Precision Health, Department of Bioengineering, Graduate School of Engineering, The University of Tokyo, Tokyo 113-8656, Japan.
Graduate School of Health Innovation, Kanagawa University of Human Services, Kawasaki 210-0821, Japan.
Int J Environ Res Public Health. 2023 Feb 28;20(5):4315. doi: 10.3390/ijerph20054315.
(1) Background: This study examined the cross-sectional association between metabolic syndrome (MetS) status classified into three groups and daily physical activity (PA; step count and active minutes) using a wearable device in Japanese office workers. (2) Methods: This secondary analysis used data from 179 participants in the intervention group of a randomized controlled trial for 3 months. Individuals who had received an annual health check-up and had MetS or were at a high risk of MetS based on Japanese guidelines were asked to use a wearable device and answer questionnaires regarding their daily life for the entire study period. Multilevel mixed-effects logistic regression models adjusted for covariates associated with MetS and PA were used to estimate associations. A sensitivity analysis investigated the associations between MetS status and PA level according to the day of the week. (3) Results: Compared to those with no MetS, those with MetS were not significantly associated with PA, while those with pre-MetS were inversely associated with PA [step count Model 3: OR = 0.60; 95% CI: 0.36, 0.99; active minutes Model 3: OR = 0.62; 95% CI: 0.40, 0.96]. In the sensitivity analysis, day of the week was an effect modifier for both PA ( < 0.001). (4) Conclusions: Compared to those with no MetS, those with pre-MetS, but not MetS, showed significantly lower odds of reaching their daily recommended PA level. Our findings suggest that the day of the week could be a modifier for the association between MetS and PA. Further research with longer study periods and larger sample sizes are needed to confirm our results.
(1) 背景:本研究使用可穿戴设备,考察了代谢综合征(MetS)分为三组的状态与日本上班族每日体力活动(步数和活跃分钟数)之间的横断面关联。(2) 方法:这是一项为期 3 个月的随机对照试验干预组的二次分析。研究对象为接受年度健康检查且根据日本指南患有 MetS 或有患 MetS 风险的个体,要求他们使用可穿戴设备并在整个研究期间回答关于其日常生活的问卷。使用多水平混合效应逻辑回归模型调整与 MetS 和 PA 相关的协变量,以估计关联。敏感性分析根据一周中的不同日子研究了 MetS 状态与 PA 水平之间的关联。(3) 结果:与无 MetS 者相比,MetS 者与 PA 无显著关联,而 pre-MetS 者与 PA 呈负相关[步数模型 3:OR = 0.60;95%CI:0.36,0.99;活跃分钟数模型 3:OR = 0.62;95%CI:0.40,0.96]。敏感性分析中,星期几是 PA 的效应修饰因子(<0.001)。(4) 结论:与无 MetS 者相比,pre-MetS 者而不是 MetS 者达到每日推荐 PA 水平的可能性显著降低。我们的研究结果表明,星期几可能是 MetS 与 PA 之间关联的修饰因子。需要进一步开展研究周期更长且样本量更大的研究,以证实我们的研究结果。