Multi-Channel 4D Parametrized Atlas of Macro- and Microstructural Neonatal Brain Development.
atlas-based analysis
multi-channel registration
multi-modal MRI
neonatal brain
spatio-temporal atlas
white matter maturation
white matter parcellation
Journal
Frontiers in neuroscience
ISSN: 1662-4548
Titre abrégé: Front Neurosci
Pays: Switzerland
ID NLM: 101478481
Informations de publication
Date de publication:
2021
2021
Historique:
received:
31
01
2021
accepted:
20
05
2021
entrez:
5
7
2021
pubmed:
6
7
2021
medline:
6
7
2021
Statut:
epublish
Résumé
Structural (also known as anatomical) and diffusion MRI provide complimentary anatomical and microstructural characterization of early brain maturation. However, the existing models of the developing brain in time include only either structural or diffusion MRI channels. Furthermore, there is a lack of tools for combined analysis of structural and diffusion MRI in the same reference space. In this work, we propose a methodology to generate a multi-channel (MC) continuous spatio-temporal parametrized atlas of the brain development that combines multiple MRI-derived parameters in the same anatomical space during 37-44 weeks of postmenstrual age range. We co-align structural and diffusion MRI of 170 normal term subjects from the developing Human Connectomme Project using MC registration driven by both T2-weighted and orientation distribution functions channels and fit the Gompertz model to the signals and spatial transformations in time. The resulting atlas consists of 14 spatio-temporal microstructural indices and two parcellation maps delineating white matter tracts and neonatal transient structures. In order to demonstrate applicability of the atlas for quantitative region-specific studies, a comparison analysis of 140 term and 40 preterm subjects scanned at the term-equivalent age is performed using different MRI-derived microstructural indices in the atlas reference space for multiple white matter regions, including the transient compartments. The atlas and software will be available after publication of the article.
Identifiants
pubmed: 34220423
doi: 10.3389/fnins.2021.661704
pmc: PMC8248811
doi:
Types de publication
Journal Article
Langues
eng
Pagination
661704Informations de copyright
Copyright © 2021 Uus, Grigorescu, Pietsch, Batalle, Christiaens, Hughes, Hutter, Cordero Grande, Price, Tournier, Rutherford, Counsell, Hajnal, Edwards and Deprez.
Déclaration de conflit d'intérêts
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
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