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Scientific article
Open access
English

Behavioral outcome of very preterm children at 5 years of age: Prognostic utility of brain tissue volumes at term-equivalent-age, perinatal, and environmental factors

Published inBrain and behavior, vol. 13, no. 2, e2818
Publication date2023-02
First online date2023-01-14
Abstract

Objective: Prematurity is associated with a high risk of long-term behavioral problems. This study aimed to assess the prognostic utility of volumetric brain data at term-equivalent-age (TEA), clinical perinatal factors, and parental social economic risk in the prediction of the behavioral outcome at 5 years in a cohort of very preterm infants (VPT, <32 gestational weeks).

Methods: T2-weighted magnetic resonance brain images of 80 VPT children were acquired at TEA and automatically segmented into cortical gray matter, deep subcortical gray matter, white matter (WM), cerebellum (CB), and cerebrospinal fluid. The gray matter structure of the amygdala was manually segmented. Children were examined at 5 years of age with a behavioral assessment, using the strengths and difficulties questionnaire (SDQ). The utility of brain volumes at TEA, perinatal factors, and social economic risk for the prediction of behavioral outcome was investigated using support vector machine classifiers and permutation feature importance.

Results: The predictive modeling of the volumetric data showed that WM, amygdala, and CB volumes were the best predictors of the SDQ emotional symptoms score. Among the perinatal factors, sex, sepsis, and bronchopulmonary dysplasia were the best predictors of the hyperactivity/inattention score. When combining the social economic risk with volumetric and perinatal factors, we were able to accurately predict the emotional symptoms score. Finally, social economic risk was positively correlated with the scores of conduct problems and peer problems.

Conclusions: This study provides information on the relation between brain structure at TEA and clinical perinatal factors with behavioral outcome at age 5 years in VPT children. Nevertheless, the overall predictive power of our models is relatively modest, and further research is needed to identify factors associated with subsequent behavioral problems in this population.

eng
Keywords
  • MRI
  • Behavioral outcome
  • Classification
  • Machine learning
  • Preterm infants
  • Volumetric brain data
  • Infant
  • Female
  • Humans
  • Infant, Newborn
  • Child
  • Child, Preschool
  • Infant, Extremely Premature
  • Prognosis
  • Brain / diagnostic imaging
  • Brain / pathology
  • Magnetic Resonance Imaging / methods
  • Gray Matter / diagnostic imaging
  • Gestational Age
Citation (ISO format)
LIVERANI, Maria Chiara et al. Behavioral outcome of very preterm children at 5 years of age: Prognostic utility of brain tissue volumes at term-equivalent-age, perinatal, and environmental factors. In: Brain and behavior, 2023, vol. 13, n° 2, p. e2818. doi: 10.1002/brb3.2818
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Article (Published version)
Identifiers
ISSN of the journal2162-3279
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Creation09/12/2023 10:32:05 AM
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