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: CTSF

Gene summary for CTSF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CTSF

Gene ID

8722

Gene namecathepsin F
Gene AliasCATSF
Cytomap11q13.2
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q9UBX1


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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
8722CTSFLZE4THumanEsophagusESCC2.92e-04-7.06e-020.0811
8722CTSFLZE24THumanEsophagusESCC3.67e-198.74e-010.0596
8722CTSFP1T-EHumanEsophagusESCC9.89e-045.46e-010.0875
8722CTSFP2T-EHumanEsophagusESCC1.16e-211.63e-010.1177
8722CTSFP4T-EHumanEsophagusESCC5.48e-111.72e-010.1323
8722CTSFP8T-EHumanEsophagusESCC2.15e-481.12e+000.0889
8722CTSFP9T-EHumanEsophagusESCC1.04e-061.65e-010.1131
8722CTSFP10T-EHumanEsophagusESCC3.84e-162.96e-010.116
8722CTSFP11T-EHumanEsophagusESCC1.97e-139.63e-010.1426
8722CTSFP12T-EHumanEsophagusESCC9.31e-224.44e-010.1122
8722CTSFP15T-EHumanEsophagusESCC2.12e-103.39e-010.1149
8722CTSFP16T-EHumanEsophagusESCC5.69e-521.25e+000.1153
8722CTSFP20T-EHumanEsophagusESCC4.88e-031.28e-010.1124
8722CTSFP21T-EHumanEsophagusESCC3.25e-171.17e-010.1617
8722CTSFP22T-EHumanEsophagusESCC4.90e-255.05e-010.1236
8722CTSFP23T-EHumanEsophagusESCC5.60e-186.61e-010.108
8722CTSFP24T-EHumanEsophagusESCC9.72e-145.39e-020.1287
8722CTSFP26T-EHumanEsophagusESCC1.45e-357.65e-010.1276
8722CTSFP27T-EHumanEsophagusESCC3.45e-133.23e-010.1055
8722CTSFP28T-EHumanEsophagusESCC6.50e-095.07e-020.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:004800220EsophagusESCCantigen processing and presentation of peptide antigen44/855262/187234.81e-053.78e-0444
GO:000247820EsophagusESCCantigen processing and presentation of exogenous peptide antigen29/855238/187231.18e-048.13e-0429
GO:001988225EsophagusESCCantigen processing and presentation67/8552106/187232.03e-041.28e-0367
GO:001988420EsophagusESCCantigen processing and presentation of exogenous antigen33/855247/187235.77e-043.14e-0333
GO:000250417EsophagusESCCantigen processing and presentation of peptide or polysaccharide antigen via MHC class II26/855236/187231.14e-035.66e-0326
GO:001988618EsophagusESCCantigen processing and presentation of exogenous peptide antigen via MHC class II22/855230/187231.98e-038.90e-0322
GO:000249517EsophagusESCCantigen processing and presentation of peptide antigen via MHC class II24/855234/187232.90e-031.22e-0224
GO:00024787LiverCirrhoticantigen processing and presentation of exogenous peptide antigen21/463438/187235.49e-056.31e-0421
GO:00198827LiverCirrhoticantigen processing and presentation44/4634106/187231.07e-041.10e-0344
GO:00480027LiverCirrhoticantigen processing and presentation of peptide antigen29/463462/187231.34e-041.31e-0329
GO:00198847LiverCirrhoticantigen processing and presentation of exogenous antigen23/463447/187232.84e-042.51e-0323
GO:00198866LiverCirrhoticantigen processing and presentation of exogenous peptide antigen via MHC class II16/463430/187237.20e-045.36e-0316
GO:00025045LiverCirrhoticantigen processing and presentation of peptide or polysaccharide antigen via MHC class II17/463436/187232.82e-031.63e-0217
GO:00024955LiverCirrhoticantigen processing and presentation of peptide antigen via MHC class II16/463434/187233.88e-032.10e-0216
GO:001988212LiverHCCantigen processing and presentation65/7958106/187237.06e-056.37e-0465
GO:000247811LiverHCCantigen processing and presentation of exogenous peptide antigen27/795838/187233.47e-042.42e-0327
GO:004800212LiverHCCantigen processing and presentation of peptide antigen40/795862/187233.84e-042.62e-0340
GO:001988611LiverHCCantigen processing and presentation of exogenous peptide antigen via MHC class II22/795830/187236.14e-043.82e-0322
GO:001988411LiverHCCantigen processing and presentation of exogenous antigen31/795847/187239.90e-045.71e-0331
GO:000250411LiverHCCantigen processing and presentation of peptide or polysaccharide antigen via MHC class II24/795836/187232.95e-031.38e-0224
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0421027EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0421037EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
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
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
hsa0414221Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
hsa0421026Oral cavityLPApoptosis65/2418136/84651.33e-061.48e-059.53e-0665
hsa0414231Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
hsa0421036Oral cavityLPApoptosis65/2418136/84651.33e-061.48e-059.53e-0665
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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
CTSFSNVMissense_Mutationc.1360G>Ap.Gly454Serp.G454SQ9UBX1protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
CTSFSNVMissense_Mutationc.344G>Ap.Gly115Glup.G115EQ9UBX1protein_codingdeleterious(0.01)benign(0.212)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CTSFSNVMissense_Mutationc.295N>Ap.Val99Metp.V99MQ9UBX1protein_codingtolerated(0.21)benign(0.24)TCGA-C8-A135-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CTSFinsertionFrame_Shift_Insnovelc.1008_1009insCCAGTAACAAGGGAGTTCCCTTCCTCCAGAGACCTp.Leu337ProfsTer21p.L337Pfs*21Q9UBX1protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CTSFSNVMissense_Mutationnovelc.1146N>Cp.Glu382Aspp.E382DQ9UBX1protein_codingtolerated(0.13)benign(0.01)TCGA-VS-A9UY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CTSFSNVMissense_Mutationc.511A>Gp.Asn171Aspp.N171DQ9UBX1protein_codingtolerated(0.19)benign(0)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
CTSFSNVMissense_Mutationrs142782021c.614N>Ap.Arg205Glnp.R205QQ9UBX1protein_codingtolerated(1)benign(0.001)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CTSFSNVMissense_Mutationnovelc.1038G>Tp.Lys346Asnp.K346NQ9UBX1protein_codingdeleterious(0.05)benign(0.424)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CTSFSNVMissense_Mutationrs768809245c.1442C>Tp.Ala481Valp.A481VQ9UBX1protein_codingdeleterious(0)probably_damaging(0.98)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
CTSFSNVMissense_Mutationc.1009T>Ap.Leu337Metp.L337MQ9UBX1protein_codingdeleterious(0.04)benign(0.341)TCGA-F4-6569-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
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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
8722CTSFDRUGGABLE GENOME, PROTEASE, ENZYMEPMID27998201-Compound-12
8722CTSFDRUGGABLE GENOME, PROTEASE, ENZYMEPMID27998201-Compound-5
8722CTSFDRUGGABLE GENOME, PROTEASE, ENZYMEinhibitor178103149
8722CTSFDRUGGABLE GENOME, PROTEASE, ENZYMEinhibitor405067337
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