Reliable Contactless Monitoring of Heart Rate, Breathing Rate, and Breathing Disturbance During Sleep in Aging: Digital Health Technology Evaluation Study

心率变异性 预印本 呼吸 心率 睡眠(系统调用) 扰动(地质) 健康 医学 计算机科学 内科学 麻醉 万维网 血压 古生物学 精神科 心理干预 生物 操作系统
作者
Kiran K G Ravindran,Ciro della Monica,Giuseppe Atzori,Damion Lambert,Hana Hassanin,Victoria L. Revell,Derk‐Jan Dijk
出处
期刊:Jmir mhealth and uhealth [JMIR Publications]
卷期号:12: e53643-e53643 被引量:8
标识
DOI:10.2196/53643
摘要

Background Longitudinal monitoring of vital signs provides a method for identifying changes to general health in an individual, particularly in older adults. The nocturnal sleep period provides a convenient opportunity to assess vital signs. Contactless technologies that can be embedded into the bedroom environment are unintrusive and burdenless and have the potential to enable seamless monitoring of vital signs. To realize this potential, these technologies need to be evaluated against gold standard measures and in relevant populations. Objective We aimed to evaluate the accuracy of heart rate and breathing rate measurements of 3 contactless technologies (2 undermattress trackers, Withings Sleep Analyzer [WSA] and Emfit QS [Emfit]; and a bedside radar, Somnofy) in a sleep laboratory environment and assess their potential to capture vital signs in a real-world setting. Methods Data were collected from 35 community-dwelling older adults aged between 65 and 83 (mean 70.8, SD 4.9) years (men: n=21, 60%) during a 1-night clinical polysomnography (PSG) test in a sleep laboratory, preceded by 7 to 14 days of data collection at home. Several of the participants (20/35, 57%) had health conditions, including type 2 diabetes, hypertension, obesity, and arthritis, and 49% (17) had moderate to severe sleep apnea, while 29% (n=10) had periodic leg movement disorder. The undermattress trackers provided estimates of both heart rate and breathing rate, while the bedside radar provided only the breathing rate. The accuracy of the heart rate and breathing rate estimated by the devices was compared with PSG electrocardiogram-derived heart rate (beats per minute) and respiratory inductance plethysmography thorax-derived breathing rate (cycles per minute), respectively. We also evaluated breathing disturbance indexes of snoring and the apnea-hypopnea index, available from the WSA. Results All 3 contactless technologies provided acceptable accuracy in estimating heart rate (mean absolute error <2.12 beats per minute and mean absolute percentage error <5%) and breathing rate (mean absolute error ≤1.6 cycles per minute and mean absolute percentage error <12%) at 1-minute resolution. All 3 contactless technologies were able to capture changes in heart rate and breathing rate across the sleep period. The WSA snoring and breathing disturbance estimates were also accurate compared with PSG estimates (WSA snore: r2=0.76; P<.001; WSA apnea-hypopnea index: r2=0.59; P<.001). Conclusions Contactless technologies offer an unintrusive alternative to conventional wearable technologies for reliable monitoring of heart rate, breathing rate, and sleep apnea in community-dwelling older adults at scale. They enable the assessment of night-to-night variation in these vital signs, which may allow the identification of acute changes in health, and longitudinal monitoring, which may provide insight into health trajectories. International Registered Report Identifier (IRRID) RR2-10.3390/clockssleep6010010
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
aguiguigui完成签到,获得积分10
8秒前
8秒前
12秒前
paris发布了新的文献求助10
14秒前
cdercder应助pghy采纳,获得10
19秒前
20秒前
北极星发布了新的文献求助10
24秒前
科研通AI6.4应助paris采纳,获得10
27秒前
LGH完成签到 ,获得积分10
30秒前
Ccccn完成签到,获得积分10
31秒前
bae完成签到 ,获得积分10
35秒前
hahahahatree完成签到,获得积分20
36秒前
37秒前
faithful完成签到,获得积分10
37秒前
runtang完成签到,获得积分10
39秒前
插线板完成签到 ,获得积分10
39秒前
真的OK完成签到,获得积分0
39秒前
zwzw完成签到,获得积分10
39秒前
675完成签到,获得积分10
40秒前
cityhunter7777完成签到,获得积分10
40秒前
Syan完成签到,获得积分10
41秒前
CGBIO完成签到,获得积分10
41秒前
guoyufan完成签到,获得积分10
41秒前
阳光完成签到,获得积分10
41秒前
ElioHuang完成签到,获得积分0
42秒前
yzz完成签到,获得积分10
42秒前
ys1008完成签到,获得积分10
42秒前
张浩林完成签到,获得积分10
42秒前
美满惜寒完成签到,获得积分10
42秒前
Lidanni完成签到 ,获得积分10
42秒前
洋芋饭饭完成签到,获得积分10
43秒前
呵呵哒完成签到,获得积分10
43秒前
prrrratt完成签到,获得积分10
43秒前
啪嗒大白球完成签到,获得积分10
43秒前
清水完成签到,获得积分10
43秒前
王jyk完成签到,获得积分10
43秒前
朝夕之晖完成签到,获得积分10
43秒前
qq完成签到,获得积分10
44秒前
Temperature完成签到,获得积分10
45秒前
喜喜完成签到,获得积分10
45秒前
高分求助中
Principles of Economics, 11th Edition 10000
University Physics with Modern Physics, 16th edition 10000
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Environmental Leverage in Times of Climate Crisis: Product Standards, Carbon Border Measures and Preferential Trade Agreements 1000
Matrix Methods in Data Mining and Pattern Recognition 510
Social Skills Improvement System-Rating Scales--Chinese Version 500
Dynamische Polarisation von H-1 und B-11 in (CH-3)-3NBH-3 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7231319
求助须知:如何正确求助?哪些是违规求助? 8857717
关于积分的说明 18683902
捐赠科研通 6896458
什么是DOI,文献DOI怎么找? 3191505
关于科研通互助平台的介绍 2360927
邀请新用户注册赠送积分活动 2165880