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: CSTA

Gene summary for CSTA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CSTA

Gene ID

1475

Gene namecystatin A
Gene AliasAREI
Cytomap3q21.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

P01040


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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
1475CSTAGSM4909282HumanBreastIDC4.54e-276.99e-01-0.0288
1475CSTAGSM4909285HumanBreastIDC6.26e-091.39e-010.21
1475CSTAGSM4909290HumanBreastIDC1.05e-032.55e-010.2096
1475CSTAGSM4909294HumanBreastIDC8.66e-145.91e-010.2022
1475CSTADCIS2HumanBreastDCIS3.94e-09-1.69e-020.0085
1475CSTACA_HPV_1HumanCervixCC5.74e-03-1.46e-010.0264
1475CSTAN_HPV_2HumanCervixN_HPV4.41e-125.93e-01-0.0131
1475CSTATumorHumanCervixCC5.51e-601.19e+000.1241
1475CSTAsample3HumanCervixCC3.31e-771.24e+000.1387
1475CSTAH2HumanCervixHSIL_HPV1.09e-033.50e-010.0632
1475CSTAL1HumanCervixCC6.38e-218.64e-010.0802
1475CSTAT3HumanCervixCC3.81e-641.24e+000.1389
1475CSTALZE2THumanEsophagusESCC1.46e-061.41e+000.082
1475CSTALZE5THumanEsophagusESCC1.18e-061.15e-010.0514
1475CSTALZE8THumanEsophagusESCC5.90e-131.18e+000.067
1475CSTALZE20THumanEsophagusESCC6.40e-201.84e+000.0662
1475CSTALZE22D1HumanEsophagusHGIN1.15e-091.82e+000.0595
1475CSTALZE22THumanEsophagusESCC4.48e-071.34e+000.068
1475CSTALZE24THumanEsophagusESCC1.49e-037.34e-010.0596
1475CSTALZE21THumanEsophagusESCC1.95e-091.91e+000.0655
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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
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
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: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
GO:000854412BreastIDCepidermis development41/1434324/187231.03e-031.14e-0241
GO:000991312BreastIDCepidermal cell differentiation28/1434202/187231.62e-031.60e-0228
GO:00302161BreastIDCkeratinocyte differentiation21/1434139/187232.06e-031.95e-0221
GO:00435883BreastIDCskin development33/1434263/187233.46e-032.87e-0233
GO:0018149BreastIDCpeptide cross-linking8/143435/187234.22e-033.31e-028
GO:005254723BreastDCISregulation of peptidase activity88/1390461/187231.18e-164.78e-1488
GO:005254823BreastDCISregulation of endopeptidase activity83/1390432/187236.07e-162.15e-1383
GO:004586123BreastDCISnegative regulation of proteolysis63/1390351/187234.39e-116.06e-0963
GO:005134623BreastDCISnegative regulation of hydrolase activity64/1390379/187234.32e-104.80e-0864
GO:001046622BreastDCISnegative regulation of peptidase activity49/1390262/187231.54e-091.43e-0749
GO:001095122BreastDCISnegative regulation of endopeptidase activity47/1390252/187233.63e-093.11e-0747
GO:000854422BreastDCISepidermis development40/1390324/187231.05e-031.16e-0240
GO:000991322BreastDCISepidermal cell differentiation27/1390202/187232.11e-031.97e-0227
GO:00302162BreastDCISkeratinocyte differentiation20/1390139/187233.24e-032.74e-0220
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
CSTAinsertionFrame_Shift_Insnovelc.290_291insGCACAATCTCGGCTCTCTGCGACCTCCACCTp.Phe98HisfsTer27p.F98Hfs*27P01040protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
CSTASNVMissense_Mutationnovelc.210N>Ap.Phe70Leup.F70LP01040protein_codingdeleterious(0.03)benign(0.015)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CSTASNVMissense_Mutationrs200946159c.125N>Gp.Gln42Argp.Q42RP01040protein_codingtolerated(0.07)benign(0)TCGA-AP-A1DR-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CSTASNVMissense_Mutationnovelc.107N>Tp.Gly36Valp.G36VP01040protein_codingtolerated(0.1)benign(0.015)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CSTASNVMissense_Mutationc.209N>Gp.Phe70Cysp.F70CP01040protein_codingdeleterious(0)possibly_damaging(0.905)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
CSTASNVMissense_Mutationnovelc.7C>Ap.Pro3Thrp.P3TP01040protein_codingtolerated(0.62)benign(0.044)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CSTAinsertionFrame_Shift_Insnovelc.85_86insAp.Thr31AsnfsTer3p.T31Nfs*3P01040protein_codingTCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CSTASNVMissense_Mutationc.205G>Ap.Val69Ilep.V69IP01040protein_codingtolerated(0.13)benign(0.013)TCGA-86-8073-01Lunglung 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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