National Health Commission Key Laboratory of Hormones and Development, Tianjin Key Laboratory of Metabolic Diseases, Chu Hsien-I Memorial Hospital & Tianjin Institute of Endocrinology, Tianjin Medical University, Tianjin, China.
School of Nursing, Tianjin Medical University, Tianjin, China.
JMIR Mhealth Uhealth. 2020 Mar 11;8(3):e15390. doi: 10.2196/15390.
Mobile-based interventions appear to be promising in ameliorating huge burdens experienced by patients with type 2 diabetes. However, it is unclear how effective mobile-based interventions are in glycemic management of patients with type 2 diabetes based on real-world evidence.
This study aimed to evaluate the effectiveness of a mobile-based intervention on glycemic control in patients with type 2 diabetes based on real-world population data.
This retrospective, propensity score-matched cohort study analyzed longitudinal data from a clinical electronic health database. The study population included 37,913 patients with type 2 diabetes at cohort entry between October 1, 2016, and July 31, 2018. A total of 2400 patients were matched 1:1, using propensity score matching, into the usual care and mobile health (mHealth) groups. The primary outcomes of glycemic control included control rates of glycated hemoglobin (HbA), fasting blood glucose (FBG), and postprandial 2-hour blood glucose (P2BG). Mean values and variation trends of difference with 95% CI were the secondary outcomes. The general linear model was used to calculate repeated-measures analyses of variance to examine the differences between the two groups. Subgroup and sensitivity analyses were performed.
Of the 2400 patients included in the analysis, 1440 (60.00%) were male and the mean age was 52.24 years (SD 11.56). At baseline, the control rates of HbA, FBG, and P2BG in the mHealth and usual care groups were 45.75% versus 47.00% (P=.57), 38.03% versus 32.76% (P=.07), and 47.32% versus 47.89% (P=.83), respectively. At the 3-, 6-, 9-, and 12-month follow-ups, the mHealth group reported higher control rates of HbA than did the usual care group: 69.97% versus 46.06% (P<.001), 71.89% versus 61.24% (P=.004), 75.38% versus 53.44% (P<.001), and 72.31% versus 46.70% (P<.001), respectively. At the four follow-up sessions, the control rates of FBG in the mHealth and usual care groups were statistically different: 59.24% versus 34.21% (P<.001), 56.61% versus 35.14% (P<.001), 59.54% versus 34.99% (P<.001), and 59.77% versus 32.83% (P<.001), respectively. At the four follow-up sessions, the control rates of P2BG in the mHealth group were statistically higher than in the usual care group: 79.72% versus 48.75% (P<.001), 80.20% versus 57.45% (P<.001), 81.97% versus 54.07% (P<.001), and 76.19% versus 54.21% (P=.001), respectively. At the four follow-up sessions, the percentages of HbA reduction in the mHealth group were 8.66% (95% CI 6.69-10.63), 10.60% (95% CI 8.66-12.54), 10.64% (95% CI 8.70-12.58), and 8.11% (95% CI 6.08-10.14), respectively. At the four follow-up sessions, the percentages of P2BG reduction in the mHealth group were 8.44% (95% CI 7.41-10.73), 17.77% (95% CI 14.98-20.23), 16.23% (95% CI 13.05-19.35), and 16.91% (95% CI 13.17-19.84), respectively. Starting from the sixth month, the mean HbA and P2BG values in the two groups increased slightly.
This mobile-based intervention delivered by a multidisciplinary team can better improve glycemic control rates of patients with type 2 diabetes than usual care. These effects were best sustained within the first 6 months. Starting from the sixth month, intensive management needs to be conducted to maintain long-term effectiveness of the mobile-based intervention.
移动干预措施似乎在改善 2 型糖尿病患者所面临的巨大负担方面具有很大的前景。然而,基于真实世界的数据,尚不清楚移动干预措施在 2 型糖尿病患者的血糖管理方面的效果如何。
本研究旨在基于真实世界人群数据,评估基于移动的干预措施对 2 型糖尿病患者血糖控制的效果。
本回顾性、倾向评分匹配的队列研究分析了来自临床电子健康数据库的纵向数据。研究人群包括 2016 年 10 月 1 日至 2018 年 7 月 31 日入组时患有 2 型糖尿病的 37913 例患者。使用倾向评分匹配,将 2400 例患者 1:1 匹配至常规护理组和移动健康(mHealth)组。血糖控制的主要结局包括糖化血红蛋白(HbA)、空腹血糖(FBG)和餐后 2 小时血糖(P2BG)的控制率。平均值和差异的变化趋势及 95%CI 为次要结局。使用广义线性模型计算重复测量方差分析,以检验两组之间的差异。进行了亚组和敏感性分析。
在分析的 2400 例患者中,1440 例(60.00%)为男性,平均年龄为 52.24 岁(SD 11.56)。基线时,mHealth 组和常规护理组的 HbA、FBG 和 P2BG 控制率分别为 45.75%比 47.00%(P=.57)、38.03%比 32.76%(P=.07)和 47.32%比 47.89%(P=.83)。在 3、6、9 和 12 个月的随访中,mHealth 组的 HbA 控制率高于常规护理组:69.97%比 46.06%(P<.001)、71.89%比 61.24%(P=.004)、75.38%比 53.44%(P<.001)和 72.31%比 46.70%(P<.001)。在四次随访中,mHealth 组和常规护理组的 FBG 控制率存在统计学差异:59.24%比 34.21%(P<.001)、56.61%比 35.14%(P<.001)、59.54%比 34.99%(P<.001)和 59.77%比 32.83%(P<.001)。在四次随访中,mHealth 组的 P2BG 控制率均高于常规护理组:79.72%比 48.75%(P<.001)、80.20%比 57.45%(P<.001)、81.97%比 54.07%(P<.001)和 76.19%比 54.21%(P=.001)。在四次随访中,mHealth 组的 HbA 降低百分比分别为 8.66%(95%CI 6.69-10.63)、10.60%(95%CI 8.66-12.54)、10.64%(95%CI 8.70-12.58)和 8.11%(95%CI 6.08-10.14)。在四次随访中,mHealth 组的 P2BG 降低百分比分别为 8.44%(95%CI 7.41-10.73)、17.77%(95%CI 14.98-20.23)、16.23%(95%CI 13.05-19.35)和 16.91%(95%CI 13.17-19.84)。从第六个月开始,两组的平均 HbA 和 P2BG 值略有增加。
由多学科团队提供的这种基于移动的干预措施可以比常规护理更好地提高 2 型糖尿病患者的血糖控制率。这些效果在最初的 6 个月内得到了最好的维持。从第六个月开始,需要进行强化管理以维持移动干预的长期效果。