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: CTSZ

Gene summary for CTSZ

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CTSZ

Gene ID

1522

Gene namecathepsin Z
Gene AliasCTSX
Cytomap20q13.32
Gene Typeprotein-coding
GO ID

GO:0001763

UniProtAcc

Q9UBR2


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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
1522CTSZGSM4909293HumanBreastIDC9.34e-032.37e-010.1581
1522CTSZGSM4909295HumanBreastIDC6.67e-054.74e-010.0898
1522CTSZGSM4909297HumanBreastIDC1.29e-038.63e-020.1517
1522CTSZGSM4909308HumanBreastIDC2.55e-022.68e-010.158
1522CTSZGSM4909311HumanBreastIDC1.38e-14-2.41e-020.1534
1522CTSZGSM4909319HumanBreastIDC2.10e-19-6.62e-030.1563
1522CTSZGSM4909321HumanBreastIDC1.25e-047.12e-020.1559
1522CTSZbrca1HumanBreastPrecancer3.88e-032.42e-01-0.0338
1522CTSZNCCBC11HumanBreastDCIS1.41e-052.69e-010.1232
1522CTSZNCCBC14HumanBreastDCIS7.62e-152.34e-010.2021
1522CTSZNCCBC3HumanBreastDCIS8.20e-227.02e-010.1198
1522CTSZNCCBC5HumanBreastDCIS1.01e-082.32e-010.2046
1522CTSZP1HumanBreastIDC1.92e-091.16e-020.1527
1522CTSZDCIS2HumanBreastDCIS3.13e-757.29e-010.0085
1522CTSZCA_HPV_1HumanCervixCC1.50e-156.56e-010.0264
1522CTSZN_HPV_2HumanCervixN_HPV3.17e-022.78e-01-0.0131
1522CTSZCCI_1HumanCervixCC2.88e-02-5.11e-010.528
1522CTSZCCI_3HumanCervixCC1.93e-04-5.24e-010.516
1522CTSZCCII_1HumanCervixCC4.22e-07-5.26e-010.3249
1522CTSZTumorHumanCervixCC1.76e-02-2.15e-010.1241
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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:00458619BreastPrecancernegative regulation of proteolysis50/1080351/187232.99e-092.39e-0750
GO:00709979BreastPrecancerneuron death50/1080361/187237.75e-095.70e-0750
GO:00514029BreastPrecancerneuron apoptotic process38/1080246/187232.68e-081.75e-0638
GO:19012149BreastPrecancerregulation of neuron death41/1080319/187231.27e-064.80e-0541
GO:00435237BreastPrecancerregulation of neuron apoptotic process31/1080212/187231.69e-066.08e-0531
GO:00510989BreastPrecancerregulation of binding44/1080363/187232.59e-068.65e-0544
GO:19012169BreastPrecancerpositive regulation of neuron death16/108097/187231.29e-042.24e-0316
GO:00435258BreastPrecancerpositive regulation of neuron apoptotic process11/108058/187234.17e-045.56e-0311
GO:00316393BreastPrecancerplasminogen activation6/108024/187231.99e-031.90e-026
GO:00511008BreastPrecancernegative regulation of binding19/1080162/187232.56e-032.32e-0219
GO:00605625BreastPrecancerepithelial tube morphogenesis31/1080325/187234.21e-033.31e-0231
GO:00516047BreastPrecancerprotein maturation28/1080294/187236.45e-034.50e-0228
GO:004586114BreastIDCnegative regulation of proteolysis70/1434351/187238.21e-142.22e-1170
GO:007099714BreastIDCneuron death57/1434361/187231.31e-077.38e-0657
GO:005109814BreastIDCregulation of binding57/1434363/187231.59e-078.76e-0657
GO:005140213BreastIDCneuron apoptotic process42/1434246/187237.21e-073.35e-0542
GO:190121414BreastIDCregulation of neuron death48/1434319/187235.01e-061.69e-0448
GO:004352313BreastIDCregulation of neuron apoptotic process35/1434212/187231.26e-053.29e-0435
GO:190121614BreastIDCpositive regulation of neuron death19/143497/187231.22e-042.25e-0319
GO:006056212BreastIDCepithelial tube morphogenesis44/1434325/187231.58e-042.73e-0344
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa042108BreastPrecancerApoptosis25/684136/84657.61e-056.87e-045.26e-0425
hsa0421013BreastPrecancerApoptosis25/684136/84657.61e-056.87e-045.26e-0425
hsa0421022BreastIDCApoptosis31/867136/84651.34e-051.61e-041.20e-0431
hsa0421032BreastIDCApoptosis31/867136/84651.34e-051.61e-041.20e-0431
hsa0421041BreastDCISApoptosis29/846136/84655.92e-055.97e-044.40e-0429
hsa0421051BreastDCISApoptosis29/846136/84655.92e-055.97e-044.40e-0429
hsa042109CervixCCApoptosis36/1267136/84653.21e-041.68e-039.91e-0436
hsa0421014CervixCCApoptosis36/1267136/84653.21e-041.68e-039.91e-0436
hsa0421042CervixN_HPVApoptosis14/349136/84651.40e-039.06e-037.08e-0314
hsa0421052CervixN_HPVApoptosis14/349136/84651.40e-039.06e-037.08e-0314
hsa04142ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa041421ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa04210ColorectumMSSApoptosis44/1875136/84653.66e-031.66e-021.01e-0244
hsa042101ColorectumMSSApoptosis44/1875136/84653.66e-031.66e-021.01e-0244
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
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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
CTSZSNVMissense_Mutationc.731C>Tp.Ser244Phep.S244FQ9UBR2protein_codingdeleterious(0)probably_damaging(0.995)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CTSZSNVMissense_Mutationc.867C>Gp.Asn289Lysp.N289KQ9UBR2protein_codingdeleterious(0)probably_damaging(0.993)TCGA-EW-A1OZ-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
CTSZSNVMissense_Mutationc.785N>Tp.Ser262Leup.S262LQ9UBR2protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A1MP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CTSZSNVMissense_Mutationnovelc.668N>Gp.Ala223Glyp.A223GQ9UBR2protein_codingtolerated(0.06)benign(0.001)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CTSZSNVMissense_Mutationrs748740856c.418N>Ap.Val140Metp.V140MQ9UBR2protein_codingdeleterious(0)probably_damaging(0.992)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
CTSZSNVMissense_Mutationrs201081854c.335N>Tp.Ala112Valp.A112VQ9UBR2protein_codingtolerated(0.12)benign(0.015)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CTSZSNVMissense_Mutationnovelc.718N>Cp.Asn240Hisp.N240HQ9UBR2protein_codingdeleterious(0)probably_damaging(0.991)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CTSZSNVMissense_Mutationrs201081854c.335N>Tp.Ala112Valp.A112VQ9UBR2protein_codingtolerated(0.12)benign(0.015)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
CTSZSNVMissense_Mutationrs202127342c.580N>Ap.Gly194Serp.G194SQ9UBR2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CTSZSNVMissense_Mutationrs368797360c.880N>Ap.Glu294Lysp.E294KQ9UBR2protein_codingtolerated(0.53)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
1522CTSZDRUGGABLE GENOME, PROTEASE, ENZYMEinhibitor178103092ODANACATIB
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