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中国宁波2型糖尿病患者移动应用辅助血糖自我监测:12个月回顾性队列研究

Mobile App-Assisted Self-Monitoring of Blood Glucose in Type 2 Diabetes in Ningbo, China: 12-Month Retrospective Cohort Study.

作者信息

Ma Xujia, Chattopadhyay Kaushik, Xu Miao, Li Li, Li Jialin

机构信息

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.

出版信息

JMIR Mhealth Uhealth. 2025 Sep 2;13:e65919. doi: 10.2196/65919.

DOI:10.2196/65919
PMID:40896837
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12404581/
Abstract

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.

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/26b6/12404581/1f5ed66b36be/mhealth-v13-e65919-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/26b6/12404581/8ec72fcc8819/mhealth-v13-e65919-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/26b6/12404581/1f5ed66b36be/mhealth-v13-e65919-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/26b6/12404581/8ec72fcc8819/mhealth-v13-e65919-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/26b6/12404581/1f5ed66b36be/mhealth-v13-e65919-g002.jpg
摘要

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。

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本文引用的文献

1
What are the perceptions and experiences of adults using mobile applications for self-management in diabetes? A systematic review.成年人使用移动应用程序进行糖尿病自我管理的认知和体验如何?一项系统综述。
BMJ Open. 2025 Jan 20;15(1):e086671. doi: 10.1136/bmjopen-2024-086671.
2
Towards the Science of Engagement with Digital Interventions.迈向数字干预参与科学
Curr Dir Psychol Sci. 2024 Aug;33(4):239-246. doi: 10.1177/09637214241254328. Epub 2024 Jun 3.
3
The efficacy of self-monitoring of blood glucose (SMBG) intervention package through a subscription model among type-2 diabetes mellitus in Malaysia: a preliminary trial.
马来西亚2型糖尿病患者通过订阅模式进行血糖自我监测(SMBG)干预套餐的疗效:一项初步试验。
Diabetol Metab Syndr. 2024 Jun 21;16(1):135. doi: 10.1186/s13098-024-01379-9.
4
7. Diabetes Technology: Standards of Care in Diabetes-2024.7. 糖尿病技术:2024年糖尿病护理标准
Diabetes Care. 2024 Jan 1;47(Suppl 1):S126-S144. doi: 10.2337/dc24-S007.
5
Telemedicine-assisted structured self-monitoring of blood glucose in management of T2DM results of a randomized clinical trial.远程医疗辅助的 2 型糖尿病患者结构化自我血糖监测管理:一项随机临床试验结果。
BMC Med Inform Decis Mak. 2023 Sep 14;23(1):182. doi: 10.1186/s12911-023-02283-4.
6
The impact of structured self-monitoring of blood glucose on clinical, behavioral, and psychosocial outcomes among adults with non-insulin-treated type 2 diabetes: a systematic review and meta-analysis.血糖的结构化自我监测对非胰岛素治疗的2型糖尿病成年人临床、行为及社会心理结局的影响:一项系统综述和荟萃分析
Front Clin Diabetes Healthc. 2023 Apr 20;4:1177030. doi: 10.3389/fcdhc.2023.1177030. eCollection 2023.
7
Trends in economic burden of type 2 diabetes in China: Based on longitudinal claim data.中国 2 型糖尿病经济负担的变化趋势:基于纵向索赔数据。
Front Public Health. 2023 Apr 18;11:1062903. doi: 10.3389/fpubh.2023.1062903. eCollection 2023.
8
The Efficacy of Tele-Monitoring in Maintaining Glycated Haemoglobin Levels in Patients with Type 2 Diabetes Mellitus: A Systematic Review.远程监测对 2 型糖尿病患者糖化血红蛋白水平的维持效果:系统评价。
Int J Environ Res Public Health. 2022 Dec 13;19(24):16722. doi: 10.3390/ijerph192416722.
9
The Efficacy and Frequency of Self-monitoring of Blood Glucose in Non-insulin-Treated T2D Patients: a Systematic Review and Meta-analysis.非胰岛素治疗 2 型糖尿病患者自我血糖监测的疗效和频率:系统评价和荟萃分析。
J Gen Intern Med. 2023 Feb;38(3):755-764. doi: 10.1007/s11606-022-07864-z. Epub 2022 Nov 20.
10
Metabolic outcomes in patients with type 2 diabetes mellitus after metabolic management center.2 型糖尿病患者代谢管理中心治疗后的代谢结局。
Medicine (Baltimore). 2022 Nov 11;101(45):e31342. doi: 10.1097/MD.0000000000031342.