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: KLK7

Gene summary for KLK7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLK7

Gene ID

5650

Gene namekallikrein related peptidase 7
Gene AliasPRSS6
Cytomap19q13.41
Gene Typeprotein-coding
GO ID

GO:0002225

UniProtAcc

P49862


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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
5650KLK7P5T-EHumanEsophagusESCC3.94e-021.04e-010.1327
5650KLK7P28T-EHumanEsophagusESCC2.88e-021.25e-010.1149
5650KLK7P49T-EHumanEsophagusESCC5.36e-068.55e-010.1768
5650KLK7P74T-EHumanEsophagusESCC9.40e-311.19e+000.1479
5650KLK7P91T-EHumanEsophagusESCC5.93e-084.50e-010.1828
5650KLK7P107T-EHumanEsophagusESCC1.60e-082.41e-010.171
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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
∗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:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:00226172EsophagusESCCextracellular matrix disassembly39/855263/187236.92e-032.52e-0239
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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
KLK7SNVMissense_Mutationrs200158151c.251N>Tp.Thr84Metp.T84MP49862protein_codingtolerated(0.15)benign(0.078)TCGA-E2-A14T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
KLK7insertionFrame_Shift_Insnovelc.684_685insGGGGTCCCACAGGGGTCTGCCAGAAGTAAGCAAACAGTGCp.Pro229GlyfsTer16p.P229Gfs*16P49862protein_codingTCGA-A8-A08X-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
KLK7SNVMissense_Mutationnovelc.571G>Ap.Ala191Thrp.A191TP49862protein_codingdeleterious(0.02)probably_damaging(1)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KLK7SNVMissense_Mutationrs754525282c.677N>Ap.Cys226Tyrp.C226YP49862protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A8EK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
KLK7SNVMissense_Mutationc.667N>Cp.Thr223Prop.T223PP49862protein_codingtolerated(0.2)benign(0.006)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KLK7SNVMissense_Mutationrs772780663c.298N>Tp.Arg100Cysp.R100CP49862protein_codingtolerated(0.1)probably_damaging(0.975)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
KLK7SNVMissense_Mutationnovelc.559T>Gp.Ser187Alap.S187AP49862protein_codingtolerated(0.2)possibly_damaging(0.658)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
KLK7SNVMissense_Mutationnovelc.628G>Ap.Val210Metp.V210MP49862protein_codingtolerated(0.45)possibly_damaging(0.756)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
KLK7SNVMissense_Mutationrs780230799c.259G>Ap.Asp87Asnp.D87NP49862protein_codingtolerated(0.14)probably_damaging(0.921)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
KLK7SNVMissense_Mutationc.337N>Ap.Leu113Ilep.L113IP49862protein_codingtolerated(1)benign(0.345)TCGA-AP-A051-01Endometriumuterine 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
5650KLK7ENZYME, PROTEASE, DRUGGABLE GENOMEinhibitor252166696
5650KLK7ENZYME, PROTEASE, DRUGGABLE GENOMEinhibitor252166691
5650KLK7ENZYME, PROTEASE, DRUGGABLE GENOMECASTANINCASTANIN
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