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: CASP2

Gene summary for CASP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CASP2

Gene ID

835

Gene namecaspase 2
Gene AliasCASP-2
Cytomap7q34
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

D3DXD9


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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
835CASP2LZE4THumanEsophagusESCC6.86e-031.12e-010.0811
835CASP2LZE7THumanEsophagusESCC6.48e-044.12e-010.0667
835CASP2LZE20THumanEsophagusESCC5.25e-031.46e-010.0662
835CASP2LZE24THumanEsophagusESCC1.97e-081.93e-010.0596
835CASP2P1T-EHumanEsophagusESCC6.87e-031.66e-010.0875
835CASP2P2T-EHumanEsophagusESCC1.88e-041.23e-010.1177
835CASP2P4T-EHumanEsophagusESCC8.69e-153.03e-010.1323
835CASP2P5T-EHumanEsophagusESCC2.93e-152.69e-010.1327
835CASP2P8T-EHumanEsophagusESCC2.20e-173.02e-010.0889
835CASP2P9T-EHumanEsophagusESCC3.60e-021.44e-010.1131
835CASP2P10T-EHumanEsophagusESCC1.23e-202.96e-010.116
835CASP2P12T-EHumanEsophagusESCC5.79e-163.41e-010.1122
835CASP2P15T-EHumanEsophagusESCC6.77e-214.34e-010.1149
835CASP2P16T-EHumanEsophagusESCC1.30e-152.53e-010.1153
835CASP2P20T-EHumanEsophagusESCC6.12e-039.55e-020.1124
835CASP2P21T-EHumanEsophagusESCC6.48e-122.58e-010.1617
835CASP2P22T-EHumanEsophagusESCC8.54e-101.63e-010.1236
835CASP2P23T-EHumanEsophagusESCC2.02e-031.30e-010.108
835CASP2P24T-EHumanEsophagusESCC2.03e-091.57e-010.1287
835CASP2P26T-EHumanEsophagusESCC2.06e-081.82e-010.1276
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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
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
∗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:00380346Oral cavityOSCCsignal transduction in absence of ligand44/730565/187232.63e-063.26e-0544
GO:00971926Oral cavityOSCCextrinsic apoptotic signaling pathway in absence of ligand44/730565/187232.63e-063.26e-0544
GO:00712605Oral cavityOSCCcellular response to mechanical stimulus52/730581/187233.86e-064.55e-0552
GO:00164856Oral cavityOSCCprotein processing121/7305225/187234.56e-065.23e-05121
GO:00315704Oral cavityOSCCDNA integrity checkpoint72/7305123/187238.77e-069.31e-0572
GO:000961210Oral cavityOSCCresponse to mechanical stimulus115/7305216/187231.43e-051.44e-04115
GO:003033018Oral cavityOSCCDNA damage response, signal transduction by p53 class mediator46/730572/187231.66e-051.64e-0446
GO:00000774Oral cavityOSCCDNA damage checkpoint67/7305115/187232.20e-052.08e-0467
GO:00447744Oral cavityOSCCmitotic DNA integrity checkpoint52/730585/187232.86e-052.64e-0452
GO:00447734Oral cavityOSCCmitotic DNA damage checkpoint50/730581/187232.87e-052.64e-0450
GO:004352310Oral cavityOSCCregulation of neuron apoptotic process111/7305212/187235.12e-054.27e-04111
GO:004352518Oral cavityOSCCpositive regulation of neuron apoptotic process37/730558/187231.15e-048.35e-0437
GO:00069196Oral cavityOSCCactivation of cysteine-type endopeptidase activity involved in apoptotic process47/730578/187231.16e-048.42e-0447
GO:00315717Oral cavityOSCCmitotic G1 DNA damage checkpoint22/730530/187231.43e-041.01e-0322
GO:00448197Oral cavityOSCCmitotic G1/S transition checkpoint22/730531/187233.11e-041.94e-0322
GO:20000455Oral cavityOSCCregulation of G1/S transition of mitotic cell cycle74/7305142/187231.01e-035.24e-0374
GO:19028064Oral cavityOSCCregulation of cell cycle G1/S phase transition84/7305168/187232.38e-031.05e-0284
GO:00069773Oral cavityOSCCDNA damage response, signal transduction by p53 class mediator resulting in cell cycle arrest13/730519/187239.07e-033.26e-0213
GO:0097193110Oral cavityLPintrinsic apoptotic signaling pathway146/4623288/187239.76e-222.78e-19146
GO:2001233110Oral cavityLPregulation of apoptotic signaling pathway168/4623356/187231.35e-203.02e-18168
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421027EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa0421037EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa0421018Oral cavityOSCCApoptosis101/3704136/84653.34e-137.00e-123.56e-12101
hsa0421019Oral cavityOSCCApoptosis101/3704136/84653.34e-137.00e-123.56e-12101
hsa0421026Oral cavityLPApoptosis65/2418136/84651.33e-061.48e-059.53e-0665
hsa0421036Oral cavityLPApoptosis65/2418136/84651.33e-061.48e-059.53e-0665
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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
CASP2SNVMissense_Mutationc.23N>Tp.Ser8Phep.S8FP42575protein_codingtolerated_low_confidence(0.1)benign(0)TCGA-A2-A04Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CASP2SNVMissense_Mutationnovelc.905N>Gp.Asn302Serp.N302SP42575protein_codingtolerated(0.07)probably_damaging(0.998)TCGA-A2-A4RY-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereCR
CASP2insertionIn_Frame_Insnovelc.553_554insAAACACACTTCCAGCTGGTGAGTTTTTGCATAAp.Leu190_Ala191insValSerPheCysIleLysThrHisPheGlnLeup.L190_A191insVSFCIKTHFQLP42575protein_codingTCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
CASP2SNVMissense_Mutationc.249N>Cp.Gln83Hisp.Q83HP42575protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-IR-A3LF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CASP2SNVMissense_Mutationrs139233385c.794N>Ap.Arg265Glnp.R265QP42575protein_codingtolerated(0.28)benign(0.011)TCGA-VS-A9U5-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CASP2insertionFrame_Shift_Insnovelc.3_4insGCGGCp.Pro4ArgfsTer16p.P4Rfs*16P42575protein_codingTCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
CASP2SNVMissense_Mutationrs756201685c.907N>Ap.Ala303Thrp.A303TP42575protein_codingdeleterious(0.01)probably_damaging(0.978)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CASP2SNVMissense_Mutationrs144817015c.464N>Ap.Arg155Hisp.R155HP42575protein_codingtolerated(0.22)benign(0.01)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CASP2SNVMissense_Mutationrs141615673c.718G>Ap.Val240Ilep.V240IP42575protein_codingdeleterious(0.05)benign(0.029)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CASP2SNVMissense_Mutationrs370097426c.814N>Ap.Val272Metp.V272MP42575protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AZ-6599-01Colorectumcolon 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
835CASP2PROTEASE, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL197672EMRICASAN
835CASP2PROTEASE, DRUGGABLE GENOME, ENZYMEinhibitor252166828
835CASP2PROTEASE, DRUGGABLE GENOME, ENZYMECETYLPYRIDINIUM CHLORIDECETYLPYRIDINIUM CHLORIDE18366176
835CASP2PROTEASE, DRUGGABLE GENOME, ENZYMESPERMINESPERMINE18366176
835CASP2PROTEASE, DRUGGABLE GENOME, ENZYMEinhibitor178101981
835CASP2PROTEASE, DRUGGABLE GENOME, ENZYMEN-DECYLBUTYRAMIDECHEMBL26543918366176
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