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
5655KLK10GSM4909281HumanBreastIDC4.10e-063.50e-010.21
5655KLK10GSM4909293HumanBreastIDC4.06e-265.34e-010.1581
5655KLK10GSM4909297HumanBreastIDC3.11e-02-7.76e-020.1517
5655KLK10GSM4909298HumanBreastIDC7.01e-03-7.81e-020.1551
5655KLK10GSM4909304HumanBreastIDC3.11e-02-8.13e-020.1636
5655KLK10GSM4909307HumanBreastIDC3.11e-02-8.13e-020.1569
5655KLK10GSM4909312HumanBreastIDC3.11e-02-8.13e-020.1552
5655KLK10GSM4909321HumanBreastIDC1.48e-02-8.13e-020.1559
5655KLK10brca1HumanBreastPrecancer8.83e-226.89e-01-0.0338
5655KLK10DCIS2HumanBreastDCIS2.47e-181.12e-010.0085
5655KLK10TumorHumanCervixCC1.28e-104.31e-010.1241
5655KLK10sample3HumanCervixCC7.13e-316.06e-010.1387
5655KLK10T3HumanCervixCC1.12e-286.29e-010.1389
5655KLK10LZE2THumanEsophagusESCC4.73e-112.16e+000.082
5655KLK10LZE4THumanEsophagusESCC1.50e-031.12e-020.0811
5655KLK10LZE5THumanEsophagusESCC8.07e-071.53e+000.0514
5655KLK10LZE22D1HumanEsophagusHGIN3.10e-022.42e-010.0595
5655KLK10LZE22THumanEsophagusESCC1.75e-101.96e+000.068
5655KLK10LZE24THumanEsophagusESCC3.38e-271.70e+000.0596
5655KLK10P2T-EHumanEsophagusESCC1.14e-042.97e-010.1177
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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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