Department of Clinical Neurophysiology, Aarhus University Hospital, Aarhus, Denmark.
Department of Clinical Neurophysiology, Aarhus University Hospital, Aarhus, Denmark.
Clin Neurophysiol. 2018 Mar;129(3):541-547. doi: 10.1016/j.clinph.2017.12.029. Epub 2017 Dec 28.
Rapid eye movement (REM) sleep behavior disorder (RBD) is defined by dream enactment due to a failure of normal muscle atonia. Visual assessment of this muscle activity is time consuming and rater-dependent.
An EMG computer algorithm for scoring 'tonic', 'phasic' and 'any' submental muscle activity during REM sleep was evaluated compared with human visual ratings. Subsequently, 52 subjects were analyzed with the algorithm. Duration and maximal amplitude of muscle activity, and self-awareness of RBD symptoms were assessed.
The computer algorithm showed high congruency with human ratings and all subjects with RBD were correctly identified by excess of submental muscle activity, when artifacts were removed before analysis. Subjects with RBD exhibited prolonged bouts of 'phasic' muscle activity with high amplitude. Self-awareness of RBD symptoms correlated with amount of REM sleep without atonia.
Our proposed algorithm was able to detect and rate REM sleep without atonia allowing identification of RBD. Increased duration and amplitude of muscle activity bouts were characteristics of RBD. Quantification of REM sleep without atonia represents a marker of RBD severity.
Our EMG computer algorithm can support a diagnosis of RBD while the quantification of altered muscle activity provides a measure of its severity.
快速眼动 (REM) 睡眠行为障碍 (RBD) 的定义是由于正常肌肉弛缓失败而导致的梦境行为。对这种肌肉活动的视觉评估既耗时又依赖于评估者。
评估了一种用于在 REM 睡眠期间对颏下肌肉活动进行“紧张”、“相位”和“任何”评分的肌电图计算机算法,并与人类视觉评分进行比较。随后,对 52 名受试者进行了算法分析。评估了肌肉活动的持续时间和最大幅度,以及 RBD 症状的自我意识。
计算机算法与人类评分具有高度一致性,并且当在分析前去除伪影时,所有 RBD 受试者都通过颏下肌肉活动过多而被正确识别。RBD 受试者表现出持续时间较长的“相位”肌肉活动,幅度较高。RBD 症状的自我意识与无弛缓的 REM 睡眠时间相关。
我们提出的算法能够检测和评分 REM 睡眠无弛缓,从而识别 RBD。肌肉活动发作的持续时间和幅度增加是 RBD 的特征。无弛缓 REM 睡眠的定量分析代表了 RBD 严重程度的标志物。
我们的 EMG 计算机算法可以支持 RBD 的诊断,而改变的肌肉活动的定量分析提供了其严重程度的衡量标准。