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REM Sleep Abnormalities in Children With Autism Spectrum Disorder
Jiasen Ma1,2, Junjun Qin2, Hongfang Jiang1
1Perioperative and Systems Medicine Laboratory, Department of Rehabilitation and Department of Anesthesiology, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Children and Adolescent's Health and Diseases, Hangzhou, China.
Insights
Children with autism spectrum disorder (ASD) experience altered rapid eye movement (REM) sleep patterns, including reduced REM duration and prolonged REM latency. These REM sleep changes can help identify ASD in pediatric populations.
Area of Science:
- Neuroscience
- Pediatric Sleep Medicine
- Autism Spectrum Disorder Research
Background:
- Sleep disturbances are prevalent in children diagnosed with autism spectrum disorder (ASD).
- Specific alterations in rapid eye movement (REM) sleep patterns in pediatric ASD populations have not been well-defined.
Purpose of the Study:
- To investigate and characterize the specific changes in REM sleep architecture in children with ASD compared to neurotypical peers.
- To identify potential REM sleep biomarkers for ASD using machine learning models.
Main Methods:
- Utilized polysomnography (PSG) data from 193 children with ASD and 193 matched non-ASD controls.
- Analyzed REM sleep parameters including proportion, duration, latency, and first REM stage characteristics.
- Employed XGBoost machine learning and SHAP analysis to identify discriminative features for ASD.
Main Results:
- Children with ASD exhibited significantly reduced REM sleep proportion and duration.
- Prolonged REM latency and increased first REM stage duration and proportion were observed in the ASD group.
- The machine learning model effectively identified ASD based on these REM sleep abnormalities, particularly in younger children (3-8 years).
Conclusions:
- REM sleep abnormalities are a common feature in young children with ASD.
- Specific REM sleep metrics like reduced duration, prolonged latency, and altered first REM stage characteristics serve as potential discriminators for ASD.
- Further research is warranted to explore the role of these REM sleep alterations in ASD pathogenesis and severity.
Abstract:
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.
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