使用脑电图可穿戴设备进行睡眠评估 - 系统综述

IF 11.2 1区 医学 Q1 CLINICAL NEUROLOGY Sleep Medicine Reviews Pub Date : 2024-05-07 DOI:10.1016/j.smrv.2024.101951
C.J. de Gans , P. Burger , E.S. van den Ende , J. Hermanides , P.W.B. Nanayakkara , R.J.B.J. Gemke , F. Rutters , D.J. Stenvers
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引用次数: 0

摘要

多导睡眠图(PSG)是睡眠测量的参考标准,但对参与者来说是一种负担,而且需要大量人力。经济实惠的脑电图(EEG)可穿戴设备使用方便,越来越受到欢迎,但对于临床医生和研究人员来说,选择最合适的设备是一项挑战。在本系统综述中,我们旨在全面概述现有的基于脑电图的可穿戴设备,以测量人类睡眠。对于每种可穿戴设备,我们都将提供有关验证人群和报告测量特性的概述。我们在 OVID MEDLINE、Embase.com 和 CINAHL 数据库中进行了系统检索。利用机器学习算法(ASReview)筛选符合条件的标题和摘要。共筛选出 60 篇论文,涉及 34 种基于脑电图的可穿戴设备。可行性研究显示了良好的耐受性、较高的依从性和成功率。所纳入的 42 项验证研究针对不同人群进行,结果显示睡眠分期检测的准确性始终很高。因此,基于脑电图的可穿戴设备的最新进展显示出作为 PSG 和家庭睡眠监测的替代品的巨大前景。由于这些设备的功能和价格各不相同,影响了它们对个人需求的适用性,因此用户应考虑设备的易用性、舒适度和成本等因素。
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Sleep assessment using EEG-based wearables – A systematic review

Polysomnography (PSG) is the reference standard of sleep measurement, but is burdensome for the participant and labor intensive. Affordable electroencephalography (EEG)-based wearables are easy to use and are gaining popularity, yet selecting the most suitable device is a challenge for clinicians and researchers. In this systematic review, we aim to provide a comprehensive overview of available EEG-based wearables to measure human sleep. For each wearable, an overview will be provided regarding validated population and reported measurement properties. A systematic search was conducted in the databases OVID MEDLINE, Embase.com and CINAHL. A machine learning algorithm (ASReview) was utilized to screen titles and abstracts for eligibility. In total, 60 papers were selected, covering 34 unique EEG-based wearables. Feasibility studies indicated good tolerance, high compliance, and success rates. The 42 included validation studies were conducted across diverse populations and showed consistently high accuracy in sleep staging detection. Therefore, the recent advancements in EEG-based wearables show great promise as alternative for PSG and for at-home sleep monitoring. Users should consider factors like user-friendliness, comfort, and costs, as these devices vary in features and pricing, impacting their suitability for individual needs.

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来源期刊
Sleep Medicine Reviews
Sleep Medicine Reviews 医学-临床神经学
CiteScore
20.10
自引率
3.80%
发文量
107
期刊介绍: Sleep Medicine Reviews offers global coverage of sleep disorders, exploring their origins, diagnosis, treatment, and implications for related conditions at both individual and public health levels. Articles comprehensively review clinical information from peer-reviewed journals across various disciplines in sleep medicine, encompassing pulmonology, psychiatry, psychology, physiology, otolaryngology, pediatrics, geriatrics, cardiology, dentistry, nursing, neurology, and general medicine. The journal features narrative reviews, systematic reviews, and editorials addressing areas of controversy, debate, and future research within the field.
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