DocumentCode :
2400019
Title :
Multimodal functional imaging using fMRI-Informed regional EEG/MEG source estimation
Author :
Ou, Wanmei ; Nummenmaa, Aapo ; Golland, Polina ; Hämäläinen, Matti S.
Author_Institution :
Comput. Sci. & Artificial Intell. Lab., MIT, Cambridge, MA, USA
fYear :
2009
fDate :
3-6 Sept. 2009
Firstpage :
1926
Lastpage :
1929
Abstract :
We propose a novel method, fMRI-informed regional estimation (FIRE), which utilizes information from fMRI in E/MEG source reconstruction. FIRE takes advantage of the spatial alignment between the neural and the vascular activities, while allowing for substantial differences in their dynamics. Furthermore, with the regional approach, FIRE can be efficiently applied to a dense grid of sources. Inspection of our optimization procedure reveals that FIRE is related to the re-weighted minimum-norm algorithms, the difference being that the weights in the proposed approach are computed from both the current estimates and fMRI data. Analysis of both simulated and human fMRI-MEG data shows that FIRE reduces the ambiguities in source localization present in the minimum-norm estimates. Comparisons with several joint fMRI-E/MEG algorithms demonstrate robustness of FIRE in the presence of sources silent to either fMRI or E/MEG measurements.
Keywords :
biomedical MRI; electroencephalography; magnetoencephalography; medical image processing; optimisation; electroencephalography; fMRI-informed regional EEG-MEG source estimation; magnetoencephalography; multimodal functional imaging; optimisation; reweighted minimum-norm algorithms; vascular activity; Algorithms; Brain; Brain Mapping; Cerebral Cortex; Electroencephalography; Humans; Magnetic Resonance Imaging; Magnetoencephalography; Median Nerve; Normal Distribution;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
ISSN :
1557-170X
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/IEMBS.2009.5333926
Filename :
5333926
Link To Document :
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