Early Detection of Focal Seizures in Thalamus Using a Novel Seizure Detection Paradigm: Toward a Closed-Loop Thalamic Stimulation

D. Pizarro, K. Majumdar, S. Pati
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Abstract

Despite therapeutic advances, many persons with epilepsy may not be candidates for resective surgery or RNS device if the seizure is non-localizable. One potential approach to treating epilepsy in this cohort is to provide stimulation to thalamus. One of the pre-requisite for developing an effective closed loop therapy is early detection of seizure. Here we report our experience in mapping the temporal dynamics of thalamic activity during transition from inter-ictal to seizures and compare a novel seizure detection method called "P-operator" to Curve length. Data was recorded from five adults with history of difficult-to-localize epilepsies using stereo-depth electrodes implanted in thalamus. Matlab was used to analyze power spectrum, power spectral density, comparison between P operator against curve length for substantiating functional connectivity between the seizure onset zone(s) and thalamus. A total of 22 seizures were recorded and selected for analysis. Matlab analysis with P-operator and curve length confirmed involvement of thalamus in 4 out of 5 patients. Curve length detected seizure earlier that P operator, however P-operator showed more efficacy for detection and count of interictals. Spectral analysis confirmed cortico-thalamic involvement between 100-400 Hz and the seizures were detected in thalamus within -10 to +5 seconds from cortical onset (T=0 sec). Thalamic signatures at seizure onset differed from offset. Two seizure detection methods (curve length and P-operator) gave similar results. Curve length had an average percentage of error of 5% compared to 9.6% for P operator. Thalamus was involved early in patients with intractable focal epilepsies.
使用一种新的癫痫检测范式早期检测丘脑局灶性癫痫:朝着闭环丘脑刺激
尽管治疗取得了进步,但如果癫痫发作无法定位,许多癫痫患者可能不适合切除手术或RNS装置。在这一队列中治疗癫痫的一种潜在方法是向丘脑提供刺激。开发有效的闭环疗法的先决条件之一是早期发现癫痫发作。在这里,我们报告了我们在绘制从间歇期到癫痫发作过渡期间丘脑活动时间动态的经验,并将一种称为“p算子”的新型癫痫发作检测方法与曲线长度进行了比较。使用植入丘脑的立体深度电极记录了5名有难以定位癫痫史的成年人的数据。利用Matlab分析功率谱、功率谱密度、P算子与曲线长度的对比,证实癫痫发作区与丘脑之间的功能连通性。共记录了22次癫痫发作,并选择进行分析。p算子和曲线长度的Matlab分析证实5例患者中有4例丘脑受累。曲线长度比P算子更早检测到癫痫发作,但P算子在检测和计数间歇时间方面更有效。频谱分析证实100-400 Hz时皮质-丘脑受累,在皮层发作后-10至+5秒内(T=0秒)在丘脑检测到癫痫发作。癫痫发作时的丘脑特征与癫痫发作时不同。两种检测方法(曲线长度和p算子)的结果相似。曲线长度的平均误差百分比为5%,而P算子的平均误差百分比为9.6%。顽固性局灶性癫痫患者早期丘脑受累。
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