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具有时间延迟的葡萄糖、胰岛素和游离脂肪酸动力学建模:减肥手术对2型糖尿病的影响。

Modeling the dynamics of glucose, insulin, and free fatty acids with time delay: The impact of bariatric surgery on type 2 diabetes mellitus.

作者信息

Murillo Anarina L, Li Jia Xu, Castillo-Chavez Carlos

机构信息

Simon A Levin Mathematical, Computational and Modeling Sciences Center, Arizona State University, Tempe, AZ, USA.

Department of Biostatistics, School of Public Health, University of Alabama at Birmingham, 1720 2nd Ave S, Birmingham, Alabama, USA.

出版信息

Math Biosci Eng. 2019 Jun 20;16(5):5765-5787. doi: 10.3934/mbe.2019288.

Abstract

The role of free fatty acids (FFA) on Type 2 diabetes mellitus (T2DM) progression has been studied extensively with prior studies suggesting that individuals with shared familial genetic predisposition to metabolic-related diseases may be vulnerable to dysfunctional plasma FFA regulation. A harmful cycle arises when FFA are not properly regulated by insulin contributing to the development of insulin resistance, a key indicator for T2DM, since prolonged insulin resistance may lead to hyperglycemia. We introduce a hypothesis-driven dynamical model and use it to evaluate the role of FFA on insulin resistance progression that is mathematically constructed within the context of individuals that have genetic predisposition to dysfunctional plasma FFA. The dynamics of the nonlinear interactions that involve glucose, insulin, and FFA are modeled by incorporating a fixed-time delay with the corresponding delay-differential equations being studied numerically. The results of computational studies, that is, extensive simulations, are compared to the known minimal ordinary differential equations model. Parameter estimation and model validation are carried out using clinical data of patients who underwent bariatric surgery. These estimates provide a quantitative measure that is used to evaluate the regulation of lipolysis by insulin action measured by insulin sensitivity, within a metabolically heterogeneous population (non-diabetic to diabetic). Results show that key metabolic factors improve after surgery, such as the effect of insulin inhibition of FFA on insulin and glucose regulation, results that do match prior clinical studies. These findings indicate that the reduction in weight or body mass due to surgery improve insulin action for the regulation of glucose, FFA, and insulin levels. This reinforces what we know, namely, that insulin action is essential for regulating FFA and glucose levels and is a robust effect that can be observed not only in the long-term, but also in the short-term; thereby preventing the manifestation of T2DM.

摘要

游离脂肪酸(FFA)在2型糖尿病(T2DM)进展中的作用已得到广泛研究,先前的研究表明,对代谢相关疾病具有共同家族遗传易感性的个体可能易患血浆FFA调节功能障碍。当FFA不能被胰岛素适当调节时,就会出现一个有害的循环,这会导致胰岛素抵抗的发展,而胰岛素抵抗是T2DM的一个关键指标,因为长期的胰岛素抵抗可能导致高血糖。我们引入了一个基于假设的动力学模型,并使用它来评估FFA在胰岛素抵抗进展中的作用,该模型是在具有血浆FFA功能障碍遗传易感性的个体背景下进行数学构建的。通过纳入固定时间延迟对涉及葡萄糖、胰岛素和FFA的非线性相互作用动力学进行建模,并对相应的延迟微分方程进行数值研究。将计算研究的结果,即广泛的模拟结果,与已知的最小常微分方程模型进行比较。使用接受减肥手术患者的临床数据进行参数估计和模型验证。这些估计提供了一种定量测量方法,用于评估在代谢异质性人群(从非糖尿病到糖尿病)中通过胰岛素敏感性测量的胰岛素作用对脂肪分解的调节。结果表明,手术后关键代谢因素有所改善,例如胰岛素对FFA的抑制作用对胰岛素和葡萄糖调节的影响,这些结果与先前的临床研究相符。这些发现表明,手术导致的体重或体重减轻改善了胰岛素对葡萄糖、FFA和胰岛素水平的调节作用。这强化了我们所知道的,即胰岛素作用对于调节FFA和葡萄糖水平至关重要,并且这是一种不仅在长期而且在短期内都能观察到的强大作用;从而预防T2DM的表现。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e3b6/6765335/22b7d97c7a56/nihms-1051671-f0001.jpg

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