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Updated: Mar 25, 2026

Assessment and Evaluation of the High Risk Neonate: The NICU Network Neurobehavioral Scale
Published on: August 25, 2014
Identification of neurodevelopmental trajectories in infancy and of risk factors affecting deviant development: a
Tomoko Nishimura1, Nori Takei2, Kenji J Tsuchiya3
1United Graduate School of Child Development.
Insights
About 1 in 5 infants show delayed neurodevelopment. Distinct patterns of delay and risk factors suggest different underlying causes for impaired infant growth and development.
Area of Science:
- Pediatric Neurodevelopment
- Developmental Psychology
- Infant Health
Background:
- Investigating neurodevelopmental trajectories in a representative infant population.
- Identifying key risk factors associated with delayed growth patterns.
Purpose of the Study:
- To analyze infant neurodevelopmental trajectories from 1 to 24 months.
- To identify demographic and biological risk factors predicting distinct developmental delays.
Main Methods:
- Latent class growth analysis of Mullen Scales of Early Learning data from 952 infants.
- Multinomial logistic regression to identify risk factors for trajectory classes.
Main Results:
- Five neurodevelopmental trajectory classes identified: high normal, normal, low normal, delayed, and markedly delayed.
- Markedly delayed trajectories linked to male sex, small for gestational age, low placenta-to-birthweight ratio, and low maternal education.
- Delayed trajectories associated with male sex, preterm birth, and advanced paternal age.
Conclusions:
- Approximately 20% of infants exhibit delayed neurodevelopment.
- Distinct patterns of delay and associated risk factors indicate varied pathophysiological mechanisms in infant neurodevelopmental disorders.
Background:
We investigate patterns of neurodevelopmental trajectories in infants, using a representative population, and identify risk factors that predict delayed growth.
Methods:
Participating infants (n = 952; 82.8% of the total sample) were assessed by Mullen Scales of Early Learning at seven time points, from 1 month to 24 months of age. Mothers were recruited in early pregnancy and data on demographic characteristics were collected during pregnancy. Trajectory patterns were investigated using latent class growth analysis, and risk factors for the derived trajectory classes were investigated by multinomial logistic regression.
Results:
Participants were found to be a fairly representative sample with respect to their demographic characteristics. Five classes of high normal (11.5%), normal (49.2%), low normal (21.2%), delayed (14.1%), and markedly delayed (4.0%) were identified. The markedly delayed class was characterized by overall delay from the early developmental stages; notably, such delay first became salient in motor domains and was then exceeded by language domains, especially receptive language. This class was predicted by male sex (odds ratio 4.0; 95% confidence interval 1.7-9.1), small for gestational age (2.8; 1.0-7.5), low placenta-to-birthweight ratio (2.8; 1.2-6.4) and low maternal education (4.7; 1.2-19.0). The delayed class was characterized by gradual downward deviation after the first birthday, and was predicted by male sex (2.5; 1.5-4.2), preterm birth (4.4; 1.6-12.6) and advanced paternal age (1.9; 1.0-3.5).
Conclusions:
Our results demonstrate that about 1 out of 5 infants exhibits delayed neurodevelopment. Infants with distinct patterns of delayed trajectories and varying risk factors are considered to have different pathophysiological mechanisms.
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