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: CTSO

Gene summary for CTSO

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CTSO

Gene ID

1519

Gene namecathepsin O
Gene AliasCTSO1
Cytomap4q32.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

P43234


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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
1519CTSOS43HumanLiverCirrhotic1.08e-02-7.41e-02-0.0187
1519CTSOHCC1_MengHumanLiverHCC2.39e-21-6.49e-020.0246
1519CTSOHCC2_MengHumanLiverHCC7.41e-09-6.03e-020.0107
1519CTSOcirrhotic2HumanLiverCirrhotic1.15e-031.31e-010.0201
1519CTSOPt13.bHumanLiverHCC3.90e-022.51e-020.0251
1519CTSOS027HumanLiverHCC9.84e-066.92e-010.2446
1519CTSOS028HumanLiverHCC3.29e-117.37e-010.2503
1519CTSOS029HumanLiverHCC1.62e-077.96e-010.2581
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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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041424LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa042106LiverCirrhoticApoptosis58/2530136/84659.84e-045.55e-033.42e-0358
hsa0414211LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa0421011LiverCirrhoticApoptosis58/2530136/84659.84e-045.55e-033.42e-0358
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa042102LiverHCCApoptosis83/4020136/84659.51e-043.58e-031.99e-0383
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa042103LiverHCCApoptosis83/4020136/84659.51e-043.58e-031.99e-0383
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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
CTSOSNVMissense_Mutationc.281N>Tp.Arg94Ilep.R94IP43234protein_codingdeleterious(0.01)benign(0.013)TCGA-A1-A0SK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CTSOSNVMissense_Mutationc.310N>Tp.Pro104Serp.P104SP43234protein_codingtolerated(0.62)benign(0)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
CTSOSNVMissense_Mutationc.892N>Ap.Asp298Asnp.D298NP43234protein_codingtolerated(0.08)benign(0.02)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CTSOSNVMissense_Mutationrs376990374c.155G>Ap.Arg52Glnp.R52QP43234protein_codingtolerated(0.15)benign(0.036)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CTSOSNVMissense_Mutationc.737A>Tp.Asp246Valp.D246VP43234protein_codingdeleterious(0)probably_damaging(0.998)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CTSOSNVMissense_Mutationc.877N>Cp.Ser293Argp.S293RP43234protein_codingtolerated(0.49)benign(0.076)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CTSOSNVMissense_Mutationc.796G>Ap.Glu266Lysp.E266KP43234protein_codingtolerated(0.22)benign(0.021)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CTSOSNVMissense_Mutationnovelc.181N>Ap.Glu61Lysp.E61KP43234protein_codingtolerated(0.14)benign(0.05)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
CTSOSNVMissense_Mutationc.586N>Ap.Pro196Thrp.P196TP43234protein_codingtolerated(0.15)possibly_damaging(0.841)TCGA-NH-A8F7-06ColorectumNANANANANANANA
CTSOSNVMissense_Mutationc.838N>Ap.Gly280Argp.G280RP43234protein_codingdeleterious(0)probably_damaging(0.965)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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
1519CTSOPROTEASE, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL481611ODANACATIB
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