Department of Information Engineering, Polytechnic University of Marche, Ancona, Italy.
Comput Methods Programs Biomed. 2012 Aug;107(2):248-61. doi: 10.1016/j.cmpb.2011.07.002. Epub 2011 Jul 30.
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.
提出并比较了两种新的整合数学模型公式,分别命名为 INT_M1 和 INT_M2,用于描述 75g 口服葡萄糖耐量试验(OGTT)的血糖和胰岛素反应。INT_M1 假设肠道为单一隔室,胃排空率为幂指数函数的导数,而在 INT_M2 中,采用非线性三隔室系统模型以产生更现实的多相胃排空率。这两种模型都在基于 Matlab 的两步程序中实现,用于估计七个可调节系数,这些系数可描述胃排空率和肠促胰岛素、胰岛素和葡萄糖动力学。通过对来自两个不同实验室的两种血浆胰高血糖素样肽 1(GLP-1)、葡萄糖依赖性胰岛素释放肽(GIP)、葡萄糖和胰岛素测量值进行测试,证明了模型行为,其中健康受试者(分别为 HC1-和 HC2-组)通过等血糖静脉内葡萄糖(I-IVG)输注使 75g OGTT 期间观察到的血糖谱相匹配。在 GLP-1 和 GIP 对胰岛素增强作用的加性效应假设下,我们的结果表明两种模型在匹配数据方面具有实质性的等效性。模型参数估计被证明是在与 HC2 组相比,HC1 组的 OGTT 和匹配的 I-IVG 反应中观察到的差异的合适标志物。当将个体的数据输入到模型中时,我们的两步参数估计程序中的模型实施增强了在单个个体中对肠促胰岛素作用进行个体化的前瞻性应用的可能性。