El Fathi Anas, Palisaitis Emilie, von Oettingen Julia E, Krishnamoorthy Preetha, Kearney Robert E, Legault Laurent, Haidar Ahmad
Department of Electrical and Computer Engineering, McGill University, Montreal, Canada.
Department of Biomedical Engineering, McGill University, Montreal, Canada.
Pediatr Diabetes. 2020 Sep;21(6):950-959. doi: 10.1111/pedi.13052. Epub 2020 Jun 11.
Multiple daily injections (MDI) therapy for type 1 diabetes involves basal and bolus insulin doses. Non-optimal insulin doses contribute to the lack of satisfactory glycemic control. We aimed to evaluate the feasibility of an algorithm that optimizes daily basal and bolus doses using glucose monitoring systems for MDI therapy users.
We performed a pilot, non-inferiority, randomized, parallel study at a diabetes camp comparing basal-bolus insulin dose adjustments made by camp physicians (PA) and a learning algorithm (LA), in children and adolescents on MDI therapy. Participants wore a glucose sensor and underwent 11 days of daily dose adjustments in either arm. Algorithm adjustments were reviewed and approved by a physician. The last 7 days were examined for outcomes.
Twenty-one youths (age 13.3 [SD, 3.7] years; 13 females; HbA1c 8.6% [SD, 1.8]) were randomized to either group (LA [n = 10] or PA [n = 11]). The algorithm made 293 adjustments with a 92% acceptance rate from the camp physicians. In the last 7 days, the time in target glucose (3.9-10 mmol/L) in LA (39.5%, SD, 20.7) was similar to PA (38.4%, SD, 15.6) (P = .89). The number of hypoglycemic events per day in LA (0.3, IQR, [0.1-0.6]) was similar to PA (0.2, IQR, [0.0-0.4]) (P = .42). There was no incidence of severe hypoglycemia nor ketoacidosis.
In this pilot study, glycemic outcomes in the LA group were similar to the PA group. This algorithm has the potential to facilitate MDI therapy, and longer and larger studies are warranted.
1型糖尿病的多次每日注射(MDI)疗法涉及基础胰岛素剂量和追加胰岛素剂量。胰岛素剂量不优化导致血糖控制不理想。我们旨在评估一种算法的可行性,该算法使用葡萄糖监测系统为接受MDI疗法的患者优化每日基础胰岛素剂量和追加胰岛素剂量。
我们在一个糖尿病营地进行了一项先导性、非劣效性、随机、平行研究,比较营地医生(PA)和一种学习算法(LA)对接受MDI疗法的儿童和青少年进行的基础-追加胰岛素剂量调整。参与者佩戴葡萄糖传感器,在任一治疗组中进行11天的每日剂量调整。算法调整由医生审核并批准。对最后7天的结果进行检查。
21名青少年(年龄13.3[标准差,3.7]岁;13名女性;糖化血红蛋白8.6%[标准差,1.8])被随机分为两组(LA组[n = 10]或PA组[n = 11])。该算法进行了293次调整,营地医生的接受率为92%。在最后7天,LA组处于目标血糖范围(3.9 - 10 mmol/L)的时间为39.5%(标准差,20.7),与PA组的38.4%(标准差,15.6)相似(P = 0.89)。LA组每日低血糖事件的数量为0.3(四分位数间距,[0.1 - 0.6]),与PA组的0.2(四分位数间距,[0.0 - 0.4])相似(P = 0.42)。未发生严重低血糖或酮症酸中毒事件。
在这项先导性研究中,LA组的血糖结果与PA组相似。该算法有可能促进MDI疗法,有必要开展更大规模的长期研究。