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基于图论的脑电图连通性及其与癫痫儿童生酮饮食疗效的关联

Graph Theory-Based Electroencephalographic Connectivity and Its Association with Ketogenic Diet Effectiveness in Epileptic Children.

作者信息

Su Ting-Yu, Hung Pi-Lien, Chen Chien, Lin Ying-Jui, Peng Syu-Jyun

机构信息

Division of Pediatric Neurology, Department of Pediatrics, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung 83301, Taiwan.

Department of Neurology, Neurological Institute, Taipei Veterans General Hospital and School of Medicine, National Yang Ming Chiao Tung University College of Medicine, Taipei 11217, Taiwan.

出版信息

Nutrients. 2021 Jun 25;13(7):2186. doi: 10.3390/nu13072186.

DOI:10.3390/nu13072186
PMID:34202047
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8308392/
Abstract

Ketogenic diet therapies (KDTs) are widely used treatments for epilepsy, but the factors influencing their responsiveness remain unknown. This study aimed to explore the predictors or associated factors for KDTs effectiveness by evaluating the subtle changes in brain functional connectivity (FC) before and after KDTs. Segments of interictal sleep electroencephalography (EEG) were acquired before and after six months of KDTs. Analyses of FC were based on network-based statistics and graph theory, with a focus on different frequency bands. Seventeen responders and 14 non-responders were enrolled. After six months of KDTs, the responders exhibited a significant functional connectivity strength decrease compared with the non-responders; reductions in global efficiency, clustering coefficient, and nodal strength in the beta frequency band for a consecutive range of weighted proportional thresholds were observed in the responders. The alteration of betweenness centrality was significantly and positively correlated with seizure reduction rate in alpha, beta, and theta frequency bands in weighted adjacency matrices with densities of 90%. We conclude that KDTs tended to modify minor-to-moderate-intensity brain connections; the reduction of global connectivity and the increment of betweenness centrality after six months of KDTs were associated with better KD effectiveness.

摘要

生酮饮食疗法(KDTs)是广泛应用于癫痫的治疗方法,但影响其疗效的因素尚不清楚。本研究旨在通过评估生酮饮食疗法前后脑功能连接(FC)的细微变化,探索生酮饮食疗法有效性的预测因素或相关因素。在生酮饮食疗法6个月前后采集发作间期睡眠脑电图(EEG)片段。基于网络统计学和图论对功能连接进行分析,重点关注不同频段。纳入了17名反应者和14名无反应者。生酮饮食疗法6个月后,与无反应者相比,反应者的功能连接强度显著降低;在反应者中,观察到在连续一系列加权比例阈值下,β频段的全局效率、聚类系数和节点强度降低。在密度为90%的加权邻接矩阵中,介数中心性的改变与α、β和θ频段的癫痫发作减少率显著正相关。我们得出结论,生酮饮食疗法倾向于改变轻度至中度强度的脑连接;生酮饮食疗法6个月后全局连接性的降低和介数中心性的增加与更好的生酮饮食疗法疗效相关。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bce6/8308392/ce28cca600bb/nutrients-13-02186-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bce6/8308392/d2a63519a32c/nutrients-13-02186-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bce6/8308392/9a3423c544dd/nutrients-13-02186-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bce6/8308392/3c9f67a47df7/nutrients-13-02186-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bce6/8308392/598975236eb3/nutrients-13-02186-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bce6/8308392/a372df458443/nutrients-13-02186-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bce6/8308392/ce28cca600bb/nutrients-13-02186-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bce6/8308392/d2a63519a32c/nutrients-13-02186-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bce6/8308392/9a3423c544dd/nutrients-13-02186-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bce6/8308392/3c9f67a47df7/nutrients-13-02186-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bce6/8308392/598975236eb3/nutrients-13-02186-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bce6/8308392/a372df458443/nutrients-13-02186-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bce6/8308392/ce28cca600bb/nutrients-13-02186-g006.jpg

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本文引用的文献

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Nutrients. 2021 Apr 9;13(4):1240. doi: 10.3390/nu13041240.
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Relationship between Delta Rhythm, Seizure Occurrence and Allopregnanolone Hippocampal Levels in Epileptic Rats Exposed to the Rebound Effect.暴露于反跳效应的癫痫大鼠中δ波节律、癫痫发作与海马中别孕烯醇酮水平之间的关系
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