Does Wearable-Measured Heart Rate Variability During Sleep Predict Perceived Morning Mental and Physical Fitness?

IF 2.2 3区 心理学 Q2 PSYCHOLOGY, CLINICAL Applied Psychophysiology and Biofeedback Pub Date : 2023-01-09 DOI:10.1007/s10484-022-09578-8
Herman de Vries, Hilbrand Oldenhuis, Cees van der Schans, Robbert Sanderman, Wim Kamphuis
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Abstract

The emergence of wearable sensor technology may provide opportunities for automated measurement of psychophysiological markers of mental and physical fitness, which can be used for personalized feedback. This study explores to what extent within-subject changes in resting heart rate variability (HRV) during sleep predict the perceived mental and physical fitness of military personnel on the subsequent morning. Participants wore a Garmin wrist-worn wearable and filled in a short morning questionnaire on their perceived mental and physical fitness during a period of up to 46 days. A custom-built smartphone app was used to directly retrieve heart rate and accelerometer data from the wearable, on which open-source algorithms for sleep detection and artefact filtering were applied. A sample of 571 complete observations in 63 participants were analyzed using linear mixed models. Resting HRV during sleep was a small predictor of perceived physical fitness (marginal R2 = .031), but not of mental fitness. The items on perceived mental and physical fitness were strongly correlated (r = .77). Based on the current findings, resting HRV during sleep appears to be more related to the physical component of perceived fitness than its mental component. Recommendations for future studies include improvements in the measurement of sleep and resting HRV, as well as further investigation of the potential impact of resting HRV as a buffer on stress-related outcomes.

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睡眠时可穿戴测量的心率变异性能否预测早晨的身心健康状况?
可穿戴传感器技术的出现可能为自动测量心理和身体健康的心理生理标记提供机会,这些标记可用于个性化反馈。本研究探讨了受试者睡眠时静息心率变异性(HRV)的变化在多大程度上预测了军人在随后早晨的心理和身体健康状况。参与者戴着Garmin腕带,在长达46天的时间里,填写了一份简短的早晨问卷,调查他们的心理和身体健康状况。使用定制的智能手机应用程序直接从可穿戴设备中检索心率和加速度计数据,并在其上应用了用于睡眠检测和人工信号过滤的开源算法。使用线性混合模型对63名参与者的571个完整观察样本进行了分析。睡眠时静息HRV是感知身体健康的一个小预测因子(边际R2 = 0.031),但不是心理健康的预测因子。感知心理健康和身体健康两项呈强相关(r = 0.77)。根据目前的研究结果,睡眠时的静息HRV似乎更多地与感知健康的身体成分有关,而不是精神成分。对未来研究的建议包括改进睡眠和静息HRV的测量,以及进一步研究静息HRV作为压力相关结果缓冲的潜在影响。
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来源期刊
CiteScore
5.30
自引率
13.30%
发文量
36
期刊介绍: Applied Psychophysiology and Biofeedback is an international, interdisciplinary journal devoted to study of the interrelationship of physiological systems, cognition, social and environmental parameters, and health. Priority is given to original research, basic and applied, which contributes to the theory, practice, and evaluation of applied psychophysiology and biofeedback. Submissions are also welcomed for consideration in several additional sections that appear in the journal. They consist of conceptual and theoretical articles; evaluative reviews; the Clinical Forum, which includes separate categories for innovative case studies, clinical replication series, extended treatment protocols, and clinical notes and observations; the Discussion Forum, which includes a series of papers centered around a topic of importance to the field; Innovations in Instrumentation; Letters to the Editor, commenting on issues raised in articles previously published in the journal; and select book reviews. Applied Psychophysiology and Biofeedback is the official publication of the Association for Applied Psychophysiology and Biofeedback.
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