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颅骨各向异性对脑电图正问题和逆问题的影响:使用有限元法对真实头部模型进行的模拟研究。

Influence of skull anisotropy for the forward and inverse problem in EEG: simulation studies using FEM on realistic head models.

作者信息

Marin G, Guerin C, Baillet S, Garnero L, Meunier G

机构信息

Hôpital la Salpêtrière, CNRS UPR 640, Université Paris VI, France.

出版信息

Hum Brain Mapp. 1998;6(4):250-69. doi: 10.1002/(sici)1097-0193(1998)6:4<250::aid-hbm5>3.0.co;2-2.

DOI:10.1002/(sici)1097-0193(1998)6:4<250::aid-hbm5>3.0.co;2-2
PMID:9704264
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6873358/
Abstract

For the sake of realism in the description of conduction from primary neural currents to scalp potentials, we investigated the influence of skull anisotropy on the forward and inverse problems in brain functional imaging with EEG. At present, all methods available for cortical imaging assume a spherical geometry, or when using realistic head shapes do not consider the anisotropy of head tissues. However, to our knowledge, no study relates the implication of this simplifying hypothesis on the spatial resolution of EEG for source imaging. In this paper, a method using finite elements in a realistic head geometry is implemented and validated. The influence of erroneous conductivity values for the head tissues is presented, and results show that the conductivities of the brain and the skull in the radial orientation are the most critical ones. In the inverse problem, this influence has been evaluated with simulations using a distributed source model with a comparison of two regularization techniques, with the isotropic model working on data sets produced by a nonisotropic model. Regularization with minimum norm priors produces source images with spurious activity, meaning that the errors in the head model totally annihilate any localization ability. But nonlinear regularization allows the accurate recovery of simultaneous spots of activity, while the restoration of very close active regions is profoundly disabled by errors in the head model. We conclude that for robust cortical source imaging with EEG, a realistic head model taking anisotropy of tissues into account should be used.

摘要

为了在描述从初级神经电流到头皮电位的传导过程中实现真实感,我们研究了颅骨各向异性对脑电图脑功能成像中正向和逆向问题的影响。目前,所有可用于皮层成像的方法都假定为球形几何结构,或者在使用实际头部形状时未考虑头部组织的各向异性。然而,据我们所知,尚无研究探讨这种简化假设对脑电图源成像空间分辨率的影响。本文实现并验证了一种在实际头部几何结构中使用有限元的方法。文中给出了头部组织电导率值错误的影响,结果表明大脑和颅骨在径向方向的电导率最为关键。在逆向问题中,通过使用分布式源模型进行模拟,并比较两种正则化技术,对这种影响进行了评估,其中各向同性模型作用于由非各向同性模型生成的数据集。采用最小范数先验的正则化会产生具有虚假活动的源图像,这意味着头部模型中的误差完全消除了任何定位能力。但是非线性正则化能够准确恢复同时出现的活动点,而头部模型中的误差会严重阻碍非常接近的活动区域的恢复。我们得出结论,为了通过脑电图进行稳健的皮层源成像,应使用考虑组织各向异性的实际头部模型。