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Computational Modeling of Hepatic Lipid and Lipoprotein Metabolism. NCSB / NBIC Modelers-Bioinformatics Meeting 26-02-2010. Leiden University Medical Center. BioModeling & bioInformatics. Biomedical NMR. Overall aim:
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Computational Modeling of Hepatic Lipid and Lipoprotein Metabolism NCSB / NBIC Modelers-Bioinformatics Meeting 26-02-2010
Leiden University Medical Center BioModeling & bioInformatics Biomedical NMR Overall aim: Development of mathematical models describing lipid and carbohydrate metabolism at whole body and organ specific level in mice
triglyceride cholesterol ester HDL LDL IDL VLDL chylomicron remnants FFA
TG Liang et al. Zhang et al. Boogaerts et al. TG TG TG Grefhorst et al. Davis et al. Dixon et al. TG Millar et al. Wong et al. Horton et al.
Part I Part II FA metabolism Ketogenesis NEFA Lipogenesis apoB metabolism Lipolysis Remnant catabolism
GK Liver Glycerol G3P FA G3P GPAT / AGPAT FA MGL LPA MGK FA GPAT / AGPAT PA MG PPAP2 MGAT HSL:FABP4 DGK FA DAG C FAS FA FA FA FA FA TGH HSL:FABP4 ACAT HSL:FABP4 DGAT1 TG / CE / Glycerol TG CE FA FA Apo B DGAT2 MTP TG CE Apo B Lipoprotein Type Matrix FFA Peripheral
GK Liver Glycerol G3P FA G3P GPAT / AGPAT FA MGL LPA MGK FA GPAT / AGPAT PA MG PPAP2 MGAT HSL:FABP4 DGK FA DAG C FAS FA FA FA FA FA TGH HSL:FABP4 ACAT HSL:FABP4 DGAT1 TG / CE / Glycerol TG CE FA FA Apo B DGAT2 MTP TG CE Apo B Lipoprotein Type Matrix FFA Peripheral
GK Liver Glycerol G3P FA G3P GPAT / AGPAT FA MGL LPA MGK FA GPAT / AGPAT PA MG PPAP2 MGAT HSL:FABP4 DGK FA DAG C FAS FA FA FA FA FA TGH HSL:FABP4 ACAT HSL:FABP4 DGAT1 TG / CE / Glycerol TG CE FA FA Apo B DGAT2 MTP TG CE Apo B Lipoprotein Type Matrix FFA Peripheral
Quantitative data generation Literature • Text mining techniques to infer quantitative information (PHASAR / BioMeta) • Inferring pathway topologies in a more structured way Bijland et al. parameter estimation Exhaustingly searching for kinetic parameters and specie concentrations
GK Liver Glycerol G3P FA G3P GPAT / AGPAT FA MGL LPA MGK FA GPAT / AGPAT PA MG PPAP2 MGAT HSL:FABP4 DGK FA DAG C FAS FA FA FA FA FA TGH HSL:FABP4 ACAT HSL:FABP4 DGAT1 TG / CE / Glycerol TG CE FA FA Apo B DGAT2 MTP TG CE Apo B Lipoprotein Type Matrix FFA Peripheral
Cholesterol: 1000 Triglyceride: 5000 0 5000 10000 triglyceride VLDL production particle uptake hydrolysis content transfer 0 1000 2000 cholesterol Different lipoprotein types • Based on triglyceride and cholesterol content • Color represents concentration of lipoprotein type
Apo B • TG • CE 9 10 triglyceride cholesterol • VLDL production • Particle uptake • Hydrolysis • CETP
10 9 triglyceride cholesterol • VLDL production • Particle uptake • Hydrolysis • CETP
10 9 triglyceride 1 cholesterol • VLDL production • Particle uptake • Hydrolysis • CETP
CETP 1 10 9 10 9 triglyceride 1 cholesterol • VLDL production • Particle uptake • Hydrolysis • CETP
Peter Hilbers Natal van Riel Jeroen Jeneson Joep Vanlier Joep Schmitz Çeylan Cölmekçi Ko Willems van Dijk Jan Bert van Klinken Sjoerd van den Berg Silvia Bijland Acknowledgements