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: CLYBL

Gene summary for CLYBL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLYBL

Gene ID

171425

Gene namecitramalyl-CoA lyase
Gene AliasCLB
Cytomap13q32.3
Gene Typeprotein-coding
GO ID

GO:0006725

UniProtAcc

Q8N0X4


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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
171425CLYBLHTA11_3410_2000001011HumanColorectumAD1.62e-08-5.05e-010.0155
171425CLYBLHTA11_347_2000001011HumanColorectumAD3.06e-086.07e-01-0.1954
171425CLYBLHTA11_696_2000001011HumanColorectumAD8.87e-03-3.23e-01-0.1464
171425CLYBLHTA11_866_3004761011HumanColorectumAD1.11e-07-4.60e-010.096
171425CLYBLHTA11_7696_3000711011HumanColorectumAD3.50e-04-3.62e-010.0674
171425CLYBLHTA11_99999970781_79442HumanColorectumMSS8.25e-04-3.21e-010.294
171425CLYBLHTA11_99999965104_69814HumanColorectumMSS1.84e-034.99e-010.281
171425CLYBLHTA11_99999974143_84620HumanColorectumMSS2.43e-03-3.30e-010.3005
171425CLYBLA001-C-207HumanColorectumFAP1.51e-02-3.15e-010.1278
171425CLYBLA015-C-203HumanColorectumFAP6.09e-31-5.76e-01-0.1294
171425CLYBLA015-C-204HumanColorectumFAP1.95e-07-4.47e-01-0.0228
171425CLYBLA014-C-040HumanColorectumFAP5.91e-06-5.68e-01-0.1184
171425CLYBLA002-C-201HumanColorectumFAP1.07e-16-5.18e-010.0324
171425CLYBLA002-C-203HumanColorectumFAP6.93e-04-2.99e-010.2786
171425CLYBLA001-C-119HumanColorectumFAP1.61e-07-5.11e-01-0.1557
171425CLYBLA001-C-108HumanColorectumFAP2.97e-22-4.82e-01-0.0272
171425CLYBLA002-C-205HumanColorectumFAP2.95e-26-6.29e-01-0.1236
171425CLYBLA001-C-104HumanColorectumFAP2.94e-03-2.96e-010.0184
171425CLYBLA015-C-005HumanColorectumFAP6.18e-08-4.77e-01-0.0336
171425CLYBLA015-C-006HumanColorectumFAP3.32e-12-4.14e-01-0.0994
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:0062012ColorectumADregulation of small molecule metabolic process93/3918334/187231.46e-031.24e-0293
GO:00620121ColorectumMSSregulation of small molecule metabolic process83/3467334/187232.25e-031.85e-0283
GO:0062013ColorectumMSSpositive regulation of small molecule metabolic process39/3467143/187236.34e-034.23e-0239
GO:00620122ColorectumFAPregulation of small molecule metabolic process74/2622334/187233.15e-057.13e-0474
GO:00620131ColorectumFAPpositive regulation of small molecule metabolic process34/2622143/187231.15e-031.10e-0234
GO:00620132ColorectumCRCpositive regulation of small molecule metabolic process27/2078143/187233.97e-033.29e-0227
GO:00620125LiverNAFLDregulation of small molecule metabolic process63/1882334/187236.55e-073.79e-0563
GO:006201212LiverCirrhoticregulation of small molecule metabolic process124/4634334/187232.74e-076.79e-06124
GO:0033013LiverCirrhotictetrapyrrole metabolic process24/463459/187235.06e-032.62e-0224
GO:006201222LiverHCCregulation of small molecule metabolic process190/7958334/187236.77e-081.40e-06190
GO:0006767LiverHCCwater-soluble vitamin metabolic process39/795859/187232.14e-041.63e-0339
GO:00330131LiverHCCtetrapyrrole metabolic process39/795859/187232.14e-041.63e-0339
GO:0006766LiverHCCvitamin metabolic process57/7958106/187231.25e-024.53e-0257
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
CLYBLSNVMissense_Mutationc.221N>Cp.Cys74Serp.C74SQ8N0X4protein_codingdeleterious(0)probably_damaging(0.989)TCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
CLYBLSNVMissense_Mutationc.638N>Gp.Ala213Glyp.A213GQ8N0X4protein_codingtolerated(0.05)benign(0.327)TCGA-BH-A18N-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLYBLSNVMissense_Mutationc.355N>Cp.Asp119Hisp.D119HQ8N0X4protein_codingdeleterious(0)probably_damaging(0.996)TCGA-E2-A14Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
CLYBLSNVMissense_Mutationc.946N>Tp.Gly316Trpp.G316WQ8N0X4protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CLYBLSNVMissense_Mutationc.818A>Gp.His273Argp.H273RQ8N0X4protein_codingdeleterious(0)probably_damaging(0.951)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CLYBLSNVMissense_Mutationrs200083846c.347N>Tp.Ala116Valp.A116VQ8N0X4protein_codingdeleterious(0.02)benign(0.395)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CLYBLSNVMissense_Mutationc.691N>Ap.Val231Ilep.V231IQ8N0X4protein_codingtolerated(0.06)benign(0.033)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
CLYBLSNVMissense_Mutationc.992T>Cp.Val331Alap.V331AQ8N0X4protein_codingdeleterious(0)possibly_damaging(0.573)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CLYBLSNVMissense_Mutationnovelc.626N>Tp.Ala209Valp.A209VQ8N0X4protein_codingdeleterious(0.02)probably_damaging(0.951)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CLYBLSNVMissense_Mutationc.940N>Ap.Phe314Ilep.F314IQ8N0X4protein_codingdeleterious(0)probably_damaging(0.986)TCGA-DM-A285-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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
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