Influence of Skull Modeling Approaches on EEG Source Localization

被引:74
|
作者
Montes-Restrepo, Victoria [1 ]
van Mierlo, Pieter [1 ]
Strobbe, Gregor [1 ]
Staelens, Steven [2 ]
Vandenberghe, Stefaan [1 ]
Hallez, Hans [3 ]
机构
[1] Univ Ghent, iMinds, Fac Engn & Architecture Med Image & Signal Proc M, B-9000 Ghent, Belgium
[2] Univ Antwerp, Mol Imaging Ctr Antwerp MICA, Fac Med & Hlth Sci, B-2610 Antwerp, Belgium
[3] Katholieke Univ Leuven, Fac Ind Engn Reliabil Mechatron & ICT, B-8400 Oostende, Belgium
关键词
Skull modeling; EEG source localization; Realistic head model; Finite difference method; DIPOLE ESTIMATION ERRORS; FINITE-DIFFERENCE METHOD; REALISTIC HEAD MODELS; IN-VIVO MEASUREMENT; EIT-BASED METHOD; INVERSE PROBLEM; ANISOTROPIC CONDUCTIVITIES; ELECTRICAL-CONDUCTIVITY; VOLUME CONDUCTOR; RESOLUTION;
D O I
10.1007/s10548-013-0313-y
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Electroencephalographic source localization (ESL) relies on an accurate model representing the human head for the computation of the forward solution. In this head model, the skull is of utmost importance due to its complex geometry and low conductivity compared to the other tissues inside the head. We investigated the influence of using different skull modeling approaches on ESL. These approaches, consisting in skull conductivity and geometry modeling simplifications, make use of X-ray computed tomography (CT) and magnetic resonance (MR) images to generate seven different head models. A head model with an accurately segmented skull from CT images, including spongy and compact bone compartments as well as some air-filled cavities, was used as the reference model. EEG simulations were performed for a configuration of 32 and 128 electrodes, and for both noiseless and noisy data. The results show that skull geometry simplifications have a larger effect on ESL than those of the conductivity modeling. This suggests that accurate skull modeling is important in order to achieve reliable results for ESL that are useful in a clinical environment. We recommend the following guidelines to be taken into account for skull modeling in the generation of subject-specific head models: (i) If CT images are available, i.e., if the geometry of the skull and its different tissue types can be accurately segmented, the conductivity should be modeled as isotropic heterogeneous. The spongy bone might be segmented as an erosion of the compact bone; (ii) when only MR images are available, the skull base should be represented as accurately as possible and the conductivity can be modeled as isotropic heterogeneous, segmenting the spongy bone directly from the MR image; (iii) a large number of EEG electrodes should be used to obtain high spatial sampling, which reduces the localization errors at realistic noise levels.
引用
收藏
页码:95 / 111
页数:17
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