Analysis of Intracerebral EEG Recordings of Epileptic Spikes: Insights From a Neural Network Model

发作性 局部场电位 神经科学 谷氨酸的 加巴能 脑电图 皮质电图 癫痫 生物神经网络 计算机科学 神经网络 运动前神经元活动 心理学 生物 抑制性突触后电位 谷氨酸受体 受体 生物化学
作者
S. Demont-Guignard,Pascal Benquet,Urs Gerber,Fabrice Wendling
出处
期刊:IEEE Transactions on Biomedical Engineering [Institute of Electrical and Electronics Engineers]
卷期号:56 (12): 2782-2795 被引量:62
标识
DOI:10.1109/tbme.2009.2028015
摘要

The pathophysiological interpretation of EEG signals recorded with depth electrodes [i.e., local field potentials (LFPs)] during interictal (between seizures) or ictal (during seizures) periods is fundamental in the presurgical evaluation of patients with drug-resistant epilepsy. Our objective was to explain specific shape features of interictal spikes in the hippocampus (observed in LFPs) in terms of cell- and network-related parameters of neuronal circuits that generate these events. We developed a neural network model based on ldquominimalrdquo but biologically relevant neuron models interconnected through GABAergic and glutamatergic synapses that reproduce the main physiological features of the CA1 subfield. Simulated LFPs were obtained by solving the forward problem (dipole theory) from networks including a large number (~3000) of cells. Insertion of appropriate parameters allowed the model to simulate events that closely resemble actual epileptic spikes. Moreover, the shape of the early fast component (ldquospikerdquo) and the late slow component (ldquonegative waverdquo) was linked to the relative contribution of glutamatergic and GABAergic synaptic currents in pyramidal cells. In addition, the model provides insights about the sensitivity of electrode localization with respect to recorded tissue volume and about the relationship between the LFP and the intracellular activity of principal cells and interneurons represented in the network.

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