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脑电图信号维度是后天性癫痫小鼠模型中癫痫发作倾向和抗癫痫药物疗效的一个指标。

EEG signal dimension is an index of seizure propensity and antiseizure medication effects in a mouse model of acquired epilepsy.

作者信息

Rizzi Massimo, West Peter J, Vezzani Annamaria, Wilcox Karen S, Giuliani Alessandro

机构信息

Department of Acute Brain and Cardiovascular Injury, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy.

Anticonvulsant Drug Development Program, Department of Pharmacology & Toxicology, University of Utah, Salt Lake City, Utah, USA.

出版信息

Epilepsia. 2025 Apr 9. doi: 10.1111/epi.18397.

Abstract

OBJECTIVE

Variability in the frequency, timing, and pattern of seizures may influence the assessment of the effect of antiseizure medications (ASMs) when measuring seizure frequency, especially in patients with infrequent seizures. A low seizure rate is an exclusion criterion for enrollment of patients with epilepsy in clinical trials and requires prolonged periods of seizure monitoring, thus delaying appropriate treatment interventions. We investigated whether an electroencephalogram (EEG)-based complexity measure of seizure susceptibility of epileptic mice provides a reliable alternative to seizure frequency for evaluating the efficacy of ASMs.

METHODS

We used a mouse model of acquired epilepsy characterized by variability in seizure frequency over time and among mice, as observed in humans. We analyzed EEG recordings from chronic epileptic mice (n = 106) at baseline and during treatment with phenobarbital, valproate, carbamazepine, or phenytoin. We used recurrence quantification analysis to detect increased autocorrelation and critical slowing-down, two signatures of criticality that together contribute to estimate the dimension of phase-space of the EEG signals. The measurements of dimension and seizure frequency were compared as proxies for seizure susceptibility by correlation tests and evaluation of ASM efficacy.

RESULTS

Dimension provided a statistically robust (inverse) estimate of seizure susceptibility of mice, including mice with low seizure frequency or no seizures during the observation periods. In contrast, seizure frequency provided a reliable measure only in mice with a high seizure rate. Consistently, evaluation of ASM efficacy using dimension variations accurately reproduced seizure responsiveness patterns in this mouse model.

SIGNIFICANCE

EEG-based dimension provides a reliable measure of mouse propensity to experience seizures as well as ASM efficacy, regardless of seizure rates. Measuring dimension variation should facilitate the inclusion of subjects with low seizure rate in preclinical and clinical trials while also shortening the periods of monitoring. This could accelerate both the development of new treatments and therapeutic decisions in the medical field.

摘要

目的

癫痫发作的频率、时间和模式的变异性可能会影响在测量癫痫发作频率时对抗癫痫药物(ASMs)效果的评估,尤其是在癫痫发作不频繁的患者中。低癫痫发作率是癫痫患者参加临床试验的排除标准,并且需要长时间的癫痫发作监测,从而延迟了适当的治疗干预。我们研究了基于脑电图(EEG)的癫痫小鼠发作易感性复杂性测量是否能为评估ASMs的疗效提供一种可靠的替代癫痫发作频率的方法。

方法

我们使用了一种获得性癫痫小鼠模型,其癫痫发作频率随时间和小鼠个体而变化,这与人类情况相似。我们分析了慢性癫痫小鼠(n = 106)在基线期以及使用苯巴比妥、丙戊酸盐、卡马西平或苯妥英治疗期间的脑电图记录。我们使用递归量化分析来检测自相关增加和临界减慢,这是临界性的两个特征,共同有助于估计脑电图信号相空间的维度。通过相关性测试和ASM疗效评估,比较维度测量值和癫痫发作频率作为癫痫发作易感性的指标。

结果

维度提供了对小鼠癫痫发作易感性的统计学上稳健的(反向)估计,包括在观察期内癫痫发作频率低或无癫痫发作的小鼠。相比之下,癫痫发作频率仅在癫痫发作率高的小鼠中提供可靠的测量。一致地,使用维度变化评估ASM疗效准确地再现了该小鼠模型中的癫痫反应模式。

意义

基于脑电图的维度提供了一种可靠的测量小鼠癫痫发作倾向以及ASM疗效的方法,而与癫痫发作率无关。测量维度变化应有助于将癫痫发作率低的受试者纳入临床前和临床试验,同时也缩短监测期。这可以加速医学领域新治疗方法的开发和治疗决策。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/09bf/12371613/5f49b13f8729/EPI-66-3035-g002.jpg

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