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: CTSK

Gene summary for CTSK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CTSK

Gene ID

1513

Gene namecathepsin K
Gene AliasCTS02
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000422

UniProtAcc

P43235


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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
1513CTSKAEH-subject1HumanEndometriumAEH1.53e-26-5.77e-01-0.3059
1513CTSKAEH-subject2HumanEndometriumAEH2.35e-29-5.67e-01-0.2525
1513CTSKAEH-subject3HumanEndometriumAEH2.15e-19-5.64e-01-0.2576
1513CTSKAEH-subject4HumanEndometriumAEH5.39e-18-4.34e-01-0.2657
1513CTSKAEH-subject5HumanEndometriumAEH5.15e-28-6.29e-01-0.2953
1513CTSKEEC-subject1HumanEndometriumEEC5.49e-38-6.34e-01-0.2682
1513CTSKEEC-subject2HumanEndometriumEEC3.05e-34-6.32e-01-0.2607
1513CTSKEEC-subject3HumanEndometriumEEC6.59e-43-5.94e-01-0.2525
1513CTSKEEC-subject4HumanEndometriumEEC8.68e-31-5.78e-01-0.2571
1513CTSKEEC-subject5HumanEndometriumEEC2.35e-26-6.19e-01-0.249
1513CTSKGSM5276934HumanEndometriumEEC6.39e-13-4.76e-01-0.0913
1513CTSKGSM5276935HumanEndometriumEEC4.05e-26-6.11e-01-0.123
1513CTSKGSM5276937HumanEndometriumEEC8.90e-12-4.29e-01-0.0897
1513CTSKGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC7.26e-35-6.32e-01-0.1869
1513CTSKGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.53e-28-5.98e-01-0.1875
1513CTSKGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC6.46e-36-6.33e-01-0.1883
1513CTSKGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC2.75e-35-6.16e-01-0.1934
1513CTSKGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.45e-37-6.52e-01-0.1917
1513CTSKGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC4.27e-44-6.29e-01-0.1916
1513CTSKGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC2.14e-04-3.43e-01-0.1269
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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
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:00015038EndometriumAEHossification78/2100408/187231.54e-064.85e-0578
GO:00004228EndometriumAEHautophagy of mitochondrion24/210081/187235.41e-061.36e-0424
GO:00617268EndometriumAEHmitochondrion disassembly24/210081/187235.41e-061.36e-0424
GO:002241115EndometriumAEHcellular component disassembly80/2100443/187231.07e-052.45e-0480
GO:19030086EndometriumAEHorganelle disassembly29/2100114/187231.66e-053.43e-0429
GO:000189410EndometriumAEHtissue homeostasis50/2100268/187232.04e-042.54e-0350
GO:00602499EndometriumAEHanatomical structure homeostasis55/2100314/187235.27e-045.32e-0355
GO:0061448EndometriumAEHconnective tissue development44/2100252/187231.92e-031.51e-0244
GO:000042213EndometriumEECautophagy of mitochondrion25/216881/187232.71e-067.67e-0525
GO:006172613EndometriumEECmitochondrion disassembly25/216881/187232.71e-067.67e-0525
GO:000150313EndometriumEECossification79/2168408/187232.72e-067.67e-0579
GO:002241116EndometriumEECcellular component disassembly82/2168443/187231.06e-052.26e-0482
GO:190300813EndometriumEECorganelle disassembly30/2168114/187231.09e-052.30e-0430
GO:000189415EndometriumEECtissue homeostasis51/2168268/187232.34e-042.75e-0351
GO:006024914EndometriumEECanatomical structure homeostasis56/2168314/187236.52e-046.35e-0356
GO:00614481EndometriumEECconnective tissue development44/2168252/187233.51e-032.36e-0244
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:190300816EsophagusESCCorganelle disassembly89/8552114/187231.36e-125.80e-1189
GO:000042217EsophagusESCCautophagy of mitochondrion63/855281/187233.41e-097.24e-0863
GO:006172617EsophagusESCCmitochondrion disassembly63/855281/187233.41e-097.24e-0863
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0532316EndometriumAEHRheumatoid arthritis23/119793/84654.43e-032.46e-021.80e-0223
hsa0421010EndometriumAEHApoptosis30/1197136/84657.72e-034.05e-022.96e-0230
hsa0532317EndometriumAEHRheumatoid arthritis23/119793/84654.43e-032.46e-021.80e-0223
hsa0421015EndometriumAEHApoptosis30/1197136/84657.72e-034.05e-022.96e-0230
hsa0532323EndometriumEECRheumatoid arthritis24/123793/84653.14e-031.78e-021.33e-0224
hsa0421024EndometriumEECApoptosis31/1237136/84656.72e-033.25e-022.42e-0231
hsa0532333EndometriumEECRheumatoid arthritis24/123793/84653.14e-031.78e-021.33e-0224
hsa0421034EndometriumEECApoptosis31/1237136/84656.72e-033.25e-022.42e-0231
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0421027EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa0532320EsophagusESCCRheumatoid arthritis59/420593/84654.98e-031.27e-026.52e-0359
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0421037EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa05323110EsophagusESCCRheumatoid arthritis59/420593/84654.98e-031.27e-026.52e-0359
hsa0421018Oral cavityOSCCApoptosis101/3704136/84653.34e-137.00e-123.56e-12101
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0532318Oral cavityOSCCRheumatoid arthritis56/370493/84659.72e-042.76e-031.40e-0356
hsa043806Oral cavityOSCCOsteoclast differentiation73/3704128/84651.60e-034.44e-032.26e-0373
hsa04620Oral cavityOSCCToll-like receptor signaling pathway58/3704104/84658.77e-031.98e-021.01e-0258
hsa0421019Oral cavityOSCCApoptosis101/3704136/84653.34e-137.00e-123.56e-12101
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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
CTSKdeletionFrame_Shift_Delnovelc.981delCp.Lys328ArgfsTer39p.K328Rfs*39P43235protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
CTSKSNVMissense_Mutationc.676N>Cp.Glu226Glnp.E226QP43235protein_codingtolerated(0.12)possibly_damaging(0.468)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CTSKSNVMissense_Mutationnovelc.152N>Gp.Glu51Glyp.E51GP43235protein_codingdeleterious(0.01)benign(0.317)TCGA-5M-AAT4-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
CTSKSNVMissense_Mutationnovelc.696G>Tp.Glu232Aspp.E232DP43235protein_codingdeleterious(0)possibly_damaging(0.861)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CTSKSNVMissense_Mutationnovelc.484N>Ap.Leu162Metp.L162MP43235protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CTSKSNVMissense_Mutationnovelc.320A>Gp.Tyr107Cysp.Y107CP43235protein_codingdeleterious(0.01)possibly_damaging(0.656)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
CTSKSNVMissense_Mutationc.380N>Cp.Val127Alap.V127AP43235protein_codingdeleterious(0)probably_damaging(0.918)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CTSKSNVMissense_Mutationnovelc.742N>Ap.Ala248Thrp.A248TP43235protein_codingdeleterious(0)benign(0.052)TCGA-AX-A1C5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinSD
CTSKSNVMissense_Mutationc.369G>Tp.Lys123Asnp.K123NP43235protein_codingdeleterious(0.03)probably_damaging(0.923)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
CTSKSNVMissense_Mutationnovelc.847N>Ap.Tyr283Asnp.Y283NP43235protein_codingdeleterious(0)probably_damaging(1)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
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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
1513CTSKDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASE, ENZYMEPMID25399719-Compound-17
1513CTSKDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASE, ENZYMEinhibitorODANACATIBODANACATIB
1513CTSKDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASE, ENZYMEODANACATIBODANACATIB
1513CTSKDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASE, ENZYMEPMID27998201-Compound-10
1513CTSKDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASE, ENZYMEMIV-701
1513CTSKDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASE, ENZYMEinhibitor223366192RELACATIB
1513CTSKDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASE, ENZYME2-(1-CYCLODODECYLETHYLIDENE)HYDRAZINECARBOTHIOAMIDECHEMBL231660223350811
1513CTSKDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASE, ENZYMEinhibitorBALICATIBBALICATIB
1513CTSKDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASE, ENZYMEVEL-0230CHEMBL1085282
1513CTSKDRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, PROTEASE, ENZYMEinhibitor252166814
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