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Smartwatch-derived heart rate variability: a head-to-head comparison with the gold standard in cardiovascular disease
AIMS: We aimed to investigate the concordance between heart rate variability (HRV) derived from the photoplethysmographic (PPG) signal of a commercially available smartwatch compared with the gold-standard high-resolution electrocardiogram (ECG)-derived HRV in patients with cardiovascular disease. M...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10232241/ https://www.ncbi.nlm.nih.gov/pubmed/37265873 http://dx.doi.org/10.1093/ehjdh/ztad022 |
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author | Theurl, Fabian Schreinlechner, Michael Sappler, Nikolay Toifl, Michael Dolejsi, Theresa Hofer, Florian Massmann, Celine Steinbring, Christian Komarek, Silvia Mölgg, Kurt Dejakum, Benjamin Böhme, Christian Kirchmair, Rudolf Reinstadler, Sebastian Bauer, Axel |
author_facet | Theurl, Fabian Schreinlechner, Michael Sappler, Nikolay Toifl, Michael Dolejsi, Theresa Hofer, Florian Massmann, Celine Steinbring, Christian Komarek, Silvia Mölgg, Kurt Dejakum, Benjamin Böhme, Christian Kirchmair, Rudolf Reinstadler, Sebastian Bauer, Axel |
author_sort | Theurl, Fabian |
collection | PubMed |
description | AIMS: We aimed to investigate the concordance between heart rate variability (HRV) derived from the photoplethysmographic (PPG) signal of a commercially available smartwatch compared with the gold-standard high-resolution electrocardiogram (ECG)-derived HRV in patients with cardiovascular disease. METHODS AND RESULTS: We prospectively enrolled 104 survivors of acute ST-elevation myocardial infarction, 129 patients after an ischaemic stroke, and 30 controls. All subjects underwent simultaneous recording of a smartwatch (Garmin vivoactive 4; Garmin Ltd, Olathe, KS, USA)-derived PPG signal and a high-resolution (1000 Hz) ECG for 30 min under standardized conditions. HRV measures in time and frequency domain, non-linear measures, as well as deceleration capacity (DC) were calculated according to previously published technologies from both signals. Lin’s concordance correlation coefficient (ρ(c)) between smartwatch-derived and ECG-based HRV markers was used as a measure of diagnostic accuracy. A very high concordance within the whole study cohort was observed for the mean heart rate (ρ(c) = 0.9998), standard deviation of the averages of normal-to-normal (NN) intervals in all 5min segments (SDANN; ρ(c) = 0.9617), and very low frequency power (VLF power; ρ(c) = 0.9613). In contrast, detrended fluctuation analysis (DF-α1; ρ(c) = 0.5919) and the square mean root of the sum of squares of adjacent NN-interval differences (rMSSD; ρ(c) = 0.6617) showed only moderate concordance. CONCLUSION: Smartwatch-derived HRV provides a practical alternative with excellent accuracy compared with ECG-based HRV for global markers and those characterizing lower frequency components. However, caution is warranted with HRV markers that predominantly assess short-term variability. |
format | Online Article Text |
id | pubmed-10232241 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-102322412023-06-01 Smartwatch-derived heart rate variability: a head-to-head comparison with the gold standard in cardiovascular disease Theurl, Fabian Schreinlechner, Michael Sappler, Nikolay Toifl, Michael Dolejsi, Theresa Hofer, Florian Massmann, Celine Steinbring, Christian Komarek, Silvia Mölgg, Kurt Dejakum, Benjamin Böhme, Christian Kirchmair, Rudolf Reinstadler, Sebastian Bauer, Axel Eur Heart J Digit Health Original Article AIMS: We aimed to investigate the concordance between heart rate variability (HRV) derived from the photoplethysmographic (PPG) signal of a commercially available smartwatch compared with the gold-standard high-resolution electrocardiogram (ECG)-derived HRV in patients with cardiovascular disease. METHODS AND RESULTS: We prospectively enrolled 104 survivors of acute ST-elevation myocardial infarction, 129 patients after an ischaemic stroke, and 30 controls. All subjects underwent simultaneous recording of a smartwatch (Garmin vivoactive 4; Garmin Ltd, Olathe, KS, USA)-derived PPG signal and a high-resolution (1000 Hz) ECG for 30 min under standardized conditions. HRV measures in time and frequency domain, non-linear measures, as well as deceleration capacity (DC) were calculated according to previously published technologies from both signals. Lin’s concordance correlation coefficient (ρ(c)) between smartwatch-derived and ECG-based HRV markers was used as a measure of diagnostic accuracy. A very high concordance within the whole study cohort was observed for the mean heart rate (ρ(c) = 0.9998), standard deviation of the averages of normal-to-normal (NN) intervals in all 5min segments (SDANN; ρ(c) = 0.9617), and very low frequency power (VLF power; ρ(c) = 0.9613). In contrast, detrended fluctuation analysis (DF-α1; ρ(c) = 0.5919) and the square mean root of the sum of squares of adjacent NN-interval differences (rMSSD; ρ(c) = 0.6617) showed only moderate concordance. CONCLUSION: Smartwatch-derived HRV provides a practical alternative with excellent accuracy compared with ECG-based HRV for global markers and those characterizing lower frequency components. However, caution is warranted with HRV markers that predominantly assess short-term variability. Oxford University Press 2023-03-23 /pmc/articles/PMC10232241/ /pubmed/37265873 http://dx.doi.org/10.1093/ehjdh/ztad022 Text en © The Author(s) 2023. Published by Oxford University Press on behalf of the European Society of Cardiology. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Original Article Theurl, Fabian Schreinlechner, Michael Sappler, Nikolay Toifl, Michael Dolejsi, Theresa Hofer, Florian Massmann, Celine Steinbring, Christian Komarek, Silvia Mölgg, Kurt Dejakum, Benjamin Böhme, Christian Kirchmair, Rudolf Reinstadler, Sebastian Bauer, Axel Smartwatch-derived heart rate variability: a head-to-head comparison with the gold standard in cardiovascular disease |
title | Smartwatch-derived heart rate variability: a head-to-head comparison with the gold standard in cardiovascular disease |
title_full | Smartwatch-derived heart rate variability: a head-to-head comparison with the gold standard in cardiovascular disease |
title_fullStr | Smartwatch-derived heart rate variability: a head-to-head comparison with the gold standard in cardiovascular disease |
title_full_unstemmed | Smartwatch-derived heart rate variability: a head-to-head comparison with the gold standard in cardiovascular disease |
title_short | Smartwatch-derived heart rate variability: a head-to-head comparison with the gold standard in cardiovascular disease |
title_sort | smartwatch-derived heart rate variability: a head-to-head comparison with the gold standard in cardiovascular disease |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10232241/ https://www.ncbi.nlm.nih.gov/pubmed/37265873 http://dx.doi.org/10.1093/ehjdh/ztad022 |
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