Cargando…

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

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...

Descripción completa

Detalles Bibliográficos
Autores principales: de Vries, Herman, Oldenhuis, Hilbrand, van der Schans, Cees, Sanderman, Robbert, Kamphuis, Wim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10195711/
https://www.ncbi.nlm.nih.gov/pubmed/36622531
http://dx.doi.org/10.1007/s10484-022-09578-8
_version_ 1785044192154615808
author de Vries, Herman
Oldenhuis, Hilbrand
van der Schans, Cees
Sanderman, Robbert
Kamphuis, Wim
author_facet de Vries, Herman
Oldenhuis, Hilbrand
van der Schans, Cees
Sanderman, Robbert
Kamphuis, Wim
author_sort de Vries, Herman
collection PubMed
description 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 R(2) = .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. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10484-022-09578-8.
format Online
Article
Text
id pubmed-10195711
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Springer US
record_format MEDLINE/PubMed
spelling pubmed-101957112023-05-20 Does Wearable-Measured Heart Rate Variability During Sleep Predict Perceived Morning Mental and Physical Fitness? de Vries, Herman Oldenhuis, Hilbrand van der Schans, Cees Sanderman, Robbert Kamphuis, Wim Appl Psychophysiol Biofeedback Article 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 R(2) = .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. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10484-022-09578-8. Springer US 2023-01-09 2023 /pmc/articles/PMC10195711/ /pubmed/36622531 http://dx.doi.org/10.1007/s10484-022-09578-8 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
de Vries, Herman
Oldenhuis, Hilbrand
van der Schans, Cees
Sanderman, Robbert
Kamphuis, Wim
Does Wearable-Measured Heart Rate Variability During Sleep Predict Perceived Morning Mental and Physical Fitness?
title Does Wearable-Measured Heart Rate Variability During Sleep Predict Perceived Morning Mental and Physical Fitness?
title_full Does Wearable-Measured Heart Rate Variability During Sleep Predict Perceived Morning Mental and Physical Fitness?
title_fullStr Does Wearable-Measured Heart Rate Variability During Sleep Predict Perceived Morning Mental and Physical Fitness?
title_full_unstemmed Does Wearable-Measured Heart Rate Variability During Sleep Predict Perceived Morning Mental and Physical Fitness?
title_short Does Wearable-Measured Heart Rate Variability During Sleep Predict Perceived Morning Mental and Physical Fitness?
title_sort does wearable-measured heart rate variability during sleep predict perceived morning mental and physical fitness?
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10195711/
https://www.ncbi.nlm.nih.gov/pubmed/36622531
http://dx.doi.org/10.1007/s10484-022-09578-8
work_keys_str_mv AT devriesherman doeswearablemeasuredheartratevariabilityduringsleeppredictperceivedmorningmentalandphysicalfitness
AT oldenhuishilbrand doeswearablemeasuredheartratevariabilityduringsleeppredictperceivedmorningmentalandphysicalfitness
AT vanderschanscees doeswearablemeasuredheartratevariabilityduringsleeppredictperceivedmorningmentalandphysicalfitness
AT sandermanrobbert doeswearablemeasuredheartratevariabilityduringsleeppredictperceivedmorningmentalandphysicalfitness
AT kamphuiswim doeswearablemeasuredheartratevariabilityduringsleeppredictperceivedmorningmentalandphysicalfitness