IoNS, Universite Catholique de Louvain, Brussels, Belgium.
WELBIO Department, WEL Research Institute, Wavre, Belgium.
J Neural Eng. 2023 Aug 29;20(4). doi: 10.1088/1741-2552/acf1cd.
. In 1/3 of patients, anti-seizure medications may be insufficient, and resective surgery may be offered whenever the seizure onset is localized and situated in a non-eloquent brain region. When surgery is not feasible or fails, vagus nerve stimulation (VNS) therapy can be used as an add-on treatment to reduce seizure frequency and/or severity. However, screening tools or methods for predicting patient response to VNS and avoiding unnecessary implantation are unavailable, and confident biomarkers of clinical efficacy are unclear.. To predict the response of patients to VNS, functional brain connectivity measures in combination with graph measures have been primarily used with respect to imaging techniques such as functional magnetic resonance imaging, but connectivity graph-based analysis based on electrophysiological signals such as electroencephalogram, have been barely explored. Although the study of the influence of VNS on functional connectivity is not new, this work is distinguished by using preimplantation low-density EEG data to analyze discriminative measures between responders and non-responder patients using functional connectivity and graph theory metrics.. By calculating five functional brain connectivity indexes per frequency band upon partial directed coherence and direct transform function connectivity matrices in a population of 37 refractory epilepsy patients, we found significant differences (< 0.05) between the global efficiency, average clustering coefficient, and modularity of responders and non-responders using the Mann-Whitney U test with Benjamini-Hochberg correction procedure and use of a false discovery rate of 5%.. Our results indicate that these measures may potentially be used as biomarkers to predict responsiveness to VNS therapy.
. 在 1/3 的患者中,抗癫痫药物可能不足,并且只要发作起始局限且位于非语言脑区,就可以提供切除术。当手术不可行或失败时,可以使用迷走神经刺激 (VNS) 治疗作为附加治疗,以减少发作频率和/或严重程度。然而,目前尚无用于预测患者对 VNS 反应并避免不必要植入的筛选工具或方法,也不清楚有信心的临床疗效生物标志物。. 为了预测患者对 VNS 的反应,已经主要使用功能脑连接测量值与图测量值结合成像技术,如功能磁共振成像,但基于电生理信号(如脑电图)的连接图分析几乎没有被探索过。尽管 VNS 对功能连接的影响的研究并不是新的,但这项工作的特点是使用植入前的低密度 EEG 数据,使用功能连接和图论指标来分析反应者和无反应者患者之间的有区别的测量值。. 通过在 37 名难治性癫痫患者的人群中计算偏分相干和直接变换函数连接矩阵的每个频带的五个功能脑连接指数,我们使用 Mann-Whitney U 检验和 Benjamini-Hochberg 校正程序以及使用 5%的错误发现率,发现了反应者和无反应者之间的全局效率、平均聚类系数和模块性的显着差异 (<0.05)。. 我们的结果表明,这些措施可能有潜力作为预测对 VNS 治疗反应的生物标志物。