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: KLK10

Gene summary for KLK10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLK10

Gene ID

5655

Gene namekallikrein related peptidase 10
Gene AliasNES1
Cytomap19q13.41
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

O43240


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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
5655KLK10P47T-EHumanEsophagusESCC1.24e-331.46e+000.1067
5655KLK10P48T-EHumanEsophagusESCC4.98e-093.94e-010.0959
5655KLK10P49T-EHumanEsophagusESCC3.17e-102.39e+000.1768
5655KLK10P52T-EHumanEsophagusESCC1.65e-179.81e-010.1555
5655KLK10P61T-EHumanEsophagusESCC3.33e-221.04e+000.099
5655KLK10P62T-EHumanEsophagusESCC3.99e-211.23e+000.1302
5655KLK10P65T-EHumanEsophagusESCC4.10e-025.56e-010.0978
5655KLK10P74T-EHumanEsophagusESCC6.74e-492.65e+000.1479
5655KLK10P80T-EHumanEsophagusESCC6.16e-201.29e+000.155
5655KLK10P82T-EHumanEsophagusESCC2.73e-111.78e+000.1072
5655KLK10P84T-EHumanEsophagusESCC4.30e-112.18e+000.0933
5655KLK10P89T-EHumanEsophagusESCC3.47e-091.16e+000.1752
5655KLK10P91T-EHumanEsophagusESCC4.44e-102.42e+000.1828
5655KLK10P107T-EHumanEsophagusESCC7.99e-045.70e-010.171
5655KLK10P127T-EHumanEsophagusESCC3.23e-179.31e-010.0826
5655KLK10P128T-EHumanEsophagusESCC3.33e-044.51e-010.1241
5655KLK10C04HumanOral cavityOSCC7.73e-222.33e+000.2633
5655KLK10C21HumanOral cavityOSCC2.58e-372.29e+000.2678
5655KLK10C30HumanOral cavityOSCC9.16e-331.76e+000.3055
5655KLK10C38HumanOral cavityOSCC2.04e-037.74e-010.172
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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
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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
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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
KLK10SNVMissense_Mutationc.682N>Ap.Asp228Asnp.D228NO43240protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1J9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KLK10SNVMissense_Mutationnovelc.368A>Gp.Gln123Argp.Q123RO43240protein_codingtolerated(0.52)benign(0.003)TCGA-E9-A3HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
KLK10SNVMissense_Mutationnovelc.395N>Ap.Arg132Glnp.R132QO43240protein_codingtolerated(0.15)benign(0.216)TCGA-ZJ-AAXN-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KLK10SNVMissense_Mutationnovelc.94G>Ap.Glu32Lysp.E32KO43240protein_codingtolerated(0.08)benign(0.114)TCGA-ZJ-AAXT-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
KLK10SNVMissense_Mutationrs781235008c.329N>Ap.Arg110Hisp.R110HO43240protein_codingdeleterious(0.03)probably_damaging(0.976)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
KLK10SNVMissense_Mutationnovelc.607G>Ap.Val203Ilep.V203IO43240protein_codingtolerated(0.19)benign(0.007)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
KLK10SNVMissense_Mutationc.762G>Tp.Gln254Hisp.Q254HO43240protein_codingtolerated(0.09)benign(0.041)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
KLK10SNVMissense_Mutationrs146426256c.341G>Ap.Arg114Hisp.R114HO43240protein_codingtolerated(0.2)benign(0.068)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
KLK10SNVMissense_Mutationc.805A>Gp.Ile269Valp.I269VO43240protein_codingdeleterious(0.03)probably_damaging(0.933)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
KLK10SNVMissense_Mutationrs146426256c.341G>Ap.Arg114Hisp.R114HO43240protein_codingtolerated(0.2)benign(0.068)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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