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Association Between Age-Specific Sleep Sufficiency and Autism Spectrum Disorder in U.S. Children
Md Roungu Ahmmad1, Harry Pantazopoulos2, Fazlay Faruque3
1USF-Health, University of South Florida, 12912 Health Dr, Tampa, FL, 33612, USA. ahmmad@usf.edu.
Insights
Ensuring age-specific sleep sufficiency (ASSS) in children aged 6-17 is linked to a lower likelihood of autism spectrum disorder (ASD). This association highlights sleep as a key behavioral factor for intervention.
Area of Science:
- Pediatric Health
- Neurodevelopmental Disorders
- Sleep Medicine
Background:
- Autism spectrum disorder (ASD) is a complex neurodevelopmental condition.
- Sleep disturbances are frequently observed in children with ASD.
- The role of age-specific sleep sufficiency (ASSS) in ASD risk requires further investigation.
Purpose of the Study:
- To investigate the association between age-specific sleep sufficiency (ASSS) and autism spectrum disorder (ASD).
- To analyze this association in U.S. children aged 6-17 years.
Main Methods:
- Utilized data from the 2022-2023 National Survey of Children's Health (NSCH) (n=63,866).
- Defined ASSS based on American Academy of Sleep Medicine guidelines.
- Employed descriptive statistics, regression models, and machine learning for comprehensive analysis.
Main Results:
- Children not meeting ASSS had a higher ASD prevalence (5.16%) versus those meeting ASSS (4.05%).
- Meeting ASSS criteria was associated with a significantly lower likelihood of ASD (OR=0.78; p<0.001).
- The association was consistent across sexes, with a slightly stronger effect in males. Machine learning identified specific demographic groups with highest/lowest ASD probability.
Conclusions:
- Age-specific sleep sufficiency (ASSS) is significantly associated with a reduced likelihood of ASD.
- Sleep sufficiency emerges as a crucial behavioral factor in ASD development.
- Findings support targeted interventions focusing on sleep health for ASD prevention and management.
Purpose:
This study aimed to examine the association between age-specific sleep sufficiency (ASSS) and autism spectrum disorders (ASD) among U.S. children aged 6-17 years.
Methods:
Data were gathered from the 2022-2023 National Survey of Children's Health (NSCH), including 63,866 children. ASSS was defined based on age-specific sleep hours guidelines from the American Academy of Sleep Medicine. Descriptive statistics, incidence risk, and adjusted regression models were used to assess associations, whereas stratified models were conducted to explore effect modification. Additionally, a machine learning model was developed to predict conditional probability with ROC curve and calibration were used for model evaluation.
Results:
Children who did not meet ASSS recommendations had a significantly higher prevalence of ASD (5.16%) compared to those with ASSS (4.05%) (p < 0.001). In adjusted regression models, meeting ASSS criteria was associated with a markedly lower likelihood of ASD (OR = 0.78; 95% CI: 0.72-0.85; p < 0.001). Sex-stratified analyses demonstrated that this association persisted in both males (OR = 0.78; 95% CI: 0.71-0.86) and females (OR = 0.80; 95% CI: 0.68-0.93), though it was slightly stronger among males. Complementary machine learning analyses further supported these findings, revealing that females with sufficient sleep and aged below 14 years had the lowest predicted probability of ASD, whereas males aged 8-14 years without ASSS exhibited the highest likelihood of ASD.
Conclusion:
ASSS was significantly associated with a lower likelihood of ASD, particularly among males, highlighting its role as an important behavioral factor and a potential focus for targeted psychological health interventions.
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