Ma Xujia, Chattopadhyay Kaushik, Xu Miao, Li Li, Li Jialin
Department of Endocrinology and Metabolism, The First Affiliated Hospital of Ningbo University, Building 2, 22nd Fl., 59 Liuting Street, Ningbo, 315010, China, 86 13780008400.
Lifespan and Population Health, School of Medicine, University of Nottingham, Nottingham, United Kingdom.
JMIR Mhealth Uhealth. 2025 Sep 2;13:e65919. doi: 10.2196/65919.
BACKGROUND: Self-monitoring of blood glucose (SMBG) is recommended in clinical practice guidelines, including those in China, as part of patient education, self-management, and empowerment. With technological advancements, telecommunication technologies are now used for telemonitoring in health care. Mobile apps have become a practical tool for SMBG among patients with type 2 diabetes mellitus (T2DM). However, the long-term effectiveness of this approach in real-world practice requires further exploration. OBJECTIVE: The study aims to determine the effectiveness of mobile app-assisted SMBG in improving glycemic control in patients with T2DM at 12 months, in addition to standard care, in Ningbo, China. METHODS: In this retrospective cohort study, adults with T2DM who registered at the National Metabolic Management Center, Ningbo, for the first time between September 1, 2019, and June 30, 2022, and received standardized diabetes management were included. The study compared 2 groups: those who opted for mobile app-assisted SMBG and those who did not. Propensity score matching matched the mobile app-assisted SMBG group with the control group based on similar baseline characteristics. Glycemic control-related outcomes were compared at 12-month follow-up. Linear and logistic regression models were used to estimate mean differences and odds ratios (ORs) along with 95% CIs, respectively, and adjustments were made for baseline characteristics. RESULTS: A total of 160 patients (80 in each group) were included in the study. In the mobile app-assisted SMBG group, the median (IQR) frequency of blood glucose monitoring was 0 (0-2) times per week, with 28% (22/80) monitoring their blood glucose at least twice per week, and the app usage frequency was 1 (0-3) time per week, with 40% (32/80) logging in at least twice per week. There were no statistically significant differences observed between the mobile app-assisted SMBG group and the control group in glycemic control outcomes at 12 months. Specifically, the results showed no significant difference in (1) fasting blood glucose and glycosylated hemoglobin levels (mean difference -0.17 mmol/L, 95% CI -0.85 to 0.51 mmol/L; P=.62 and -0.12%, 95% CI -0.58% to 0.33%; P=.59, respectively) and (2) the proportion of patients achieving or maintaining fasting blood glucose at <7 mmol/L and glycosylated hemoglobin at <7% (OR 0.89, 95% CI 0.46-1.73; P=.74 and OR 0.91, 95% CI 0.44-1.88; P=.79, respectively). CONCLUSIONS: In a real-world cohort of patients with T2DM in Ningbo, China, mobile app-assisted SMBG did not lead to statistically significant improvements in glycemic control at 12 months. This suggests that in a well-resourced setting, standard care alone may be relatively effective. However, opportunities for further improvement remain. The lack of observed benefit may be due to process-related issues, such as suboptimal engagement with the intervention. Addressing these challenges should be a focus of future research.
背景:包括中国在内的临床实践指南推荐自我血糖监测(SMBG),作为患者教育、自我管理和赋权的一部分。随着技术进步,电信技术现用于医疗保健中的远程监测。移动应用程序已成为2型糖尿病(T2DM)患者进行SMBG的实用工具。然而,这种方法在实际应用中的长期有效性需要进一步探索。 目的:本研究旨在确定在中国宁波,除标准治疗外,移动应用程序辅助的SMBG在12个月时改善T2DM患者血糖控制的有效性。 方法:在这项回顾性队列研究中,纳入了2019年9月1日至2022年6月30日期间首次在宁波国家代谢管理中心注册并接受标准化糖尿病管理的成年T2DM患者。研究比较了两组:选择移动应用程序辅助SMBG的患者和未选择的患者。倾向得分匹配根据相似的基线特征将移动应用程序辅助SMBG组与对照组进行匹配。在12个月的随访中比较血糖控制相关结果。分别使用线性和逻辑回归模型估计平均差异和比值比(OR)以及95%置信区间,并对基线特征进行调整。 结果:本研究共纳入160例患者(每组80例)。在移动应用程序辅助SMBG组中,血糖监测的中位(IQR)频率为每周0(0-2)次,28%(22/80)的患者每周至少监测血糖两次,应用程序使用频率为每周1(0-3)次,40%(32/80)的患者每周至少登录两次。在12个月时,移动应用程序辅助SMBG组和对照组在血糖控制结果方面未观察到统计学上的显著差异。具体而言,结果显示在以下方面无显著差异:(1)空腹血糖和糖化血红蛋白水平(平均差异-0.17 mmol/L,95%置信区间-0.85至0.51 mmol/L;P=0.62和-0.12%,95%置信区间-0.58%至0.33%;P=0.59),以及(2)实现或维持空腹血糖<7 mmol/L和糖化血红蛋白<7%的患者比例(OR 0.89,95%置信区间0.46-1.73;P=0.74和OR 0.91,95%置信区间0.44-1.88;P=0.79)。 结论:在中国宁波的一组实际T2DM患者中,移动应用程序辅助的SMBG在12个月时并未导致血糖控制有统计学上的显著改善。这表明在资源充足的环境中,仅标准治疗可能相对有效。然而,仍有进一步改进的机会。未观察到益处可能是由于与过程相关的问题,例如对干预的参与度欠佳。应对这些挑战应是未来研究的重点。
J Clin Endocrinol Metab. 2025-7-13
Cochrane Database Syst Rev. 2012-1-18
Cochrane Database Syst Rev. 2012-1-18
Cochrane Database Syst Rev. 2017-6-11
Cochrane Database Syst Rev. 2017-5-23
Cochrane Database Syst Rev. 2013-11-27
Curr Dir Psychol Sci. 2024-8
Diabetes Care. 2024-1-1
BMC Med Inform Decis Mak. 2023-9-14
Front Public Health. 2023
Int J Environ Res Public Health. 2022-12-13
Medicine (Baltimore). 2022-11-11