Polysomnographic validation of an under-mattress monitoring device in estimating sleep architecture and obstructive sleep apnea in adults

多导睡眠图 睡眠阶段 睡眠(系统调用) 医学 纪元(天文学) 阻塞性睡眠呼吸暂停 睡眠架构 睡眠呼吸暂停 睡眠开始 呼吸暂停 慢波睡眠 体质指数 人口 活动记录 麻醉 昼夜节律 内科学 失眠症 脑电图 计算机科学 计算机视觉 操作系统 星星 环境卫生 精神科
作者
Feihong Ding,Andrew Cotton-Clay,Laura Andrea Fava,Venkat Easwar,Arthur Kinsolving,Philippe Kahn,Anil Rama,Clete A. Kushida
出处
期刊:Sleep Medicine [Elsevier BV]
卷期号:96: 20-27 被引量:21
标识
DOI:10.1016/j.sleep.2022.04.010
摘要

The objective of this study is to evaluate the validity of an under-mattress monitoring device (Fullpower Technologies) in estimating sleep continuity and architecture, as well as estimating obstructive sleep apnea in an adult population.Adult volunteers (n=102, 55% male and 45% female, aged 40.6 ± 13.7 years with a mean body mass index of 26.8 ± 5.8 kg/m2) each participated in a one-night unattended in-lab study conducted by Fullpower Technologies. Each participant slept on a queen-sized bed with Sleeptracker-AI Monitor sensors placed underneath the mattress. Standard polysomnography (PSG) was simultaneously recorded on the same night. Researchers (FD and CK) were provided de-identified sleep studies and datasets by Fullpower Technologies for analysis. Sleep continuity measures, 30-s epoch-by-epoch sleep stages, and apnea and hypopnea events estimated by an automated algorithm from the Sleeptracker-AI Monitor were compared with the PSG recordings, with the PSG recordings serving as the reference.Overall, the Sleeptracker-AI Monitor estimated similar sleep continuity measures compared with PSG. The Sleeptracker-AI Monitor overestimated total sleep time (TST) by an average of 6.3 min and underestimated wake after sleep onset (WASO) by 10.2 min. Sleep efficiency (SE) was similar between the Sleeptracker-AI Monitor and PSG (87.6% and 86.3%, respectively). The epoch-by-epoch accuracy of Sleeptracker-AI Monitor to distinguish 4-stage sleep (wake, light, deep, and REM sleep) was 79.0% (95% CI: 77.8%, 80.2%) with a Cohen's kappa of 0.676 (95% CI: 0.656, 0.697). Thirty-five participants (34.3%) were diagnosed with obstructive sleep apnea (OSA) with an apnea-hypopnea index (AHI) ≥ 5 based on PSG. Accuracy, sensitivity, and specificity for the Sleeptracker-AI Monitor to estimate OSA (an AHI ≥5) were 87.3% (95% CI: 80.8%, 93.7%), 85.7% (95% CI: 74.1%, 97.3%), and 88.1% (95% CI: 80.3%, 95.8%) respectively. The positive likelihood ratio (LR+) for AHI ≥5 was 7.18 (95% CI: 3.69, 14.0), and the negative likelihood ratio (LR-) for AHI ≥5 was 0.16 (95% CI: 0.072, 0.368).The Sleeptracker-AI Monitor had high accuracy, sensitivity, and specificity in estimating sleep continuity measures and sleep architecture, as well as in estimating apnea and hypopnea events. These findings indicate that Sleeptracker-AI Monitor is a valid device to monitor sleep quantity and quality among adults. Sleeptracker-AI Monitor may also be a reliable complementary tool to PSG for OSA screening in clinical practice.

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
Zbw完成签到,获得积分10
刚刚
林翔翔发布了新的文献求助10
刚刚
1秒前
东方元语应助2499297293采纳,获得20
1秒前
Molly发布了新的文献求助10
2秒前
heiniu完成签到,获得积分10
2秒前
喜悦的语山完成签到,获得积分10
2秒前
和谐的敏完成签到,获得积分10
2秒前
HQQ发布了新的文献求助10
2秒前
明亮元柏完成签到,获得积分10
2秒前
与光完成签到 ,获得积分10
2秒前
4秒前
4秒前
xliiii完成签到,获得积分10
4秒前
5秒前
5秒前
xyx完成签到,获得积分10
5秒前
寒冷的饼干完成签到 ,获得积分10
5秒前
魔幻嚓茶完成签到,获得积分10
6秒前
totoro完成签到,获得积分10
6秒前
6秒前
Pami发布了新的文献求助10
6秒前
科研通AI6.4应助Pami采纳,获得10
7秒前
小玉米完成签到,获得积分10
7秒前
adou完成签到,获得积分10
7秒前
WATQ应助Pami采纳,获得10
7秒前
8秒前
bkagyin应助自然摩托采纳,获得20
9秒前
Zbw发布了新的文献求助10
9秒前
zhan发布了新的文献求助10
9秒前
9秒前
WHEN完成签到,获得积分10
9秒前
Jasper应助Djtc采纳,获得10
9秒前
9秒前
11秒前
嘎嘎嘎完成签到,获得积分10
12秒前
12秒前
赘婿应助xiaoxiaodu采纳,获得10
12秒前
粗心的依白完成签到,获得积分10
12秒前
斯文败类应助风趣的绿茶采纳,获得10
12秒前
高分求助中
(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
An Introduction to Foreign Language Learning and Teaching 750
China Pluperfect I: Epistemology of Past and Outside in Chinese Art 520
Matrix Methods in Data Mining and Pattern Recognition Second Edition 510
Les chinois de jakarta: temples et vie collective 500
The fast track to determining transfer functions of linear circuits: The student guide 500
What is the Future of Psychotherapy in Digital Age? Technology, AI Bots, and Psychotherapy after Covid 444
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 7628895
求助须知:如何正确求助?哪些是违规求助? 9203524
关于积分的说明 19734934
捐赠科研通 7198683
什么是DOI,文献DOI怎么找? 3274178
关于科研通互助平台的介绍 2436380
邀请新用户注册赠送积分活动 2270321