性别和年龄对睡眠的影响 轻微困难入睡的受试者脑电图功能连接性差异
Xiaodong Luo1, Bin Zhou2, Jilong Shi3
1Psychiatry Department, The Second Hospital of Jinhua, Jinhua, China.
Frontiers in psychiatry
|July 24, 2024
概括
睡眠EEG功能连接性在不同睡眠阶段随年龄和性别而有显著变化. 这些发现通过考虑人口因素来提高自动睡眠分期的准确性.
科学领域:
- 神经科学是一个神经科学.
- 睡眠医学 睡眠医学
- 生物医学工程 生物医学工程
背景情况:
- 睡眠障碍构成社会负担,需要准确的睡眠分期.
- 基于脑电图 (EEG) 的睡眠分期对于诊断至关重要.
- 了解年龄和性别对睡眠EEG特征的影响是有限的.
研究的目的:
- 调查年龄和性别对睡眠EEG功能连接性的影响.
- 为了分析不同睡眠阶段的睡眠EEG节奏的差异.
- 为了验证人口群组对睡眠分阶段准确性的影响.
主要方法:
- 利用了78名患有轻度睡眠困难的受试者的睡眠EEG数据.
- 提取了六个EEG节奏 (δ, θ, α, β,,牙) 的相互信息作为功能连接.
- 使用ANOVA进行统计分析和随机森林用于机器学习验证.
主要成果:
- 在不同睡眠阶段的delta和beta功能连接中存在显著差异.
- 年龄影响功能连接 (年轻人与中年人,年轻人与老年人).
- 女性表现出比男性更高的高频EEG功能连接性.
- 年龄和性别分层提高了睡眠阶段的准确度~3.58%.
结论:
- 睡眠EEG功能连接性受到年龄和性别的显著影响.
- 这些人口差异为睡眠阶段机制提供了洞察力.
- 纳入年龄和性别可以改善自动化睡眠分期模型的开发.
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