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: CASP1

Gene summary for CASP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CASP1

Gene ID

834

Gene namecaspase 1
Gene AliasICE
Cytomap11q22.3
Gene Typeprotein-coding
GO ID

GO:0001666

UniProtAcc

P29466


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
834CASP1LZE4THumanEsophagusESCC6.72e-073.67e-010.0811
834CASP1LZE8THumanEsophagusESCC3.51e-155.03e-010.067
834CASP1LZE20THumanEsophagusESCC4.12e-031.60e-010.0662
834CASP1LZE22D1HumanEsophagusHGIN5.52e-062.19e-010.0595
834CASP1LZE22THumanEsophagusESCC3.19e-024.48e-010.068
834CASP1LZE24THumanEsophagusESCC1.03e-124.22e-010.0596
834CASP1LZE6THumanEsophagusESCC1.38e-095.83e-010.0845
834CASP1P1T-EHumanEsophagusESCC4.30e-021.32e-010.0875
834CASP1P2T-EHumanEsophagusESCC5.16e-222.64e-010.1177
834CASP1P4T-EHumanEsophagusESCC3.59e-277.51e-010.1323
834CASP1P5T-EHumanEsophagusESCC4.83e-121.19e-010.1327
834CASP1P8T-EHumanEsophagusESCC2.63e-378.08e-010.0889
834CASP1P9T-EHumanEsophagusESCC8.77e-203.00e-010.1131
834CASP1P10T-EHumanEsophagusESCC7.11e-041.13e-010.116
834CASP1P11T-EHumanEsophagusESCC1.52e-065.40e-010.1426
834CASP1P12T-EHumanEsophagusESCC3.67e-086.57e-020.1122
834CASP1P15T-EHumanEsophagusESCC4.54e-051.89e-010.1149
834CASP1P16T-EHumanEsophagusESCC1.49e-181.76e-010.1153
834CASP1P17T-EHumanEsophagusESCC7.24e-094.19e-010.1278
834CASP1P20T-EHumanEsophagusESCC1.20e-203.52e-010.1124
Page: 1 2 3 4 

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
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.

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:00085445BreastPrecancerepidermis development35/1080324/187232.71e-043.96e-0335
GO:00099136BreastPrecancerepidermal cell differentiation23/1080202/187231.43e-031.50e-0223
GO:00302163BreastPrecancerkeratinocyte differentiation17/1080139/187232.71e-032.39e-0217
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:004586227EsophagusHGINpositive regulation of proteolysis107/2587372/187232.61e-144.60e-12107
GO:001050616EsophagusHGINregulation of autophagy84/2587317/187231.39e-091.08e-0784
GO:004328126EsophagusHGINregulation of cysteine-type endopeptidase activity involved in apoptotic process59/2587209/187233.39e-081.97e-0659
GO:200011626EsophagusHGINregulation of cysteine-type endopeptidase activity63/2587235/187239.71e-085.02e-0663
GO:005254726EsophagusHGINregulation of peptidase activity102/2587461/187236.29e-072.72e-05102
GO:001095225EsophagusHGINpositive regulation of peptidase activity53/2587197/187238.70e-073.59e-0553
GO:004312220EsophagusHGINregulation of I-kappaB kinase/NF-kappaB signaling63/2587249/187238.91e-073.61e-0563
GO:005254826EsophagusHGINregulation of endopeptidase activity96/2587432/187231.09e-064.30e-0596
GO:004328020EsophagusHGINpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process38/2587129/187232.92e-061.01e-0438
GO:000724918EsophagusHGINI-kappaB kinase/NF-kappaB signaling67/2587281/187233.84e-061.29e-0467
GO:004312317EsophagusHGINpositive regulation of I-kappaB kinase/NF-kappaB signaling49/2587186/187234.22e-061.40e-0449
GO:200105620EsophagusHGINpositive regulation of cysteine-type endopeptidase activity41/2587148/187236.65e-062.07e-0441
GO:001095020EsophagusHGINpositive regulation of endopeptidase activity47/2587179/187237.23e-062.20e-0447
Page: 1 2 3 4 5 6 7 8 9 10 11 12 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0517139EsophagusHGINCoronavirus disease - COVID-19105/1383232/84657.84e-265.11e-244.06e-24105
hsa0501430EsophagusHGINAmyotrophic lateral sclerosis140/1383364/84652.13e-251.16e-239.19e-24140
hsa0513139EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa0513239EsophagusHGINSalmonella infection69/1383249/84653.02e-064.47e-053.55e-0569
hsa0513039EsophagusHGINPathogenic Escherichia coli infection54/1383197/84654.91e-056.15e-044.89e-0454
hsa0541739EsophagusHGINLipid and atherosclerosis51/1383215/84652.95e-032.41e-021.91e-0251
hsa0513427EsophagusHGINLegionellosis18/138357/84653.20e-032.54e-022.02e-0218
hsa046219EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa0516420EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa05171115EsophagusHGINCoronavirus disease - COVID-19105/1383232/84657.84e-265.11e-244.06e-24105
hsa05014113EsophagusHGINAmyotrophic lateral sclerosis140/1383364/84652.13e-251.16e-239.19e-24140
hsa05131114EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa05132115EsophagusHGINSalmonella infection69/1383249/84653.02e-064.47e-053.55e-0569
hsa05130115EsophagusHGINPathogenic Escherichia coli infection54/1383197/84654.91e-056.15e-044.89e-0454
hsa05417114EsophagusHGINLipid and atherosclerosis51/1383215/84652.95e-032.41e-021.91e-0251
hsa05134112EsophagusHGINLegionellosis18/138357/84653.20e-032.54e-022.02e-0218
hsa0462114EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa05164110EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
Page: 1 2 3 4 5 

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
CASP1SNVMissense_Mutationc.116N>Gp.Glu39Glyp.E39GP29466protein_codingdeleterious(0.02)probably_damaging(0.987)TCGA-A2-A04U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CASP1SNVMissense_Mutationc.1121N>Tp.Arg374Leup.R374LP29466protein_codingdeleterious(0)benign(0.057)TCGA-A8-A083-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CASP1SNVMissense_Mutationrs780735624c.985G>Ap.Ala329Thrp.A329TP29466protein_codingdeleterious(0.05)possibly_damaging(0.69)TCGA-LL-A7SZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
CASP1SNVMissense_Mutationnovelc.123N>Tp.Glu41Aspp.E41DP29466protein_codingtolerated(0.07)benign(0.074)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CASP1SNVMissense_Mutationc.889N>Cp.Asp297Hisp.D297HP29466protein_codingdeleterious(0)probably_damaging(1)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CASP1SNVMissense_Mutationrs199932541c.370N>Tp.Pro124Serp.P124SP29466protein_codingtolerated(0.56)benign(0.005)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CASP1SNVMissense_Mutationrs202211771c.804G>Tp.Lys268Asnp.K268NP29466protein_codingtolerated(0.15)benign(0.024)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CASP1SNVMissense_Mutationnovelc.1081G>Tp.Ala361Serp.A361SP29466protein_codingtolerated(0.79)benign(0.215)TCGA-AA-A00O-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CASP1deletionFrame_Shift_Delrs746543598c.614delNp.Asn205IlefsTer7p.N205Ifs*7P29466protein_codingTCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
CASP1deletionFrame_Shift_Delrs746543598c.614delNp.Asn205IlefsTer7p.N205Ifs*7P29466protein_codingTCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 

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
834CASP1DRUGGABLE GENOME, ENZYME, PROTEASEBERKELEYDIONEBERKELEYDIONE17970594
834CASP1DRUGGABLE GENOME, ENZYME, PROTEASEBelnacasanBELNACASAN
834CASP1DRUGGABLE GENOME, ENZYME, PROTEASEAc-YVAD-cmk
834CASP1DRUGGABLE GENOME, ENZYME, PROTEASEinhibitor178103081PRALNACASAN
834CASP1DRUGGABLE GENOME, ENZYME, PROTEASEinhibitor252166854
834CASP1DRUGGABLE GENOME, ENZYME, PROTEASEBERKELEYACETAL CBERKELEYACETAL C17970594
834CASP1DRUGGABLE GENOME, ENZYME, PROTEASEinhibitor178101984
834CASP1DRUGGABLE GENOME, ENZYME, PROTEASEVERMISTATINVERMISTATIN22295871
834CASP1DRUGGABLE GENOME, ENZYME, PROTEASEPD-194035CHEMBL41589310386941
834CASP1DRUGGABLE GENOME, ENZYME, PROTEASEinhibitorCHEMBL2105721NIVOCASAN
Page: 1 2 3 4