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Towards Better Understanding of Non-alcoholic Fatty Liver Disease Through Modelling and Simulation Approaches

机译:通过建模和模拟方法更好地了解非酒精性脂肪肝病

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Non-alcoholic fatty liver disease (NAFLD) is a poorly understood complex disorder with a wide prevalence in Western populations with unhealthy dietary and lifestyle habits. Systems biology tools may provide further insight into the multi-dimensional nature of NAFLD. A dynamic semi-quantitative model of the metabolic and signaling pathways suggested to be important in the pathogenesis of NAFLD has been generated using an object-oriented library of components based on differential equations. The analysis of the enzyme reaction model in steady state identified independent model parameters and a system of equations that closely represent biological reactions, by stressing an importance on the partition of metabolic fluxes at pathway branch points rather than the initial metabolic flux through the system. Model validation procedures have suggested a close correlation between experimental observations and the in silico network. Moreover, the simplification of the model has identified the core metabolic pathways and regulatory mechanisms that are potentially deregulated in NAFLD.
机译:非酒精性脂肪肝病(NAFLD)是一种难以理解的复杂性疾病,在西方人群中具有宽泛的饮食和生活方式习惯。系统生物学工具可以进一步了解NAFLD的多维性质。使用基于微分方程的面向对象的组件的面向对象的组件来产生动态半定量模型,其表明在NAFLD的发病机制中是重要的。稳态酶反应模型的分析确定了独立模型参数和紧密代表生物反应的方程系统,通过强调通路分支点代谢通量分区而不是通过系统的初始代谢通量的重要性。模型验证程序表明实验观察与硅网络之间的紧密相关性。此外,该模型的简化已经确定了核心代谢途径和调节机制,这些途径和调节机制可能会在NAFLD中定化。

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