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基于体素的形态测量学,使用赤池信息量准则,对 291 名健康儿童的脑灰质体积和密度与年龄进行线性和曲线相关分析。

Linear and curvilinear correlations of brain gray matter volume and density with age using voxel-based morphometry with the Akaike information criterion in 291 healthy children.

机构信息

Division of Developmental Cognitive Neuroscience, Institute of Development, Aging and Cancer, Tohoku University, Sendai, Japan.

出版信息

Hum Brain Mapp. 2013 Aug;34(8):1857-71. doi: 10.1002/hbm.22033. Epub 2012 Apr 16.

DOI:10.1002/hbm.22033
PMID:22505237
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6870089/
Abstract

We examined linear and curvilinear correlations of gray matter volume and density in cortical and subcortical gray matter with age using magnetic resonance images (MRI) in a large number of healthy children. We applied voxel-based morphometry (VBM) and region-of-interest (ROI) analyses with the Akaike information criterion (AIC), which was used to determine the best-fit model by selecting which predictor terms should be included. We collected data on brain structural MRI in 291 healthy children aged 5-18 years. Structural MRI data were segmented and normalized using a custom template by applying the diffeomorphic anatomical registration using exponentiated lie algebra (DARTEL) procedure. Next, we analyzed the correlations of gray matter volume and density with age in VBM with AIC by estimating linear, quadratic, and cubic polynomial functions. Several regions such as the prefrontal cortex, the precentral gyrus, and cerebellum showed significant linear or curvilinear correlations between gray matter volume and age on an increasing trajectory, and between gray matter density and age on a decreasing trajectory in VBM and ROI analyses with AIC. Because the trajectory of gray matter volume and density with age suggests the progress of brain maturation, our results may contribute to clarifying brain maturation in healthy children from the viewpoint of brain structure.

摘要

我们使用大量健康儿童的磁共振成像 (MRI) 检查了皮质和皮质下灰质的灰质体积和密度与年龄的线性和曲线相关性。我们应用体素形态计量学 (VBM) 和基于感兴趣区域 (ROI) 的分析,采用 Akaike 信息准则 (AIC) 确定最佳拟合模型,通过选择应包含的预测项来确定。我们收集了 291 名 5-18 岁健康儿童的脑结构 MRI 数据。使用基于 DARTEL 算法的定制模板进行结构 MRI 数据分割和归一化。然后,我们通过估计线性、二次和三次多项式函数,在 VBM 中通过 AIC 分析了灰质体积和密度与年龄的相关性。在 VBM 和 ROI 分析中,AIC 显示前额叶皮层、中央前回和小脑等几个区域的灰质体积和年龄之间存在显著的线性或曲线相关性,灰质密度与年龄之间存在显著的线性或曲线相关性,轨迹呈递增趋势,而灰质密度与年龄之间呈递减趋势。由于灰质体积和密度与年龄的轨迹表明了大脑成熟的进展,我们的结果可能有助于从脑结构的角度阐明健康儿童的大脑成熟。

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