Mathematical modeling and simulations of the pathophysiology of Type-2 Diabetes Mellitus

F. Nani, Mingxian Jin
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引用次数: 3

Abstract

The pathophysiology of Type 2 Diabetes Mellitus (T2DM) is modelled using a coupled system of non-linear deterministic differential equations. An attempt is made to construct to a clinically plausible mathematical model that incorporates the homeostasis associated with endocrinological regulation of glucose and glycogen levels in the human body, by the hormones, insulin and glucagon. The model variables include the concentrations of glucose in the venous blood plasma, the concentration of glycogen in the liver/tissues, the concentration of the hormone glucagon, and the concentration of insulin in the venous blood plasma. The physiological interactions between the model parameters are depicted by clinically measurable rate constants and biophysically quantifiable stoichiometric coefficients. The processes of gluconeogenesis, glycogenolysis, and pulsatile insulin secretion during type 2 diabetes are modelled using plausible auxiliary functions. Investigative computer simulations are performed to elucidate various hypothetical scenarios of glycemia, patho-physiology of T2DM and insulinoma associated hypoglycemia which results from excessive insulin production probably due to a tumor. This study has demonstrated the necessity of simultaneous monitoring of plasma glucose, glucagon, insulin, and glycogen levels in the proper assessment of the pathophysiology of type 2 diabetes and during determination of the therapeutic efficacy of anti-diabetic drugs.
2型糖尿病病理生理的数学建模与模拟
2型糖尿病(T2DM)的病理生理是用非线性确定性微分方程的耦合系统建模的。试图建立一个临床可行的数学模型,该模型结合了与内分泌调节有关的人体葡萄糖和糖原水平,通过激素,胰岛素和胰高血糖素。模型变量包括静脉血血浆中葡萄糖的浓度、肝/组织中糖原的浓度、激素胰高血糖素的浓度和静脉血血浆中胰岛素的浓度。模型参数之间的生理相互作用由临床可测量的速率常数和生物物理可量化的化学计量系数来描述。2型糖尿病的糖异生、糖原分解和搏动性胰岛素分泌过程使用合理的辅助功能进行建模。研究人员进行了计算机模拟,以阐明血糖、T2DM的病理生理学和胰岛素瘤相关的低血糖的各种假设情景,低血糖可能是由于肿瘤引起的胰岛素分泌过多。本研究表明,同时监测血糖、胰高血糖素、胰岛素和糖原水平对于正确评估2型糖尿病的病理生理和确定抗糖尿病药物的治疗效果是必要的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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