Regional resolving power of combined MEG/EEG.

M E Pflieger, R E Greenblatt, J Kirkish
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Abstract

Different modeling frameworks (such as error analyses for dipole localization [Fuchs, 1998] [Huizenga, 2001]; crosstalk and point spread analyses for linear estimators [Liu, 2002]; etc.) have demonstrated improved three-dimensional (3D) resolution for combined MEG/EEG (or EMEG) source estimation. Complementary to these, an empirical analysis of 2D surface data suggested that MEG and EEG information content could be superadditive [Pflieger, 2000]. Taking a hybrid approach in the present study, we made simulations within a regional activity estimation (REGAE, [Pflieger, 2001]) framework, which quantifies the ability of EMEG to discriminate brain activity originating within a 3D region of interest (ROI) from simultaneous non-ROI activity. Two metrics were employed: Kullback-Leibler divergence (KLD) and area under the receiver operator characteristic curve (AUROC). High-density sensor configurations (248 magnetometers, 256 electrodes) were combined with a gray matter source space model (7931 dipole triples, maximum entropy activities), assuming magnetic 3-shell sphere and electric BEM head models. Superadditive KLD was observed frequently across 89 representative brain ROIs and 3 ROI sizes (5, 10, and 15 mm radii), especially for regions already fairly visible to each modality. We also report an observed functional relationship between AUROC and KLD.

脑磁图/脑电组合的区域分辨能力。
不同的建模框架(如偶极子定位的误差分析[Fuchs, 1998] [Huizenga, 2001];线性估计的串扰和点扩展分析[Liu, 2002];等)已经证明了提高的三维(3D)分辨率,用于联合MEG/EEG(或EMEG)源估计。与此相辅相成的是,对二维表面数据的实证分析表明,MEG和EEG的信息内容可能是超相加的[Pflieger, 2000]。在本研究中,我们采用混合方法,在区域活动估计(REGAE, [plflieger, 2001])框架内进行了模拟,该框架量化了EMEG区分3D感兴趣区域(ROI)内产生的大脑活动与同时发生的非ROI活动的能力。采用两个指标:Kullback-Leibler散度(KLD)和接收算子特征曲线下面积(AUROC)。高密度传感器配置(248个磁力计,256个电极)与灰质源空间模型(7931个偶极子三重体,最大熵活动)相结合,假设磁三壳球和电BEM头模型。在89个具有代表性的大脑ROI和3种ROI尺寸(5,10和15mm半径)中经常观察到超加性KLD,特别是对于每种模式已经相当可见的区域。我们也报道了AUROC和KLD之间的函数关系。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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