Center for Diabetes Technology, University of Virginia, Charlottesville, VA, USA.
J Diabetes Sci Technol. 2024 Mar;18(2):318-323. doi: 10.1177/19322968231212205. Epub 2023 Nov 15.
With automated insulin delivery (AID) systems becoming widely adopted in the management of type 1 diabetes, we have seen an increase in occurrences of rebound hypoglycemia or generated hypoglycemia induced by the controller's response to rapid glucose rises following rescue carbohydrates. Furthermore, as AID systems aim to enable complete automation of prandial control, algorithms are designed to react even more strongly to glycemic rises. This work introduces a rebound hypoglycemia prevention layer (HypoSafe) that can be easily integrated into any AID system.
HypoSafe constrains the maximum permissible insulin delivery dose based on the minimum glucose reading from the previous hour and the current glucose level. To demonstrate its efficacy, we integrated HypoSafe into the latest University of Virginia (UVA) AID system and simulated two scenarios using the 100-adult cohort of the UVA/Padova T1D simulator: a nominal case including three unannounced meals, and another case where hypoglycemia was purposely induced by an overestimated manual bolus.
In both simulation scenarios, rebound hypoglycemia events were reduced with HypoSafe (nominal: from 39 to 0, hypo-induced: from 55 to 7) by attenuating the commanded basal (nominal: 0.27U vs. 0.04U, hypo-induced: 0.27U vs. 0.03U) and bolus (nominal: 1.02U vs. 0.05U, hypo-induced: 0.43U vs. 0.02U) within the 30-minute interval after treating a hypoglycemia event. No clinically significant changes resulted for time in the range of 70 to 180 mg/dL or above 180 mg/dL.
HypoSafe was shown to be effective in reducing rebound hypoglycemia events without affecting achieved time in range when combined with an advanced AID system.
随着自动化胰岛素输送 (AID) 系统在 1 型糖尿病管理中的广泛应用,我们已经看到由于控制器对快速葡萄糖升高的反应而导致的低血糖反弹或生成性低血糖的发生率有所增加。此外,由于 AID 系统旨在实现餐时控制的完全自动化,因此算法被设计为对血糖升高做出更强烈的反应。这项工作引入了一种低血糖反弹预防层 (HypoSafe),可以轻松集成到任何 AID 系统中。
HypoSafe 根据前一个小时的最低血糖读数和当前血糖水平来限制最大允许胰岛素输送剂量。为了证明其功效,我们将 HypoSafe 集成到最新的弗吉尼亚大学 (UVA) AID 系统中,并使用 UVA/帕多瓦 1 型糖尿病模拟器的 100 名成人队列模拟了两种情况:包括三个未宣布的用餐的名义案例,以及另一种通过高估手动推注故意引起低血糖的案例。
在两种模拟情况下,通过减轻命令的基础率 (名义:从 0.27U 变为 0.04U,诱导性低血糖:从 0.27U 变为 0.03U) 和推注量 (名义:1.02U 变为 0.05U,诱导性低血糖:0.43U 变为 0.02U),HypoSafe 减少了低血糖反弹事件(名义情况:从 39 次减少到 0 次,诱导性低血糖:从 55 次减少到 7 次)。在 70 至 180mg/dL 范围内或高于 180mg/dL 范围内,时间没有出现任何临床显著变化。
当与先进的 AID 系统结合使用时,HypoSafe 被证明可以有效减少低血糖反弹事件,而不会影响达到的时间范围。