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: CASP3

Gene summary for CASP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CASP3

Gene ID

836

Gene namecaspase 3
Gene AliasCPP32
Cytomap4q35.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P42574


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
836CASP3LZE4THumanEsophagusESCC1.09e-153.48e-010.0811
836CASP3LZE5THumanEsophagusESCC4.67e-035.99e-010.0514
836CASP3LZE7THumanEsophagusESCC4.23e-074.18e-010.0667
836CASP3LZE8THumanEsophagusESCC2.90e-082.39e-010.067
836CASP3LZE20THumanEsophagusESCC8.94e-047.98e-020.0662
836CASP3LZE22THumanEsophagusESCC2.25e-063.23e-010.068
836CASP3LZE24THumanEsophagusESCC1.45e-123.61e-010.0596
836CASP3LZE6THumanEsophagusESCC4.66e-062.65e-010.0845
836CASP3P2T-EHumanEsophagusESCC2.84e-315.09e-010.1177
836CASP3P4T-EHumanEsophagusESCC3.20e-154.62e-010.1323
836CASP3P5T-EHumanEsophagusESCC4.26e-132.45e-010.1327
836CASP3P8T-EHumanEsophagusESCC1.26e-163.89e-010.0889
836CASP3P9T-EHumanEsophagusESCC5.21e-092.27e-010.1131
836CASP3P10T-EHumanEsophagusESCC8.13e-161.82e-010.116
836CASP3P11T-EHumanEsophagusESCC5.39e-194.90e-010.1426
836CASP3P12T-EHumanEsophagusESCC8.53e-471.01e+000.1122
836CASP3P15T-EHumanEsophagusESCC4.44e-234.65e-010.1149
836CASP3P16T-EHumanEsophagusESCC6.18e-153.59e-010.1153
836CASP3P17T-EHumanEsophagusESCC3.81e-032.26e-010.1278
836CASP3P19T-EHumanEsophagusESCC2.78e-022.58e-010.1662
Page: 1 2 3 4 5 6 

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
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.

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:000184110Oral cavityOSCCneural tube formation60/7305102/187233.90e-053.43e-0460
GO:000941018Oral cavityOSCCresponse to xenobiotic stimulus222/7305462/187234.00e-053.48e-04222
GO:00466773Oral cavityOSCCresponse to antibiotic32/730547/187235.11e-054.27e-0432
GO:004352310Oral cavityOSCCregulation of neuron apoptotic process111/7305212/187235.12e-054.27e-04111
GO:00094164Oral cavityOSCCresponse to light stimulus159/7305320/187235.98e-054.92e-04159
GO:00140208Oral cavityOSCCprimary neural tube formation55/730594/187239.87e-057.43e-0455
GO:00018437Oral cavityOSCCneural tube closure52/730588/187231.06e-047.84e-0452
GO:00069706Oral cavityOSCCresponse to osmotic stress50/730584/187231.11e-048.15e-0450
GO:000974320Oral cavityOSCCresponse to carbohydrate128/7305253/187231.11e-048.16e-04128
GO:004352518Oral cavityOSCCpositive regulation of neuron apoptotic process37/730558/187231.15e-048.35e-0437
GO:00011019Oral cavityOSCCresponse to acid chemical74/7305135/187231.38e-049.76e-0474
GO:005086315Oral cavityOSCCregulation of T cell activation161/7305329/187231.44e-041.02e-03161
GO:00606066Oral cavityOSCCtube closure52/730589/187231.59e-041.10e-0352
GO:0071887Oral cavityOSCCleukocyte apoptotic process60/7305106/187231.78e-041.21e-0360
GO:003428420Oral cavityOSCCresponse to monosaccharide114/7305225/187232.37e-041.54e-03114
GO:000715916Oral cavityOSCCleukocyte cell-cell adhesion178/7305371/187232.44e-041.57e-03178
GO:00432006Oral cavityOSCCresponse to amino acid64/7305116/187232.96e-041.86e-0364
GO:190303715Oral cavityOSCCregulation of leukocyte cell-cell adhesion162/7305336/187233.39e-042.08e-03162
GO:00018388Oral cavityOSCCembryonic epithelial tube formation66/7305121/187233.70e-042.26e-0366
GO:000268310Oral cavityOSCCnegative regulation of immune system process204/7305434/187233.72e-042.27e-03204
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa05012211EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa04932210EsophagusESCCNon-alcoholic fatty liver disease122/4205155/84655.69e-141.59e-128.14e-13122
hsa05169210EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa05020210EsophagusESCCPrion disease193/4205273/84656.42e-131.34e-116.89e-12193
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa05130211EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0421027EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa0521020EsophagusESCCColorectal cancer69/420586/84654.06e-094.13e-082.11e-0869
hsa05167211EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0520529EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
Page: 1 2 3 4 5 6 7 8 9 10 11 

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
CASP3SNVMissense_Mutationnovelc.576N>Ap.Asp192Glup.D192EP42574protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A7-A6VW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
CASP3deletionFrame_Shift_Delc.768_799delNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Lys259HisfsTer19p.K259Hfs*19P42574protein_codingTCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CASP3SNVMissense_Mutationc.768T>Gp.Phe256Leup.F256LP42574protein_codingtolerated(0.07)benign(0.232)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CASP3SNVMissense_Mutationc.517N>Cp.Glu173Glnp.E173QP42574protein_codingtolerated(0.37)possibly_damaging(0.585)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CASP3SNVMissense_Mutationc.159G>Tp.Lys53Asnp.K53NP42574protein_codingdeleterious(0)probably_damaging(0.99)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
CASP3SNVMissense_Mutationnovelc.428N>Cp.Phe143Serp.F143SP42574protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CASP3SNVMissense_Mutationc.491G>Ap.Arg164Hisp.R164HP42574protein_codingdeleterious(0)possibly_damaging(0.811)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CASP3SNVMissense_Mutationnovelc.184N>Gp.Thr62Alap.T62AP42574protein_codingtolerated(0.74)benign(0.001)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CASP3SNVMissense_Mutationrs776881401c.73N>Ap.Glu25Lysp.E25KP42574protein_codingtolerated(1)benign(0)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CASP3SNVMissense_Mutationnovelc.34N>Gp.Ser12Alap.S12AP42574protein_codingtolerated(0.07)benign(0.001)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 

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
836CASP3DRUGGABLE GENOME, PROTEASE, ENZYMEcelecoxibCELECOXIB22336956
836CASP3DRUGGABLE GENOME, PROTEASE, ENZYMESPERMINESPERMINE18366176
836CASP3DRUGGABLE GENOME, PROTEASE, ENZYMEactivator178101922
836CASP3DRUGGABLE GENOME, PROTEASE, ENZYMEPACLITAXELPACLITAXEL9067280
836CASP3DRUGGABLE GENOME, PROTEASE, ENZYMEAICARCHEMBL48384917181154
836CASP3DRUGGABLE GENOME, PROTEASE, ENZYMEWITHAFERIN AWITHAFERIN A22705001
836CASP3DRUGGABLE GENOME, PROTEASE, ENZYMEinhibitor178103141
836CASP3DRUGGABLE GENOME, PROTEASE, ENZYMEIPRIFLAVONEIPRIFLAVONE
836CASP3DRUGGABLE GENOME, PROTEASE, ENZYME1,4-DICHLOROBENZENE1,4-DICHLOROBENZENE16699520
836CASP3DRUGGABLE GENOME, PROTEASE, ENZYME5,6,7-TRIBROMOISATINCHEMBL37661617088067
Page: 1 2 3 4 5