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: KLKB1

Gene summary for KLKB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLKB1

Gene ID

3818

Gene namekallikrein B1
Gene AliasKLK3
Cytomap4q35.2
Gene Typeprotein-coding
GO ID

GO:0002254

UniProtAcc

A8K9A9


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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
3818KLKB1NAFLD1HumanLiverNAFLD3.10e-067.87e-01-0.04
3818KLKB1S43HumanLiverCirrhotic1.15e-06-1.24e-01-0.0187
3818KLKB1HCC1_MengHumanLiverHCC4.53e-29-1.51e-010.0246
3818KLKB1HCC2_MengHumanLiverHCC1.61e-05-1.83e-010.0107
3818KLKB1HCC2HumanLiverHCC5.34e-194.00e+000.5341
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗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:00610417LiverNAFLDregulation of wound healing39/1882134/187235.52e-101.28e-0739
GO:00420607LiverNAFLDwound healing84/1882422/187236.56e-101.37e-0784
GO:0042730LiverNAFLDfibrinolysis15/188225/187231.26e-092.30e-0715
GO:0030195LiverNAFLDnegative regulation of blood coagulation21/188249/187232.42e-094.05e-0721
GO:1900047LiverNAFLDnegative regulation of hemostasis21/188250/187233.78e-095.40e-0721
GO:0030193LiverNAFLDregulation of blood coagulation24/188266/187239.30e-091.26e-0624
GO:0050819LiverNAFLDnegative regulation of coagulation21/188253/187231.33e-081.69e-0621
GO:1900046LiverNAFLDregulation of hemostasis24/188268/187231.84e-082.09e-0624
GO:0061045LiverNAFLDnegative regulation of wound healing26/188278/187231.86e-082.09e-0626
GO:19030347LiverNAFLDregulation of response to wounding41/1882167/187234.70e-084.58e-0641
GO:0050818LiverNAFLDregulation of coagulation24/188271/187234.80e-084.60e-0624
GO:0051917LiverNAFLDregulation of fibrinolysis10/188214/187237.05e-086.34e-0610
GO:00075994LiverNAFLDhemostasis49/1882222/187239.23e-087.59e-0649
GO:00075964LiverNAFLDblood coagulation48/1882217/187231.16e-078.81e-0648
GO:00508174LiverNAFLDcoagulation48/1882222/187232.40e-071.61e-0548
GO:0031639LiverNAFLDplasminogen activation12/188224/187238.76e-074.60e-0512
GO:1903035LiverNAFLDnegative regulation of response to wounding26/188294/187231.18e-065.66e-0526
GO:0072376LiverNAFLDprotein activation cascade8/188212/187233.51e-061.40e-048
GO:00458627LiverNAFLDpositive regulation of proteolysis65/1882372/187236.58e-062.29e-0465
GO:0002526LiverNAFLDacute inflammatory response26/1882112/187233.68e-059.23e-0426
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04610LiverNAFLDComplement and coagulation cascades35/104386/84652.48e-112.04e-091.64e-0935
hsa046101LiverNAFLDComplement and coagulation cascades35/104386/84652.48e-112.04e-091.64e-0935
hsa046102LiverCirrhoticComplement and coagulation cascades48/253086/84654.41e-075.44e-063.35e-0648
hsa046103LiverCirrhoticComplement and coagulation cascades48/253086/84654.41e-075.44e-063.35e-0648
hsa046104LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
hsa046105LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
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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
KLKB1SNVMissense_Mutationrs755781116c.553G>Ap.Val185Metp.V185MP03952protein_codingdeleterious(0)possibly_damaging(0.493)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
KLKB1SNVMissense_Mutationnovelc.1033T>Cp.Cys345Argp.C345RP03952protein_codingtolerated(0.17)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KLKB1SNVMissense_Mutationrs763038724c.230N>Tp.Cys77Phep.C77FP03952protein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
KLKB1SNVMissense_Mutationrs201643294c.682C>Tp.Arg228Trpp.R228WP03952protein_codingdeleterious(0)probably_damaging(0.988)TCGA-BH-A1EW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
KLKB1insertionFrame_Shift_Insnovelc.408_409insACTGATGp.Cys137ThrfsTer10p.C137Tfs*10P03952protein_codingTCGA-A8-A09T-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
KLKB1deletionFrame_Shift_Delnovelc.1607delNp.Lys537ArgfsTer2p.K537Rfs*2P03952protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
KLKB1SNVMissense_Mutationc.70N>Gp.Gln24Glup.Q24EP03952protein_codingtolerated(0.41)benign(0.041)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
KLKB1SNVMissense_Mutationc.353N>Cp.Gly118Alap.G118AP03952protein_codingdeleterious(0)benign(0.299)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
KLKB1SNVMissense_Mutationrs144541812c.1486A>Gp.Thr496Alap.T496AP03952protein_codingdeleterious(0)possibly_damaging(0.567)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
KLKB1SNVMissense_Mutationrs146525902c.1772N>Ap.Arg591Hisp.R591HP03952protein_codingtolerated(1)benign(0)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=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
3818KLKB1DRUGGABLE GENOME, PROTEASE, ENZYMEKVD001
3818KLKB1DRUGGABLE GENOME, PROTEASE, ENZYMEANTITHROMBIN
3818KLKB1DRUGGABLE GENOME, PROTEASE, ENZYMEinhibitor252166701
3818KLKB1DRUGGABLE GENOME, PROTEASE, ENZYMEantibody315661179LANADELUMAB
3818KLKB1DRUGGABLE GENOME, PROTEASE, ENZYMEEcallantideECALLANTIDE
3818KLKB1DRUGGABLE GENOME, PROTEASE, ENZYMELanadelumabLANADELUMAB
3818KLKB1DRUGGABLE GENOME, PROTEASE, ENZYMEBCX4161
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