Global and multi-partition local network analysis of scalp EEG in West syndrome before and after treatment

头皮 脑电图 分拆(数论) 复杂网络 特征(语言学) 模式识别(心理学) 计算机科学 网络分析 相互信息 人工智能 数学 医学 神经科学 心理学 组合数学 哲学 语言学 物理 量子力学 万维网 解剖
作者
Lishan Liu,Runze Zheng,Duanpo Wu,Yixuan Yuan,Yi Lin,Danping Wang,Tiejia Jiang,Jiuwen Cao,Yuansheng Xu
出处
期刊:Neural Networks [Elsevier]
卷期号:179: 106540-106540 被引量:2
标识
DOI:10.1016/j.neunet.2024.106540
摘要

West syndrome is an epileptic disease that seriously affects the normal growth and development of infants in early childhood. Based on the methods of brain topological network and graph theory, this article focuses on three clinical states of patients before and after treatment. In addition to discussing bidirectional and unidirectional global networks from the perspective of computational principles, a more in-depth analysis of local intra-network and inter-network characteristics of multi-partitioned networks is also performed. The spatial feature distribution based on feature path length is introduced for the first time. The results show that the bidirectional network has better significant differentiation. The rhythmic feature change trend and spatial characteristic distribution of this network can be used as a measure of the impact on global information processing in the brain after treatment. And localized brain regions variability in features and differences in the ability to interact with information between brain regions have potential as biomarkers for medication assessment in WEST syndrome. The above shows specific conclusions on the interaction relationship and consistency of macro-network and micro-network, which may have a positive effect on patients' treatment and prognosis management.
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