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[不同强度有氧运动的糖尿病患者葡萄糖代谢建模:一项计算机模拟研究]

[Glucose metabolism modeling of diabetes patients with different intensities of aerobic exercise: an in silico study].

作者信息

Jin Jun, Yu Lei, Jin Zhen

机构信息

Complex Systems Research Center, Shanxi University, Taiyuan 030006, P.R.China;Shanxi Key Laboratory of Mathematical Techniques and Big Data Analysis on Disease Control and Prevention, Shanxi University, Taiyuan 030006, P.R.China.

Complex Systems Research Center, Shanxi University, Taiyuan 030006, P.R.China;Shanxi Key Laboratory of Mathematical Techniques and Big Data Analysis on Disease Control and Prevention, Shanxi University, Taiyuan 030006,

出版信息

Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2019 Apr 25;36(2):274-280. doi: 10.7507/1001-5515.201805066.

Abstract

Exercise is vital for diabetics to improve their blood glucose level. However, the quantitative relationship between exercise modes (including types, intensity, time, etc.) and the blood glucose is still not clear. In order to answer these questions, this paper established a blood glucose metabolic model based on ordinary differential equation method. Furthermore, a silico method was adopted to study the effects of different aerobic exercise intensities (light, moderate and vigorous) on blood glucose and optimal strategies of insulin infusion for type 1 diabetes mellitus (T1DM) and type 2 diabetes mellitus (T2DM). Additionally, the universality of proposed model and insulin infusion strategies was verified based on 1 000 virtual diabetes patients' simulation. The experimental results showed that: (1) Vigorous-intensity aerobic exercise may result in hypoglycemia (< 3.89 mmol/L), which was so harmful to health that diabetics should avoid. Compared with moderate-intensity exercise, the light-intensity aerobic exercise intuitively lowered blood glucose slowly and caused a relative long high-blood-glucose (> 6.11 mmol/L) period, however, its overall blood glucose risk index (BGRI) was lower. (2) Insulin dosage of the optimized strategies decreased by 50% and 84% for T1DM and T2DM when they did moderate intensity exercise. As for light intensity exercise, the dosage of insulin was almost the same as they didn't do exercise, but BGRI decreased significantly. (3) The simulations of 1 000 virtual diabetic patients manifested that the proposed model and the insulin infusion strategies had good universality. The results of this study can not only help to improve the quantitative understanding about the effects of aerobic exercise on blood glucose of diabetic patients, but also contribute to the regulation and management of blood glucose in exercise mode.

摘要

运动对于糖尿病患者改善血糖水平至关重要。然而,运动模式(包括类型、强度、时间等)与血糖之间的定量关系仍不明确。为了回答这些问题,本文基于常微分方程方法建立了血糖代谢模型。此外,采用计算机模拟方法研究了不同有氧运动强度(轻度、中度和剧烈)对1型糖尿病(T1DM)和2型糖尿病(T2DM)患者血糖的影响以及胰岛素输注的最佳策略。此外,基于1000名虚拟糖尿病患者的模拟验证了所提出模型和胰岛素输注策略的通用性。实验结果表明:(1)剧烈强度的有氧运动可能导致低血糖(<3.89 mmol/L),这对健康有害,糖尿病患者应避免。与中等强度运动相比,轻度强度的有氧运动直观上降低血糖的速度较慢,且会导致相对较长的高血糖(>6.11 mmol/L)期,然而,其总体血糖风险指数(BGRI)较低。(2)对于T1DM和T2DM患者,在进行中等强度运动时,优化策略的胰岛素剂量分别降低了50%和84%。至于轻度强度运动,胰岛素剂量与不运动时几乎相同,但BGRI显著降低。(3)对1000名虚拟糖尿病患者的模拟表明,所提出的模型和胰岛素输注策略具有良好的通用性。本研究结果不仅有助于提高对有氧运动对糖尿病患者血糖影响的定量认识,也有助于在运动模式中对血糖进行调节和管理。

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