Snel Tim, Krone Tanja, Kamstra Regina J M, Eggink Hannah M, Pijl Hanno, de Graaf Albert A, de Hoogh Iris M
Medical Affairs, Roche Diagnostics, Almere, Netherlands
Endocrinology, Leiden Universitair Medisch Centrum, Leiden, Netherlands.
BMJ Open Diabetes Res Care. 2024 Dec 24;12(6):e004506. doi: 10.1136/bmjdrc-2024-004506.
Lifestyle determinants of 2-hour glucose concentration in people with type 2 diabetes and interindividual differences need to be identified.
38 participants with type 2 diabetes, treated with lifestyle advice and/or metformin, tracked their physical activity, sleep and dietary intake, while continuously monitoring interstitial glucose concentrations for 11 periods of four consecutive days each. A linear mixed-effects model was used to quantify the effect of sleep, stress, current glucose, carbohydrate intake and exercise on glucose levels 2 hours later.
The final model identified carbohydrate intake (grams) in the past 5 min as well as in the past 30 min, sleep duration during the previous night (hours) and physical activity (metabolic equivalents) over the past 12 hours as significant fixed effects that influenced glucose concentrations 2 hours later. In addition, carbohydrate intake in the past 5 and past 30 min, and physical activity in the past and future 30 min were included as random or individualized effects. Although carbohydrate intake led to increased glucose concentrations in 2 hours in all individuals, the magnitude of this effect varied between individuals. The physical activity on glucose concentrations in 2 hours varied among individuals as well, in terms of magnitude and in terms of direction (showing either increase or decline).
Carbohydrate intake, sleep and physical activity at specific points in time have both fixed as well as individualized effects on glucose concentrations 2 hours later in individuals with type 2 diabetes. Interindividual differences in glycemic response to lifestyle components call for personalized advice in the management of type 2 diabetes.
需要确定2型糖尿病患者2小时血糖浓度的生活方式决定因素以及个体差异。
38名接受生活方式建议和/或二甲双胍治疗的2型糖尿病患者,记录他们的身体活动、睡眠和饮食摄入情况,同时连续11个时间段(每个时间段连续四天)监测组织间液葡萄糖浓度。使用线性混合效应模型来量化睡眠、压力、当前血糖、碳水化合物摄入量和运动对两小时后血糖水平的影响。
最终模型确定过去5分钟以及过去30分钟内的碳水化合物摄入量(克)、前一晚的睡眠时间(小时)以及过去12小时内的身体活动量(代谢当量)是影响两小时后血糖浓度的显著固定效应因素。此外,过去5分钟和过去30分钟内的碳水化合物摄入量,以及过去和未来30分钟内的身体活动量被纳入随机或个体效应因素。虽然碳水化合物摄入量会使所有个体的血糖浓度在两小时内升高,但这种影响的程度在个体之间有所不同。身体活动对两小时后血糖浓度的影响在个体之间也有所不同,包括影响程度和方向(表现为升高或降低)。
特定时间点的碳水化合物摄入量、睡眠和身体活动对2型糖尿病患者两小时后的血糖浓度既有固定效应也有个体效应。生活方式因素对血糖反应的个体差异要求在2型糖尿病管理中提供个性化建议。