Cargando…

Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors

Wearable physical activity monitors are growing in popularity and provide the opportunity for large numbers of the public to self-monitor physical activity behaviours. The latest generation of these devices feature multiple sensors, ostensibly similar or even superior to advanced research instrument...

Descripción completa

Detalles Bibliográficos
Autores principales: Chowdhury, Enhad A., Western, Max J., Nightingale, Thomas E., Peacock, Oliver J., Thompson, Dylan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5325221/
https://www.ncbi.nlm.nih.gov/pubmed/28234979
http://dx.doi.org/10.1371/journal.pone.0171720
_version_ 1782510338427584512
author Chowdhury, Enhad A.
Western, Max J.
Nightingale, Thomas E.
Peacock, Oliver J.
Thompson, Dylan
author_facet Chowdhury, Enhad A.
Western, Max J.
Nightingale, Thomas E.
Peacock, Oliver J.
Thompson, Dylan
author_sort Chowdhury, Enhad A.
collection PubMed
description Wearable physical activity monitors are growing in popularity and provide the opportunity for large numbers of the public to self-monitor physical activity behaviours. The latest generation of these devices feature multiple sensors, ostensibly similar or even superior to advanced research instruments. However, little is known about the accuracy of their energy expenditure estimates. Here, we assessed their performance against criterion measurements in both controlled laboratory conditions (simulated activities of daily living and structured exercise) and over a 24 hour period in free-living conditions. Thirty men (n = 15) and women (n = 15) wore three multi-sensor consumer monitors (Microsoft Band, Apple Watch and Fitbit Charge HR), an accelerometry-only device as a comparison (Jawbone UP24) and validated research-grade multi-sensor devices (BodyMedia Core and individually calibrated Actiheart(™)). During discrete laboratory activities when compared against indirect calorimetry, the Apple Watch performed similarly to criterion measures. The Fitbit Charge HR was less consistent at measurement of discrete activities, but produced similar free-living estimates to the Apple Watch. Both these devices underestimated free-living energy expenditure (-394 kcal/d and -405 kcal/d, respectively; P<0.01). The multi-sensor Microsoft Band and accelerometry-only Jawbone UP24 devices underestimated most laboratory activities and substantially underestimated free-living expenditure (-1128 kcal/d and -998 kcal/d, respectively; P<0.01). None of the consumer devices were deemed equivalent to the reference method for daily energy expenditure. For all devices, there was a tendency for negative bias with greater daily energy expenditure. No consumer monitors performed as well as the research-grade devices although in some (but not all) cases, estimates were close to criterion measurements. Thus, whilst industry-led innovation has improved the accuracy of consumer monitors, these devices are not yet equivalent to the best research-grade devices or indeed equivalent to each other. We propose independent quality standards and/or accuracy ratings for consumer devices are required.
format Online
Article
Text
id pubmed-5325221
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-53252212017-03-09 Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors Chowdhury, Enhad A. Western, Max J. Nightingale, Thomas E. Peacock, Oliver J. Thompson, Dylan PLoS One Research Article Wearable physical activity monitors are growing in popularity and provide the opportunity for large numbers of the public to self-monitor physical activity behaviours. The latest generation of these devices feature multiple sensors, ostensibly similar or even superior to advanced research instruments. However, little is known about the accuracy of their energy expenditure estimates. Here, we assessed their performance against criterion measurements in both controlled laboratory conditions (simulated activities of daily living and structured exercise) and over a 24 hour period in free-living conditions. Thirty men (n = 15) and women (n = 15) wore three multi-sensor consumer monitors (Microsoft Band, Apple Watch and Fitbit Charge HR), an accelerometry-only device as a comparison (Jawbone UP24) and validated research-grade multi-sensor devices (BodyMedia Core and individually calibrated Actiheart(™)). During discrete laboratory activities when compared against indirect calorimetry, the Apple Watch performed similarly to criterion measures. The Fitbit Charge HR was less consistent at measurement of discrete activities, but produced similar free-living estimates to the Apple Watch. Both these devices underestimated free-living energy expenditure (-394 kcal/d and -405 kcal/d, respectively; P<0.01). The multi-sensor Microsoft Band and accelerometry-only Jawbone UP24 devices underestimated most laboratory activities and substantially underestimated free-living expenditure (-1128 kcal/d and -998 kcal/d, respectively; P<0.01). None of the consumer devices were deemed equivalent to the reference method for daily energy expenditure. For all devices, there was a tendency for negative bias with greater daily energy expenditure. No consumer monitors performed as well as the research-grade devices although in some (but not all) cases, estimates were close to criterion measurements. Thus, whilst industry-led innovation has improved the accuracy of consumer monitors, these devices are not yet equivalent to the best research-grade devices or indeed equivalent to each other. We propose independent quality standards and/or accuracy ratings for consumer devices are required. Public Library of Science 2017-02-24 /pmc/articles/PMC5325221/ /pubmed/28234979 http://dx.doi.org/10.1371/journal.pone.0171720 Text en © 2017 Chowdhury et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Chowdhury, Enhad A.
Western, Max J.
Nightingale, Thomas E.
Peacock, Oliver J.
Thompson, Dylan
Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors
title Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors
title_full Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors
title_fullStr Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors
title_full_unstemmed Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors
title_short Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors
title_sort assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5325221/
https://www.ncbi.nlm.nih.gov/pubmed/28234979
http://dx.doi.org/10.1371/journal.pone.0171720
work_keys_str_mv AT chowdhuryenhada assessmentoflaboratoryanddailyenergyexpenditureestimatesfromconsumermultisensorphysicalactivitymonitors
AT westernmaxj assessmentoflaboratoryanddailyenergyexpenditureestimatesfromconsumermultisensorphysicalactivitymonitors
AT nightingalethomase assessmentoflaboratoryanddailyenergyexpenditureestimatesfromconsumermultisensorphysicalactivitymonitors
AT peacockoliverj assessmentoflaboratoryanddailyenergyexpenditureestimatesfromconsumermultisensorphysicalactivitymonitors
AT thompsondylan assessmentoflaboratoryanddailyenergyexpenditureestimatesfromconsumermultisensorphysicalactivitymonitors