Department of Biomedical Engineering, Case Western Reserve University, Cleveland, Ohio, USA.
Am J Physiol Endocrinol Metab. 2010 Jun;298(6):E1198-209. doi: 10.1152/ajpendo.00713.2009. Epub 2010 Mar 23.
Identifying the mechanisms by which insulin regulates glucose metabolism in skeletal muscle is critical to understanding the etiology of insulin resistance and type 2 diabetes. Our knowledge of these mechanisms is limited by the difficulty of obtaining in vivo intracellular data. To quantitatively distinguish significant transport and metabolic mechanisms from limited experimental data, we developed a physiologically based, multiscale mathematical model of cellular metabolic dynamics in skeletal muscle. The model describes mass transport and metabolic processes including distinctive processes of the cytosol and mitochondria. The model simulated skeletal muscle metabolic responses to insulin corresponding to human hyperinsulinemic-euglycemic clamp studies. Insulin-mediated rate of glucose disposal was the primary model input. For model validation, simulations were compared with experimental data: intracellular metabolite concentrations and patterns of glucose disposal. Model variations were simulated to investigate three alternative mechanisms to explain insulin enhancements: Model 1 (M.1), simple mass action; M.2, insulin-mediated activation of key metabolic enzymes (i.e., hexokinase, glycogen synthase, pyruvate dehydrogenase); or M.3, parallel activation by a phenomenological insulin-mediated intracellular signal that modifies reaction rate coefficients. These simulations indicated that models M.1 and M.2 were not sufficient to explain the experimentally measured metabolic responses. However, by application of mechanism M.3, the model predicts metabolite concentration changes and glucose partitioning patterns consistent with experimental data. The reaction rate fluxes quantified by this detailed model of insulin/glucose metabolism provide information that can be used to evaluate the development of type 2 diabetes.
确定胰岛素调节骨骼肌葡萄糖代谢的机制对于理解胰岛素抵抗和 2 型糖尿病的病因至关重要。由于难以获得体内细胞内数据,我们对这些机制的了解受到限制。为了从有限的实验数据中定量区分重要的转运和代谢机制,我们开发了一种基于生理学的骨骼肌细胞代谢动力学多尺度数学模型。该模型描述了质量传递和代谢过程,包括细胞质和线粒体的独特过程。该模型模拟了胰岛素对骨骼肌代谢的反应,与人体高胰岛素-正常血糖钳夹研究相对应。胰岛素介导的葡萄糖摄取速率是模型的主要输入。为了验证模型,模拟结果与实验数据进行了比较:细胞内代谢物浓度和葡萄糖摄取模式。模拟了模型的变化,以研究三种替代机制来解释胰岛素增强作用:模型 1(M.1),简单的质量作用;M.2,胰岛素介导的关键代谢酶(即己糖激酶、糖原合酶、丙酮酸脱氢酶)的激活;或 M.3,通过一种现象学的胰岛素介导的细胞内信号来平行激活,该信号改变反应速率常数。这些模拟表明,模型 M.1 和 M.2 不足以解释实验测量的代谢反应。然而,通过应用机制 M.3,该模型预测了与实验数据一致的代谢物浓度变化和葡萄糖分配模式。该胰岛素/葡萄糖代谢详细模型量化的反应速率通量提供了可用于评估 2 型糖尿病发展的信息。