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: CTSL

Gene summary for CTSL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CTSL

Gene ID

1514

Gene namecathepsin L
Gene AliasCATL
Cytomap9q21.33
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

A0A024R276


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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
1514CTSLAEH-subject1HumanEndometriumAEH4.79e-03-1.85e-01-0.3059
1514CTSLAEH-subject2HumanEndometriumAEH4.71e-02-1.72e-01-0.2525
1514CTSLAEH-subject5HumanEndometriumAEH4.58e-06-2.75e-01-0.2953
1514CTSLEEC-subject1HumanEndometriumEEC3.06e-06-2.28e-01-0.2682
1514CTSLEEC-subject2HumanEndometriumEEC1.02e-07-2.21e-01-0.2607
1514CTSLEEC-subject3HumanEndometriumEEC1.48e-29-2.28e-01-0.2525
1514CTSLEEC-subject4HumanEndometriumEEC6.26e-04-1.14e-01-0.2571
1514CTSLEEC-subject5HumanEndometriumEEC3.98e-02-8.70e-02-0.249
1514CTSLGSM5276934HumanEndometriumEEC1.12e-247.89e-01-0.0913
1514CTSLGSM5276937HumanEndometriumEEC2.93e-381.07e+00-0.0897
1514CTSLGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.75e-11-9.39e-02-0.1869
1514CTSLGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC6.18e-10-2.59e-01-0.1875
1514CTSLGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.30e-12-2.11e-01-0.1883
1514CTSLGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC6.68e-18-1.99e-01-0.1934
1514CTSLGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC9.67e-26-2.75e-01-0.1917
1514CTSLGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.69e-11-2.48e-01-0.1916
1514CTSLLZE2THumanEsophagusESCC2.61e-076.09e-010.082
1514CTSLLZE4THumanEsophagusESCC2.01e-132.43e-010.0811
1514CTSLLZE6THumanEsophagusESCC1.10e-071.08e+000.0845
1514CTSLP2T-EHumanEsophagusESCC1.24e-153.13e-010.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
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
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
GO:00164859ThyroidPTCprotein processing95/5968225/187236.60e-044.15e-0395
GO:0002504110ThyroidPTCantigen processing and presentation of peptide or polysaccharide antigen via MHC class II21/596836/187239.36e-045.68e-0321
GO:0019886111ThyroidPTCantigen processing and presentation of exogenous peptide antigen via MHC class II18/596830/187231.38e-037.74e-0318
GO:009706612ThyroidPTCresponse to thyroid hormone16/596826/187231.75e-039.51e-0316
GO:00718872ThyroidPTCleukocyte apoptotic process48/5968106/187232.58e-031.32e-0248
GO:0002495110ThyroidPTCantigen processing and presentation of peptide antigen via MHC class II19/596834/187233.21e-031.57e-0219
GO:009706711ThyroidPTCcellular response to thyroid hormone stimulus11/596817/187235.46e-032.49e-0211
GO:00091003ThyroidPTCglycoprotein metabolic process147/5968387/187235.87e-032.64e-02147
GO:001603234ThyroidATCviral process241/6293415/187235.50e-252.04e-22241
GO:001905835ThyroidATCviral life cycle173/6293317/187239.22e-155.50e-13173
GO:004440334ThyroidATCbiological process involved in symbiotic interaction153/6293290/187231.12e-114.12e-10153
GO:005170134ThyroidATCbiological process involved in interaction with host112/6293203/187231.93e-105.76e-09112
GO:005212633ThyroidATCmovement in host environment94/6293175/187233.20e-086.00e-0794
GO:000689826ThyroidATCreceptor-mediated endocytosis118/6293244/187231.17e-061.50e-05118
GO:0051604110ThyroidATCprotein maturation136/6293294/187234.00e-064.42e-05136
GO:001988229ThyroidATCantigen processing and presentation57/6293106/187231.48e-051.39e-0457
GO:004440933ThyroidATCentry into host76/6293151/187231.54e-051.43e-0476
GO:004671833ThyroidATCviral entry into host cell72/6293144/187233.38e-052.80e-0472
GO:007188711ThyroidATCleukocyte apoptotic process53/6293106/187233.48e-042.16e-0353
GO:006102511ThyroidATCmembrane fusion76/6293163/187233.68e-042.27e-0376
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541826EndometriumAEHFluid shear stress and atherosclerosis43/1197139/84652.47e-073.49e-062.55e-0643
hsa0520518EndometriumAEHProteoglycans in cancer53/1197205/84655.43e-066.53e-054.78e-0553
hsa0461225EndometriumAEHAntigen processing and presentation26/119778/84651.33e-051.55e-041.13e-0426
hsa0414524EndometriumAEHPhagosome41/1197152/84652.12e-052.22e-041.63e-0441
hsa0532316EndometriumAEHRheumatoid arthritis23/119793/84654.43e-032.46e-021.80e-0223
hsa0421010EndometriumAEHApoptosis30/1197136/84657.72e-034.05e-022.96e-0230
hsa05418112EndometriumAEHFluid shear stress and atherosclerosis43/1197139/84652.47e-073.49e-062.55e-0643
hsa0520519EndometriumAEHProteoglycans in cancer53/1197205/84655.43e-066.53e-054.78e-0553
hsa04612111EndometriumAEHAntigen processing and presentation26/119778/84651.33e-051.55e-041.13e-0426
hsa04145111EndometriumAEHPhagosome41/1197152/84652.12e-052.22e-041.63e-0441
hsa0532317EndometriumAEHRheumatoid arthritis23/119793/84654.43e-032.46e-021.80e-0223
hsa0421015EndometriumAEHApoptosis30/1197136/84657.72e-034.05e-022.96e-0230
hsa0541827EndometriumEECFluid shear stress and atherosclerosis45/1237139/84657.76e-081.22e-069.07e-0745
hsa0461226EndometriumEECAntigen processing and presentation27/123778/84657.66e-069.58e-057.14e-0527
hsa0414525EndometriumEECPhagosome42/1237152/84652.01e-052.28e-041.70e-0442
hsa0520524EndometriumEECProteoglycans in cancer52/1237205/84653.01e-053.19e-042.38e-0452
hsa0532323EndometriumEECRheumatoid arthritis24/123793/84653.14e-031.78e-021.33e-0224
hsa0421024EndometriumEECApoptosis31/1237136/84656.72e-033.25e-022.42e-0231
hsa0541836EndometriumEECFluid shear stress and atherosclerosis45/1237139/84657.76e-081.22e-069.07e-0745
hsa0461235EndometriumEECAntigen processing and presentation27/123778/84657.66e-069.58e-057.14e-0527
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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
CTSLSNVMissense_Mutationc.751G>Ap.Ala251Thrp.A251TP07711protein_codingdeleterious(0.03)possibly_damaging(0.534)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CTSLSNVMissense_Mutationc.724G>Ap.Val242Metp.V242MP07711protein_codingtolerated(0.05)probably_damaging(0.931)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CTSLSNVMissense_Mutationc.545N>Cp.Leu182Prop.L182PP07711protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CTSLSNVMissense_Mutationc.542N>Ap.Gly181Aspp.G181DP07711protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
CTSLSNVMissense_Mutationc.956G>Tp.Arg319Ilep.R319IP07711protein_codingdeleterious(0)benign(0.007)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CTSLSNVMissense_Mutationc.450G>Tp.Gln150Hisp.Q150HP07711protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CTSLSNVMissense_Mutationnovelc.774N>Ap.Phe258Leup.F258LP07711protein_codingtolerated(0.21)possibly_damaging(0.686)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CTSLSNVMissense_Mutationc.956N>Tp.Arg319Ilep.R319IP07711protein_codingdeleterious(0)benign(0.007)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CTSLSNVMissense_Mutationrs200642380c.119N>Gp.Tyr40Cysp.Y40CP07711protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CTSLSNVMissense_Mutationrs769759603c.121N>Ap.Gly41Serp.G41SP07711protein_codingtolerated(1)benign(0.006)TCGA-A5-A0G2-01Endometriumuterine 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
1514CTSLPROTEASE, DRUGGABLE GENOME, ENZYMEPMID27998201-Compound-6
1514CTSLPROTEASE, DRUGGABLE GENOME, ENZYMEinhibitor405067337
1514CTSLPROTEASE, DRUGGABLE GENOME, ENZYMEHORMONES16099855
1514CTSLPROTEASE, DRUGGABLE GENOME, ENZYMEPMID27998201-Compound-19
1514CTSLPROTEASE, DRUGGABLE GENOME, ENZYMEKGP94
1514CTSLPROTEASE, DRUGGABLE GENOME, ENZYMEPMID27998201-Compound-5
1514CTSLPROTEASE, DRUGGABLE GENOME, ENZYMEPhenylalanine derivative 1
1514CTSLPROTEASE, DRUGGABLE GENOME, ENZYMEinhibitor318164817
1514CTSLPROTEASE, DRUGGABLE GENOME, ENZYMEPMID27998201-Compound-1
1514CTSLPROTEASE, DRUGGABLE GENOME, ENZYMEPMID27998201-Compound-9
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