Multivariate and regional age-related change in basal ganglia iron in neonates

Author:

Cabral Laura1,Calabro Finnegan J23,Foran Will2,Parr Ashley C2,Ojha Amar45,Rasmussen Jerod678,Ceschin Rafael9,Panigrahy Ashok1,Luna Beatriz2

Affiliation:

1. Department of Radiology University of Pittsburgh , Pittsburgh, PA 15224 , United States

2. Department of Psychiatry, University of Pittsburgh , Pittsburgh, PA 15213 , United States

3. Department of Bioengineering, University of Pittsburgh , 15213 , United States

4. Center for Neuroscience, University of Pittsburgh , Pittsburgh, PA 15213 , United States

5. Center for the Neural Basis of Cognition, University of Pittsburgh , Pittsburgh, PA 15213 , United States

6. Development , Health and Disease Research Program, , Irvine, CA 92697 , United States

7. University of California , Health and Disease Research Program, , Irvine, CA 92697 , United States

8. Department of Pediatrics, University of California , Irvine, CA 92697 , United States

9. Department of Biomedical Informatics, University of Pittsburgh , Pittsburgh, PA 15224 , United States

Abstract

Abstract In the perinatal period, reward and cognitive systems begin trajectories, influencing later psychiatric risk. The basal ganglia is important for reward and cognitive processing but early development has not been fully characterized. To assess age-related development, we used a measure of basal ganglia physiology, specifically brain tissue iron, obtained from nT2* signal in resting-state functional magnetic resonance imaging (rsfMRI), associated with dopaminergic processing. We used data from the Developing Human Connectome Project (n = 464) to assess how moving from the prenatal to the postnatal environment affects rsfMRI nT2*, modeling gestational and postnatal age separately for basal ganglia subregions in linear models. We did not find associations with tissue iron and gestational age [range: 24.29–42.29] but found positive associations with postnatal age [range:0–17.14] in the pallidum and putamen, but not the caudate. We tested if there was an interaction between preterm birth and postnatal age, finding early preterm infants (GA < 35 wk) had higher iron levels and changed less over time. To assess multivariate change, we used support vector regression to predict age from voxel-wise-nT2* maps. We could predict postnatal but not gestational age when maps were residualized for the other age term. This provides evidence subregions differentially change with postnatal experience and preterm birth may disrupt trajectories.

Funder

Staunton Farm Foundation

Pittsburgh Biomedical Informatics Training Program

Child & Adolescent Mental Health Research Pittsburgh

Developing Human Connectome Project

Publisher

Oxford University Press (OUP)

Subject

Cellular and Molecular Neuroscience,Cognitive Neuroscience

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