A method for comparing group fMRI data using independent component analysis: application to visual, motor and visuomotor tasks

被引:141
作者
Calhoun, VD [1 ]
Adali, T
Pekar, JJ
机构
[1] Inst Living, Olin Neuropsychiat Res Ctr, Hartford, CT 06106 USA
[2] Yale Univ, Dept Psychiat, New Haven, CT 06520 USA
[3] Johns Hopkins Univ Hosp, Dept Psychiat, Baltimore, MD 21205 USA
[4] Univ Maryland Baltimore Cty, Dept CSEE, Baltimore, MD 21250 USA
[5] Johns Hopkins Univ Hosp, Dept Radiol, Baltimore, MD 21205 USA
[6] FM Kirby Res Ctr Funct Brain Imaging, Kennedy Krieger Inst, Baltimore, MD 21205 USA
关键词
fMRI; functional; brain; ICA; independent component analysis;
D O I
10.1016/j.mri.2004.09.004
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 [临床医学]; 100207 [影像医学与核医学]; 1009 [特种医学];
摘要
Independent component analysis (ICA) is an approach for decomposing fMRI data into spatially independent maps and time courses. We have recently proposed a method for ICA of multisubject data; in the current paper, an extension is proposed for allowing ICA group comparisons. This method is applied to data from experiments designed to stimulate visual cortex, motor cortex or both visual and motor cortices. Several intergroup and intragroup metrics are proposed for assessing the utility of the components for comparisons of group ICA data. The proposed method may prove to be useful in answering questions requiring multigroup comparisons when a flexible modeling approach is desired. (C) 2004 Elsevier Inc. All rights reserved.
引用
收藏
页码:1181 / 1191
页数:11
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