Zivkovic Josip, Mitter Michael, Theodorou Delphine, Kober Johanna, Mueller-Hoffmann Wiebke, Mikulski Heather
Digital Biomarker Data Insights, mySugr GmbH, Vienna, Austria.
Basel Branch Diabetes Care, Roche Diagnostics International Ltd, Basel, Switzerland.
Diabetes Technol Ther. 2025 Jan;27(1):10-18. doi: 10.1089/dia.2024.0169. Epub 2024 Oct 8.
Integrating mobile health (mHealth) apps into daily diabetes management allows users to monitor and track their health data, creating a comprehensive system for managing daily diabetes activities and generating valuable real-world data. This analysis investigates the impact of transitioning from traditional self-monitoring of blood glucose (SMBG) to real-time continuous glucose monitoring (rtCGM), alongside the use of a mHealth app, on users' glycemic control. Data were collected from 1271 diabetes type 1 and type 2 users of the mySugr app who made a minimum of 50 SMBG logs 1 month before transitioning to rtCGM and then used rtCGM for at least 6 months. The mean and coefficient of variation of glucose, along with the proportions of glycemic measurements in and out of range, were compared between baseline and 1, 2, 3, and 6 months of rtCGM use. A mixed-effects linear regression model was built to quantify the specific effects of transitioning to a rtCGM sensor in different subsamples. A novel validation analysis ensured that the aggregated metrics from SMBG and rtCGM were comparable. Transitioning to a rtCGM sensor significantly improved glycemic control in the entire cohort, particularly among new users of the mySugr app. Additionally, the sustainability of the change in glucose in the entire cohort was confirmed throughout the observation period. People with type 1 and type 2 diabetes exhibited distinct variations, with type 1 experiencing a greater reduction in glycemic variance, while type 2 displayed a relatively larger decrease in monthly averages.
将移动健康(mHealth)应用程序整合到日常糖尿病管理中,可让用户监测和跟踪其健康数据,创建一个用于管理日常糖尿病活动并生成有价值的真实世界数据的综合系统。本分析研究了从传统的自我血糖监测(SMBG)过渡到实时连续血糖监测(rtCGM)以及使用mHealth应用程序对用户血糖控制的影响。数据收集自mySugr应用程序的1271名1型和2型糖尿病用户,他们在过渡到rtCGM前1个月至少进行了50次SMBG记录,然后使用rtCGM至少6个月。比较了rtCGM使用基线以及使用1、2、3和6个月时的血糖均值、变异系数,以及血糖测量值在范围内和超出范围的比例。建立了一个混合效应线性回归模型,以量化在不同子样本中过渡到rtCGM传感器的具体效果。一项新颖的验证分析确保了来自SMBG和rtCGM的汇总指标具有可比性。过渡到rtCGM传感器显著改善了整个队列的血糖控制,尤其是在mySugr应用程序的新用户中。此外,在整个观察期内证实了整个队列中血糖变化的可持续性。1型和2型糖尿病患者表现出明显差异,1型患者血糖变异性降低幅度更大,而2型患者月平均值下降幅度相对更大。