Five-dimensional neuroimaging: Localization of the time-frequency dynamics of cortical activity

被引:201
作者
Dalal, Sarang S. [1 ,2 ,3 ]
Guggisberg, Adrian G. [1 ,8 ]
Edwards, Erik [1 ,2 ,6 ]
Sekihara, Kensuke [7 ]
Findlay, Anne M. [1 ]
Canolty, Ryan T. [2 ,6 ]
Berger, Mitchel S. [4 ]
Knight, Robert T. [2 ,6 ]
Barbaro, Nicholas M. [4 ,5 ]
Kirsch, Heidi E. [5 ]
Nagarajana, Srikantan S. [1 ,2 ,3 ]
机构
[1] Univ Calif San Francisco, Dept Radiol, Biomagnet Imaging Lab, San Francisco, CA 94143 USA
[2] Univ Calif Berkeley, Helen Wills Neurosci Inst, Berkeley, CA 94720 USA
[3] Univ Calif San Francisco, Joint Grad Grp Bioengn, San Francisco, CA 94143 USA
[4] Univ Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
[5] Univ Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
[6] Univ Calif Berkeley, Dept Psychol, Berkeley, CA 94720 USA
[7] Tokyo Metropolitan Univ, Dept Syst Design & Engn, Tokyo 1910065, Japan
[8] Univ Bern, Inselspital, Dept Neurol, CH-3010 Bern, Switzerland
关键词
D O I
10.1016/j.neuroimage.2008.01.023
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
The spatiotemporal dynamics of cortical oscillations across human brain regions remain poorly understood because of a lack of adequately validated methods for reconstructing such activity from noninvasive electrophysiological data. In this paper, we present a novel adaptive spatial filtering algorithm optimized for robust source time frequency reconstruction from magnetoencephalography (MEG) and electroencephalography ( EEG) data. The efficacy of the method is demonstrated with simulated sources and is also applied to real MEG data from a self-paced finger movement task. The algorithm reliably reveals modulations both in the beta band (12-30 Hz) and high gamma band (65-90 Hz) in sensorimotor cortex. The performance is validated by both across-subjects statistical comparisons and by intracranial electrocorticography (ECoG) data from two epilepsy patients. Interestingly, we also reliably observed high frequency activity (30-300 Hz) in the cerebellum, although with variable locations and frequencies across subjects. The proposed algorithm is highly parallelizable and runs efficiently on modern high-performance computing clusters. This method enables the ultimate promise of MEG and EEG for five-dimensional imaging of space, time, and frequency activity in the brain and renders it applicable for widespread studies of human cortical dynamics during cognition. (c) 2008 Elsevier Inc. All rights reserved.
引用
收藏
页码:1686 / 1700
页数:15
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