DocumentCode
2074700
Title
Improving Sensitivity and Reliability of fMRI Group Studies through High Level Combination of Individual Subjects Results
Author
Thirion, Bertrand ; Roche, Alexis ; Ciuciu, Philippe ; Poline, Jean-Baptiste
Author_Institution
Service Hospitalier Frederic Joliot, France
fYear
2006
fDate
17-22 June 2006
Firstpage
62
Lastpage
62
Abstract
fMRI group studies are usually based on the computation of a mean signal for each voxel across subjects (Random Effects Analyzes), assuming that all subjects are in the same anatomical space (Talairach space). Although this is the standard approach, it lacks efficiency because its underlying hypotheses are often violated. We present here a new framework that detects structures of interest from each subject’s data, then searches for correspondences across subjects and outlines the most reproducible activation in the group studied. This framework enables a strict control on the number of false positives. It is shown here that this analysis demonstrates increased validity and improves both the sensitivity and reliability of group analyzes compared to standard methods. Moreover, it directly provides information on the activated regions spatial position correspondence or variability across subjects, which is difficult to obtain in standard voxel-based analyzes.
Keywords
Blood; Information analysis; Magnetic resonance imaging; Neuroimaging; Performance analysis; Performance evaluation; Robustness; Signal analysis; Smoothing methods; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision and Pattern Recognition Workshop, 2006. CVPRW '06. Conference on
Print_ISBN
0-7695-2646-2
Type
conf
DOI
10.1109/CVPRW.2006.99
Filename
1640503
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