An EEG Study on β-γ Phase-Amplitude Coupling-Based Functional Brain Network in Epilepsy Patients

被引:0
|
作者
Lu, Junfeng [1 ]
Li, Anyu [1 ]
Li, Kaijie [1 ]
Yu, Renping [1 ,2 ]
Hu, Yuxia
Zhang, Rui [1 ,2 ]
Zhang, Lipeng [1 ]
Wan, Hong [1 ]
Chen, Mingming [1 ,2 ]
机构
[1] Zhengzhou Univ, Sch Elect & Informat Engn, Henan Key Lab Brain Sci & Brain Comp Interface Tec, Zhengzhou 450001, Peoples R China
[2] Zhengzhou Univ, Res Ctr Intelligent Sci & Engn Technol Tradit Chin, Sch Elect & Informat Engn, Zhengzhou 450001, Peoples R China
基金
中国国家自然科学基金;
关键词
Picture archiving and communication systems; Electroencephalography; Epilepsy; Mathematical models; Couplings; Bioinformatics; Rhythm; phase-amplitude coupling; modulation index; functional brain network; DYNAMICS;
D O I
10.1109/JBHI.2024.3379194
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Epilepsy, a chronic neuropsychiatric brain disorder characterized with recurrent seizures, is closely associated with abnormal neural communications within the brain. Despite that the phase-amplitude coupling (PAC) has been suggested to offer a new way to observe neural interactions during epilepsy, however, few studies pay attention to alterations of the epileptic functional brain network based on PAC, especially on the beta-gamma PAC. Therefore, we use scalp electroencephalography (EEG) data of epileptic patients and the beta-gamma PAC modulation index (MI) to construct functional brain networks to examine variations of neural interactions during different epileptic phases. Statistically, the findings show that between-channel MI values in the post-ictal period significantly increase compared to that in the pre-ictal period, and the between-channel MI value has a close association with the information of phase and amplitude provided by the channels. Importantly, in both the phase-amplitude and amplitude-phase functional brain networks, the average node degree is remarkably higher in the post-ictal period than that in the pre-ictal period, whereas the characteristic path length in the ictal and post-ictal periods is significantly lower than that in the pre-ictal period. Besides, the average betweenness centrality in the post-ictal period is remarkably higher than that in the ictal period. Interestingly, the positive correlations between within-channel MI values and between-channel MI values can be observed during the pre-ictal, ictal and post-ictal periods. These findings suggest that the beta-gamma PAC-based functional brain network may provide a novel perspective to understanding alterations of neural interactions during the epileptic evolution, and may contribute to effectively controlling the spread of epileptic seizures.
引用
收藏
页码:3446 / 3456
页数:11
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