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绘制儿童和青少年皮质厚度和结构连接的共同发育轨迹。

Charting shared developmental trajectories of cortical thickness and structural connectivity in childhood and adolescence.

机构信息

Developmental Imaging, Murdoch Children's Research Institute, Melbourne, Victoria, Australia.

Department of Paediatrics, University of Melbourne, Melbourne, Victoria, Australia.

出版信息

Hum Brain Mapp. 2019 Nov 1;40(16):4630-4644. doi: 10.1002/hbm.24726. Epub 2019 Jul 16.

Abstract

The cortex is organised into broadly hierarchical functional systems with distinct neuroanatomical characteristics reflected by macroscopic measures of cortical morphology. Diffusion-weighted magnetic resonance imaging allows the delineation of areal connectivity, changes to which reflect the ongoing maturation of white matter tracts. These developmental processes are intrinsically linked with timing coincident with the development of cognitive function. In this study, we use a data-driven multivariate approach, nonnegative matrix factorisation, to define cortical regions that co-vary together across a large paediatric cohort (n = 456) and are associated with specific subnetworks of cortical connectivity. We find that age between 3 and 21 years is associated with accelerated cortical thinning in frontoparietal regions, whereas relative thinning of primary motor and sensory regions is slower. Together, the subject-specific weights of the derived set of cortical components can be combined to predict chronological age. Structural connectivity networks reveal a relative increase in strength in connection within, as opposed to between hemispheres that vary in line with cortical changes. We confirm our findings in an independent sample.

摘要

大脑皮层组织为具有明显神经解剖学特征的广泛分层功能系统,这些特征可通过宏观的皮层形态学测量来反映。弥散加权磁共振成像可以描绘出区域连接,这些连接的变化反映了白质束的持续成熟。这些发育过程与认知功能发展的时间密切相关。在这项研究中,我们使用一种数据驱动的多元方法——非负矩阵分解,来定义在一个大型儿科队列(n=456)中共同变化并与特定皮质连接子网相关的皮质区域。我们发现,3 岁至 21 岁之间与额顶叶区域的皮质变薄加速有关,而主要运动和感觉区域的相对变薄则较慢。总的来说,从导出的皮质成分集合中得出的每个个体的权重可以结合起来预测实际年龄。结构连接网络显示出在半球内而非半球间的连接强度相对增加,而这种变化与皮质变化一致。我们在一个独立的样本中证实了我们的发现。

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