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通过非线性脑模型和分岔分析对原发性全身性癫痫发作进行统一解释。

A unifying explanation of primary generalized seizures through nonlinear brain modeling and bifurcation analysis.

作者信息

Breakspear M, Roberts J A, Terry J R, Rodrigues S, Mahant N, Robinson P A

机构信息

School of Physics, University of Sydney, NSW 2006, Australia.

出版信息

Cereb Cortex. 2006 Sep;16(9):1296-313. doi: 10.1093/cercor/bhj072. Epub 2005 Nov 9.

Abstract

The aim of this paper is to explain critical features of the human primary generalized epilepsies by investigating the dynamical bifurcations of a nonlinear model of the brain's mean field dynamics. The model treats the cortex as a medium for the propagation of waves of electrical activity, incorporating key physiological processes such as propagation delays, membrane physiology, and corticothalamic feedback. Previous analyses have demonstrated its descriptive validity in a wide range of healthy states and yielded specific predictions with regards to seizure phenomena. We show that mapping the structure of the nonlinear bifurcation set predicts a number of crucial dynamic processes, including the onset of periodic and chaotic dynamics as well as multistability. Quantitative study of electrophysiological data supports the validity of these predictions. Hence, we argue that the core electrophysiological and cognitive differences between tonic-clonic and absence seizures are predicted and interrelated by the global bifurcation diagram of the model's dynamics. The present study is the first to present a unifying explanation of these generalized seizures using the bifurcation analysis of a dynamical model of the brain.

摘要

本文旨在通过研究大脑平均场动力学非线性模型的动态分岔,来解释人类原发性全身性癫痫的关键特征。该模型将皮层视为电活动波传播的介质,纳入了诸如传播延迟、膜生理学和皮质丘脑反馈等关键生理过程。先前的分析已证明其在广泛的健康状态下具有描述有效性,并对癫痫发作现象做出了具体预测。我们表明,绘制非线性分岔集的结构可预测许多关键的动态过程,包括周期性和混沌动力学的 onset 以及多稳态。对电生理数据的定量研究支持了这些预测的有效性。因此,我们认为强直阵挛性发作和失神发作之间的核心电生理和认知差异可通过该模型动力学的全局分岔图进行预测并相互关联。本研究首次使用大脑动力学模型的分岔分析,对这些全身性癫痫发作给出了统一的解释。

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