Advances in accelerometry for cardiovascular patients: a systematic review with practical recommendations
Abstract Aims Accelerometers are becoming increasingly commonplace for assessing physical activity; however, their use in patients with cardiovascular diseases is relatively substandard. We aimed to systematically review the methods used for collecting and processing accelerometer data in cardiology...
Main Authors: | , , , , , , , |
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Format: | Article |
Language: | English |
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Wiley
2020-10-01
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Series: | ESC Heart Failure |
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Online Access: | https://doi.org/10.1002/ehf2.12781 |
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author | Tomas Vetrovsky Cain C.T. Clark Maria Cristina Bisi Michal Siranec Ales Linhart James J. Tufano Michael J. Duncan Jan Belohlavek |
author_facet | Tomas Vetrovsky Cain C.T. Clark Maria Cristina Bisi Michal Siranec Ales Linhart James J. Tufano Michael J. Duncan Jan Belohlavek |
author_sort | Tomas Vetrovsky |
collection | DOAJ |
description | Abstract Aims Accelerometers are becoming increasingly commonplace for assessing physical activity; however, their use in patients with cardiovascular diseases is relatively substandard. We aimed to systematically review the methods used for collecting and processing accelerometer data in cardiology, using the example of heart failure, and to provide practical recommendations on how to improve objective physical activity assessment in patients with cardiovascular diseases by using accelerometers. Methods and results Four electronic databases were searched up to September 2019 for observational, interventional, and validation studies using accelerometers to assess physical activity in patients with heart failure. Study and population characteristics, details of accelerometry data collection and processing, and description of physical activity metrics were extracted from the eligible studies and synthesized. To assess the quality and completeness of accelerometer reporting, the studies were scored using 12 items on data collection and processing, such as the placement of accelerometer, days of data collected, and criteria for non‐wear of the accelerometer. In 60 eligible studies with 3500 patients (of those, 536 were heart failure with preserved ejection fraction patients), a wide variety of accelerometer brands (n = 27) and models (n = 46) were used, with Actigraph being the most frequent (n = 12), followed by Fitbit (n = 5). The accelerometer was usually worn on the hip (n = 32), and the most prevalent wear period was 7 days (n = 22). The median wear time required for a valid day was 600 min, and between two and five valid days was required for a patient to be included in the analysis. The most common measures of physical activity were steps (n = 20), activity counts (n = 15), and time spent in moderate‐to‐vigorous physical activity (n = 14). Only three studies validated accelerometers in a heart failure population, showing that their accuracy deteriorates at slower speeds. Studies failed to report between one and six (median 4) of the 12 scored items, with non‐wear time criteria and valid day definition being the most underreported items. Conclusions The use of accelerometers in cardiology lacks consistency and reporting on data collection, and processing methods need to be improved. Furthermore, calculating metrics based on raw acceleration and machine learning techniques is lacking, opening the opportunity for future exploration. Therefore, we encourage researchers and clinicians to improve the quality and transparency of data collection and processing by following our proposed practical recommendations for using accelerometers in patients with cardiovascular diseases, which are outlined in the article. |
first_indexed | 2024-12-24T05:41:09Z |
format | Article |
id | doaj.art-9fedbe93252949c7ba346c79423c91b4 |
institution | Directory Open Access Journal |
issn | 2055-5822 |
language | English |
last_indexed | 2024-12-24T05:41:09Z |
publishDate | 2020-10-01 |
publisher | Wiley |
record_format | Article |
series | ESC Heart Failure |
spelling | doaj.art-9fedbe93252949c7ba346c79423c91b42022-12-21T17:12:49ZengWileyESC Heart Failure2055-58222020-10-01752021203110.1002/ehf2.12781Advances in accelerometry for cardiovascular patients: a systematic review with practical recommendationsTomas Vetrovsky0Cain C.T. Clark1Maria Cristina Bisi2Michal Siranec3Ales Linhart4James J. Tufano5Michael J. Duncan6Jan Belohlavek7Department of Physiology and Biochemistry, Faculty of Physical Education and Sport Charles University Prague Czech RepublicFaculty of Health and Life Sciences Coventry University Coventry UKDepartment of Electrical, Electronic and Information Engineering ‘Guglielmo Marconi’, DEI University of Bologna Bologna Italy2nd Department of Medicine—Department of Cardiovascular Medicine, First Faculty of Medicine Charles University and General University Hospital in Prague Prague Czech Republic2nd Department of Medicine—Department of Cardiovascular Medicine, First Faculty of Medicine Charles University and General University Hospital in Prague Prague Czech RepublicDepartment of Physiology and Biochemistry, Faculty of Physical Education and Sport Charles University Prague Czech RepublicFaculty of Health and Life Sciences Coventry University Coventry UK2nd Department of Medicine—Department of Cardiovascular Medicine, First Faculty of Medicine Charles University and General University Hospital in Prague Prague Czech RepublicAbstract Aims Accelerometers are becoming increasingly commonplace for assessing physical activity; however, their use in patients with cardiovascular diseases is relatively substandard. We aimed to systematically review the methods used for collecting and processing accelerometer data in cardiology, using the example of heart failure, and to provide practical recommendations on how to improve objective physical activity assessment in patients with cardiovascular diseases by using accelerometers. Methods and results Four electronic databases were searched up to September 2019 for observational, interventional, and validation studies using accelerometers to assess physical activity in patients with heart failure. Study and population characteristics, details of accelerometry data collection and processing, and description of physical activity metrics were extracted from the eligible studies and synthesized. To assess the quality and completeness of accelerometer reporting, the studies were scored using 12 items on data collection and processing, such as the placement of accelerometer, days of data collected, and criteria for non‐wear of the accelerometer. In 60 eligible studies with 3500 patients (of those, 536 were heart failure with preserved ejection fraction patients), a wide variety of accelerometer brands (n = 27) and models (n = 46) were used, with Actigraph being the most frequent (n = 12), followed by Fitbit (n = 5). The accelerometer was usually worn on the hip (n = 32), and the most prevalent wear period was 7 days (n = 22). The median wear time required for a valid day was 600 min, and between two and five valid days was required for a patient to be included in the analysis. The most common measures of physical activity were steps (n = 20), activity counts (n = 15), and time spent in moderate‐to‐vigorous physical activity (n = 14). Only three studies validated accelerometers in a heart failure population, showing that their accuracy deteriorates at slower speeds. Studies failed to report between one and six (median 4) of the 12 scored items, with non‐wear time criteria and valid day definition being the most underreported items. Conclusions The use of accelerometers in cardiology lacks consistency and reporting on data collection, and processing methods need to be improved. Furthermore, calculating metrics based on raw acceleration and machine learning techniques is lacking, opening the opportunity for future exploration. Therefore, we encourage researchers and clinicians to improve the quality and transparency of data collection and processing by following our proposed practical recommendations for using accelerometers in patients with cardiovascular diseases, which are outlined in the article.https://doi.org/10.1002/ehf2.12781Heart failureCut pointsStepsPhysical activityCountsRaw acceleration |
spellingShingle | Tomas Vetrovsky Cain C.T. Clark Maria Cristina Bisi Michal Siranec Ales Linhart James J. Tufano Michael J. Duncan Jan Belohlavek Advances in accelerometry for cardiovascular patients: a systematic review with practical recommendations ESC Heart Failure Heart failure Cut points Steps Physical activity Counts Raw acceleration |
title | Advances in accelerometry for cardiovascular patients: a systematic review with practical recommendations |
title_full | Advances in accelerometry for cardiovascular patients: a systematic review with practical recommendations |
title_fullStr | Advances in accelerometry for cardiovascular patients: a systematic review with practical recommendations |
title_full_unstemmed | Advances in accelerometry for cardiovascular patients: a systematic review with practical recommendations |
title_short | Advances in accelerometry for cardiovascular patients: a systematic review with practical recommendations |
title_sort | advances in accelerometry for cardiovascular patients a systematic review with practical recommendations |
topic | Heart failure Cut points Steps Physical activity Counts Raw acceleration |
url | https://doi.org/10.1002/ehf2.12781 |
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