BOX-JENKINS INTERVENTION ANALYSIS OF FUNCTIONAL MAGNETIC-RESONANCE-IMAGING DATA

Citation
Ga. Tagaris et al., BOX-JENKINS INTERVENTION ANALYSIS OF FUNCTIONAL MAGNETIC-RESONANCE-IMAGING DATA, Neuroscience research, 27(3), 1997, pp. 289-294
Citations number
8
Categorie Soggetti
Neurosciences
Journal title
ISSN journal
01680102
Volume
27
Issue
3
Year of publication
1997
Pages
289 - 294
Database
ISI
SICI code
0168-0102(1997)27:3<289:BIAOFM>2.0.ZU;2-P
Abstract
Data obtained in functional magnetic resonance imaging (fMRI) typicall y form a time series of MRI signal collected over a period of time at constant intervals. These data are potentially autocorrelated and may contain time trends. Therefore, any assessment of significant changes in the MRI signal over a certain period of time requires the use of sp ecific statistical techniques. For that purpose we used the Box-Jenkin s intervention time series analysis to determine brain activation duri ng task performance. We found that for a substantial number of pixels there was significant autocorrelation and, occasionally, time trends. In these cases, use of the classical t-test would not be appropriate. In contrast, Box-Jenkins intervention analysis, by detrending the seri es and by explicitly taking into account the correlation structure, pr ovides a more appropriate method to determine the presence of signific ant activation during the task period in fMRI data. (C) 1997 Elsevier Science Ireland Ltd.