de Vries Herman, Kamphuis Wim, van der Schans Cees, Sanderman Robbert, Oldenhuis Hilbrand
Research Group Digital Transformation, Hanze University of Applied Sciences, Zernikeplein 11, 9747 AS Groningen, The Netherlands.
Department of Human Behaviour & Training, Netherlands Organization for Applied Scientific Research (TNO), Kampweg 55, 3769 DE Soesterberg, The Netherlands.
Healthcare (Basel). 2022 Jan 12;10(1):144. doi: 10.3390/healthcare10010144.
The emergence of wearable sensors that allow for unobtrusive monitoring of physiological and behavioural patterns introduces new opportunities to study the impact of stress in a real-world context. This study explores to what extent within-subject trends in daily Heart Rate Variability (HRV) and daily HRV fluctuations are associated with longitudinal changes in stress, depression, anxiety, and somatisation. Nine Dutch police officers collected daily nocturnal HRV data using an Oura ring during 15-55 weeks. Participants filled in the Four-Dimensional Symptoms Questionnaire every 5 weeks. A sample of 47 five-week observations was collected and analysed using multiple regression. After controlling for trends in total sleep time, moderate-to-vigorous physical activity and alcohol use, an increasing trend in the seven-day rolling standard deviation of the HRV (HRVsd) was associated with increases in stress and somatisation over 5 weeks. Furthermore, an increasing HRV trend buffered against the association between HRVsd trend and somatisation change, undoing this association when it was combined with increasing HRV. Depression and anxiety could not be related to trends in HRV or HRVsd, which was related to observed floor effects. These results show that monitoring trends in daily HRV via wearables holds promise for automated stress monitoring and providing personalised feedback.
可穿戴传感器的出现使得对生理和行为模式进行不干扰的监测成为可能,这为在现实环境中研究压力的影响带来了新机遇。本研究探讨了每日心率变异性(HRV)的个体内趋势以及每日HRV波动在多大程度上与压力、抑郁、焦虑和躯体化的纵向变化相关。九名荷兰警察在15至55周内使用欧若环收集每日夜间HRV数据。参与者每5周填写一次四维症状问卷。收集了47个为期五周的观察样本,并使用多元回归进行分析。在控制了总睡眠时间、中度至剧烈身体活动和酒精使用的趋势后,HRV的七天滚动标准差(HRVsd)的上升趋势与5周内压力和躯体化的增加相关。此外,HRV上升趋势缓冲了HRVsd趋势与躯体化变化之间的关联,当与上升的HRV相结合时,消除了这种关联。抑郁和焦虑与HRV或HRVsd的趋势无关,这与观察到的下限效应有关。这些结果表明,通过可穿戴设备监测每日HRV趋势有望实现自动化压力监测并提供个性化反馈。