Deshmukh Harshal, Wilmot Emma G, Gregory Robert, Barnes Dennis, Narendran Parth, Saunders Simon, Furlong Niall, Kamaruddin Shafie, Banatwalla Rumaisa, Herring Roselle, Kilvert Anne, Patmore Jane, Walton Chris, Ryder Robert E J, Sathyapalan Thozhukat
Hull University Teaching Hospitals NHS Trust and the University of Hull, Hull, UK.
University Hospitals of Derby and Burton NHS Foundation Trust, Derby, UK.
Diabetes Obes Metab. 2021 Oct;23(10):2261-2268. doi: 10.1111/dom.14467. Epub 2021 Jun 29.
To identify the baseline demographic and clinical characteristics associated with diabetes-related distress (DRD) and factors associated with improvement in DRD after initiating use of the FreeStyle Libre (FSL) in people living with type 1 diabetes (T1D).
The study was performed using baseline and follow-up data from the Association of British Clinical Diabetologists nationwide audit of people with diabetes who initiated use of the FSL in the United Kingdom. DRD was assessed using the two-item diabetes-related distress scale (DDS; defined as the average of the two-item score ≥3). People living with T1D were categorized into two groups: those with high DRD, defined as an average DDS score ≥3 and those with lower DRD, defined as a DDS score <3. We used a gradient-boosting machine-learning (GBM) model to identify the relative influence (RI) of baseline variables on average DDS score.
The study population consisted of 9159 patients, 96.6% of whom had T1D. The median (interquartile range [IQR]) age was 45.1 (32-56) years, 50.1% were women, the median (IQR) baseline body mass index was 26.1 (23.2-29.6) kg/m and the median (IQR) duration of diabetes was 20 (11-32) years. The two components of the DDS were significantly correlated (r = 0.73; P < 0.0001). Higher DRD was prevalent in 53% (4879/9159) of people living with T1D at baseline. In the GBM model, the top baseline variables associated with average DDS score were baseline glycated haemoglobin (HbA1c; RI = 51.1), baseline Gold score (RI = 23.3), gender (RI = 7.05) and fear of hypoglycaemia (RI = 4.96). Follow-up data were available for 3312 participants. The top factors associated with improvement in DDS score following use of the FSL were change in Gold score (RI = 28.2) and change in baseline HbA1c (RI = 19.3).
In this large UK cohort of people living with T1D, diabetes distress was prevalent and associated with higher HbA1c, impaired awareness of hypoglycaemia and female gender. Improvement in glycaemic control and hypoglycaemia unawareness with the use of the FSL was associated with improvement in DRD in people living with T1D.
确定与糖尿病相关困扰(DRD)相关的基线人口统计学和临床特征,以及1型糖尿病(T1D)患者开始使用FreeStyle Libre(FSL)后DRD改善的相关因素。
本研究使用了英国临床糖尿病学家协会对在英国开始使用FSL的糖尿病患者进行的全国性审计的基线和随访数据。使用两项糖尿病相关困扰量表(DDS;定义为两项得分的平均值≥3)评估DRD。T1D患者分为两组:DRD高的患者,定义为平均DDS得分≥3;DRD低的患者,定义为DDS得分<3。我们使用梯度提升机器学习(GBM)模型来确定基线变量对平均DDS得分的相对影响(RI)。
研究人群包括9159名患者,其中96.6%患有T1D。年龄中位数(四分位间距[IQR])为45.1(32 - 56)岁,50.1%为女性,基线体重指数中位数(IQR)为26.1(23.2 - 29.6)kg/m²,糖尿病病程中位数(IQR)为20(11 - 32)年。DDS的两个组成部分显著相关(r = 0.73;P < 0.0001)。在基线时,53%(4879/9159)的T1D患者DRD较高。在GBM模型中,与平均DDS得分相关的前几位基线变量是基线糖化血红蛋白(HbA1c;RI = 51.1)、基线Gold评分(RI = 23.3)、性别(RI = 7.05)和低血糖恐惧(RI = 4.96)。3312名参与者有随访数据。使用FSL后与DDS得分改善相关的前几位因素是Gold评分的变化(RI = 28.2)和基线HbA1c的变化(RI = 19.3)。
在这个英国的大型T1D患者队列中,糖尿病困扰很普遍,且与更高的HbA1c、低血糖意识受损和女性性别相关。使用FSL改善血糖控制和低血糖无知觉与T1D患者DRD的改善相关。