Wyatt Bastien, Forstmann Nicolas, Badier Nolwenn, Hamy Anne-Sophie, De Larochelambert Quentin, Antero Juliana, Danino Arthur, Vercamer Vincent, De Villele Paul, Vittrant Benjamin, Lanz Thomas, Reyal Fabien, Toussaint Jean-François, Delrieu Lidia
Institute for Research in bioMedicine and Epidemiology of Sport, Université Paris Cité, Paris, France.
INSEP (Institut National du Sport, de l'Expertise et de la Performance), Paris, France.
J Med Internet Res. 2025 Apr 4;27:e68199. doi: 10.2196/68199.
The COVID-19 pandemic disrupted behavior within populations, affecting physical activity (PA), heart rate (HR), and sleep characteristics in particular. Activity trackers provide unique insights into these changes, enabling large-scale, real-time monitoring.
This study aims to analyze the associations between the features of the COVID-19 pandemic worldwide and PA, HR, and sleep parameters, using data collected from activity trackers over a 3-year period.
We performed a retrospective analysis using anonymized data collected from the 208,818 users of Withings Steel HR activity trackers, spanning 34 countries, over a 3-year period from January 2019 to March 2022. Key metrics analyzed included daily step counts, average heart rate, and sleep duration. The statistical methods used included descriptive analyses, time-trend analysis, and mixed models to evaluate the impact of restriction measures, controlling for potential confounders such as sex, age, and seasonal variations.
We detected a significant decrease in PA, with a 12.3% reduction in daily step count (from 5802 to 5082 steps/d) over the 3 years. The proportion of sedentary individuals increased from 38% (n=14,177) in 2019 to 52% (n=19,510) in 2020 and remained elevated at 51% (n=18,972) in 2022, while the proportion of active individuals dropped from 8% (n=2857) to 6% (n=2352) in 2020 before returning to 8% (n=2877) in 2022. In 2022, the global population had not returned to prepandemic PA levels, with a noticeable persistence of inactivity. During lockdowns, HR decreased by 1.5%, which was associated with lower activity levels. Sleep duration increased during restrictions, particularly in the countries with the most severe lockdowns (eg, an increase of 15 min in countries with stringent measures compared to 5 min in less restricted regions).
The sustained decrease in PA and its physiological consequences highlight the need for public health strategies to mitigate the long-term effects of the measures taken during the pandemic. Despite the gradual lifting of restrictions, PA levels have not fully recovered, with lasting implications for global health. If similar circumstances arise in the future, priority should be given to measures for effectively increasing PA to counter the increase in sedentary behavior, mitigate health risks, and prevent the rise of chronic diseases.
新冠疫情扰乱了人群的行为,尤其影响了身体活动(PA)、心率(HR)和睡眠特征。活动追踪器为这些变化提供了独特的见解,能够进行大规模的实时监测。
本研究旨在利用3年期间从活动追踪器收集的数据,分析全球新冠疫情特征与身体活动、心率和睡眠参数之间的关联。
我们进行了一项回顾性分析,使用了从2019年1月至2022年3月的3年时间里,从34个国家的208,818名Withings Steel HR活动追踪器用户收集的匿名数据。分析的关键指标包括每日步数、平均心率和睡眠时间。所使用的统计方法包括描述性分析、时间趋势分析和混合模型,以评估限制措施的影响,同时控制性别、年龄和季节变化等潜在混杂因素。
我们发现身体活动显著减少,3年期间每日步数减少了12.3%(从每天5802步降至5082步)。久坐不动的个体比例从2019年的38%(n = 14,177)增加到2020年的52%(n = 19,510),并在2022年保持在51%(n = 18,972),而活跃个体的比例从2020年的8%(n = 2857)降至6%(n = 2352),然后在2022年回升至8%(n = 2877)。2022年,全球人口尚未恢复到疫情前的身体活动水平,不活动的情况明显持续存在。在封锁期间,心率下降了1.5%,这与较低的活动水平有关。在限制措施期间,睡眠时间增加,特别是在封锁最严格的国家(例如,采取严格措施的国家增加了15分钟,而限制较少的地区增加了5分钟)。
身体活动的持续下降及其生理后果凸显了制定公共卫生策略以减轻疫情期间所采取措施的长期影响的必要性。尽管限制措施逐渐解除,但身体活动水平尚未完全恢复,这对全球健康产生了持久影响。如果未来出现类似情况,应优先采取有效增加身体活动的措施,以应对久坐行为的增加,减轻健康风险,并预防慢性病的上升。