TY - JOUR
T1 - Time-resolved and spatio-temporal analysis of complex cognitive processes and their role in disorders like developmental dyscalculia
AU - Mórocz, István Ákos
AU - Janoos, Firdaus
AU - Van Gelderen, Peter
AU - Manor, David
AU - Karni, Avi
AU - Breznitz, Zvia
AU - Von Aster, Michael
AU - Kushnir, Tammar
AU - Shalev, Ruth
PY - 2012/3
Y1 - 2012/3
N2 - The aim of this article is to report on the importance and challenges of a time-resolved and spatio-temporal analysis of fMRI data from complex cognitive processes and associated disorders using a study on developmental dyscalculia (DD). Participants underwent fMRI while judging the incorrectness of multiplication results, and the data were analyzed using a sequence of methods, each of which progressively provided more a detailed picture of the spatio-temporal aspect of this disease. Healthy subjects and subjects with DD performed alike behaviorally, though they exhibited parietal disparities using traditional "voxel-based" group analyses. Further and more detailed differences, however, surfaced with a "time-resolved" examination of the neural responses during the experiment. While performing intergroup comparisons, a third group of subjects with dyslexia but with no arithmetic difficulties was included to test the specificity of the analysis and strengthen the statistical base with overall 58 subjects. Surprisingly, the analysis showed a functional dissimilarity during an initial reading phase for the group of dyslexic but otherwise normal subjects, with respect to controls, though only numerical digits and no alphabetic characters were presented. Thus, our results suggest that "time-resolved multivariate" analysis of complex experimental paradigms has the ability to yield powerful new clinical insights about abnormal brain function. Similarly, a detailed compilation of aberrations in the functional cascade may have much greater potential to delineate the core processing problems in mental disorders.
AB - The aim of this article is to report on the importance and challenges of a time-resolved and spatio-temporal analysis of fMRI data from complex cognitive processes and associated disorders using a study on developmental dyscalculia (DD). Participants underwent fMRI while judging the incorrectness of multiplication results, and the data were analyzed using a sequence of methods, each of which progressively provided more a detailed picture of the spatio-temporal aspect of this disease. Healthy subjects and subjects with DD performed alike behaviorally, though they exhibited parietal disparities using traditional "voxel-based" group analyses. Further and more detailed differences, however, surfaced with a "time-resolved" examination of the neural responses during the experiment. While performing intergroup comparisons, a third group of subjects with dyslexia but with no arithmetic difficulties was included to test the specificity of the analysis and strengthen the statistical base with overall 58 subjects. Surprisingly, the analysis showed a functional dissimilarity during an initial reading phase for the group of dyslexic but otherwise normal subjects, with respect to controls, though only numerical digits and no alphabetic characters were presented. Thus, our results suggest that "time-resolved multivariate" analysis of complex experimental paradigms has the ability to yield powerful new clinical insights about abnormal brain function. Similarly, a detailed compilation of aberrations in the functional cascade may have much greater potential to delineate the core processing problems in mental disorders.
KW - developmental dyscalculia
KW - fMRI
KW - functional brain mapping
KW - mental arithmetic
KW - spatio-temporal analysis
UR - https://www.scopus.com/pages/publications/84857205757
U2 - 10.1002/ima.22009
DO - 10.1002/ima.22009
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AN - SCOPUS:84857205757
SN - 0899-9457
VL - 22
SP - 81
EP - 96
JO - International Journal of Imaging Systems and Technology
JF - International Journal of Imaging Systems and Technology
IS - 1
ER -