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Use of a Smart Watch for Early Detection of Paroxysmal Atrial Fibrillation: Validation Study
BACKGROUND: Wearable devices with photoplethysmography (PPG) technology can be useful for detecting paroxysmal atrial fibrillation (AF), which often goes uncaptured despite being a leading cause of stroke. OBJECTIVE: This study is the first part of a 2-phase study that aimed at developing a method f...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7003123/ https://www.ncbi.nlm.nih.gov/pubmed/32012044 http://dx.doi.org/10.2196/14857 |
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author | Inui, Tomohiko Kohno, Hiroki Kawasaki, Yohei Matsuura, Kaoru Ueda, Hideki Tamura, Yusaku Watanabe, Michiko Inage, Yuichi Yakita, Yasunori Wakabayashi, Yutaka Matsumiya, Goro |
author_facet | Inui, Tomohiko Kohno, Hiroki Kawasaki, Yohei Matsuura, Kaoru Ueda, Hideki Tamura, Yusaku Watanabe, Michiko Inage, Yuichi Yakita, Yasunori Wakabayashi, Yutaka Matsumiya, Goro |
author_sort | Inui, Tomohiko |
collection | PubMed |
description | BACKGROUND: Wearable devices with photoplethysmography (PPG) technology can be useful for detecting paroxysmal atrial fibrillation (AF), which often goes uncaptured despite being a leading cause of stroke. OBJECTIVE: This study is the first part of a 2-phase study that aimed at developing a method for immediate detection of paroxysmal AF using PPG-integrated wearable devices. In this study, the diagnostic performance of 2 major smart watches, Apple Watch Series 3 and Fitbit (FBT) Charge HR Wireless Activity Wristband, each equipped with a PPG sensor, was compared, and the pulse rate data outputted from those devices were analyzed for precision and accuracy in reference to the heart rate data from electrocardiography (ECG) during AF. METHODS: A total of 40 subjects from patients who underwent cardiac surgery at a single center between September 2017 and March 2018 were monitored for postoperative AF using telemetric ECG and PPG devices. AF was diagnosed using a 12-lead ECG by qualified physicians. Each subject was given a pair of smart watches, Apple Watch and FBT, for simultaneous pulse rate monitoring. The heart rate of all subjects was also recorded on the telemetry system. Time series pulse rate trends and heart rate trends were created and analyzed for trend pattern similarities. Those trend data were then used to determine the accuracy of PPG-based pulse rate measurements in reference to ECG-based heart rate measurements during AF. RESULTS: Of the 20 AF events in group FBT, 6 (30%) showed a moderate or higher correlation (cross-correlation function>0.40) between pulse rate trend patterns and heart rate trend patterns. Of the 16 AF events in group Apple Watch (workout [W] mode), 12 (75%) showed a moderate or higher correlation between the 2 trend patterns. Linear regression analyses also showed a significant correlation between the pulse rates and the heart rates during AF in the subjects with Apple Watch. This correlation was not observed with FBT. The regression formula for Apple Watch W mode and FBT was X=14.203 + 0.841Y and X=58.225 + 0.228Y, respectively (where X denotes the mean of all average pulse rates during AF and Y denotes the mean of all corresponding average heart rates during AF), and the coefficient of determination (R(2)) was 0.685 and 0.057, respectively (P<.001 and .29, respectively). CONCLUSIONS: In this validation study, the detection precision of AF and measurement accuracy during AF were both better with Apple Watch W mode than with FBT. |
format | Online Article Text |
id | pubmed-7003123 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | JMIR Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-70031232020-02-20 Use of a Smart Watch for Early Detection of Paroxysmal Atrial Fibrillation: Validation Study Inui, Tomohiko Kohno, Hiroki Kawasaki, Yohei Matsuura, Kaoru Ueda, Hideki Tamura, Yusaku Watanabe, Michiko Inage, Yuichi Yakita, Yasunori Wakabayashi, Yutaka Matsumiya, Goro JMIR Cardio Original Paper BACKGROUND: Wearable devices with photoplethysmography (PPG) technology can be useful for detecting paroxysmal atrial fibrillation (AF), which often goes uncaptured despite being a leading cause of stroke. OBJECTIVE: This study is the first part of a 2-phase study that aimed at developing a method for immediate detection of paroxysmal AF using PPG-integrated wearable devices. In this study, the diagnostic performance of 2 major smart watches, Apple Watch Series 3 and Fitbit (FBT) Charge HR Wireless Activity Wristband, each equipped with a PPG sensor, was compared, and the pulse rate data outputted from those devices were analyzed for precision and accuracy in reference to the heart rate data from electrocardiography (ECG) during AF. METHODS: A total of 40 subjects from patients who underwent cardiac surgery at a single center between September 2017 and March 2018 were monitored for postoperative AF using telemetric ECG and PPG devices. AF was diagnosed using a 12-lead ECG by qualified physicians. Each subject was given a pair of smart watches, Apple Watch and FBT, for simultaneous pulse rate monitoring. The heart rate of all subjects was also recorded on the telemetry system. Time series pulse rate trends and heart rate trends were created and analyzed for trend pattern similarities. Those trend data were then used to determine the accuracy of PPG-based pulse rate measurements in reference to ECG-based heart rate measurements during AF. RESULTS: Of the 20 AF events in group FBT, 6 (30%) showed a moderate or higher correlation (cross-correlation function>0.40) between pulse rate trend patterns and heart rate trend patterns. Of the 16 AF events in group Apple Watch (workout [W] mode), 12 (75%) showed a moderate or higher correlation between the 2 trend patterns. Linear regression analyses also showed a significant correlation between the pulse rates and the heart rates during AF in the subjects with Apple Watch. This correlation was not observed with FBT. The regression formula for Apple Watch W mode and FBT was X=14.203 + 0.841Y and X=58.225 + 0.228Y, respectively (where X denotes the mean of all average pulse rates during AF and Y denotes the mean of all corresponding average heart rates during AF), and the coefficient of determination (R(2)) was 0.685 and 0.057, respectively (P<.001 and .29, respectively). CONCLUSIONS: In this validation study, the detection precision of AF and measurement accuracy during AF were both better with Apple Watch W mode than with FBT. JMIR Publications 2020-01-22 /pmc/articles/PMC7003123/ /pubmed/32012044 http://dx.doi.org/10.2196/14857 Text en ©Tomohiko Inui, Hiroki Kohno, Yohei Kawasaki, Kaoru Matsuura, Hideki Ueda, Yusaku Tamura, Michiko Watanabe, Yuichi Inage, Yasunori Yakita, Yutaka Wakabayashi, Goro Matsumiya. Originally published in JMIR Cardio (http://cardio.jmir.org), 22.01.2020. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Cardio, is properly cited. The complete bibliographic information, a link to the original publication on http://cardio.jmir.org, as well as this copyright and license information must be included. |
spellingShingle | Original Paper Inui, Tomohiko Kohno, Hiroki Kawasaki, Yohei Matsuura, Kaoru Ueda, Hideki Tamura, Yusaku Watanabe, Michiko Inage, Yuichi Yakita, Yasunori Wakabayashi, Yutaka Matsumiya, Goro Use of a Smart Watch for Early Detection of Paroxysmal Atrial Fibrillation: Validation Study |
title | Use of a Smart Watch for Early Detection of Paroxysmal Atrial Fibrillation: Validation Study |
title_full | Use of a Smart Watch for Early Detection of Paroxysmal Atrial Fibrillation: Validation Study |
title_fullStr | Use of a Smart Watch for Early Detection of Paroxysmal Atrial Fibrillation: Validation Study |
title_full_unstemmed | Use of a Smart Watch for Early Detection of Paroxysmal Atrial Fibrillation: Validation Study |
title_short | Use of a Smart Watch for Early Detection of Paroxysmal Atrial Fibrillation: Validation Study |
title_sort | use of a smart watch for early detection of paroxysmal atrial fibrillation: validation study |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7003123/ https://www.ncbi.nlm.nih.gov/pubmed/32012044 http://dx.doi.org/10.2196/14857 |
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