自闭症谱系障碍
多导睡眠图
睡眠(系统调用)
听力学
自闭症
非快速眼动睡眠
眼球运动
心理学
慢波睡眠
快速眼动睡眠
儿科
医学
睡眠起始潜伏期
神经发育障碍
典型地发展
睡眠障碍
精神科
发展心理学
睡眠阶段
神经系统疾病
厄尔尼诺现象
睡眠开始
持续时间(音乐)
快速眼动睡眠行为障碍
发育障碍
K-络合物
作者
Jiasen Ma,Junjun Qin,Hongfang Jiang,Yueping Che,H H Li,Daqing Ma,Jinpiao Zhu
摘要
Sleep disturbances are common in children with autism spectrum disorder (ASD). However, the sleep pattern changes including rapid eye movement (REM) sleep for ASD in pediatric populations remain unknown. Using polysomnography (PSG) data from the National Children's Hospital (NCH) Sleep Databank, we identified 193 children with ASD and matched them with 193 Non-ASD controls. We found children with ASD showed reduced REM sleep proportion (17.8% ± 6.4% vs. 19.1% ± 7.0%; p = 0.049) and duration (71.5 [49.5-91.0] min vs. 81.5 [52.5-98.0] min; p = 0.036), prolonged REM latency (134.5 [94.0-181.5] min vs. 116.0 [82.0-157.0] min; p = 0.009), and increased 1st REM duration (13.0 [7.0-19.0] min vs. 10.5 [6.0-16.5] min; p = 0.024) compared with Non-ASD peers. They also showed higher 1st REM proportion (18.8 [11.0-31.3] vs. 15.7 [8.3-25.4]; p = 0.003), particularly in children aged 3-5 years and 6-8 years. Using these REM features, the XGBoost machine learning model was achieved to be the best predictive performance. SHAP analysis further showed that decreased REM sleep duration, increased 1st REM proportion or duration, and prolonged REM latency were discriminative features for children with ASD. These findings suggest that REM sleep abnormalities are common in young patients with ASD but its contribution to the disease's severity and/or development needs to be explored further.
科研通智能强力驱动
Strongly Powered by AbleSci AI