School of Information and Communications, Gwangju Institute of Science and Technology, Gwangju, 500-712, Republic of Korea.
Med Biol Eng Comput. 2013 Oct;51(10):1121-35. doi: 10.1007/s11517-013-1092-z. Epub 2013 Jun 21.
Simultaneous magnetoencephalography (MEG) and electroencephalography (EEG) analysis is known generally to yield better localization performance than a single modality only. For simultaneous analysis, MEG and EEG data should be combined to maximize synergistic effects. Recently, beamformer for simultaneous MEG/EEG analysis was proposed to localize both radial and tangential components well, while single modality analyses could not detect them, or had relatively higher location bias. In practice, most interesting brain sources are likely to be activated coherently; however, conventional beamformer may not work properly for such coherent sources. To overcome this difficulty, a linearly constrained minimum variance (LCMV) beamformer may be used with a source suppression strategy. In this work, simultaneous MEG/EEG LCMV beamformer using source suppression was formulated firstly to investigate its capability over various suppression strategies. The localization performance of our proposed approach was examined mainly for coherent sources and compared thoroughly with the conventional simultaneous and single modality approaches, over various suppression strategies. For this purpose, we used numerous simulated data, as well as empirical auditory stimulation data. In addition, some strategic issues of simultaneous MEG/EEG analysis were discussed. Overall, we found that our simultaneous MEG/EEG LCMV beamformer using a source suppression strategy is greatly beneficial in localizing coherent sources.
同时进行脑磁图 (MEG) 和脑电图 (EEG) 分析通常比单一模态的分析能提供更好的定位性能。对于同时分析,应该将 MEG 和 EEG 数据结合起来,以最大限度地发挥协同作用。最近,提出了用于同时 MEG/EEG 分析的波束形成器,可以很好地定位径向和切向分量,而单模态分析则无法检测到这些分量,或者存在相对较高的位置偏差。在实践中,大多数有趣的脑源可能是协同激活的;然而,传统的波束形成器可能不适用于这种相干源。为了克服这个困难,可以使用线性约束最小方差 (LCMV) 波束形成器,并结合源抑制策略。在这项工作中,首先提出了使用源抑制的同时 MEG/EEG LCMV 波束形成器,以研究其在各种抑制策略下的性能。我们的方法的定位性能主要针对相干源进行了检验,并与传统的同时和单模态方法进行了全面比较,这些方法在各种抑制策略下进行了比较。为此,我们使用了大量的模拟数据以及经验性听觉刺激数据。此外,还讨论了同时 MEG/EEG 分析的一些策略问题。总的来说,我们发现我们的同时 MEG/EEG LCMV 波束形成器结合源抑制策略在定位相干源方面非常有益。