Electroencephalographic source imaging of spikes with concurrent high-frequency oscillations is concordant with the clinical ground truth.

IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY
Epilepsia Pub Date : 2024-10-10 DOI:10.1111/epi.18141
Colton B Gonsisko, Zhengxiang Cai, Xiyuan Jiang, Andrea M Duque Lopez, Gregory A Worrell, Bin He
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引用次数: 0

Abstract

Objective: Epilepsy raises critical challenges to accurately localize the epileptogenic zone (EZ) to guide presurgical planning. Previous research has suggested that interictal spikes overlapping with high-frequency oscillations, referred to here as pSpikes, serve as a reliable biomarker for EZ estimation, but there remains a question as to whether and to how pSpikes perform as compared to other types of epileptic spikes. This study aims to address this question by investigating the source imaging capabilities of pSpikes alongside other spike types.

Methods: A total of 2819 interictal spikes from 76-channel scalp electroencephalography (EEG) were analyzed in a cohort of 24 drug-resistant focal epilepsy patients. All patients received surgical resection, and 16 were declared seizure-free based on at least 1 year of postoperative follow-up. A recently developed electrophysiological source imaging algorithm-fast spatiotemporal iteratively reweighted edge sparsity (FAST-IRES)-was used for source imaging of the detected interictal spikes. The performance of 217 pSpikes was compared with 772 nSpikes (spikes with irregular high-frequency activations), 1830 rSpikes (spikes with no high-frequency activity), and all 2819 aSpikes (all interictal spikes).

Results: The localization and extent estimation using pSpikes are concordant with the clinical ground truth; using pSpikes yields the best performance compared with nSpikes, rSpikes, and conventional spike imaging (aSpikes). For multiple spike type seizure-free patients, the mean localization error for pSpike imaging was 6.8 mm, compared with 15.0 mm for aSpikes. The sensitivity, precision, and specificity were .41, .67, and .93 for pSpikes compared with .32, .48, and .93 for aSpikes.

Significance: These results demonstrate the merits of noninvasive EEG source localization, and that (1) pSpike is a superior biomarker, outperforming conventional spike imaging for the localization of epileptic sources, and especially those with multiple irritative zones; and (2) FAST-IRES provides accurate source estimation that is highly concordant with clinical ground truth, even in situations of single spike analysis with low signal-to-noise ratio.

脑电波源成像显示尖峰同时伴有高频振荡,这与临床实际情况相符。
目的:癫痫给准确定位致痫区(EZ)以指导术前规划带来了严峻挑战。先前的研究表明,与高频振荡重叠的发作间期尖峰(在此称为 pSpikes)是估测 EZ 的可靠生物标志物,但与其他类型的癫痫尖峰相比,pSpikes 的表现是否和如何仍然存在问题。本研究旨在通过研究 pSpikes 与其他类型尖峰的源成像能力来解决这一问题:方法:在一组 24 名耐药局灶性癫痫患者中分析了 76 通道头皮脑电图(EEG)中的 2819 个发作间期尖峰。所有患者都接受了手术切除,其中16名患者在术后至少1年的随访中被宣布无癫痫发作。最近开发的电生理学源成像算法--快速时空迭代加权边缘稀疏性(FAST-IRES)--被用于对检测到的发作间期尖峰进行源成像。将 217 个 pSpikes 的性能与 772 个 nSpikes(具有不规则高频激活的尖峰)、1830 个 rSpikes(没有高频活动的尖峰)和全部 2819 个 aSpikes(所有发作间期尖峰)进行了比较:结果:使用 pSpikes 进行的定位和范围估计与临床基本事实相符;与 nSpikes、rSpikes 和传统尖峰成像(aSpikes)相比,使用 pSpikes 的效果最好。对于无多棘波类型癫痫发作的患者,pSpike 成像的平均定位误差为 6.8 毫米,而 aSpikes 为 15.0 毫米。pSpikes 的灵敏度、精确度和特异性分别为 0.41、0.67 和 0.93,而 aSpikes 的灵敏度、精确度和特异性分别为 0.32、0.48 和 0.93:这些结果表明了无创脑电图源定位的优点:(1) pSpike 是一种优越的生物标志物,在癫痫源定位方面优于传统的尖峰成像,尤其是那些具有多个刺激区的癫痫源;(2) FAST-IRES 提供了准确的源估计,即使在信噪比较低的单个尖峰分析情况下,也能与临床基本事实高度一致。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Epilepsia
Epilepsia 医学-临床神经学
CiteScore
10.90
自引率
10.70%
发文量
319
审稿时长
2-4 weeks
期刊介绍: Epilepsia is the leading, authoritative source for innovative clinical and basic science research for all aspects of epilepsy and seizures. In addition, Epilepsia publishes critical reviews, opinion pieces, and guidelines that foster understanding and aim to improve the diagnosis and treatment of people with seizures and epilepsy.
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