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EEG source analysis of epileptiform activity using a 1mm anisotropic hexahedra finite element head model

机译:使用1mm各向异性六面体有限元头部模型对癫痫样活动进行EEG来源分析

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摘要

The major goal of the evaluation in presurgical epilepsy diagnosis for medically intractable patients is the precise reconstruction of the epileptogenic foci, preferably with non-invasive methods. This paper evaluates whether surface electroencephalography (EEG) source analysis based on a 1mm anisotropic finite element (FE) head model can provide additional guidance for presurgical epilepsy diagnosis and whether it is practically feasible in daily routine. A 1mm hexahedra FE volume conductor model of the patient’s head with special focus on accurately modeling the compartments skull, cerebrospinal fluid (CSF) and the anisotropic conducting brain tissues was constructed using non-linearly co-registered T1-, T2- and diffusion-tensor- magnetic resonance imaging data. The electrodes of intra-cranial EEG (iEEG) measurements were extracted from a co-registered computed tomography image. Goal function scan (GFS), minimum norm least squares (MNLS), standardized low resolution electromagnetic tomography (sLORETA) and spatio-temporal current dipole modeling inverse methods were then applied to the peak of the averaged ictal discharges EEG data. MNLS and sLORETA pointed to a single center of activity. Moving and rotating single dipole fits resulted in an explained variance of more than 97%. The non-invasive EEG source analysis methods localized at the border of the lesion and at the border of the iEEG electrodes which mainly received ictal discharges. Source orientation was towards the epileptogenic tissue. For the reconstructed superficial source, brain conductivity anisotropy and the lesion conductivity had only a minor influence, whereas a correct modeling of the highly conducting CSF compartment and the anisotropic skull was found to be important. The proposed FE forward modeling approach strongly simplifies meshing and reduces run-time (37 Milliseconds for one forward computation in the model with 3.1 Million unknowns), corroborating the practical feasibility of the approach.
机译:对于医学上顽固的患者,术前癫痫诊断评估的主要目的是精确重建癫痫灶,最好采用非侵入性方法。本文评估基于1mm各向异性有限元(FE)头部模型的表面脑电图(EEG)源分析是否可以为术前癫痫诊断提供额外的指导,以及在日常工作中是否切实可行。使用非线性共配准的T1,T2-和扩散张量构建了患者头部的1mm六面体FE体积导体模型,特别着重于精确建模颅骨,脑脊液(CSF)和各向异性导电脑组织-磁共振成像数据。从共同注册的计算机断层扫描图像中提取颅内EEG(iEEG)测量电极。然后将目标函数扫描(GFS),最小范数最小二乘(MNLS),标准化低分辨率电磁层析成像(sLORETA)和时空电流偶极建模逆方法应用于平均的平均放电EEG数据的峰值。 MNLS和sLORETA指向一个活动中心。移动和旋转单个偶极子拟合导致的解释方差超过97%。非侵入性脑电图源分析方法位于病变的边界和主要接收发作放电的iEEG电极的边界。源方向是针对致癫痫的组织。对于重建的浅表源,脑电导率各向异性和病灶电导率影响很小,而高导通的CSF隔室和各向异性头骨的正确建模被发现很重要。所提出的有限元正向建模方法极大地简化了网格划分并减少了运行时间(对于具有310万未知数的模型,前向计算的时间为37毫秒),从而证实了该方法的实际可行性。

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