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Measuring Statistical Learning Across Modalities and Domains in School-Aged Children Via an Online Platform and Neuroimaging Techniques
Published on: June 30, 2020
Preterm Neuroimaging and School-Age Cognitive Outcomes.
Susan R Hintz1, Betty R Vohr2, Carla M Bann3
1Division of Neonatal and Developmental Medicine, Department of Pediatrics, School of Medicine, Stanford University and Lucile Packard Children's Hospital, Palo Alto, California; srhintz@stanford.edu.
Severe adverse findings on late cranial ultrasounds (CUS) strongly predict cognitive impairment and disability in extremely preterm children. Near-term MRI did not significantly improve outcome prediction beyond CUS.
Area of Science:
- Neonatal neurology
- Developmental pediatrics
- Neuroimaging
Background:
- Children born extremely preterm face risks for cognitive difficulties and disability.
- The prognostic value of neonatal brain MRI and cranial ultrasound (CUS) for school-age outcomes is not fully understood.
Purpose of the Study:
- To compare the predictive value of near-term brain MRI and early/late CUS for cognitive impairment and disability at school age in extremely preterm infants.
- To assess the prognostic capabilities of these neuroimaging techniques.
Main Methods:
- Prospective study of extremely preterm infants enrolled in a randomized trial.
- Evaluation of early and late CUS and near-term conventional MRI findings.
- Prediction of cognitive impairment (full-scale IQ <70) and disability at 6-7 years of age.
- Stepwise logistic regression analysis adjusted for perinatal-neonatal factors.
Main Results:
- Adverse late CUS findings (OR 20.1) were strongly associated with cognitive impairment (FSIQ <70).
- Both adverse late CUS findings (OR 27.9) and significant cerebellar lesions on MRI (OR 2.71) were associated with disability.
- Neuroimaging did not substantially improve the predictive accuracy of the models.
Conclusions:
- Severe, rare adverse late CUS findings are the strongest predictors of school-age cognitive impairment and disability.
- Significant cerebellar lesions on MRI predict disability, but not cognitive impairment alone.
- Near-term conventional MRI offers limited added value in predicting severe school-age outcomes in this population.
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