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失眠中睡眠起始感知错误的建模。

Modeling sleep onset misperception in insomnia.

机构信息

Department of Electrical Engineering, Eindhoven University of Technology, De Zaale, Eindhoven, The Netherlands.

Center for Sleep Medicine, Kempenhaeghe Foundation, Heeze, Noord Brabant, The Netherlands.

出版信息

Sleep. 2020 Aug 12;43(8). doi: 10.1093/sleep/zsaa014.

Abstract

OBJECTIVES

To extend and validate a previously suggested model of the influence of uninterrupted sleep bouts on sleep onset misperception in a large independent data set.

METHODS

Polysomnograms and sleep diaries of 139 insomnia patients and 92 controls were included. We modeled subjective sleep onset as the start of the first uninterrupted sleep fragment longer than Ls minutes, where parameter Ls reflects the minimum length of a sleep fragment required to be perceived as sleep. We compared the so-defined sleep onset latency (SOL) for various values of Ls. Model parameters were compared between groups, and across insomnia subgroups with respect to sleep onset misperception, medication use, age, and sex. Next, we extended the model to incorporate the length of wake fragments. Model performance was assessed by calculating root mean square errors (RMSEs) of the difference between estimated and perceived SOL.

RESULTS

Participants with insomnia needed a median of 34 minutes of undisturbed sleep to perceive sleep onset, while healthy controls needed 22 minutes (Mann-Whitney U = 4426, p < 0.001). Similar statistically significant differences were found between sleep onset misperceivers and non-misperceivers (median 40 vs. 20 minutes, Mann-Whitney U = 984.5, p < 0.001). Model outcomes were similar across other subgroups. Extended models including wake bout lengths resulted in only marginal improvements of model outcome.

CONCLUSIONS

Patients with insomnia, particularly sleep misperceivers, need larger continuous sleep bouts to perceive sleep onset. The modeling approach yields a parameter for which we coin the term Sleep Fragment Perception Index, providing a useful measure to further characterize sleep state misperception.

摘要

目的

在一个大型独立数据集中扩展和验证先前提出的关于不间断睡眠片段对睡眠起始感知错误影响的模型。

方法

纳入了 139 例失眠患者和 92 例对照者的多导睡眠图和睡眠日记。我们将主观睡眠起始定义为第一个不间断的睡眠片段的开始,该片段长于 Ls 分钟,其中参数 Ls 反映了被感知为睡眠所需的最小睡眠片段长度。我们比较了各种 Ls 值下定义的睡眠起始潜伏期 (SOL)。比较了组间和失眠亚组间的模型参数,这些亚组涉及睡眠起始感知错误、药物使用、年龄和性别。接下来,我们扩展了模型以纳入清醒片段的长度。通过计算估计的和感知的 SOL 之间的差异的均方根误差 (RMSE) 来评估模型性能。

结果

失眠患者需要中位数 34 分钟的不间断睡眠才能感知睡眠起始,而健康对照者需要 22 分钟 (Mann-Whitney U = 4426,p < 0.001)。在睡眠起始感知错误者和非感知错误者之间也发现了类似的具有统计学显著差异(中位数分别为 40 分钟和 20 分钟,Mann-Whitney U = 984.5,p < 0.001)。在其他亚组中,模型结果相似。包括清醒片段长度的扩展模型仅导致模型结果的边际改善。

结论

失眠患者,特别是睡眠感知错误者,需要更大的连续睡眠片段才能感知睡眠起始。该建模方法产生了一个参数,我们将其命名为睡眠片段感知指数 (Sleep Fragment Perception Index),提供了一个有用的度量标准,可进一步描述睡眠状态感知错误。

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