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: CTSA

Gene summary for CTSA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CTSA

Gene ID

5476

Gene namecathepsin A
Gene AliasGLB2
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

P10619


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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
5476CTSALZE4THumanEsophagusESCC7.98e-174.08e-010.0811
5476CTSALZE5THumanEsophagusESCC4.25e-046.93e-010.0514
5476CTSALZE7THumanEsophagusESCC8.08e-084.62e-010.0667
5476CTSALZE8THumanEsophagusESCC1.84e-133.31e-010.067
5476CTSALZE20THumanEsophagusESCC1.25e-178.18e-010.0662
5476CTSALZE21D1HumanEsophagusHGIN3.56e-025.65e-010.0632
5476CTSALZE22THumanEsophagusESCC6.57e-076.75e-010.068
5476CTSALZE24THumanEsophagusESCC6.58e-318.29e-010.0596
5476CTSALZE21THumanEsophagusESCC2.96e-035.87e-010.0655
5476CTSALZE6THumanEsophagusESCC3.51e-127.82e-010.0845
5476CTSAP1T-EHumanEsophagusESCC1.60e-111.14e+000.0875
5476CTSAP2T-EHumanEsophagusESCC2.04e-375.98e-010.1177
5476CTSAP4T-EHumanEsophagusESCC2.64e-409.03e-010.1323
5476CTSAP5T-EHumanEsophagusESCC1.84e-114.17e-010.1327
5476CTSAP8T-EHumanEsophagusESCC4.41e-501.12e+000.0889
5476CTSAP9T-EHumanEsophagusESCC6.34e-195.89e-010.1131
5476CTSAP10T-EHumanEsophagusESCC5.91e-255.38e-010.116
5476CTSAP11T-EHumanEsophagusESCC9.72e-351.75e+000.1426
5476CTSAP12T-EHumanEsophagusESCC8.25e-418.91e-010.1122
5476CTSAP15T-EHumanEsophagusESCC2.56e-439.30e-010.1149
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:004217627EsophagusHGINregulation of protein catabolic process119/2587391/187238.09e-182.43e-15119
GO:003164727EsophagusHGINregulation of protein stability96/2587298/187232.21e-165.76e-1496
GO:000989520EsophagusHGINnegative regulation of catabolic process87/2587320/187231.74e-101.68e-0887
GO:003133026EsophagusHGINnegative regulation of cellular catabolic process74/2587262/187236.27e-105.30e-0874
GO:001050616EsophagusHGINregulation of autophagy84/2587317/187231.39e-091.08e-0784
GO:004217720EsophagusHGINnegative regulation of protein catabolic process37/2587121/187231.47e-065.56e-0537
GO:00105076EsophagusHGINnegative regulation of autophagy27/258785/187231.72e-054.71e-0427
GO:006168416EsophagusHGINchaperone-mediated autophagy9/258716/187238.25e-051.82e-039
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:0009895111EsophagusESCCnegative regulation of catabolic process201/8552320/187233.88e-101.05e-08201
GO:0031330111EsophagusESCCnegative regulation of cellular catabolic process166/8552262/187235.17e-091.08e-07166
GO:0042177111EsophagusESCCnegative regulation of protein catabolic process84/8552121/187231.03e-071.69e-0684
GO:001050712EsophagusESCCnegative regulation of autophagy56/855285/187231.34e-049.09e-0456
GO:006168417EsophagusESCCchaperone-mediated autophagy13/855216/187234.05e-031.62e-0213
GO:004217612LiverCirrhoticregulation of protein catabolic process181/4634391/187237.94e-212.77e-18181
GO:003164712LiverCirrhoticregulation of protein stability144/4634298/187236.74e-191.28e-16144
GO:001050611LiverCirrhoticregulation of autophagy132/4634317/187232.17e-111.33e-09132
GO:000989512LiverCirrhoticnegative regulation of catabolic process121/4634320/187231.21e-073.39e-06121
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041426EsophagusHGINLysosome33/1383132/84656.65e-034.37e-023.47e-0233
hsa0414213EsophagusHGINLysosome33/1383132/84656.65e-034.37e-023.47e-0233
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041424LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa0414211LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414221Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
hsa0414231Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
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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
CTSASNVMissense_Mutationc.419N>Tp.Asn140Ilep.N140Iprotein_codingdeleterious(0)possibly_damaging(0.899)TCGA-A2-A0EU-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CTSASNVMissense_Mutationnovelc.661N>Ap.Ala221Thrp.A221Tprotein_codingdeleterious(0)probably_damaging(1)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
CTSAinsertionNonsense_Mutationnovelc.1088_1089insAGp.Tyr363Terp.Y363*protein_codingTCGA-A8-A07Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificExemestaneSD
CTSASNVMissense_Mutationc.637N>Tp.Pro213Serp.P213Sprotein_codingtolerated(0.63)benign(0.003)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
CTSAdeletionFrame_Shift_Delrs777834472c.1038delNp.Cys349AlafsTer36p.C349Afs*36protein_codingTCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CTSAdeletionIn_Frame_Delnovelc.145_150delNNNNNNp.Gln50_Asp51delp.Q50_D51delprotein_codingTCGA-IR-A3L7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CTSAdeletionFrame_Shift_Delrs755100318c.393delNp.Tyr133IlefsTer5p.Y133Ifs*5protein_codingTCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CTSAdeletionFrame_Shift_Delrs777834472c.1044delCp.Cys349AlafsTer36p.C349Afs*36protein_codingTCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CTSAdeletionFrame_Shift_Delrs777834472c.1044delCp.Cys349AlafsTer36p.C349Afs*36protein_codingTCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CTSASNVMissense_Mutationnovelc.749N>Cp.Leu250Prop.L250Pprotein_codingdeleterious(0)probably_damaging(1)TCGA-AJ-A23O-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
5476CTSADRUGGABLE GENOME, ENZYME, PROTEASESAR164653
5476CTSADRUGGABLE GENOME, ENZYME, PROTEASEinhibitor223366200TELAPREVIR
5476CTSADRUGGABLE GENOME, ENZYME, PROTEASEinhibitor223366214
5476CTSADRUGGABLE GENOME, ENZYME, PROTEASEinhibitor223366205BOCEPREVIR
5476CTSADRUGGABLE GENOME, ENZYME, PROTEASEinhibitor223366215
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