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Feasibility of a wrist-worn wearable device for estimating mental health status in patients with mental illness
OBJECT: Real-world data from wearable devices has the potential to understand mental health status in everyday life. We aimed to investigate the feasibility of estimating mental health status using a wrist-worn wearable device (Fitbit Sense) that measures movement using a 3D accelerometer and optica...
Autores principales: | , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10399687/ https://www.ncbi.nlm.nih.gov/pubmed/37547203 http://dx.doi.org/10.3389/fpsyt.2023.1189765 |
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author | Nakagome, Kazuyuki Makinodan, Manabu Uratani, Mitsuhiro Kato, Masaki Ozaki, Norio Miyata, Seiko Iwamoto, Kunihiro Hashimoto, Naoki Toyomaki, Atsuhito Mishima, Kazuo Ogasawara, Masaya Takeshima, Masahiro Minato, Kazumichi Fukami, Toshikazu Oba, Mari Takeda, Kazuyoshi Oi, Hideki |
author_facet | Nakagome, Kazuyuki Makinodan, Manabu Uratani, Mitsuhiro Kato, Masaki Ozaki, Norio Miyata, Seiko Iwamoto, Kunihiro Hashimoto, Naoki Toyomaki, Atsuhito Mishima, Kazuo Ogasawara, Masaya Takeshima, Masahiro Minato, Kazumichi Fukami, Toshikazu Oba, Mari Takeda, Kazuyoshi Oi, Hideki |
author_sort | Nakagome, Kazuyuki |
collection | PubMed |
description | OBJECT: Real-world data from wearable devices has the potential to understand mental health status in everyday life. We aimed to investigate the feasibility of estimating mental health status using a wrist-worn wearable device (Fitbit Sense) that measures movement using a 3D accelerometer and optical pulse photoplethysmography (PPG). METHODS: Participants were 110 patients with mental illnesses from different diagnostic groups. The study was undertaken between 1 October 2020 and 31 March 2021. Participants wore a Fitbit Sense on their wrist and also completed the State–Trait Anxiety Inventory (STAI), Positive and Negative Affect Schedule (PANAS), and EuroQol 5 dimensions 5-level (EQ-5D-5L) during the study period. To determine heart rate (HR) variability (HRV), we calculated the sdnn (standard deviation of the normal-to-normal interval), coefficient of variation of R-R intervals, and mean HR separately for each sleep stage and the daytime. The association between mental health status and HR and HRV was analyzed. RESULTS: The following significant correlations were found in the wake after sleep onset stage within 3 days of mental health status assessment: sdnn, HR and STAI scores, HR and PANAS scores, HR and EQ-5D-5L scores. The association between mental health status and HR and HRV was stronger the closer the temporal distance between mental health status assessment and HR measurement. CONCLUSION: A wrist-worn wearable device that measures PPG signals was feasible for use with patients with mental illness. Resting state HR and HRV could be used as an objective assessment of mental health status within a few days of measurement. |
format | Online Article Text |
id | pubmed-10399687 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-103996872023-08-04 Feasibility of a wrist-worn wearable device for estimating mental health status in patients with mental illness Nakagome, Kazuyuki Makinodan, Manabu Uratani, Mitsuhiro Kato, Masaki Ozaki, Norio Miyata, Seiko Iwamoto, Kunihiro Hashimoto, Naoki Toyomaki, Atsuhito Mishima, Kazuo Ogasawara, Masaya Takeshima, Masahiro Minato, Kazumichi Fukami, Toshikazu Oba, Mari Takeda, Kazuyoshi Oi, Hideki Front Psychiatry Psychiatry OBJECT: Real-world data from wearable devices has the potential to understand mental health status in everyday life. We aimed to investigate the feasibility of estimating mental health status using a wrist-worn wearable device (Fitbit Sense) that measures movement using a 3D accelerometer and optical pulse photoplethysmography (PPG). METHODS: Participants were 110 patients with mental illnesses from different diagnostic groups. The study was undertaken between 1 October 2020 and 31 March 2021. Participants wore a Fitbit Sense on their wrist and also completed the State–Trait Anxiety Inventory (STAI), Positive and Negative Affect Schedule (PANAS), and EuroQol 5 dimensions 5-level (EQ-5D-5L) during the study period. To determine heart rate (HR) variability (HRV), we calculated the sdnn (standard deviation of the normal-to-normal interval), coefficient of variation of R-R intervals, and mean HR separately for each sleep stage and the daytime. The association between mental health status and HR and HRV was analyzed. RESULTS: The following significant correlations were found in the wake after sleep onset stage within 3 days of mental health status assessment: sdnn, HR and STAI scores, HR and PANAS scores, HR and EQ-5D-5L scores. The association between mental health status and HR and HRV was stronger the closer the temporal distance between mental health status assessment and HR measurement. CONCLUSION: A wrist-worn wearable device that measures PPG signals was feasible for use with patients with mental illness. Resting state HR and HRV could be used as an objective assessment of mental health status within a few days of measurement. Frontiers Media S.A. 2023-07-20 /pmc/articles/PMC10399687/ /pubmed/37547203 http://dx.doi.org/10.3389/fpsyt.2023.1189765 Text en Copyright © 2023 Nakagome, Makinodan, Uratani, Kato, Ozaki, Miyata, Iwamoto, Hashimoto, Toyomaki, Mishima, Ogasawara, Takeshima, Minato, Fukami, Oba, Takeda and Oi. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychiatry Nakagome, Kazuyuki Makinodan, Manabu Uratani, Mitsuhiro Kato, Masaki Ozaki, Norio Miyata, Seiko Iwamoto, Kunihiro Hashimoto, Naoki Toyomaki, Atsuhito Mishima, Kazuo Ogasawara, Masaya Takeshima, Masahiro Minato, Kazumichi Fukami, Toshikazu Oba, Mari Takeda, Kazuyoshi Oi, Hideki Feasibility of a wrist-worn wearable device for estimating mental health status in patients with mental illness |
title | Feasibility of a wrist-worn wearable device for estimating mental health status in patients with mental illness |
title_full | Feasibility of a wrist-worn wearable device for estimating mental health status in patients with mental illness |
title_fullStr | Feasibility of a wrist-worn wearable device for estimating mental health status in patients with mental illness |
title_full_unstemmed | Feasibility of a wrist-worn wearable device for estimating mental health status in patients with mental illness |
title_short | Feasibility of a wrist-worn wearable device for estimating mental health status in patients with mental illness |
title_sort | feasibility of a wrist-worn wearable device for estimating mental health status in patients with mental illness |
topic | Psychiatry |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10399687/ https://www.ncbi.nlm.nih.gov/pubmed/37547203 http://dx.doi.org/10.3389/fpsyt.2023.1189765 |
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