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亚洲儿童从婴儿期到儿童期的综合结构和功能图谱。

Integrated structural and functional atlases of Asian children from infancy to childhood.

机构信息

Department of Biomedical Engineering, National University of Singapore, 4 Engineering Drive 3, Block E4 #04-08, 11758, Singapore.

Singapore Institute for Clinical Sciences, Singapore; Department of Obstetrics & Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.

出版信息

Neuroimage. 2021 Dec 15;245:118716. doi: 10.1016/j.neuroimage.2021.118716. Epub 2021 Nov 9.

Abstract

The developing brain grows exponentially in the first few years of life. There is a need to have age-appropriate brain atlases that coherently characterize the geometry of the cerebral cortex, white matter tracts, and functional organization. This study employed multi-modal brain images of an Asian cohort and constructed brain structural and functional atlases for 6-month-old infants, 4.5-, 6-, and 7.5-year-old children. We exploited large deformation diffeomorphic metric mapping and probabilistic atlas generation approaches to integrate structural MRI and diffusion weighted images (DWIs) and to create the atlas where white matter tracts well fit into the cortical folding pattern. Based on this structural atlas, we then employed spectral clustering to parcellate the brain into functional networks from resting-state fMRI (rs-fMRI). Our results provided the atlas that characterizes the cortical folding geometry, subcortical regions, deep white matter tracts, as well as functional networks in a stereotaxic coordinate space for the four different age groups. The functional networks consisting of the primary cortex were well established in infancy and remained stable to childhood, while specific higher-order functional networks showed specific patterns of hemispherical, subcortical-cerebellar, and cortical-cortical integration and segregation from infancy to childhood. Our multi-modal fusion analysis demonstrated the use of the integrated structural and functional atlas for understanding coherent patterns of brain anatomical and functional development during childhood. Hence, our atlases can be potentially used to study coherent patterns of brain anatomical and functional development.

摘要

在生命的头几年,发育中的大脑呈指数级增长。需要有适合年龄的大脑图谱,以连贯地描述大脑皮层、白质束和功能组织的几何形状。本研究利用亚洲队列的多模态脑图像,为 6 个月大的婴儿、4.5 岁、6 岁和 7.5 岁的儿童构建了脑结构和功能图谱。我们利用大变形微分同胚度量映射和概率图谱生成方法,整合结构 MRI 和弥散加权图像(DWIs),并创建了白质束很好地适应皮层折叠模式的图谱。基于这个结构图谱,我们然后使用谱聚类从静息态 fMRI(rs-fMRI)中将大脑分割成功能网络。我们的结果提供了一个图谱,它以立体坐标空间的形式描述了四个不同年龄组的皮层折叠几何形状、皮质下区域、深部白质束以及功能网络。由初级皮层组成的功能网络在婴儿期就已经建立,并在儿童期保持稳定,而特定的高级功能网络则表现出特定的半球、皮质下-小脑和皮质-皮质整合和分离模式,从婴儿期到儿童期。我们的多模态融合分析证明了使用整合的结构和功能图谱来理解儿童期大脑解剖和功能发育的连贯模式。因此,我们的图谱可用于研究大脑解剖和功能发育的连贯模式。

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