División de Matemáticas Aplicadas, IPICyT, Camino a la Presa San José No. 2055, Lomas Cuarta Sección, 78216, San Luis Potosí, SLP, Mexico.
Tecnologico de Monterrey, Escuela de Ingeniería y Ciencias, Av. Eugenio Garza Sada 300, 78211, San Luis Potosí, SLP, Mexico.
Sci Rep. 2020 Jul 29;10(1):12697. doi: 10.1038/s41598-020-69629-0.
Mathematical modelling has established itself as a theoretical tool to understand fundamental aspects of a variety of medical-biological phenomena. The predictive power of mathematical models on some chronic conditions has been helpful in its proper prevention, diagnosis, and treatment. Such is the case of the modelling of glycaemic dynamics in type 2 diabetes mellitus (T2DM), whose physiology-based mathematical models have captured the metabolic abnormalities of this disease. Through a physiology-based pharmacokinetic-pharmacodynamic approach, this work addresses a mathematical model whose structure starts from a model of blood glucose dynamics in healthy humans. This proposal is capable of emulating the pathophysiology of T2DM metabolism, including the effect of gastric emptying and insulin enhancing effect due to incretin hormones. The incorporation of these effects lies in the implemented methodology since the mathematical functions that represent metabolic rates, with a relevant contribution to hyperglycaemia, are adjusting individually to the clinical data of patients with T2DM. Numerically, the resulting model successfully simulates a scheduled graded intravenous glucose test and oral glucose tolerance tests at different doses. The comparison between simulations and clinical data shows an acceptable description of the blood glucose dynamics in T2DM. It opens the possibility of using this model to develop model-based controllers for the regulation of blood glucose in T2DM.
数学建模已经成为理解各种医学生物学现象基本方面的理论工具。数学模型在某些慢性疾病中的预测能力有助于其适当的预防、诊断和治疗。例如,2 型糖尿病(T2DM)血糖动力学的建模就是一个例子,其基于生理学的数学模型捕捉到了这种疾病的代谢异常。通过基于生理学的药代动力学-药效动力学方法,这项工作提出了一个数学模型,其结构从健康人类的血糖动力学模型开始。该模型能够模拟 T2DM 代谢的病理生理学,包括胃排空和肠促胰岛素效应增强对血糖的影响。由于纳入了这些影响,该模型使用了一种实施方法,因为代表代谢率的数学函数,以及对高血糖有重要贡献的函数,都根据 T2DM 患者的临床数据进行了单独调整。从数值上看,得到的模型成功地模拟了不同剂量的定时分级静脉葡萄糖试验和口服葡萄糖耐量试验。模拟与临床数据的比较表明,该模型能够很好地描述 T2DM 中的血糖动力学。这为使用该模型开发用于调节 T2DM 血糖的基于模型的控制器提供了可能性。