Department of Physical Activity Research, National Institutes of Biomedical Innovation, Health and Nutrition, Tokyo, Japan.
Faculty of Sport Sciences, Waseda University, Tokorozawa, Japan.
JMIR Mhealth Uhealth. 2019 Aug 2;7(8):e13938. doi: 10.2196/13938.
Self-monitoring using certain types of pedometers and accelerometers has been reported to be effective for promoting and maintaining physical activity (PA). However, the validity of estimating the level of PA or PA energy expenditure (PAEE) for general consumers using wearable devices has not been sufficiently established.
We examined the validity of 12 wearable devices for determining PAEE during 1 standardized day in a metabolic chamber and 15 free-living days using the doubly labeled water (DLW) method.
A total of 19 healthy adults aged 21 to 50 years (9 men and 10 women) participated in this study. They followed a standardized PA protocol in a metabolic chamber for an entire day while simultaneously wearing 12 wearable devices: 5 devices on the waist, 5 on the wrist, and 2 placed in the pocket. In addition, they spent their daily lives wearing 12 wearable devices under free-living conditions while being subjected to the DLW method for 15 days. The PAEE criterion was calculated by subtracting the basal metabolic rate measured by the metabolic chamber and 0.1×total energy expenditure (TEE) from TEE. The TEE was obtained by the metabolic chamber and DLW methods. The PAEE values of wearable devices were also extracted or calculated from each mobile phone app or website. The Dunnett test and Pearson and Spearman correlation coefficients were used to examine the variables estimated by wearable devices.
On the standardized day, the PAEE estimated using the metabolic chamber (PAEEcha) was 528.8±149.4 kcal/day. The PAEEs of all devices except the TANITA AM-160 (513.8±135.0 kcal/day; P>.05), SUZUKEN Lifecorder EX (519.3±89.3 kcal/day; P>.05), and Panasonic Actimarker (545.9±141.7 kcal/day; P>.05) were significantly different from the PAEEcha. None of the devices was correlated with PAEEcha according to both Pearson (r=-.13 to .37) and Spearman (ρ=-.25 to .46) correlation tests. During the 15 free-living days, the PAEE estimated by DLW (PAEEdlw) was 728.0±162.7 kcal/day. PAEE values of all devices except the Omron Active style Pro (716.2±159.0 kcal/day; P>.05) and Omron CaloriScan (707.5±172.7 kcal/day; P>.05) were significantly underestimated. Only 2 devices, the Omron Active style Pro (r=.46; P=.045) and Panasonic Actimarker (r=.48; P=.04), had significant positive correlations with PAEEdlw according to Pearson tests. In addition, 3 devices, the TANITA AM-160 (ρ=.50; P=.03), Omron CaloriScan (ρ=.48; P=.04), and Omron Active style Pro (ρ=.48; P=.04), could be ranked in PAEEdlw.
Most wearable devices do not provide comparable PAEE estimates when using gold standard methods during 1 standardized day or 15 free-living days. Continuous development and evaluations of these wearable devices are needed for better estimations of PAEE.
使用某些类型的计步器和加速度计进行自我监测已被证明对促进和维持身体活动(PA)有效。然而,使用可穿戴设备来估计一般消费者的 PA 水平或 PA 能量消耗(PAEE)的有效性尚未得到充分证实。
我们使用双标水(DLW)方法在代谢室 1 天和 15 天自由生活期间检查 12 种可穿戴设备确定 PAEE 的有效性。
共有 19 名年龄在 21 至 50 岁之间的健康成年人(9 名男性和 10 名女性)参加了这项研究。他们在代谢室内按照标准 PA 方案进行了一整天的活动,同时佩戴了 12 个可穿戴设备:腰部 5 个,手腕 5 个,口袋 2 个。此外,他们在 15 天的自由生活条件下佩戴 12 个可穿戴设备,同时进行 DLW 方法。PAEE 标准通过从代谢室测量的基础代谢率和总能量消耗(TEE)的 0.1×中减去 TEE 来计算。TEE 通过代谢室和 DLW 方法获得。还从每个移动电话应用程序或网站中提取或计算了可穿戴设备的 PAEE 值。使用 Dunnett 检验和 Pearson 和 Spearman 相关系数来检查可穿戴设备估计的变量。
在标准化的一天中,使用代谢室(PAEEcha)估计的 PAEE 为 528.8±149.4 kcal/天。除了 TANITA AM-160(513.8±135.0 kcal/天;P>.05)、SUZUKEN Lifecorder EX(519.3±89.3 kcal/天;P>.05)和 Panasonic Actimarker(545.9±141.7 kcal/天;P>.05)之外,所有设备的 PAEE 均与 PAEEcha 显著不同。根据 Pearson(r=-.13 至.37)和 Spearman(ρ=-.25 至.46)相关检验,没有一个设备与 PAEEcha 相关。在 15 天的自由生活期间,通过 DLW(PAEEdlw)估计的 PAEE 为 728.0±162.7 kcal/天。除了 Omron Active style Pro(716.2±159.0 kcal/天;P>.05)和 Omron CaloriScan(707.5±172.7 kcal/天;P>.05)之外,所有设备的 PAEE 值都被低估了。只有 2 个设备,即 Omron Active style Pro(r=.46;P=.045)和 Panasonic Actimarker(r=.48;P=.04),根据 Pearson 检验与 PAEEdlw 有显著的正相关。此外,3 个设备,即 TANITA AM-160(ρ=.50;P=.03)、Omron CaloriScan(ρ=.48;P=.04)和 Omron Active style Pro(ρ=.48;P=.04),可以在 PAEEdlw 中进行排名。
在 1 个标准化日或 15 个自由生活日期间,使用金标准方法时,大多数可穿戴设备无法提供可比的 PAEE 估计值。需要对这些可穿戴设备进行持续的开发和评估,以更好地估计 PAEE。