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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: KLK5

Gene summary for KLK5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLK5

Gene ID

25818

Gene namekallikrein related peptidase 5
Gene AliasKLK-L2
Cytomap19q13.41
Gene Typeprotein-coding
GO ID

GO:0002225

UniProtAcc

Q9Y337


Top

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
25818KLK5GSM4909281HumanBreastIDC1.52e-095.20e-010.21
25818KLK5GSM4909285HumanBreastIDC1.72e-05-1.40e-010.21
25818KLK5GSM4909286HumanBreastIDC7.79e-05-1.43e-010.1081
25818KLK5GSM4909290HumanBreastIDC5.07e-03-1.44e-010.2096
25818KLK5GSM4909294HumanBreastIDC2.56e-02-1.28e-010.2022
25818KLK5GSM4909299HumanBreastIDC8.13e-053.63e-010.035
25818KLK5GSM4909301HumanBreastIDC3.66e-05-1.44e-010.1577
25818KLK5GSM4909304HumanBreastIDC7.79e-05-1.44e-010.1636
25818KLK5GSM4909308HumanBreastIDC3.00e-04-1.44e-010.158
25818KLK5GSM4909312HumanBreastIDC1.72e-05-1.44e-010.1552
25818KLK5GSM4909319HumanBreastIDC3.51e-04-1.44e-010.1563
25818KLK5GSM4909321HumanBreastIDC7.79e-05-1.44e-010.1559
25818KLK5brca1HumanBreastPrecancer7.91e-257.61e-01-0.0338
25818KLK5brca10HumanBreastPrecancer4.88e-04-1.44e-01-0.0029
25818KLK5NCCBC5HumanBreastDCIS2.81e-03-1.44e-010.2046
25818KLK5P1HumanBreastIDC4.96e-03-1.20e-010.1527
25818KLK5DCIS2HumanBreastDCIS5.40e-517.35e-010.0085
25818KLK5LZE22THumanEsophagusESCC1.34e-101.85e+000.068
25818KLK5LZE6THumanEsophagusESCC1.29e-052.50e-010.0845
25818KLK5P10T-EHumanEsophagusESCC4.78e-107.36e-010.116
Page: 1 2 3 

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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00321034BreastPrecancerpositive regulation of response to external stimulus46/1080427/187233.41e-057.40e-0446
GO:00313493BreastPrecancerpositive regulation of defense response33/1080278/187236.79e-051.36e-0333
GO:00197307BreastPrecancerantimicrobial humoral response19/1080122/187237.02e-051.40e-0319
GO:00618446BreastPrecancerantimicrobial humoral immune response mediated by antimicrobial peptide14/108079/187231.53e-042.61e-0314
GO:00085445BreastPrecancerepidermis development35/1080324/187232.71e-043.96e-0335
GO:00224119BreastPrecancercellular component disassembly44/1080443/187233.17e-044.51e-0344
GO:00099136BreastPrecancerepidermal cell differentiation23/1080202/187231.43e-031.50e-0223
GO:00302163BreastPrecancerkeratinocyte differentiation17/1080139/187232.71e-032.39e-0217
GO:001973011BreastIDCantimicrobial humoral response23/1434122/187234.67e-051.04e-0323
GO:00313491BreastIDCpositive regulation of defense response39/1434278/187231.74e-042.95e-0339
GO:003210311BreastIDCpositive regulation of response to external stimulus54/1434427/187231.85e-043.07e-0354
GO:006184411BreastIDCantimicrobial humoral immune response mediated by antimicrobial peptide16/143479/187232.75e-044.24e-0316
GO:000854412BreastIDCepidermis development41/1434324/187231.03e-031.14e-0241
GO:00069596BreastIDChumoral immune response40/1434317/187231.25e-031.33e-0240
GO:000991312BreastIDCepidermal cell differentiation28/1434202/187231.62e-031.60e-0228
GO:00302161BreastIDCkeratinocyte differentiation21/1434139/187232.06e-031.95e-0221
GO:00435883BreastIDCskin development33/1434263/187233.46e-032.87e-0233
GO:003210321BreastDCISpositive regulation of response to external stimulus54/1390427/187238.34e-051.58e-0354
GO:00313492BreastDCISpositive regulation of defense response38/1390278/187231.91e-043.08e-0338
GO:001973021BreastDCISantimicrobial humoral response21/1390122/187232.40e-043.75e-0321
Page: 1 2 3 4 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
KLK5SNVMissense_Mutationnovelc.229N>Cp.Thr77Prop.T77PQ9Y337protein_codingdeleterious(0)benign(0.313)TCGA-A2-A0YE-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificTaxotereSD
KLK5SNVMissense_Mutationc.48N>Gp.Ile16Metp.I16MQ9Y337protein_codingtolerated(0.12)benign(0.025)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
KLK5SNVMissense_Mutationrs748294116c.490N>Tp.Arg164Cysp.R164CQ9Y337protein_codingtolerated(0.21)benign(0.218)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KLK5SNVMissense_Mutationc.615N>Tp.Gln205Hisp.Q205HQ9Y337protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C8-A12L-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KLK5insertionFrame_Shift_Insnovelc.409_410insGp.Val137GlyfsTer16p.V137Gfs*16Q9Y337protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KLK5SNVMissense_Mutationnovelc.715N>Tp.Asp239Tyrp.D239YQ9Y337protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KLK5SNVMissense_Mutationnovelc.179N>Tp.Ser60Leup.S60LQ9Y337protein_codingdeleterious(0.03)benign(0.028)TCGA-C5-A1BI-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
KLK5SNVMissense_Mutationc.529N>Gp.His177Aspp.H177DQ9Y337protein_codingtolerated(0.5)benign(0)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
KLK5SNVMissense_Mutationnovelc.800N>Tp.Ala267Valp.A267VQ9Y337protein_codingdeleterious(0)benign(0.131)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
KLK5SNVMissense_Mutationc.610C>Ap.Leu204Ilep.L204IQ9Y337protein_codingdeleterious(0)probably_damaging(0.916)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 

Top

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
25818KLK5PROTEASE, DRUGGABLE GENOME, ENZYMEinhibitor252166696
25818KLK5PROTEASE, DRUGGABLE GENOME, ENZYMEinhibitor252166691
Page: 1