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Updated: Jul 12, 2025

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为基于模型的自动化胰岛素输送系统调整胰岛素敏感性的性能效应
Marcela Moscoso-Vasquez1, Chiara Fabris1, Marc D Breton1
1Center for Diabetes Technology, University of Virginia, Charlottesville, VA, USA.
Journal of diabetes science and technology
|October 21, 2023
概括
将胰岛素敏感性 (IS) 数据传递给自动化胰岛素输送系统 (AID) 的信息,可以改善1型糖尿病 (T1D) 的葡萄糖控制. 这种增强的系统通过根据个体生理状态调整胰岛素剂量,更好地保护高低血糖水平.
科学领域:
- 生物医学工程 生物医学工程
- 内分泌学 在内分泌学.
- 控制系统 控制系统
背景情况:
- 模型预测控制 (MPC) 是1型糖尿病 (T1D) 中自动注射胰岛素 (AID) 的领先策略.
- 管理波动的胰岛素敏感性 (IS) 仍然是当前AID系统面临的挑战.
- 本研究评估了IS信息对AID系统性能的影响.
研究的目的:
- 评估将胰岛素敏感性 (IS) 数据纳入AID系统的效果.
- 为了确定IS-informed剂量是否可以改善1型糖尿病 (T1D) 的血糖控制.
主要方法:
- 使用基于MPC的混合/完全闭环 (HCL/FCL) 系统的UVA/Padova T1D模拟器进行模拟.
- 根据混合食葡萄糖耐受性测试估计的IS,AID系统得到了信息.
- 使用在目标葡萄糖范围之外的计量惩罚时间来评估表现.
主要成果:
- 基于IS的玻尿酸和基底剂量可以提高血糖指标的结果.
- 被告知的控制器提供了更好的保护,防止高血糖症 (降低IS) 和低血糖症 (增加IS).
结论:
- 通过准确的IS估计来告知AID系统,可以提供显著的性能优势.
- 需要进一步的调整,以优化性能和减轻低血糖在特定情况下.
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