@article{2937aa198ccd4a8ba48f23de01d6e3fb,
title = "Mapping the critical gestational age at birth that alters brain development in preterm-born infants using multi-modal MRI",
abstract = "Preterm birth adversely affects postnatal brain development. In order to investigate the critical gestational age at birth (GAB) that alters the developmental trajectory of gray and white matter structures in the brain, we investigated diffusion tensor and quantitative T2 mapping data in 43 term-born and 43 preterm-born infants. A novel multivariate linear model—the change point model, was applied to detect change points in fractional anisotropy, mean diffusivity, and T2 relaxation time. Change points captured the “critical” GAB value associated with a change in the linear relation between GAB and MRI measures. The analysis was performed in 126 regions across the whole brain using an atlas-based image quantification approach to investigate the spatial pattern of the critical GAB. Our results demonstrate that the critical GABs are region- and modality-specific, generally following a central-to-peripheral and bottom-to-top order of structural development. This study may offer unique insights into the postnatal neurological development associated with differential degrees of preterm birth.",
keywords = "Change point analysis, Diffusion MRI, Gestational age at birth, Neonatal brain atlas, Preterm birth, T2 mapping",
author = "Dan Wu and Linda Chang and Kentaro Akazawa and Kumiko Oishi and Jon Skranes and Thomas Ernst and Kenichi Oishi",
note = "Funding Information: This work was made possible by Grants R21NS098018, R01HD065955, 2K24DA16170, U54NS056883, G12MD007601-26, and P41EB015909 from the National Institutes of Health, and Grant 46039500 from the Central Norway Regional Health Authority. The contents of this paper are solely the responsibility of the authors and do not necessarily represent the official view of NIH or the Central Norway Regional Health Authority. The authors are grateful to the families of our research participants, the pediatricians/neonatologists who referred the participants (Dr. Lillian Fujimoto, Dr. Lois Chiu, and Dr. Joseph Hudak), and our dedicated research staff (Steven Buchthal, Eric Cunningham, Daniel Alicata, Heather Johansen, Antonette Hernandez, Robyn Yamakawa, Sara Hayama, Tamara Andres), who assisted with the data collection. We also thank our board-certified neuroradiologist, Dr. Doris Lin, for her radiological reading of the scans. Lastly, we appreciate the instructive discussion with Dr. Laurent Younes about the development of mathematical model and statistical analysis. Publisher Copyright: {\textcopyright} 2017 The Authors",
year = "2017",
month = apr,
day = "1",
doi = "10.1016/j.neuroimage.2017.01.046",
language = "English (US)",
volume = "149",
pages = "33--43",
journal = "NeuroImage",
issn = "1053-8119",
publisher = "Academic Press Inc.",
}