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Identification of an integrated mathematical model of standard oral glucose tolerance test for characterization of insulin potentiation in health

机译:鉴定标准口服葡萄糖耐量测试的综合数学模型,以表征健康中的胰岛素增强作用

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摘要

Two new formulations, respectively denominated INT_M1 and INT_M2, of an integrated mathematical model to describe the glycemic and insulinemic responses to a 75. g oral glucose tolerance test (OGTT) are proposed and compared. The INT_M1 assumes a single compartment for the intestine and the derivative of a power exponential function for the gastric emptying rate, while, in the INT_M2, a nonlinear three-compartment system model is adopted to produce a more realistic, multiphase gastric emptying rate. Both models were implemented in a Matlab-based, two-step procedure for estimation of seven adjustable coefficients characterizing the gastric emptying rate and the incretin, insulin and glucose kinetics. Model behaviour was tested vs. mean plasma glucagon-like peptide 1 (GLP-1), glucose-dependent insulinotropic polypeptide (GIP), glucose and insulin measurements from two different laboratories, where glycemic profiles observed during a 75. g OGTT were matched in healthy subjects (HC1- and HC2-group, respectively) by means of an isoglycemic intravenous glucose (I-IVG) infusion. Under the hypothesis of an additive effect of GLP-1 and GIP on insulin potentiation, our results demonstrated a substantial equivalence of the two models in matching the data. Model parameter estimates showed to be suitable markers of differences observed in the OGTT and matched I-IVG responses from the HC1-group compared to the HC2-group. Model implementation in our two-step parameter estimation procedure enhances the possibility of a prospective application for individualization of the incretin effect in a single subject, when his/her data are plugged in.
机译:提出并比较了用于描述对75 g口服葡萄糖耐量试验(OGTT)的血糖和胰岛素反应的综合数学模型的两种新配方,分别命名为INT_M1和INT_M2。 INT_M1假定一个肠腔,而幂指数函数的导数代表胃排空率,而在INT_M2中,采用非线性三腔系统模型来产生更实际的多相胃排空率。两种模型都是在基于Matlab的两步程序中实施的,用于估算表征胃排空率以及肠降血糖素,胰岛素和葡萄糖动力学的七个可调系数。测试了模型行为与平均血浆胰高血糖素样肽1(GLP-1),葡萄糖依赖性促胰岛素多肽(GIP),来自两个不同实验室的葡萄糖和胰岛素测量值之间的关系,其中在75. g OGTT中观察到的血糖曲线与健康受试者(分别为HC1-和HC2-组)通过等血糖静脉葡萄糖(I-IVG)输注。在GLP-1和GIP对胰岛素增强有累加作用的假设下,我们的结果证明了这两个模型在匹配数据方面的实质等效性。模型参数估计值是在OGTT中观察到的差异以及与HC2组相比来自HC1组的匹配的I-IVG反应的合适标记。当插入他/她的数据时,我们两步参数估计程序中的模型实现增加了前瞻性应用单个个体的肠降血糖素作用的可能性。

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