Study-specific EPI template improves group analysis in functional MRI of young and older adults

被引:51
作者
Huang, Chih-Mao [1 ,2 ,3 ]
Lee, Shwu-Hua [4 ,7 ]
Hsiao, Ing-Tsung [2 ]
Kuan, Wan-Chun [5 ]
Wai, Yau-Yau [2 ,3 ]
Ko, Han-Jung [3 ,4 ]
Wan, Yung-Liang [2 ,3 ]
Hsu, Yuan-Yu [1 ,6 ]
Liu, Ho-Ling [2 ,3 ]
机构
[1] Buddhist Tzu Chi Gen Hosp, Dept Med Imaging, Taipei Branch, Taipei, Taiwan
[2] Chang Gung Univ, Dept Med Imaging & Radiol Sci, Tao Yuan 333, Taiwan
[3] Chang Gung Mem Hosp, Dept Med Imaging & Intervent, Tao Yuan, Taiwan
[4] Chang Gung Mem Hosp, Dept Psychiat, Tao Yuan, Taiwan
[5] Natl Tsing Hua Univ, Dept Biomed Engn & Environm Sci, Hsinchu, Taiwan
[6] Tzu Chi Univ, Sch Med, Hualien, Taiwan
[7] Chang Gung Univ, Coll Med, Tao Yuan 333, Taiwan
关键词
fMRI; Group analysis; Spatial normalization; Montreal Neurological Institute (MNI) template; Study-specific template (SST); VOXEL-BASED MORPHOMETRY; SPATIAL NORMALIZATION; HUMAN BRAIN; ALZHEIMERS-DISEASE; GRAY-MATTER; INTERSUBJECT REGISTRATION; VARIABILITY; IMAGES; ATLAS; FMRI;
D O I
10.1016/j.jneumeth.2010.03.021
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Spatial normalization to a common coordinate space, e.g. via the Montreal Neurological Institute (MNI) brain template, is an essential step of analyzing multi-subject functional MRI (fMRI) datasets. The imperfect compensation for individual regional discrepancies during spatial transformation, which could potentially introduce localization errors of the activation foci and/or reduce the detection sensitivity, may be minimized if a template specifically designed for the subjects of a study is applied. In this fMRI study, we proposed and evaluated the use of a study-specific template (SST) based on the mean of individually normalized echo-planar images for group data analysis. A hand flexion and a word generation tasks were performed on young volunteers in experiment 1. Comparing with the MNI template approach, greater t-values of local maxima and activated voxels were detected within volume-of-interests (VOIs) with the SST approach in both tasks. Moreover, the SST approach reduced Euclidean distances between activation foci of individuals and group by 1.52 mm in motor fMRI and 5.84 mm in language fMRI. Similar results were obtained with or without spatial smoothing of the echo-planar images. Experiment 2 further examined these two approaches in older adults, in which volumetric differences between subjects are of great concerns. With a working memory task, the SST approach showed greater t-values of local maxima and activated voxels within the VOI of prefrontal gyrus. This study demonstrated that the SST resulted in more focused activation patterns and effectively improved the fMRI sensitivity, which suggested potentials of reducing number of subjects required for group analysis. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:257 / 266
页数:10
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