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Multilevel Factors and Indicators of Atypical Neurodevelopment During Early Infancy in Japan: Prospective,
Daigo Kato1,2,3, Akiko Okuno4, Tetsuo Ishikawa1,3,5,6
1Department of Artificial Intelligence Medicine, Graduate School of Medicine, Chiba University, Chiba, Japan.
Maternal distress, infant sleep, and mother-infant bonding predict early developmental differences. This study offers a new method for assessing neurodevelopmental trajectories and identifying potential concerns.
Area of Science:
- Neurodevelopmental research
- Child psychology
- Maternal health
Background:
- Early identification of neurodevelopmental conditions relies on understanding individual differences.
- Longitudinal studies on child and maternal factors influencing early development are limited.
Purpose of the Study:
- Identify perinatal and infant factors linked to early developmental characteristics.
- Develop a method for evaluating individual differences in neurodevelopmental trajectories.
- Detect early signs preceding formal diagnoses of neurodevelopmental conditions.
Main Methods:
- Prospective longitudinal observational study of 147 mother-child pairs from gestation to 12 months postpartum.
- Utilized prenatal questionnaires, blood collection, cord blood, and postpartum assessments.
- Employed the Modified Checklist for Autism in Toddlers (M-CHAT) for developmental evaluation.
- Applied correlation coefficients, L2-regularized logistic regression, and Shapley Additive Explanations for analysis.
Main Results:
- Twenty-one factors (prenatal, birth, postnatal) significantly associated with M-CHAT scores (adjusted P < .05).
- Achieved reasonable predictive accuracy for M-CHAT scores (AUC = 0.79).
- Key predictors included infant sleep patterns (duration, bedtime, difficulties), maternal psychological distress, and mother-infant bonding scores.
Conclusions:
- Maternal psychological distress, mother-infant bonding, and infant sleep patterns are significant predictors of early developmental characteristics.
- This study provides a novel approach to identifying and evaluating early indicators of atypical neurodevelopment.
- Advances understanding of early developmental assessment for emerging concerns.
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