Diabeloop SA, HQ 155-157 cours Berriat, Grenoble, France.
CERITD (Center for Study and Research for Improvement of the Treatment of Diabetes), Bioparc-Genopole Evry-Corbeil, Evry, France.
J Diabetes Sci Technol. 2023 Jan;17(1):176-185. doi: 10.1177/19322968211046021. Epub 2021 Oct 17.
There is room for improvement in the performance of closed-loop regulation algorithms during the prandial period. This in silico study evaluated the efficiency and safety of ultrarapid lispro insulin using the Diabeloop DBLG1® algorithm.
We modeled the insulin profile of URLi according to literature data and integrated it to the model used within a simulation platform built from a 60 patients' virtual cohort. We then ran the DBLG1® algorithm in silico with various meal intakes using modeled URLi, Aspart and Faster Aspart. The primary endpoints were glucose metrics (time in 70-180 mg/dL range and time below range).
When insulin time constant values were tuned, time in 70-180 mg/dL range was 69.4 [61.1-75.6] (Aspart) vs 74.7 [65.5-81.5] (URLi). Glucose coefficient of variation was reduced from 34.1 [29.7-37.8] to 28.4 [25.7-34.6]. Time below 70 mg/dL and 54 mg/dL were significantly reduced with URLi, whether or not DBLG1 was specifically tuned to this insulin. Metrics with Faster Aspart were intermediate and did not significantly differ from URLi.
This simulation study performed on a virtual T1D population suggests that the use of URLi within an unmodified closed-loop DBLG1 regulation algorithm is safe and, with DBLG1 being tuned to this specific insulin type, improved the regulation performances as compared with Aspart. This fact supports the use of such an insulin in clinical investigations.
在进餐后期间,闭环调节算法的性能还有提升空间。本计算机模拟研究评估了超速效赖脯胰岛素使用 Diabeloop DBLG1®算法的效率和安全性。
我们根据文献数据模拟了 URLi 的胰岛素曲线,并将其整合到使用来自 60 名患者虚拟队列的模拟平台内的模型中。然后,我们使用模拟的 URLi、Aspart 和 Faster Aspart ,通过各种餐食摄入,在计算机上运行 DBLG1®算法。主要终点是血糖指标(70-180mg/dL 范围内的时间和低于范围的时间)。
当调整胰岛素时间常数值时,70-180mg/dL 范围内的时间为 69.4[61.1-75.6](Aspart)与 74.7[65.5-81.5](URLi)。葡萄糖变异系数从 34.1[29.7-37.8]降低到 28.4[25.7-34.6]。无论是否专门针对该胰岛素调整 DBLG1,使用 URLi 都显著减少了血糖低于 70mg/dL 和 54mg/dL 的时间。Faster Aspart 的各项指标均处于中间水平,与 URLi 相比没有显著差异。
这项在 T1D 虚拟人群中进行的计算机模拟研究表明,在未修改的闭环 DBLG1 调节算法中使用 URLi 是安全的,并且通过将 DBLG1 调整为这种特定的胰岛素类型,与 Aspart 相比,调节性能得到了改善。这一事实支持在临床研究中使用这种胰岛素。