白质
磁共振弥散成像
磁共振成像
生物
连接体
人类连接体项目
神经科学
病理
心理学
医学
功能连接
放射科
作者
Arash Nazeri,Željka Krsnik,Ivica Kostović,Sung Kyu Ha,Janja Kopić,Dimitrios Alexopoulos,Sydney Janet Kaplan,Dominique Meyer,Joan L. Luby,Barbara B. Warner,Cynthia E. Rogers,Deanna M. Barch,Joshua S. Shimony,Robert C. McKinstry,Jeffrey J. Neil,Christopher D. Smyser,Aristeidis Sotiras
出处
期刊:Neuron
[Elsevier]
日期:2022-12-01
卷期号:110 (23): 4015-4030.e4
被引量:4
标识
DOI:10.1016/j.neuron.2022.09.020
摘要
Cerebral white matter undergoes a rapid and complex maturation during the early postnatal period. Prior magnetic resonance imaging (MRI) studies of early postnatal development have often been limited by small sample size, single-modality imaging, and univariate analytics. Here, we applied nonnegative matrix factorization, an unsupervised multivariate pattern analysis technique, to T2w/T1w signal ratio maps from the Developing Human Connectome Project (n = 342 newborns) revealing patterns of coordinated white matter maturation. These patterns showed divergent age-related maturational trajectories, which were replicated in another independent cohort (n = 239). Furthermore, we showed that T2w/T1w signal variations in these maturational patterns are explained by differential contributions of white matter microstructural indices derived from diffusion-weighted MRI. Finally, we demonstrated how white matter maturation patterns relate to distinct histological features by comparing our findings with postmortem late fetal/early postnatal brain tissue staining. Together, these results delineate concise and effective representation of early postnatal white matter reorganization.
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