Title :
Identification of functional cortico-subcortical networks in resting-state fMRI: A combined nedica and GLM analysis
Author :
Malherbe, C. ; Pélégrini-Issac, M. ; Perlbarg, V. ; Lehéricy, S. ; Marrelec, G. ; Benali, H.
Author_Institution :
Lab. d´´Imagerie Fonctionnelle, UPMC Univ. Paris 06, Paris, France
Abstract :
While the cortical components of functional networks detected by spatial independent component analysis (sICA) in functional magnetic resonance imaging (fMRI) have been reproducibly described in various While the cortical components of functional networks detected by spatial independent component analysis (sICA) in functional magnetic resonance imaging (fMRI) have been reproducibly described in various studies, little is known about their subcortical components. In this study, we propose a method that extracts cortico-subcortical networks from fMRI data by first detecting cortical networks with sICA and then by complementing them with subcortical components using multiple regression, at both the individual and the group levels.studies, little is known about their subcortical components. In this study, we propose a method that extracts cortico-subcortical networks from fMRI data by first detecting cortical networks with sICA and then by complementing them with subcortical components using multiple regression, at both the individual and the group levels.
Keywords :
biomedical MRI; brain; independent component analysis; medical image processing; neurophysiology; regression analysis; GLM analysis; NEDICA analysis; functional cortico-subcortical networks; functional magnetic resonance imaging; multiple regression; resting-state fMRI; sICA; spatial independent component analysis; Basal ganglia; Data mining; Diffusion tensor imaging; Hospitals; Image analysis; Independent component analysis; Intelligent networks; Large-scale systems; Magnetic resonance imaging; Neuroimaging; basal ganglia; fMRI; functional connectivity; functional networks;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
Conference_Location :
Rotterdam
Print_ISBN :
978-1-4244-4125-9
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2010.5490202