Assessing REM Sleep as a Biomarker for Depression Using Consumer Wearables

睡眠(系统调用) 听力学 贝克抑郁量表 睡眠开始 睡眠起始潜伏期 延迟(音频) 心理学 眼球运动 多导睡眠图 慢波睡眠 萧条(经济学) 物理医学与康复 非快速眼动睡眠 活动记录 二元分析 方差分析 医学 睡眠阶段 快速眼动睡眠 临床心理学 睡眠障碍 快速眼动睡眠行为障碍 精神科 时间知觉 抑郁症状
作者
Roland Stretea,Zaki Milhem,Vadim Fîntînari,Cătălina Angela Crișan,Alexandru C. Stan,Dumitru Petreuș,I. Micluția
出处
期刊:Diagnostics [Multidisciplinary Digital Publishing Institute]
卷期号:15 (19): 2498-2498 被引量:1
标识
DOI:10.3390/diagnostics15192498
摘要

Background: Rapid-eye-movement (REM) sleep disinhibition—shorter REM latency and a larger nightly REM fraction—is a well-described laboratory correlate of major depression. Whether the same pattern can be captured efficiently with consumer wearables in everyday settings remains unclear. We therefore quantified REM latency and proportion of REM sleep out of total sleep duration (labeled “REM sleep coefficient”) from Apple Watch recordings and examined their association with depressive symptoms. Methods: 191 adults wore an Apple Watch for 15 consecutive nights while a custom iOS app streamed raw accelerometry and heart-rate data. Sleep stages were scored with a neural-network model previously validated against polysomnography. REM latency and REM sleep coefficient were averaged per participant. Depressive severity was assessed twice with the Beck Depression Inventory and averaged. Descriptive statistics, normality tests, Spearman correlations, and ordinary-least-squares regressions were performed. Results: Mean ± SD values were BDI 13.52 ± 6.79, REM sleep coefficient 24.05 ± 6.52, and REM latency 103.63 ± 15.44 min. REM latency correlated negatively with BDI (Spearman ρ = −0.673, p < 0.001), whereas REM sleep coefficient correlated positively (ρ = 0.678, p < 0.001). Combined in a bivariate model, the two REM metrics explained 62% of variance in depressive severity. Conclusions: Wearable-derived REM latency and REM proportion jointly capture a large share of depressive-symptom variability, indicating their potential utility as accessible digital biomarkers. Larger longitudinal and interventional studies are needed to determine whether modifying REM architecture can alter the course of depression.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
404发布了新的文献求助10
刚刚
刚刚
cyndifly完成签到,获得积分10
刚刚
1秒前
晚杨发布了新的文献求助30
1秒前
1秒前
yesir发布了新的文献求助10
1秒前
1秒前
1秒前
nl不分发布了新的文献求助10
2秒前
LLL发布了新的文献求助10
2秒前
2秒前
2秒前
Jam应助胖达采纳,获得20
3秒前
ZZZZ发布了新的文献求助10
3秒前
Leecorleone发布了新的文献求助10
3秒前
美蓝应助黑沧浪亭采纳,获得10
4秒前
Leucalypt完成签到,获得积分10
4秒前
4秒前
sxy发布了新的文献求助10
4秒前
4秒前
4秒前
还差发布了新的文献求助10
5秒前
复杂幻梦完成签到,获得积分10
5秒前
5秒前
6秒前
布洛芬发布了新的文献求助10
6秒前
jiaqilin完成签到 ,获得积分10
7秒前
烟花应助追寻飞松采纳,获得10
7秒前
王彬发布了新的文献求助10
7秒前
7秒前
年糕.发布了新的文献求助10
7秒前
氘代乙腈是不贵的呀完成签到,获得积分10
7秒前
高高的城发布了新的文献求助10
8秒前
要笑完成签到,获得积分10
8秒前
8秒前
充电宝应助Molony采纳,获得10
9秒前
小Li发布了新的文献求助10
9秒前
Avalonx应助猪八戒采纳,获得10
10秒前
高分求助中
Markov Chain Monte Carlo 10000
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Common Foundations of American and East Asian Modernisation: From Alexander Hamilton to Junichero Koizumi 1500
Weaponeering: An Introduction Fourth Edition, Volume 1 1000
Advanced Weaponeering Fourth Edition, Volume 2 1000
悉尼大学博士学位论文,题目:Modelling and testing of one-sided stitched laminated composites. 作者:Kristopher P. Plain 700
Matrix Methods in Data Mining and Pattern Recognition Second Edition 610
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7509153
求助须知:如何正确求助?哪些是违规求助? 9097902
关于积分的说明 19415184
捐赠科研通 7116137
什么是DOI,文献DOI怎么找? 3252461
关于科研通互助平台的介绍 2421480
邀请新用户注册赠送积分活动 2238685