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: CTSW

Gene summary for CTSW

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CTSW

Gene ID

1521

Gene namecathepsin W
Gene AliasLYPN
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

P56202


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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
1521CTSWC21HumanOral cavityOSCC2.33e-165.77e-010.2678
1521CTSWC38HumanOral cavityOSCC3.10e-091.10e+000.172
1521CTSWC46HumanOral cavityOSCC1.64e-031.18e-010.1673
1521CTSWLN22HumanOral cavityOSCC5.72e-058.23e-010.1733
1521CTSWLN38HumanOral cavityOSCC1.54e-033.97e-010.168
1521CTSWEOLP-2HumanOral cavityEOLP6.16e-032.43e-01-0.0203
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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
hsa0421018Oral cavityOSCCApoptosis101/3704136/84653.34e-137.00e-123.56e-12101
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0421019Oral cavityOSCCApoptosis101/3704136/84653.34e-137.00e-123.56e-12101
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
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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
CTSWSNVMissense_Mutationrs754243026c.592G>Ap.Asp198Asnp.D198NP56202protein_codingtolerated(0.1)benign(0.055)TCGA-A8-A09B-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilSD
CTSWSNVMissense_Mutationnovelc.489G>Tp.Glu163Aspp.E163DP56202protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CTSWSNVMissense_Mutationc.1058G>Tp.Gly353Valp.G353VP56202protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A02K-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicPD
CTSWSNVMissense_Mutationc.419N>Tp.Ala140Valp.A140VP56202protein_codingtolerated(0.67)benign(0.107)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CTSWSNVMissense_Mutationrs377646629c.577N>Ap.Gly193Serp.G193SP56202protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
CTSWSNVMissense_Mutationc.758N>Gp.Tyr253Cysp.Y253CP56202protein_codingdeleterious(0.01)benign(0.1)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
CTSWSNVMissense_Mutationrs760246700c.1085N>Ap.Arg362Hisp.R362HP56202protein_codingtolerated(0.36)possibly_damaging(0.806)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CTSWdeletionFrame_Shift_Delc.998delNp.Ala335ProfsTer34p.A335Pfs*34P56202protein_codingTCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CTSWSNVMissense_Mutationrs560156512c.473N>Tp.Ala158Valp.A158VP56202protein_codingtolerated(0.1)benign(0.177)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CTSWSNVMissense_Mutationrs536157333c.802N>Tp.Pro268Serp.P268SP56202protein_codingtolerated(0.19)benign(0.02)TCGA-AP-A059-01Endometriumuterine 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
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