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Epileptic foci localization based on mapping the synchronization of dynamic brain network

机译:基于动态脑网络同步映射的癫痫灶定位

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摘要

Characterizing the synchronous changes of epileptic seizures in different stages between different regions is profound to understand the transmission pathways of epileptic brain network and epileptogenic foci. There is currently no adequate quantitative calculation method for describing the propagation pathways of electroencephalogram (EEG) signals in the brain network from the short and long term. The goal of this study is to explore the innovative method to locate epileptic foci, mapping synchronization in the brain networks based on EEG. Mutual information was used to analyze the short-term synchronization in the full electrodes; while nonlinear dynamics quantifies the statistical independencies in the long –term among all electrodes. Then graph theory based on the complex network was employed to construct a dynamic brain network for epilepsy patients when they were awake, asleep and in seizure, analyzing the changing topology indexes. Epileptic network achieved a high degree of nonlinear synchronization compared to awake time. and the main path of epileptiform activity was revealed by searching core nodes. The core nodes of the brain network were in connection with the onset zone. Seizures always happened with a high degree of distribution. This study indicated the path of EEG synchronous propagation in seizures, and core nodes could locate the epileptic foci accurately in some epileptic patients.
机译:表征不同区域之间不同阶段癫痫发作的同步变化,对于了解癫痫脑网络和癫痫灶的传播途径具有深刻的意义。当前没有足够的定量计算方法来描述短期和长期脑电图(EEG)信号在脑网络中的传播途径。这项研究的目的是探索创新的方法来定位癫痫灶,在基于EEG的大脑网络中映射同步。相互信息被用来分析全电极的短期同步。非线性动力学量化了所有电极长期的统计独立性。然后基于复杂网络的图论被用于为癫痫患者的清醒,睡眠和癫痫发作建立动态的大脑网络,并分析其变化的拓扑指数。与唤醒时间相比,癫痫网络实现了高度的非线性同步。通过搜索核心节点揭示了癫痫样活动的主要途径。脑网络的核心节点与发病区有关。癫痫发作总是高度分布。这项研究表明癫痫发作时脑电图同步传播的路径,并且核心结点可以准确定位某些癫痫患者的癫痫灶。

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