A geometric correction scheme for spatial leakage effects in MEG/EEG seed-based functional connectivity mapping

被引:80
作者
Wens, Vincent [1 ,2 ]
Marty, Brice [1 ,2 ]
Mary, Alison [3 ]
Bourguignon, Mathieu [4 ]
de Beeck, Marc Op [1 ,2 ]
Goldman, Serge [1 ,2 ]
Van Bogaert, Patrick [1 ,2 ]
Peigneux, Philippe [3 ]
De Tiege, Xavier [1 ,2 ]
机构
[1] Univ Libre Bruxelles, UNI ULB Neurosci Inst, Lab Cartog Fonct Cerveau, Brussels, Belgium
[2] Univ Libre Bruxelles, Hop Erasme, Magnetoencephalog Unit, Brussels, Belgium
[3] Univ Libre Bruxelles, CRCN, ULB Neurosci Inst, UR2NF Neuropsychol & Funct Neuroimaging Res Unit, Brussels, Belgium
[4] Aalto Univ, Sch Sci, Aalto NeuroImaging, Brain Res Unit,OV Lounasmaa Lab, FI-00076 Espoo, Finland
关键词
inverse problem; spatial leakage; functional connectivity; magnetoencephalography; resting-state networks; dynamic imaging of coherent sources; CEREBRAL OSCILLATORY NETWORK; RESTING-STATE NETWORKS; ELECTROPHYSIOLOGICAL BASIS; MOTOR-CORTEX; MINIMUM-NORM; MEG; BRAIN; EEG; FRAMEWORK; COHERENT;
D O I
10.1002/hbm.22943
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Spatial leakage effects are particularly confounding for seed-based investigations of brain networks using source-level electroencephalography (EEG) or magnetoencephalography (MEG). Various methods designed to avoid this issue have been introduced but are limited to particular assumptions about its temporal characteristics. Here, we investigate the usefulness of a model-based geometric correction scheme (GCS) to suppress spatial leakage emanating from the seed location. We analyze its properties theoretically and then assess potential advantages and limitations with simulated and experimental MEG data (resting state and auditory-motor task). To do so, we apply Minimum Norm Estimation (MNE) for source reconstruction and use variation of error parameters, statistical gauging of spatial leakage correction and comparison with signal orthogonalization. Results show that the GCS has a local (i.e., near the seed) effect only, in line with the geometry of MNE spatial leakage, and is able to map spatially all types of brain interactions, including linear correlations eliminated after signal orthogonalization. Furthermore, it is robust against the introduction of forward model errors. On the other hand, the GCS can be affected by local overcorrection effects and seed mislocation. These issues arise with signal orthogonalization too, although significantly less extensively, so the two approaches complement each other. The GCS thus appears to be a valuable addition to the spatial leakage correction toolkits for seed-based FC analyses in source-projected MEG/EEG data. Hum Brain Mapp 36:4604-4621, 2015. (c) 2015 Wiley Periodicals, Inc.
引用
收藏
页码:4604 / 4621
页数:18
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