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基于模拟的 1 型糖尿病运动治疗调整评估。

Simulation-Based Evaluation of Treatment Adjustment to Exercise in Type 1 Diabetes.

机构信息

Department of Biosystems Science and Engineering and Swiss Institute of Bioinformatics (SIB), ETH Zurich, Basel, Switzerland.

Life Science Zurich Graduate School, Zurich, Switzerland.

出版信息

Front Endocrinol (Lausanne). 2021 Aug 19;12:723812. doi: 10.3389/fendo.2021.723812. eCollection 2021.

Abstract

Regular exercise is beneficial and recommended for people with type 1 diabetes, but increased glucose demand and changes in insulin sensitivity require treatment adjustments to prevent exercise-induced hypoglycemia. Several different adjustment strategies based on insulin bolus reductions and additional carbohydrate intake have been proposed, but large inter- and intraindividual variability and studies using different exercise duration, intensity, and timing impede a direct comparison of their effects. In this study, we use a mathematical model of the glucoregulatory system and implement published guidelines and strategies to provide a direct comparison on a single 'typical' person on a standard day with three meals. We augment this day by a broad range of exercise scenarios combining different intensity and duration of the exercise session, and different timing with respect to adjacent meals. We compare the resulting blood glucose trajectories and use summary measures to evaluate the time-in-range and risk scores for hypo- and hyperglycemic events for each simulation scenario, and to determine factors that impede prevention of hypoglycemia events. Our simulations suggest that the considered strategies and guidelines successfully minimize the risk for acute hypoglycemia. At the same time, all adjustments substantially increase the risk of late-onset hypoglycemia compared to no adjustment in many cases. We also find that timing between exercise and meals and additional carbohydrate intake during exercise can lead to non-intuitive behavior due to superposition of meal- and exercise-related glucose dynamics. Increased insulin sensitivity appears as a major driver of non-acute hypoglycemic events. Overall, our results indicate that further treatment adjustment might be required both immediately following exercise and up to several hours later, but that the intricate interplay between different dynamics makes it difficult to provide generic recommendations. However, our simulation scenarios extend substantially beyond the original scope of each model component and proper model validation is warranted before applying our results in a clinical setting.

摘要

定期运动对 1 型糖尿病患者有益且推荐,但葡萄糖需求增加和胰岛素敏感性变化需要进行治疗调整,以预防运动引起的低血糖。已经提出了几种基于胰岛素推注减少和额外碳水化合物摄入的不同调整策略,但个体间和个体内的变异性很大,并且使用不同运动持续时间、强度和时间的研究阻碍了对其效果的直接比较。在这项研究中,我们使用葡萄糖调节系统的数学模型,并实施已发表的指南和策略,在标准的一天内对单个“典型”人进行直接比较,该天有三顿饭。我们通过广泛的运动场景来扩展这一天,这些场景结合了不同的运动强度和持续时间,以及与相邻餐点的不同时间安排。我们比较了由此产生的血糖轨迹,并使用汇总指标来评估每种模拟情况的时间范围内和低血糖和高血糖事件的风险评分,以确定阻碍预防低血糖事件的因素。我们的模拟表明,所考虑的策略和指南成功地将急性低血糖的风险降至最低。同时,与不调整相比,在许多情况下,所有调整都会大大增加迟发性低血糖的风险。我们还发现,运动与餐点之间的时间安排以及运动期间额外的碳水化合物摄入会由于餐点和运动相关的葡萄糖动力学的叠加而导致非直观的行为。胰岛素敏感性增加似乎是非急性低血糖事件的主要驱动因素。总的来说,我们的结果表明,在运动后立即和数小时后可能需要进一步的治疗调整,但不同动态之间的复杂相互作用使得很难提供通用建议。然而,我们的模拟场景大大超出了每个模型组件的原始范围,在将我们的结果应用于临床环境之前,需要进行适当的模型验证。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/03a5/8417413/024468c70876/fendo-12-723812-g001.jpg

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