• 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