TY - JOUR
T1 - Phenotyping the Preterm Brain
T2 - Characterizing Individual Deviations from Normative Volumetric Development in Two Large Infant Cohorts
AU - Dimitrova, Ralica
AU - Arulkumaran, Sophie
AU - Carney, Olivia
AU - Chew, Andrew
AU - Falconer, Shona
AU - Ciarrusta, Judit
AU - Wolfers, Thomas
AU - Batalle, Dafnis
AU - Cordero-Grande, Lucilio
AU - Price, Anthony N.
AU - Teixeira, Rui P.A.G.
AU - Hughes, Emer
AU - Egloff, Alexia
AU - Hutter, Jana
AU - Makropoulos, Antonios
AU - Robinson, Emma C.
AU - Schuh, Andreas
AU - Vecchiato, Katy
AU - Steinweg, Johannes K.
AU - Macleod, Russell
AU - Marquand, Andre F.
AU - McAlonan, Grainne
AU - Rutherford, Mary A.
AU - Counsell, Serena J.
AU - Smith, Stephen M.
AU - Rueckert, Daniel
AU - Hajnal, Joseph V.
AU - O'Muircheartaigh, Jonathan
AU - Edwards, A. David
N1 - Publisher Copyright:
© 2021 The Author(s) 2021. Published by Oxford University Press.
PY - 2021/8/1
Y1 - 2021/8/1
N2 - The diverse cerebral consequences of preterm birth create significant challenges for understanding pathogenesis or predicting later outcome. Instead of focusing on describing effects common to the group, comparing individual infants against robust normative data offers a powerful alternative to study brain maturation. Here we used Gaussian process regression to create normative curves characterizing brain volumetric development in 274 term-born infants, modeling for age at scan and sex. We then compared 89 preterm infants scanned at term-equivalent age with these normative charts, relating individual deviations from typical volumetric development to perinatal risk factors and later neurocognitive scores. To test generalizability, we used a second independent dataset comprising of 253 preterm infants scanned using different acquisition parameters and scanner. We describe rapid, nonuniform brain growth during the neonatal period. In both preterm cohorts, cerebral atypicalities were widespread, often multiple, and varied highly between individuals. Deviations from normative development were associated with respiratory support, nutrition, birth weight, and later neurocognition, demonstrating their clinical relevance. Group-level understanding of the preterm brain disguises a large degree of individual differences. We provide a method and normative dataset that offer a more precise characterization of the cerebral consequences of preterm birth by profiling the individual neonatal brain.
AB - The diverse cerebral consequences of preterm birth create significant challenges for understanding pathogenesis or predicting later outcome. Instead of focusing on describing effects common to the group, comparing individual infants against robust normative data offers a powerful alternative to study brain maturation. Here we used Gaussian process regression to create normative curves characterizing brain volumetric development in 274 term-born infants, modeling for age at scan and sex. We then compared 89 preterm infants scanned at term-equivalent age with these normative charts, relating individual deviations from typical volumetric development to perinatal risk factors and later neurocognitive scores. To test generalizability, we used a second independent dataset comprising of 253 preterm infants scanned using different acquisition parameters and scanner. We describe rapid, nonuniform brain growth during the neonatal period. In both preterm cohorts, cerebral atypicalities were widespread, often multiple, and varied highly between individuals. Deviations from normative development were associated with respiratory support, nutrition, birth weight, and later neurocognition, demonstrating their clinical relevance. Group-level understanding of the preterm brain disguises a large degree of individual differences. We provide a method and normative dataset that offer a more precise characterization of the cerebral consequences of preterm birth by profiling the individual neonatal brain.
KW - early brain development
KW - heterogeneity
KW - normative modeling
KW - preterm birth
KW - volumetric MRI
UR - http://www.scopus.com/inward/record.url?scp=85110729282&partnerID=8YFLogxK
U2 - 10.1093/cercor/bhab039
DO - 10.1093/cercor/bhab039
M3 - Article
C2 - 33822913
AN - SCOPUS:85110729282
SN - 1047-3211
VL - 31
SP - 3665
EP - 3677
JO - Cerebral Cortex
JF - Cerebral Cortex
IS - 8
ER -