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两种基于光电容积脉搏波的可穿戴设备监测不同身体活动状态下心率的一致性:一种新的分析方法。

Agreement between two photoplethysmography-based wearable devices for monitoring heart rate during different physical activity situations: a new analysis methodology.

机构信息

Laboratory of Sport Psychology, Department of Basic Psychology, Universitat Autònoma de Barcelona (UAB), 08193, Bellaterra, Barcelona, Spain.

Sport Research Institute, Universitat Autònoma de Barcelona (UAB), Bellaterra, Spain.

出版信息

Sci Rep. 2022 Sep 14;12(1):15448. doi: 10.1038/s41598-022-18356-9.

Abstract

Wearables are being increasingly used to monitor heart rate (HR). However, their usefulness for analyzing continuous HR in research or at clinical level is questionable. The aim of this study is to analyze the level of agreement between different wearables in the measurement of HR based on photoplethysmography, according to different body positions and physical activity levels, and compared to a gold-standard ECG. The proposed method measures agreement among several time scales since different wearables obtain HR at different sampling rates. Eighteen university students (10 men, 8 women; 22 ± 2.45 years old) participated in a laboratory study. Participants simultaneously wore an Apple Watch and a Polar Vantage watch. ECG was measured using a BIOPAC system. HR was recorded continuously and simultaneously by the three devices, for consecutive 5-min periods in 4 different situations: lying supine, sitting, standing and walking at 4 km/h on a treadmill. HR estimations were obtained with the maximum precision offered by the software of each device and compared by averaging in several time scales, since the wearables obtained HR at different sampling rates, although results are more detailed for 5 s and 30 s epochs. Bland-Altman (B-A) plots show that there is no noticeable difference between data from the ECG and any of the smartwatches while participants were lying down. In this position, the bias is low when averaging in both 5 s and 30 s. Differently, B-A plots show that there are differences when the situation involves some level of physical activity, especially for shorter epochs. That is, the discrepancy between devices and the ECG was greater when walking on the treadmill and during short time scales. The device showing the biggest discrepancy was the Polar Watch, and the one with the best results was the Apple Watch. We conclude that photoplethysmography-based wearable devices are suitable for monitoring HR averages at regular intervals, especially at rest, but their feasibility is debatable for a continuous analysis of HR for research or clinical purposes, especially when involving some level of physical activity. An important contribution of this work is a new methodology to synchronize and measure the agreement against a gold standard of two or more devices measuring HR at different and not necessarily even paces.

摘要

可穿戴设备正越来越多地用于监测心率 (HR)。然而,它们在研究或临床水平上分析连续 HR 的有用性是值得怀疑的。本研究旨在根据光体积描记法分析不同可穿戴设备在不同体位和不同身体活动水平下测量 HR 的一致性,并与金标准心电图进行比较。该方法通过不同的采样率来测量不同时间尺度之间的一致性,因为不同的可穿戴设备以不同的采样率获取 HR。18 名大学生(10 名男性,8 名女性;22±2.45 岁)参加了一项实验室研究。参与者同时佩戴苹果手表和 Polar Vantage 手表。心电图使用 BIOPAC 系统测量。在 4 种不同情况下,3 种设备连续记录和同时记录心率,连续 5 分钟:仰卧、坐姿、站立和在跑步机上以 4 公里/小时的速度行走。通过每个设备软件提供的最大精度获得 HR 估计值,并在几个时间尺度上进行平均比较,因为可穿戴设备以不同的采样率获取 HR,尽管结果在 5 秒和 30 秒时更详细。Bland-Altman(B-A)图表明,当参与者躺下时,心电图和任何智能手表的数据之间没有明显差异。在这种位置下,在 5 秒和 30 秒内平均时,偏差较低。不同的是,B-A 图表明,当涉及到一定水平的身体活动时,特别是在较短的时间段内,会存在差异。也就是说,当在跑步机上行走和在短时间尺度内时,设备与心电图之间的差异更大。差异最大的设备是 Polar Watch,表现最好的是 Apple Watch。我们得出的结论是,基于光体积描记法的可穿戴设备适用于定期监测 HR 平均值,尤其是在休息时,但对于研究或临床目的连续分析 HR 的可行性值得商榷,特别是当涉及到一定水平的身体活动时。这项工作的一个重要贡献是一种新的方法学,用于根据不同的、不一定是等步的设备以不同的 paces 测量 HR 来同步和测量与金标准的一致性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cdb/9474518/6d61ad27ba68/41598_2022_18356_Fig1_HTML.jpg

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