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: CASP4

Gene summary for CASP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CASP4

Gene ID

837

Gene namecaspase 4
Gene AliasICE(rel)II
Cytomap11q22.3
Gene Typeprotein-coding
GO ID

GO:0001959

UniProtAcc

P49662


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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
837CASP4LZE4THumanEsophagusESCC1.68e-031.38e-020.0811
837CASP4LZE8THumanEsophagusESCC2.87e-091.77e-010.067
837CASP4LZE20THumanEsophagusESCC1.11e-032.08e-010.0662
837CASP4LZE22D1HumanEsophagusHGIN6.75e-075.07e-010.0595
837CASP4LZE22THumanEsophagusESCC7.77e-067.00e-010.068
837CASP4LZE24THumanEsophagusESCC3.68e-186.59e-010.0596
837CASP4LZE21THumanEsophagusESCC1.78e-035.22e-020.0655
837CASP4LZE6THumanEsophagusESCC4.72e-092.56e-010.0845
837CASP4P1T-EHumanEsophagusESCC2.55e-041.01e-010.0875
837CASP4P2T-EHumanEsophagusESCC1.15e-094.01e-020.1177
837CASP4P4T-EHumanEsophagusESCC4.14e-244.06e-010.1323
837CASP4P5T-EHumanEsophagusESCC2.40e-161.88e-010.1327
837CASP4P8T-EHumanEsophagusESCC1.63e-611.43e+000.0889
837CASP4P9T-EHumanEsophagusESCC3.52e-133.50e-010.1131
837CASP4P10T-EHumanEsophagusESCC3.98e-114.77e-020.116
837CASP4P11T-EHumanEsophagusESCC2.42e-177.00e-010.1426
837CASP4P12T-EHumanEsophagusESCC5.38e-04-1.44e-010.1122
837CASP4P15T-EHumanEsophagusESCC3.87e-061.68e-010.1149
837CASP4P16T-EHumanEsophagusESCC1.20e-04-1.00e-010.1153
837CASP4P17T-EHumanEsophagusESCC1.10e-021.82e-010.1278
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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.

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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:009719327EsophagusHGINintrinsic apoptotic signaling pathway90/2587288/187231.50e-142.80e-1290
GO:003497625EsophagusHGINresponse to endoplasmic reticulum stress81/2587256/187231.47e-132.32e-1181
GO:007005920EsophagusHGINintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress25/258763/187233.41e-071.57e-0525
GO:005160417EsophagusHGINprotein maturation68/2587294/187239.77e-062.86e-0468
GO:00164857EsophagusHGINprotein processing49/2587225/187237.04e-049.52e-0349
GO:003320910EsophagusHGINtumor necrosis factor-mediated signaling pathway26/258799/187237.45e-049.90e-0326
GO:190165318EsophagusHGINcellular response to peptide68/2587359/187233.88e-033.54e-0268
GO:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:0070059111EsophagusESCCintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress50/855263/187234.37e-087.96e-0750
GO:190165319EsophagusESCCcellular response to peptide208/8552359/187231.68e-062.01e-05208
GO:00607595EsophagusESCCregulation of response to cytokine stimulus103/8552162/187233.14e-063.53e-05103
GO:003320914EsophagusESCCtumor necrosis factor-mediated signaling pathway67/855299/187237.87e-067.72e-0567
GO:00019595EsophagusESCCregulation of cytokine-mediated signaling pathway95/8552150/187239.48e-069.04e-0595
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:001648514EsophagusESCCprotein processing134/8552225/187231.81e-051.60e-04134
GO:007135620EsophagusESCCcellular response to tumor necrosis factor132/8552229/187231.69e-041.11e-03132
GO:00019615EsophagusESCCpositive regulation of cytokine-mediated signaling pathway35/855250/187234.33e-042.44e-0335
GO:00607605EsophagusESCCpositive regulation of response to cytokine stimulus39/855257/187234.34e-042.44e-0339
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa046219EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
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
hsa0462114EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05130211EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa0462122EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05131310EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05130310EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa0462132EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa0513222LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0513022LiverCirrhoticPathogenic Escherichia coli infection88/2530197/84656.48e-066.24e-053.84e-0588
hsa0513122LiverCirrhoticShigellosis105/2530247/84651.31e-051.21e-047.48e-05105
hsa0513232LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
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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
CASP4SNVMissense_Mutationc.36N>Cp.Lys12Asnp.K12NP49662protein_codingtolerated(0.05)benign(0.093)TCGA-D8-A1JT-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CASP4insertionFrame_Shift_Insnovelc.930_931insAp.Val311SerfsTer41p.V311Sfs*41P49662protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CASP4insertionNonsense_Mutationnovelc.929_930insTCAGCCTTGGTGAGTGTTGAAAGTAp.Val311GlnfsTer4p.V311Qfs*4P49662protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CASP4SNVMissense_Mutationnovelc.529N>Ap.Glu177Lysp.E177KP49662protein_codingtolerated(0.28)benign(0.029)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CASP4SNVMissense_Mutationnovelc.886G>Ap.Val296Metp.V296MP49662protein_codingdeleterious(0.02)possibly_damaging(0.605)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CASP4SNVMissense_Mutationnovelc.815N>Ap.Pro272Glnp.P272QP49662protein_codingdeleterious(0.02)possibly_damaging(0.873)TCGA-AA-3972-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
CASP4SNVMissense_Mutationnovelc.392G>Tp.Arg131Ilep.R131IP49662protein_codingdeleterious(0.02)possibly_damaging(0.635)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CASP4SNVMissense_Mutationnovelc.1052N>Cp.Glu351Alap.E351AP49662protein_codingdeleterious(0)benign(0.43)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CASP4SNVMissense_Mutationrs138280041c.676N>Ap.Pro226Thrp.P226TP49662protein_codingdeleterious(0.02)benign(0.09)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CASP4SNVMissense_Mutationc.262N>Tp.Ala88Serp.A88SP49662protein_codingtolerated(0.17)benign(0.047)TCGA-AG-A002-01Colorectumrectum 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
837CASP4PROTEASE, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL197672EMRICASAN
837CASP4PROTEASE, DRUGGABLE GENOME, ENZYMEinhibitor252166854
837CASP4PROTEASE, DRUGGABLE GENOME, ENZYMEinhibitor315661119
837CASP4PROTEASE, DRUGGABLE GENOME, ENZYMEinhibitor252166835
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