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: CST2

Gene summary for CST2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CST2

Gene ID

1470

Gene namecystatin SA
Gene AliasCST2
Cytomap20p11.21
Gene Typeprotein-coding
GO ID

GO:0001580

UniProtAcc

P09228


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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
1470CST2GSM4909307HumanBreastIDC1.19e-327.91e-010.1569
1470CST2GSM4909308HumanBreastIDC1.24e-741.18e+000.158
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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
∗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:005254714BreastIDCregulation of peptidase activity96/1434461/187237.58e-206.15e-1796
GO:005254814BreastIDCregulation of endopeptidase activity88/1434432/187231.20e-174.85e-1588
GO:004586114BreastIDCnegative regulation of proteolysis70/1434351/187238.21e-142.22e-1170
GO:005134613BreastIDCnegative regulation of hydrolase activity71/1434379/187231.33e-122.90e-1071
GO:001046613BreastIDCnegative regulation of peptidase activity56/1434262/187231.39e-122.92e-1056
GO:001095112BreastIDCnegative regulation of endopeptidase activity52/1434252/187233.53e-115.57e-0952
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049704BreastIDCSalivary secretion18/86793/84655.69e-033.13e-022.34e-0218
hsa0497011BreastIDCSalivary secretion18/86793/84655.69e-033.13e-022.34e-0218
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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
CST2SNVMissense_Mutationc.158N>Ap.Ser53Asnp.S53NP09228protein_codingtolerated(0.05)benign(0.001)TCGA-AR-A1AI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
CST2insertionNonsense_Mutationnovelc.21_22insTGACTCTCTGCTGATGp.Leu8Terp.L8*P09228protein_codingTCGA-B6-A0RI-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CST2insertionIn_Frame_Insnovelc.19_20insGCTTTCp.Thr7delinsSerPheProp.T7delinsSFPP09228protein_codingTCGA-B6-A0RI-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CST2SNVMissense_Mutationc.106N>Ap.Asp36Asnp.D36NP09228protein_codingtolerated(0.12)benign(0.037)TCGA-DS-A0VK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
CST2SNVMissense_Mutationnovelc.418N>Ap.Glu140Lysp.E140KP09228protein_codingtolerated(0.65)benign(0.007)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CST2SNVMissense_Mutationrs372139444c.370G>Ap.Glu124Lysp.E124KP09228protein_codingtolerated(0.41)probably_damaging(0.973)TCGA-VS-A9U7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CST2SNVMissense_Mutationrs762458988c.206N>Ap.Arg69Glnp.R69QP09228protein_codingtolerated(0.68)benign(0.055)TCGA-WL-A834-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelSD
CST2SNVMissense_Mutationc.252N>Ap.Phe84Leup.F84LP09228protein_codingtolerated(0.17)benign(0.131)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CST2SNVMissense_Mutationrs749218618c.187N>Cp.Tyr63Hisp.Y63HP09228protein_codingdeleterious(0)possibly_damaging(0.827)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
CST2SNVMissense_Mutationc.407N>Ap.Ser136Tyrp.S136YP09228protein_codingtolerated(0.29)benign(0.278)TCGA-G4-6628-01Colorectumcolon 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
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