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

被引:75
作者
Chowdhury, Enhad A. [1 ]
Western, Max J. [1 ]
Nightingale, Thomas E. [1 ]
Peacock, Oliver J. [1 ]
Thompson, Dylan [1 ]
机构
[1] Univ Bath, Dept Hlth, Bath, Avon, England
来源
PLOS ONE | 2017年 / 12卷 / 02期
基金
英国惠康基金; 英国医学研究理事会; 英国经济与社会研究理事会; 英国生物技术与生命科学研究理事会;
关键词
RESTING METABOLIC-RATE; COMBINED HEART-RATE; WEARABLE DEVICES; HEALTHY-ADULTS; VALIDITY; ACCELEROMETRY; ACCURACY; ACTIHEART; INTERVENTION; CHALLENGES;
D O I
10.1371/journal.pone.0171720
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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 (TM)). 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.
引用
收藏
页数:15
相关论文
共 48 条
[1]  
[Anonymous], 2013, JAMA-J AM MED ASSOC, DOI DOI 10.1001/JAMA.2013.281053
[2]   Accuracy and validity of a combined heart rate and motion sensor for the measurement of free-living physical activity energy expenditure in adults in Cameroon [J].
Assah, Felix K. ;
Ekelund, Ulf ;
Brage, Soren ;
Wright, Antony ;
Mbanya, Jean Claude ;
Wareham, Nicholas J. .
INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2011, 40 (01) :112-120
[3]   Comparison of Consumer and Research Monitors under Semistructured Settings [J].
Bai, Yang ;
Welk, Gregory J. ;
Nam, Yoon Ho ;
Lee, Joey A. ;
Lee, Jung-Min ;
Kim, Youngwon ;
Meier, Nathan F. ;
Dixon, Philip M. .
MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2016, 48 (01) :151-158
[4]   B-MOBILE - A Smartphone-Based Intervention to Reduce Sedentary Time in Overweight/Obese Individuals: A Within-Subjects Experimental Trial [J].
Bond, Dale S. ;
Thomas, J. Graham ;
Raynor, Hollie A. ;
Moon, Jon ;
Sieling, Jared ;
Trautvetter, Jennifer ;
Leblond, Tiffany ;
Wing, Rena R. .
PLOS ONE, 2014, 9 (06)
[5]   Reliability and validity of the combined heart rate and movement sensor Actiheart [J].
Brage, S ;
Brage, N ;
Franks, PW ;
Ekelund, U ;
Wareham, NJ .
EUROPEAN JOURNAL OF CLINICAL NUTRITION, 2005, 59 (04) :561-570
[6]   Branched equation modeling of simultaneous accelerometry and heart rate monitoring improves estimate of directly measured physical activity energy expenditure [J].
Brage, S ;
Brage, N ;
Franks, PW ;
Ekelund, U ;
Wong, MY ;
Andersen, LB ;
Froberg, K ;
Wareham, NJ .
JOURNAL OF APPLIED PHYSIOLOGY, 2004, 96 (01) :343-351
[7]   Hierarchy of individual calibration levels for heart rate and accelerometry to measure physical activity [J].
Brage, Soren ;
Ekelund, Ulf ;
Brage, Niels ;
Hennings, Mark A. ;
Froberg, Karsten ;
Franks, Paul W. ;
Wareham, Nicholas J. .
JOURNAL OF APPLIED PHYSIOLOGY, 2007, 103 (02) :682-692
[8]   Estimation of Free-Living Energy Expenditure by Heart Rate and Movement Sensing: A Doubly-Labelled Water Study [J].
Brage, Soren ;
Westgate, Kate ;
Franks, Paul W. ;
Stegle, Oliver ;
Wright, Antony ;
Ekelund, Ulf ;
Wareham, Nicholas J. .
PLOS ONE, 2015, 10 (09)
[9]   Randomized Trial of a Fitbit-Based Physical Activity Intervention for Women [J].
Cadmus-Bertram, Lisa A. ;
Marcus, Bess H. ;
Patterson, Ruth E. ;
Parker, Barbara A. ;
Morey, Brittany L. .
AMERICAN JOURNAL OF PREVENTIVE MEDICINE, 2015, 49 (03) :414-418
[10]   Validity of physical activity monitors for assessing lower intensity activity in adults [J].
Calabro, M. Andres ;
Lee, Jung-Min ;
St-Maurice, Pedro F. ;
Yoo, Hyelim ;
Welk, Gregory J. .
INTERNATIONAL JOURNAL OF BEHAVIORAL NUTRITION AND PHYSICAL ACTIVITY, 2014, 11