HPVpositive regulation of proteolysis33/737372/187231.25e-054.05e-0433
GO:00458621ColorectumSERpositive regulation of proteolysis106/2897372/187238.40e-111.20e-08106
GO:00525471ColorectumSERregulation of peptidase activity114/2897461/187231.18e-077.17e-06114
GO:00109521ColorectumSERpositive regulation of peptidase activity55/2897197/187235.44e-062.00e-0455
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:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:0010952111EsophagusESCCpositive regulation of peptidase activity133/8552197/187234.31e-101.14e-08133
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:004586220Oral cavityOSCCpositive regulation of proteolysis236/7305372/187236.53e-221.38e-19236
GO:005254720Oral cavityOSCCregulation of peptidase activity255/7305461/187235.78e-132.75e-11255
GO:001095220Oral cavityOSCCpositive regulation of peptidase activity123/7305197/187232.12e-117.21e-10123
GO:0045862110Oral cavityLPpositive regulation of proteolysis165/4623372/187235.40e-178.46e-15165
GO:0052547110Oral cavityLPregulation of peptidase activity177/4623461/187233.01e-112.00e-09177
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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
PRSS22SNVMissense_Mutationc.700N>Cp.Glu234Glnp.E234QQ9GZN4protein_codingtolerated(0.27)benign(0.023)TCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
PRSS22SNVMissense_Mutationnovelc.214N>Cp.Thr72Prop.T72PQ9GZN4protein_codingdeleterious(0.03)possibly_damaging(0.8)TCGA-BH-A208-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRSS22SNVMissense_Mutationnovelc.568C>Ap.Pro190Thrp.P190TQ9GZN4protein_codingdeleterious(0)benign(0.272)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRSS22SNVMissense_Mutationnovelc.233C>Tp.Ser78Phep.S78FQ9GZN4protein_codingdeleterious(0)possibly_damaging(0.899)TCGA-VS-A8Q8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
PRSS22SNVMissense_Mutationc.685G>Tp.Gly229Cysp.G229CQ9GZN4protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PRSS22SNVMissense_Mutationnovelc.669N>Tp.Glu223Aspp.E223DQ9GZN4protein_codingtolerated(0.84)possibly_damaging(0.535)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PRSS22SNVMissense_Mutationc.347N>Ap.Ser116Tyrp.S116YQ9GZN4protein_codingdeleterious(0)benign(0.382)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PRSS22SNVMissense_Mutationrs374950071c.640C>Tp.Arg214Trpp.R214WQ9GZN4protein_codingdeleterious(0.03)benign(0.013)TCGA-AJ-A8CT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PRSS22SNVMissense_Mutationnovelc.703N>Tp.Arg235Trpp.R235WQ9GZN4protein_codingdeleterious(0)probably_damaging(0.913)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
PRSS22SNVMissense_Mutationnovelc.277N>Gp.Lys93Glup.K93EQ9GZN4protein_codingtolerated(0.16)possibly_damaging(0.612)TCGA-AX-A3G8-01Endometriumuterine 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
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