从消费者设备到抑郁症和神经认知性能,比较自我报告和生理睡眠质量
Samir Akre1, Zachary D Cohen2, Amelia Welborn3
1Medical Informatics Home Area, University of California, Los Angeles, 924 Westwood Blvd., Los Angeles, CA, USA. sakre@g.ucla.edu.
NPJ digital medicine
|February 9, 2025
概括
自我报告的睡眠质量有效地跟踪抑郁症症状并影响认知速度,而生理睡眠测量提供了不同的见解. 主观和客观的睡眠评估对于理解抑郁症至关重要.
科学领域:
- 神经科学是一个神经科学.
- 精神病学是一个精神病学.
- 数字健康数字健康
背景情况:
- 抑郁症通常与睡眠障碍有关.
- 客观和主观的睡眠测量可以捕捉到睡眠质量的不同方面.
- 可穿戴技术为睡眠监测提供了新的途径.
研究的目的:
- 为了比较抑郁症患者的自我报告和生理测量睡眠质量.
- 研究两种睡眠测量对神经认知表现的影响.
- 为了确定睡眠质量指标和抑郁症严重程度之间的关系.
主要方法:
- 利用了249名在13周内患有中度至重度抑郁症的参与者的数据.
- 通过智能手机/智能手表的自我报告和生理数据来评估睡眠质量.
- 采用机器学习模型来分析睡眠数据和抑郁症状 (患者健康问卷-14).
主要成果:
- 自我报告和生理睡眠测量之间的相关性很弱.
- 自我报告的睡眠质量预测了所有测量的抑郁症状;生理测量确定了"睡得太多"和低性欲.
- 只有自我报告的睡眠障碍与神经认知处理速度相关.
结论:
- 自我报告和生理睡眠质量是不同的构造.
- 主观和客观的睡眠监测在抑郁症研究中都是有价值的.
- 自我报告的睡眠障碍与抑郁症中的神经认知缺陷有更强烈的联系.
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