Structural MRI covariance patterns associated with normal aging and neuropsychological functioning

被引:107
作者
Brickman, Adam M.
Habeck, Christian
Zarahn, Eric
Flynn, Joseph
Stern, Yaakov
机构
[1] Columbia Univ, Med Ctr, Taub Inst Res Alzheimer Dis & Aging Brain, Cognit Neurosci Div, Washington, DC 20032 USA
[2] Columbia Univ, Med Ctr, Gertrude H Sergievsky Ctr, Washington, DC 20032 USA
关键词
structural MRI; aging; cognition; multivariate analysis;
D O I
10.1016/j.neurobiolaging.2005.12.016
中图分类号
R592 [老年病学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 100203 ;
摘要
Structural magnetic resonance imaging (MRI) studies have shown dramatic age-associated changes in grey and white matter volume, but typically use univariate analyses that do not explicitly test the interrelationship among brain regions. The current study used a multivariate approach to identify covariance patterns of grey and white matter tissue density to distinguish older from younger adults. A second aim was to examine whether the expression of the age-associated covariance, topographies is related to performance on cognitive tests affected by normal aging. Eighty-four young (mean age = 24.0) and 29 older (mean age = 73.1) participants were scanned with a 1.5 T MRI machine and assessed with a cognitive battery. Images were spatially normalized and segmented to produce grey and white matter density maps. A multivariate technique, based on the subprofile scaling model, was used to capture sources of between- and within-group variation to produce a linear combination of principal components that represented a "pattern" or "network" that best discriminated between the two age groups. Univariate analyses were also conducted with statistical parametric maps. Grey and white matter covariance patterns were identified that reliably discriminated between the groups with greater than 0.90 sensitivity and specificity. The identified patterns were similar for the univariate and multivariate techniques, and involved widespread regions of the cortex and subcortex. Age and the expression of both patterns were significantly associated with performance on tests of attention, language, memory, and executive functioning. The results suggest that identifiable networks of grey and white matter regions systematically decline with age and that pattern expression is linked to age-related cognitive decline. (c) 2006 Elsevier Inc. All rights reserved.
引用
收藏
页码:284 / 295
页数:12
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