Groat Danielle, Grando Maria A, Thompson Bithika, Neto Pedro, Soni Hiral, Boyle Mary E, Bailey Marilyn, Cook Curtiss B
1 Arizona State University Department of Biomedical Informatics, Scottsdale, AZ, USA.
2 Mayo Clinic Arizona, Division of Endocrinology, Scottsdale, AZ, USA.
J Diabetes Sci Technol. 2017 Nov;11(6):1174-1182. doi: 10.1177/1932296817704444. Epub 2017 Apr 13.
We propose a methodology to analyze complex real-life glucose data in insulin pump users.
Patients with type 1 diabetes (T1D) on insulin pumps were recruited from an academic endocrinology practice. Glucose data, insulin bolus (IB) amounts, and self-reported alcohol consumption and exercise events were collected for 30 days. Rules were developed to retrospectively compare IB recommendations from the insulin pump bolus calculator (IPBC) against recommendations from a proposed decision aid (PDA) and for assessing the PDA's recommendation for exercise and alcohol.
Data from 15 participants were analyzed. When considering instances where glucose was below target, the PDA recommended a smaller dose in 14%, but a larger dose in 13% and an equivalent IB in 73%. For glucose levels at target, the PDA suggested an equivalent IB in 58% compared to the subject's IPBC, but higher doses in 20% and lower in 22%. In events where postprandial glucose was higher than target, the PDA suggested higher doses in 25%, lower doses in 13%, and equivalent doses in 62%. In 64% of all alcohol events the PDA would have provided appropriate advice. In 75% of exercise events, the PDA appropriately advised an IB, a carbohydrate snack, or neither.
This study provides a methodology to systematically analyze real-life data generated by insulin pumps and allowed a preliminary analysis of the performance of the PDA for insulin dosing. Further testing of the methodological approach in a broader diabetes population and prospective testing of the PDA are needed.
我们提出一种方法来分析胰岛素泵使用者复杂的实际生活中的血糖数据。
从一家学术内分泌科诊所招募使用胰岛素泵的1型糖尿病(T1D)患者。收集30天的血糖数据、胰岛素推注(IB)量以及自我报告的饮酒和运动事件。制定规则以回顾性比较胰岛素泵推注计算器(IPBC)的IB建议与拟议决策辅助工具(PDA)的建议,并评估PDA对运动和饮酒的建议。
分析了15名参与者的数据。当考虑血糖低于目标值的情况时,PDA建议较小剂量的占14%,但建议较大剂量的占13%,建议等量IB的占73%。对于目标血糖水平,与受试者的IPBC相比,PDA建议等量IB的占58%,但建议较高剂量的占20%,较低剂量的占22%。在餐后血糖高于目标值的情况下,PDA建议较高剂量的占25%,较低剂量的占13%,等量剂量的占62%。在所有饮酒事件中,64%的情况下PDA会提供适当建议。在75%的运动事件中,PDA适当地建议了IB、碳水化合物小吃或两者都不建议。
本研究提供了一种系统分析胰岛素泵产生的实际生活数据并对PDA胰岛素给药性能进行初步分析的方法。需要在更广泛的糖尿病患者群体中对该方法进行进一步测试,并对PDA进行前瞻性测试。