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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: CSTB

Gene summary for CSTB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CSTB

Gene ID

1476

Gene namecystatin B
Gene AliasCPI-B
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

P04080


Top

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
1476CSTBGSM4909280HumanBreastPrecancer1.28e-04-6.94e-010.0305
1476CSTBGSM4909282HumanBreastIDC5.17e-1161.01e+00-0.0288
1476CSTBGSM4909285HumanBreastIDC2.08e-1169.95e-010.21
1476CSTBGSM4909286HumanBreastIDC7.60e-13-1.55e-010.1081
1476CSTBGSM4909287HumanBreastIDC8.02e-204.70e-010.2057
1476CSTBGSM4909290HumanBreastIDC6.81e-276.10e-010.2096
1476CSTBGSM4909293HumanBreastIDC4.44e-032.05e-010.1581
1476CSTBGSM4909294HumanBreastIDC4.39e-17-6.02e-010.2022
1476CSTBGSM4909296HumanBreastIDC9.43e-06-2.48e-010.1524
1476CSTBGSM4909297HumanBreastIDC3.56e-13-2.40e-010.1517
1476CSTBGSM4909304HumanBreastIDC3.25e-031.98e-010.1636
1476CSTBGSM4909305HumanBreastIDC1.55e-03-1.31e-010.0436
1476CSTBGSM4909306HumanBreastIDC1.55e-05-2.30e-010.1564
1476CSTBGSM4909308HumanBreastIDC7.73e-052.51e-010.158
1476CSTBGSM4909311HumanBreastIDC1.03e-34-2.23e-010.1534
1476CSTBGSM4909312HumanBreastIDC3.66e-02-1.66e-010.1552
1476CSTBGSM4909317HumanBreastIDC4.86e-12-4.84e-010.1355
1476CSTBGSM4909319HumanBreastIDC2.56e-51-7.28e-010.1563
1476CSTBGSM4909321HumanBreastIDC1.58e-07-1.86e-010.1559
1476CSTBbrca1HumanBreastPrecancer1.06e-215.36e-01-0.0338
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 

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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004586110CervixCCnegative regulation of proteolysis80/2311351/187232.88e-081.98e-0680
GO:00513469CervixCCnegative regulation of hydrolase activity81/2311379/187234.27e-071.67e-0581
GO:00104669CervixCCnegative regulation of peptidase activity60/2311262/187231.27e-064.34e-0560
GO:001095110CervixCCnegative regulation of endopeptidase activity56/2311252/187237.43e-061.74e-0456
GO:005254715CervixHSIL_HPVregulation of peptidase activity52/737461/187238.35e-126.81e-0952
GO:005254815CervixHSIL_HPVregulation of endopeptidase activity48/737432/187239.20e-113.70e-0848
GO:004586115CervixHSIL_HPVnegative regulation of proteolysis36/737351/187231.64e-071.02e-0536
GO:001046614CervixHSIL_HPVnegative regulation of peptidase activity30/737262/187231.66e-071.03e-0530
GO:001095113CervixHSIL_HPVnegative regulation of endopeptidase activity29/737252/187232.39e-071.44e-0529
GO:005134614CervixHSIL_HPVnegative regulation of hydrolase activity37/737379/187233.81e-072.06e-0537
GO:005254824CervixN_HPVregulation of endopeptidase activity36/534432/187239.74e-091.72e-0636
GO:005254724CervixN_HPVregulation of peptidase activity36/534461/187235.15e-085.59e-0636
GO:004586124CervixN_HPVnegative regulation of proteolysis27/534351/187233.27e-061.36e-0427
GO:001095123CervixN_HPVnegative regulation of endopeptidase activity21/534252/187231.21e-054.05e-0421
GO:001046623CervixN_HPVnegative regulation of peptidase activity21/534262/187232.18e-056.16e-0421
GO:005134624CervixN_HPVnegative regulation of hydrolase activity25/534379/187239.66e-051.97e-0325
GO:0052547ColorectumADregulation of peptidase activity137/3918461/187234.12e-061.12e-04137
GO:0045861ColorectumADnegative regulation of proteolysis106/3918351/187232.33e-054.57e-04106
GO:0052548ColorectumADregulation of endopeptidase activity124/3918432/187236.58e-051.07e-03124
GO:00525471ColorectumSERregulation of peptidase activity114/2897461/187231.18e-077.17e-06114
Page: 1 2 3 4 5 6 7 8 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
CSTBinsertionNonsense_Mutationnovelc.190_191insCCCCGTTTGTAACGCGGGCCCCGTCCTGAAp.Phe64delinsSerProPheValThrArgAlaProSerTerIlep.F64delinsSPFVTRAPS*IP04080protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
CSTBSNVMissense_Mutationc.226N>Ap.Glu76Lysp.E76KP04080protein_codingtolerated(0.13)benign(0.132)TCGA-C5-A1BM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CSTBSNVMissense_Mutationc.215N>Gp.Ser72Cysp.S72CP04080protein_codingdeleterious(0)probably_damaging(0.975)TCGA-A6-3810-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CSTBSNVMissense_Mutationnovelc.107N>Ap.Pro36Hisp.P36HP04080protein_codingtolerated(0.07)possibly_damaging(0.8)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
CSTBSNVMissense_Mutationnovelc.87G>Tp.Glu29Aspp.E29DP04080protein_codingdeleterious(0.01)benign(0.134)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CSTBSNVMissense_Mutationc.227N>Gp.Glu76Glyp.E76GP04080protein_codingtolerated(0.05)possibly_damaging(0.825)TCGA-ED-A4XI-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
CSTBSNVMissense_Mutationnovelc.217N>Gp.Leu73Valp.L73VP04080protein_codingdeleterious(0)probably_damaging(0.993)TCGA-T2-A6X2-01Oral cavityhead & neck squamous cell carcinomaMale>=65III/IVUnknownUnknownSD
CSTBSNVMissense_Mutationc.172C>Tp.His58Tyrp.H58YP04080protein_codingtolerated(0.14)possibly_damaging(0.664)TCGA-EJ-5516-01Prostateprostate adenocarcinomaMale<657UnknownUnknownSD
Page: 1 

Top

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
Page: 1