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: KLK6

Gene summary for KLK6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLK6

Gene ID

5653

Gene namekallikrein related peptidase 6
Gene AliasBssp
Cytomap19q13.41
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

A0A024R4J8


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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
5653KLK6LZE22THumanEsophagusESCC1.18e-028.82e-010.068
5653KLK6P2T-EHumanEsophagusESCC1.15e-021.51e-010.1177
5653KLK6P15T-EHumanEsophagusESCC1.19e-236.39e-010.1149
5653KLK6P16T-EHumanEsophagusESCC1.79e-701.65e+000.1153
5653KLK6P21T-EHumanEsophagusESCC3.50e-021.10e-010.1617
5653KLK6P22T-EHumanEsophagusESCC2.86e-204.61e-010.1236
5653KLK6P31T-EHumanEsophagusESCC4.40e-095.17e-010.1251
5653KLK6P37T-EHumanEsophagusESCC3.70e-031.59e-010.1371
5653KLK6P47T-EHumanEsophagusESCC3.89e-125.70e-010.1067
5653KLK6P49T-EHumanEsophagusESCC1.61e-161.35e+000.1768
5653KLK6P56T-EHumanEsophagusESCC6.85e-081.30e+000.1613
5653KLK6P61T-EHumanEsophagusESCC1.62e-062.44e-010.099
5653KLK6P74T-EHumanEsophagusESCC1.73e-258.22e-010.1479
5653KLK6P76T-EHumanEsophagusESCC1.42e-308.30e-010.1207
5653KLK6P82T-EHumanEsophagusESCC8.16e-031.11e+000.1072
5653KLK6P126T-EHumanEsophagusESCC5.74e-054.96e-010.1125
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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:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:003109910EsophagusESCCregeneration122/8552198/187234.26e-064.57e-05122
GO:001648514EsophagusESCCprotein processing134/8552225/187231.81e-051.60e-04134
GO:00425524EsophagusESCCmyelination85/8552134/187232.51e-052.13e-0485
GO:00072724EsophagusESCCensheathment of neurons86/8552136/187232.68e-052.24e-0486
GO:00083664EsophagusESCCaxon ensheathment86/8552136/187232.68e-052.24e-0486
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:00329631EsophagusESCCcollagen metabolic process62/8552104/187232.90e-031.22e-0262
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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
KLK6SNVMissense_Mutationc.358N>Ap.Glu120Lysp.E120KQ92876protein_codingtolerated(0.73)benign(0.003)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
KLK6insertionIn_Frame_Insnovelc.463_464insCCTCCTCTCCCTCCTCCTCCTCGTCTTCCCCCTCCTCCTCCTCCTp.Ile155delinsThrSerSerProSerSerSerSerSerSerProSerSerSerSerPhep.I155delinsTSSPSSSSSSPSSSSFQ92876protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KLK6SNVMissense_Mutationc.19G>Cp.Val7Leup.V7LQ92876protein_codingtolerated(0.36)benign(0.003)TCGA-A6-2681-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
KLK6SNVMissense_Mutationrs765571984c.92N>Tp.Thr31Ilep.T31IQ92876protein_codingtolerated(0.05)benign(0.027)TCGA-CK-6748-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
KLK6SNVMissense_Mutationc.85N>Tp.Asp29Tyrp.D29YQ92876protein_codingdeleterious(0.03)benign(0.02)TCGA-G4-6317-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfluorouracilPD
KLK6SNVMissense_Mutationc.679T>Cp.Tyr227Hisp.Y227HQ92876protein_codingdeleterious(0)probably_damaging(1)TCGA-NH-A50T-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KLK6SNVMissense_Mutationnovelc.464T>Cp.Ile155Thrp.I155TQ92876protein_codingdeleterious(0)benign(0.067)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
KLK6SNVMissense_Mutationnovelc.197C>Tp.Pro66Leup.P66LQ92876protein_codingtolerated(0.06)benign(0.036)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
KLK6SNVMissense_Mutationnovelc.178N>Tp.Ala60Serp.A60SQ92876protein_codingdeleterious(0)probably_damaging(0.928)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
KLK6SNVMissense_Mutationnovelc.73N>Tp.Gly25Cysp.G25CQ92876protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A1OF-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
5653KLK6PROTEASE, ENZYME, DRUGGABLE GENOMEinhibitor404859022
5653KLK6PROTEASE, ENZYME, DRUGGABLE GENOMEinhibitor404859023
5653KLK6PROTEASE, ENZYME, DRUGGABLE GENOMEinhibitor252166855
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