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Video-based diagnostics supported by artificial intelligence as an opportunity to address the epilepsy diagnostic gap: A narrative review. 由人工智能支持的基于视频的诊断作为解决癫痫诊断差距的机会:叙述性回顾。
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-04 DOI: 10.1002/epi.70134
Gadi Miron, Robert Terziev, Maximilian Schöls, John McLaren, Tobias Loddenkemper, Jörg Wellmer, Sigrid Mues, Christian Meisel

Despite advancements in epilepsy care, a substantial diagnostic gap persists, particularly in resource-limited settings. This narrative review explores the potential of video-based diagnostics augmented by artificial intelligence (AI) to address this gap by enabling earlier and more accessible seizure detection and classification. We reviewed literature on the diagnostic utility of video-only seizure recordings, advances in AI-driven video analysis, and existing implementation models. We synthesized clinical, technological, and health-economic perspectives to propose a framework for integrating video-based diagnostics into epilepsy care. Smartphone-recorded videos provide diagnostically relevant semiological data across age groups and seizure types. Manual expert video review establishes a high diagnostic baseline; a meta-analysis of 13 studies (n = 682) demonstrated a pooled sensitivity of 82.2% and specificity of 84.7% for differentiating epileptic events. Advancements in AI and computer vision are effectively automating this process; our review of eight pivotal validation studies indicates that deep learning algorithms now achieve sensitivities of 82%-100% for convulsive seizures in controlled settings. However, performance varies significantly in real-world environments, with false detection rates ranging from .05 to >12 per night depending on the setting and seizure type. Implementation challenges include data scarcity, generalizability, regulatory frameworks, and reimbursement gaps. Widespread adoption requires standardized protocols, validated algorithms, secure data infrastructure, and economic incentives. Overall, video-based diagnostics, particularly when enhanced by AI, represent an underutilized and scalable opportunity to close the epilepsy diagnostic gap. They offer potential to reduce diagnostic delays, improve seizure classification, and increase access to expert care across clinical settings, including homes, emergency departments, and low-resource regions. Strategic investment in research, infrastructure, and policy reform is needed to fully realize this vision.

尽管癫痫治疗取得了进展,但诊断差距仍然很大,特别是在资源有限的环境中。这篇叙述性综述探讨了人工智能(AI)增强的基于视频的诊断的潜力,通过实现更早、更容易的癫痫检测和分类来解决这一差距。我们回顾了关于仅视频癫痫发作记录的诊断效用的文献,人工智能驱动的视频分析的进展,以及现有的实现模型。我们综合了临床、技术和健康经济的观点,提出了一个将基于视频的诊断整合到癫痫治疗中的框架。智能手机录制的视频提供了跨年龄组和癫痫类型的诊断相关符号学数据。人工专家视频评审建立了较高的诊断基线;13项研究(n = 682)的荟萃分析显示,鉴别癫痫事件的总敏感性为82.2%,特异性为84.7%。人工智能和计算机视觉的进步正在有效地自动化这一过程;我们对8项关键验证研究的回顾表明,深度学习算法现在在受控环境下对惊厥发作的敏感性达到82%-100%。然而,在实际环境中,性能差异很大,错误检测率从。每晚5到12磅,取决于设置和发作类型。实施方面的挑战包括数据稀缺、普遍性、监管框架和报销差距。广泛采用需要标准化的协议、经过验证的算法、安全的数据基础设施和经济激励。总的来说,基于视频的诊断,特别是在人工智能的加强下,代表着一个未得到充分利用和可扩展的机会,以缩小癫痫诊断差距。它们有可能减少诊断延误,改善癫痫发作分类,并增加临床环境(包括家庭、急诊科和资源匮乏地区)获得专家护理的机会。为了充分实现这一愿景,需要在研究、基础设施和政策改革方面进行战略投资。
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引用次数: 0
Deep characterization of refractory epilepsy due to mild malformation of cortical development with oligodendroglial hyperplasia (MOGHE) and insights into the role of invasive monitoring. 轻度皮质发育畸形伴少突胶质细胞增生(MOGHE)引起的难治性癫痫的深入特征和侵入性监测的作用。
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1002/epi.70118
Jean Khoury, Ingmar Blümcke, Robyn M Busch, Balu Krishnan, Juan Bulacio, William Bingaman, Demitre Serletis, Imad Najm

Objective: Epilepsy surgery is an effective treatment option for patients with medically refractory epilepsy due to mild malformation of cortical development with oligodendroglial hyperplasia (MOGHE). The success of surgery depends on the accurate localization of the epileptogenic zone, which can be challenging due to the subtle imaging features. The aim of this project was to provide an in-depth electro-clinical characterization of MOGHE in patients with medically intractable epilepsy, and to assess the role of stereo-electroencephalography (SEEG) in tailoring the resection and optimizing surgical outcome.

Methods: This single-center retrospective study analyzes a cohort of patients with medically intractable focal epilepsy who underwent surgery and had confirmed MOGHE on pathology evaluation. Clinical data, including demographics, electroclinical features (scalp EEG and invasive monitoring when available), surgical interventions, and postoperative outcomes were extracted from electronic medical records.

Results: Of 23 patients identified, 10 (43%) underwent SEEG as part of their standard care. Seizure outcome data were available for 22 patients in this series. Median post-operative follow-up duration was 3.8 years. Fourteen patients (64%) were seizure-free (Engel 1). Seizure freedom in the SEEG group was 80% (n = 8/10), in comparison to the non-SEEG group (50%, n = 6/12). Success rate was related to complete resection of the regions sampled by SEEG electrodes involved in ictal onset, and a more extensive resection of the lesion (or near total lobectomy).

Significance: Our results underscore the pivotal role of SEEG in enhancing surgical outcomes in patients with drug-resistant epilepsy due to MOGHE. SEEG proved particularly beneficial in defining resection margins, especially in cases where non-invasive data were discordant, scalp EEG patterns were generalized or poorly localized, and imaging findings were nonspecific, diffuse, or normal, making lesion identification challenging.

目的:癫痫手术是治疗因轻度皮质发育畸形伴少突胶质增生(MOGHE)引起的难治性癫痫的有效方法。手术的成功取决于癫痫发生区域的准确定位,这可能是具有挑战性的,由于微妙的成像特征。该项目的目的是为难治性癫痫患者的MOGHE提供深入的电临床特征,并评估立体脑电图(SEEG)在定制切除和优化手术结果中的作用。方法:本单中心回顾性研究分析了一组接受手术并经病理评估证实MOGHE的难治性局灶性癫痫患者。从电子病历中提取临床数据,包括人口统计学、电临床特征(头皮脑电图和侵入性监测)、手术干预和术后结果。结果:在确定的23例患者中,10例(43%)接受了SEEG作为其标准治疗的一部分。该系列中有22例患者的癫痫发作结局数据。中位术后随访时间为3.8年。14例(64%)患者无癫痫发作(Engel 1)。SEEG组癫痫发作自由度为80% (n = 8/10),而非SEEG组为50% (n = 6/12)。成功率与完全切除由SEEG电极取样的涉及癫痫发作的区域以及更广泛的病变切除(或接近全肺叶切除)有关。意义:我们的研究结果强调了SEEG在改善MOGHE所致耐药癫痫患者手术结果中的关键作用。SEEG被证明在确定切除边缘方面特别有用,特别是在非侵入性数据不一致、头皮脑电图模式广泛性或定位不良、成像结果非特异性、弥漫性或正常的情况下,这使得病变识别具有挑战性。
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引用次数: 0
Effects of continuous bipolar hippocampal deep brain stimulation on memory in patients with unilateral or bilateral refractory temporal lobe epilepsy. 持续双极海马深部脑刺激对单侧或双侧难治性颞叶癫痫患者记忆的影响。
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1002/epi.70128
Fernanda Lacerda Ortiz, Cristine Mella Cukiert, Julia Vescovi Vieira, João Paulo Santiago de Oliveira, Jose Augusto Burattini, Rafael Basilio Guimaraes, Pamela Spina Capitao, Arthur Cukiert

Objective: To evaluate the long-term cognitive and memory outcomes in patients with drug-resistant temporal lobe epilepsy (TLE) treated with continuous hippocampal deep brain stimulation (Hip-DBS), particularly in individuals not eligible for resective surgery.

Methods: Nine patients (5 female; mean age 37 years) with drug-resistant TLE underwent unilateral or bilateral Hip-DBS via an occipital trajectory. Patients were selected based on bilateral independent seizure onsets, absence of resectable lesions, or high cognitive functioning. All patients underwent comprehensive pre- and post-operative neuropsychological assessments, including the Wechsler Adult Intelligence Scale (WAIS)/Wechsler Intelligence Scale for Children (WISC), Developmental Neuropsychological Assessment (NEPSY), Wechsler Memory Scale, and Rey Auditory Verbal Learning Test (RAVLT). Follow-up ranged from 24 to 121 months (mean: 68 months). Continuous bipolar stimulation was delivered using anterior hippocampal contacts as cathodes and posterior contacts as anodes.

Results: All patients demonstrated significant seizure reduction; four were seizure-free and five were responders (>80% reduction). No morbidity or mortality occurred. Cognitive outcomes remained stable across the cohort. No significant post-operative decline was observed in full-scale, verbal, or performance IQ or memory performance, regardless of unilateral or bilateral stimulation. One patient, with pre-existing major depression, exhibited cognitive decline and reduced memory scores. However, this was attributed to psychiatric deterioration rather than stimulation effects. Her symptoms stabilized following psychiatric treatment, and DBS was reinitiated without further cognitive decline.

Significance: This study provides long-term evidence supporting the cognitive safety and efficacy of continuous Hip-DBS in patients with refractory TLE. Both unilateral and bilateral stimulation were well tolerated, with preserved cognitive and memory function in high-functioning individuals. The findings reinforce the value of Hip-DBS as a non-resective alternative for patients with bilateral or eloquent temporal seizure onsets. Comprehensive psychiatric evaluation and long-term follow-up are critical for optimizing outcomes. Larger, multicenter studies are needed to refine stimulation protocols and better characterize cognitive trajectories.

目的:评估持续海马深部脑刺激(Hip-DBS)治疗耐药颞叶癫痫(TLE)患者的长期认知和记忆结果,特别是不适合切除手术的患者。方法:9例耐药TLE患者(5名女性,平均年龄37岁)经枕部轨迹行单侧或双侧髋- dbs。患者的选择基于双侧独立癫痫发作,无可切除病变,或高认知功能。所有患者术前和术后均进行了全面的神经心理学评估,包括韦氏成人智力量表(WAIS)/韦氏儿童智力量表(WISC)、发育神经心理学评估(NEPSY)、韦氏记忆量表和Rey听觉言语学习测试(RAVLT)。随访24 ~ 121个月(平均68个月)。以海马前部触点为阴极,后部触点为阳极进行连续双极刺激。结果:所有患者癫痫发作明显减少;4例无癫痫发作,5例有反应(减少80%)。无发病或死亡发生。整个队列的认知结果保持稳定。无论单侧或双侧刺激,术后均未观察到全面、言语或表现智商或记忆表现明显下降。一名先前患有严重抑郁症的患者表现出认知能力下降和记忆评分下降。然而,这被归因于精神恶化,而不是刺激效应。她的症状在精神治疗后稳定下来,DBS重新启动,认知能力没有进一步下降。意义:本研究提供了长期证据,支持持续髋- dbs治疗难治性TLE患者认知安全性和有效性。在高功能个体中,单侧和双侧刺激均具有良好的耐受性,并保留了认知和记忆功能。该研究结果强化了髋关节- dbs作为双侧或颞叶癫痫发作患者的非选择性选择的价值。全面的精神病学评估和长期随访是优化结果的关键。需要更大的、多中心的研究来完善刺激方案,更好地描述认知轨迹。
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引用次数: 0
Response: "The importance of methodological context in pediatric VNS outcome reporting". 回应:“小儿迷走神经综合征结果报告的方法学背景的重要性”。
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1002/epi.70133
Lalit Bansal, Christian Kaufman, Ahmed Abdelmoity
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引用次数: 0
Cross-cultural adaptation and validation of the Russian versions of the Global Assessment of Disability Related to Seizures and Global Assessment of Severity of Epilepsy scales. 俄文《癫痫相关残疾全球评估》和《癫痫严重程度全球评估》量表的跨文化适应和验证
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1002/epi.70120
Flora Rider, Alexander Turchinets, Mikhail Zinchuk, Georgii Kustov, Olga Tikhonova, Sofya Popova, Alexander Yakovlev, Samuel Wiebe, Alla Guekht

Objective: The purpose of the study was to evaluate the usefulness and reliability of the Russian versions of the Global Assessment of Disability Related to Seizures (GADS) and Global Assessment of Severity of Epilepsy (GASE), as Patient-Reported Outcomes Measures (PROMs), among patients with epilepsy (PWE) in the Russian population. Additionally, we aimed to identify predictors of seizure-related disability and epilepsy severity in our patients.

Methods: Data from 186 adult PWE consecutively enrolled in the outpatient clinic of the Moscow Research and Clinical Center for Neuropsychiatry were used to assess the validity of the scales. Clinical and demographic data were collected. Patients completed the GADS and GASE scales and a range of other measures (Neurological Disorders Depression Inventory for Epilepsy, Epilepsy Anxiety Survey Instrument-brief version, Quality of Life in Epilepsy Inventory-31, EpiTrack, Epilepsy Stigma Scale) to assess the psychometric properties of the scales. Multiple linear regression models were developed to identify predictors of patient-reported disability from seizures and epilepsy severity.

Results: Both GADS and GASE demonstrated convergent validity, known-groups validity, and construct validity. The most significant predictors of GADS score included the frequency of seizures, achieving 1-year seizure freedom, official disability status, employment status, stigma, and anxiety. The main predictor of GASE scores was self-reported disability due to seizures (GADS), followed by quality of life, frequency of seizures, stigma, and cognitive function.

Significance: The study confirmed the validity and usefulness of the Russian versions of the GADS and GASE scales, which can be used in both clinical and research settings.

目的:本研究的目的是评估俄罗斯版本的癫痫相关残疾全球评估(GADS)和癫痫严重程度全球评估(GASE)作为患者报告的结局指标(PROMs)在俄罗斯人群中癫痫患者(PWE)中的有用性和可靠性。此外,我们旨在确定患者癫痫相关残疾和癫痫严重程度的预测因素。方法:采用莫斯科神经精神病学研究和临床中心门诊连续登记的186名成年PWE的数据来评估量表的效度。收集临床和人口统计数据。患者完成GADS和GASE量表以及一系列其他测量(癫痫神经障碍抑郁量表,癫痫焦虑量表-简要版,癫痫生活质量量表-31,EpiTrack,癫痫病耻感量表)来评估量表的心理测量特性。建立了多元线性回归模型,以确定患者报告的癫痫发作和癫痫严重程度致残的预测因子。结果:GADS和GASE均具有收敛效度、已知组效度和构念效度。GADS评分最显著的预测因子包括癫痫发作频率、实现1年癫痫发作自由、官方残疾状况、就业状况、耻耻感和焦虑。GASE评分的主要预测因子是自我报告的癫痫致残(GADS),其次是生活质量、癫痫发作频率、病耻感和认知功能。意义:本研究证实了俄语版GADS和GASE量表的有效性和有用性,可用于临床和研究环境。
{"title":"Cross-cultural adaptation and validation of the Russian versions of the Global Assessment of Disability Related to Seizures and Global Assessment of Severity of Epilepsy scales.","authors":"Flora Rider, Alexander Turchinets, Mikhail Zinchuk, Georgii Kustov, Olga Tikhonova, Sofya Popova, Alexander Yakovlev, Samuel Wiebe, Alla Guekht","doi":"10.1002/epi.70120","DOIUrl":"https://doi.org/10.1002/epi.70120","url":null,"abstract":"<p><strong>Objective: </strong>The purpose of the study was to evaluate the usefulness and reliability of the Russian versions of the Global Assessment of Disability Related to Seizures (GADS) and Global Assessment of Severity of Epilepsy (GASE), as Patient-Reported Outcomes Measures (PROMs), among patients with epilepsy (PWE) in the Russian population. Additionally, we aimed to identify predictors of seizure-related disability and epilepsy severity in our patients.</p><p><strong>Methods: </strong>Data from 186 adult PWE consecutively enrolled in the outpatient clinic of the Moscow Research and Clinical Center for Neuropsychiatry were used to assess the validity of the scales. Clinical and demographic data were collected. Patients completed the GADS and GASE scales and a range of other measures (Neurological Disorders Depression Inventory for Epilepsy, Epilepsy Anxiety Survey Instrument-brief version, Quality of Life in Epilepsy Inventory-31, EpiTrack, Epilepsy Stigma Scale) to assess the psychometric properties of the scales. Multiple linear regression models were developed to identify predictors of patient-reported disability from seizures and epilepsy severity.</p><p><strong>Results: </strong>Both GADS and GASE demonstrated convergent validity, known-groups validity, and construct validity. The most significant predictors of GADS score included the frequency of seizures, achieving 1-year seizure freedom, official disability status, employment status, stigma, and anxiety. The main predictor of GASE scores was self-reported disability due to seizures (GADS), followed by quality of life, frequency of seizures, stigma, and cognitive function.</p><p><strong>Significance: </strong>The study confirmed the validity and usefulness of the Russian versions of the GADS and GASE scales, which can be used in both clinical and research settings.</p>","PeriodicalId":11768,"journal":{"name":"Epilepsia","volume":" ","pages":""},"PeriodicalIF":6.6,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146100192","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ictal-interictal continuum and status epilepticus: Two sides of the same coin? A prospective magnetic resonance imaging study. 发作-间歇连续和癫痫持续状态:同一枚硬币的两面?前瞻性磁共振成像研究。
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1002/epi.70131
Pilar Bosque-Varela, Lukas Machegger, Wanda Lauth, Panagiota Eleni Tsalouchidou, Susanne Knake, Georg Zimmermann, Nicolas Jannone-Pedro, Giada Giovannini, Stefano Meletti, Adrian Ridski Harsono, Fabio Rossini, Markus Leitinger, Johannes Pfaff, Sándor Beniczky, Eugen Trinka, Giorgi Kuchukhidze

Objective: Status epilepticus (SE) is the most severe expression of seizures, encompassing both SE with prominent motor symptoms and nonconvulsive SE (NCSE). Ictal-interictal continuum (IIC), an electroencephalographic phenomenon, is characterized by periodic discharges (PD), spike-and-waves or sharp-and-waves (SW), or lateralized rhythmic delta activity (LRDA). Peri-ictal magnetic resonance imaging (MRI) abnormalities (PMA) may offer a potential surrogate marker for ictal activity, yet their association with IIC remains unclear. We aimed to investigate the occurrence of PMA in patients with SE and IIC, and to determine the relationship between IIC patterns and PMA through a latent cluster analysis (LCA).

Methods: In a prospective cohort study, 223 adult patients diagnosed with SE or IIC underwent electroencephalography (EEG) and MRI within 48 h of diagnosis. Patients were stratified into two groups: the IIC group and SE group. PMA were assessed using the following MRI sequences: diffusion-weighted imaging, fluid-attenuated inversion recovery, and arterial spin labeling. LCA was performed to identify classes based on etiology, EEG patterns, and their localization.

Results: PMA were as frequent in patients of the IIC group (23/49, 47%) as in patients of the SE group (64/149, 43%, p = .37). In the IIC group, peri-ictal hyperperfusion was more frequently associated with lower frequency PD/SW (.5-1 Hz; 12/19, 63%), followed by LRDA (4/13, 31%) and higher frequency PD/SW (>1-2.5 Hz; 4/17, 24%). LCA revealed two classes; Class 1, characterized by nonunilateral high-frequency PD/SW and triggering factors in epilepsy, had fewer PMA (18%) as compared to Class 2, characterized by predominantly unilateral low-frequency PD/SW and diverse etiologies (50%; odds ratio = 5.79, p = .02).

Significance: PMA occurrence in IIC aligned closely with that in SE, suggesting an overlap between IIC and SE and raising the critical question of whether patients with IIC may have NCSE. We propose an etiology-driven approach for EEG interpretation in IIC, which may enhance diagnostic accuracy and treatment strategies.

目的:癫痫持续状态(SE)是癫痫发作最严重的表现,包括具有突出运动症状的SE和非惊厥性SE (NCSE)。发作-间期连续体(IIC)是一种脑电图现象,其特征是周期性放电(PD)、尖峰-波或尖峰-波(SW)或侧化节律性三角洲活动(LRDA)。牙周磁共振成像(MRI)异常(PMA)可能为牙周活动提供潜在的替代标志物,但其与IIC的关系尚不清楚。我们的目的是调查SE和IIC患者PMA的发生情况,并通过潜在聚类分析(LCA)确定IIC模式与PMA之间的关系。方法:在一项前瞻性队列研究中,223名诊断为SE或IIC的成年患者在诊断后48小时内进行了脑电图(EEG)和MRI检查。患者分为两组:IIC组和SE组。采用以下MRI序列评估PMA:弥散加权成像、液体衰减反转恢复和动脉自旋标记。LCA根据病因、脑电图模式及其定位进行分类。结果:IIC组PMA发生率(23/ 49,47%)与SE组PMA发生率(64/ 149,43%,p = 0.37)相当。在IIC组中,周周高灌注更常与低频PD/SW (.5-1 Hz; 12/19, 63%)相关,其次是LRDA(4/13, 31%)和高频PD/SW (> - 1-2.5 Hz; 4/17, 24%)。LCA揭示了两个类;以非单侧高频PD/SW和癫痫触发因素为特征的1类患者的PMA(18%)低于以单侧低频PD/SW和多种病因为特征的2类患者(50%;优势比= 5.79,p = 0.02)。意义:PMA在IIC中的发生率与SE的发生率密切相关,提示IIC与SE之间存在重叠,并提出了IIC患者是否存在NCSE的关键问题。我们提出一种病因驱动的方法来解释IIC的脑电图,这可能会提高诊断的准确性和治疗策略。
{"title":"Ictal-interictal continuum and status epilepticus: Two sides of the same coin? A prospective magnetic resonance imaging study.","authors":"Pilar Bosque-Varela, Lukas Machegger, Wanda Lauth, Panagiota Eleni Tsalouchidou, Susanne Knake, Georg Zimmermann, Nicolas Jannone-Pedro, Giada Giovannini, Stefano Meletti, Adrian Ridski Harsono, Fabio Rossini, Markus Leitinger, Johannes Pfaff, Sándor Beniczky, Eugen Trinka, Giorgi Kuchukhidze","doi":"10.1002/epi.70131","DOIUrl":"https://doi.org/10.1002/epi.70131","url":null,"abstract":"<p><strong>Objective: </strong>Status epilepticus (SE) is the most severe expression of seizures, encompassing both SE with prominent motor symptoms and nonconvulsive SE (NCSE). Ictal-interictal continuum (IIC), an electroencephalographic phenomenon, is characterized by periodic discharges (PD), spike-and-waves or sharp-and-waves (SW), or lateralized rhythmic delta activity (LRDA). Peri-ictal magnetic resonance imaging (MRI) abnormalities (PMA) may offer a potential surrogate marker for ictal activity, yet their association with IIC remains unclear. We aimed to investigate the occurrence of PMA in patients with SE and IIC, and to determine the relationship between IIC patterns and PMA through a latent cluster analysis (LCA).</p><p><strong>Methods: </strong>In a prospective cohort study, 223 adult patients diagnosed with SE or IIC underwent electroencephalography (EEG) and MRI within 48 h of diagnosis. Patients were stratified into two groups: the IIC group and SE group. PMA were assessed using the following MRI sequences: diffusion-weighted imaging, fluid-attenuated inversion recovery, and arterial spin labeling. LCA was performed to identify classes based on etiology, EEG patterns, and their localization.</p><p><strong>Results: </strong>PMA were as frequent in patients of the IIC group (23/49, 47%) as in patients of the SE group (64/149, 43%, p = .37). In the IIC group, peri-ictal hyperperfusion was more frequently associated with lower frequency PD/SW (.5-1 Hz; 12/19, 63%), followed by LRDA (4/13, 31%) and higher frequency PD/SW (>1-2.5 Hz; 4/17, 24%). LCA revealed two classes; Class 1, characterized by nonunilateral high-frequency PD/SW and triggering factors in epilepsy, had fewer PMA (18%) as compared to Class 2, characterized by predominantly unilateral low-frequency PD/SW and diverse etiologies (50%; odds ratio = 5.79, p = .02).</p><p><strong>Significance: </strong>PMA occurrence in IIC aligned closely with that in SE, suggesting an overlap between IIC and SE and raising the critical question of whether patients with IIC may have NCSE. We propose an etiology-driven approach for EEG interpretation in IIC, which may enhance diagnostic accuracy and treatment strategies.</p>","PeriodicalId":11768,"journal":{"name":"Epilepsia","volume":" ","pages":""},"PeriodicalIF":6.6,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146104241","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Age- and sex-associated variability in lamotrigine prescription patterns and clearance. 拉莫三嗪处方模式和清除率的年龄和性别相关变异性。
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1111/epi.70028
Charul Avachat, Yuhan Long, Ashley Petersen, Angela K Birnbaum, Sima I Patel

Objective: Lamotrigine is one of the most widely prescribed antiseizure medication (ASM) and mood stabilizer in the United States due to its favorable side-effect profile, lower risk of teratogenicity, and minimal drug-drug interactions. This study aimed to examine age- and sex-associated variability in prescribing and pharmacokinetics, focusing on postmenopausal women.

Methods: Data were from electronic health records. Individuals were included if ≥18 years and received an ASM between January 1, 2015 and December 31, 2021. Lamotrigine prescriptions were compared based on age, sex, epilepsy diagnosis, and monotherapy/polytherapy. Statistical comparisons of proportions were conducted using two-proportion tests. To characterize age- and sex-related differences in LTG apparent oral clearance and assess the impact of covariates, linear mixed-effects modeling was employed.

Results: Records were available for 314 890 individuals, with 23 906 patients being prescribed lamotrigine at least once (as monotherapy or polytherapy) for both epilepsy and non-epilepsy diagnoses. The lamotrigine prescription rate was lower in postmenopausal women compared to younger women but higher than in older men, irrespective of diagnosis. Notably, lamotrigine was prescribed as monotherapy more frequently to patients without epilepsy than those with epilepsy, regardless of sex and age. The clearance of lamotrigine was 22% lower in postmenopausal women compared to younger women and 9% in older men. Lamotrigine clearance increased by 49% and 11% with co-administration of inducers or the presence of smoking, respectively. Lamotrigine clearance decreased by 51% in the presence of an inhibiting medication.

Significance: Prescription rates for lamotrigine varied between patients with epilepsy and those with non-epilepsy conditions. Age and sex differences in pharmacokinetics suggest the need for lamotrigine dose adjustments, highlighting the importance of therapeutic drug monitoring in personalized epilepsy care. Lamotrigine use was less frequent in postmenopausal women compared to younger women but higher compared to older men. Postmenopausal women were prescribed lamotrigine as monotherapy to a lesser extent than younger women and older men.

目的:拉莫三嗪是美国最广泛使用的抗癫痫药物(ASM)和情绪稳定剂之一,因为它具有良好的副作用、较低的致畸风险和最小的药物-药物相互作用。本研究旨在检查年龄和性别相关的处方和药代动力学变异性,重点关注绝经后妇女。方法:数据来源于电子健康档案。纳入年龄≥18岁且在2015年1月1日至2021年12月31日期间接受ASM的患者。根据年龄、性别、癫痫诊断和单药/多药治疗对拉莫三嗪处方进行比较。采用双比例检验对各比例进行统计比较。为了描述LTG表观口服清除率的年龄和性别相关差异,并评估协变量的影响,采用了线性混合效应模型。结果:共有314890例患者记录在案,其中23906例患者在癫痫和非癫痫诊断中至少使用过一次拉莫三嗪(单药或多药)。与年轻女性相比,绝经后女性的拉莫三嗪处方率较低,但高于老年男性,与诊断无关。值得注意的是,无论性别和年龄,无癫痫患者比癫痫患者更频繁地将拉莫三嗪作为单药治疗。绝经后妇女的拉莫三嗪清除率比年轻妇女低22%,比老年男性低9%。同时使用诱导剂或吸烟时,拉莫三嗪清除率分别增加了49%和11%。在抑制药物的作用下,拉莫三嗪清除率降低51%。意义:拉莫三嗪的处方率在癫痫患者和非癫痫患者之间存在差异。药代动力学的年龄和性别差异提示需要调整拉莫三嗪剂量,突出了治疗药物监测在个性化癫痫护理中的重要性。与年轻女性相比,绝经后女性使用拉莫三嗪的频率较低,但与老年男性相比,使用拉莫三嗪的频率较高。与年轻女性和老年男性相比,绝经后妇女单药使用拉莫三嗪的程度较低。
{"title":"Age- and sex-associated variability in lamotrigine prescription patterns and clearance.","authors":"Charul Avachat, Yuhan Long, Ashley Petersen, Angela K Birnbaum, Sima I Patel","doi":"10.1111/epi.70028","DOIUrl":"https://doi.org/10.1111/epi.70028","url":null,"abstract":"<p><strong>Objective: </strong>Lamotrigine is one of the most widely prescribed antiseizure medication (ASM) and mood stabilizer in the United States due to its favorable side-effect profile, lower risk of teratogenicity, and minimal drug-drug interactions. This study aimed to examine age- and sex-associated variability in prescribing and pharmacokinetics, focusing on postmenopausal women.</p><p><strong>Methods: </strong>Data were from electronic health records. Individuals were included if ≥18 years and received an ASM between January 1, 2015 and December 31, 2021. Lamotrigine prescriptions were compared based on age, sex, epilepsy diagnosis, and monotherapy/polytherapy. Statistical comparisons of proportions were conducted using two-proportion tests. To characterize age- and sex-related differences in LTG apparent oral clearance and assess the impact of covariates, linear mixed-effects modeling was employed.</p><p><strong>Results: </strong>Records were available for 314 890 individuals, with 23 906 patients being prescribed lamotrigine at least once (as monotherapy or polytherapy) for both epilepsy and non-epilepsy diagnoses. The lamotrigine prescription rate was lower in postmenopausal women compared to younger women but higher than in older men, irrespective of diagnosis. Notably, lamotrigine was prescribed as monotherapy more frequently to patients without epilepsy than those with epilepsy, regardless of sex and age. The clearance of lamotrigine was 22% lower in postmenopausal women compared to younger women and 9% in older men. Lamotrigine clearance increased by 49% and 11% with co-administration of inducers or the presence of smoking, respectively. Lamotrigine clearance decreased by 51% in the presence of an inhibiting medication.</p><p><strong>Significance: </strong>Prescription rates for lamotrigine varied between patients with epilepsy and those with non-epilepsy conditions. Age and sex differences in pharmacokinetics suggest the need for lamotrigine dose adjustments, highlighting the importance of therapeutic drug monitoring in personalized epilepsy care. Lamotrigine use was less frequent in postmenopausal women compared to younger women but higher compared to older men. Postmenopausal women were prescribed lamotrigine as monotherapy to a lesser extent than younger women and older men.</p>","PeriodicalId":11768,"journal":{"name":"Epilepsia","volume":" ","pages":""},"PeriodicalIF":6.6,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146104149","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The importance of methodological context in pediatric vagus nerve stimulation outcome reporting. 方法背景在小儿迷走神经刺激结果报告中的重要性。
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1002/epi.70132
Thiemo F Dinger, Karim Mithani, George M Ibrahim
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引用次数: 0
Characterizing early behavioral and social-emotional problems in young children with SCN1A+ Dravet syndrome: Findings from the ENVISION prospective natural history study. SCN1A+ Dravet综合征患儿早期行为和社会情绪问题的特征:远景前瞻性自然历史研究的发现
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1002/epi.70127
Ingrid E Scheffer, M Scott Perry, Joseph Sullivan, Susana Boronat, James Wheless, Andreas Brunklaus, Linda Laux, Anup D Patel, Colin Roberts, Dennis Dlugos, Deborah Holder, Kelly Knupp, Matt Lallas, Steven Phillips, Eric Segal, Dennis Lal, Elaine Wirrell, Sameer M Zuberi, Rebecca Shaffer, Mary Wojnaroski, Madison M Berl, Sarah Christensen, Emma S James, Maria Candida Vila, Norman Huang, Jacqueline S Gofshteyn, Salvador Rico

Objective: Dravet syndrome (DS) is the prototypic developmental and epileptic encephalopathy, characterized by drug-resistant seizures, developmental slowing, and many other morbidities. Detailed characterization of behavioral phenotypes and social-emotional skill development are limited.

Methods: We prospectively assessed behavioral and social-emotional problems in the ENVISION natural history study (NCT04537832) of children with DS associated with SCN1A pathogenic variants (SCN1A+ DS) enrolled at <5 years of age. Assessments every 3 months for up to 2 years included the Child Behavior Checklist (CBCL), Strengths and Difficulties Questionnaire (SDQ), Brief Infant-Toddler Social and Emotional Assessment (BITSEA), and Vineland Adaptive Behavior Scales, 3rd Edition (VABS-3).

Results: Fifty-eight children with DS enrolled at 16 sites worldwide. Problematic behaviors-inattention, aggressive or oppositional behaviors, and withdrawn and autistic behaviors-began before age 3 years, became more evident with age, and were clinically significant in many children by age 3-4 years. CBCL Total, Externalizing, and Internalizing Problems T-scores rose by approximately 3 points per year, and BITSEA Problem scale scores increased by 2.3 points annually (p = .002). SDQ Hyperactivity scores worsened over time (p = .013), whereas emotional difficulties remained stable. VABS-3 Socialization domain scores, which were already more than 1 SD below the normative mean at baseline, decreased further, particularly in younger participants. Correlation analyses showed that poorer communication abilities were associated with increased problematic behaviors (R = -.55 for CBCL Total Problems and VABS-3 Communication scores). Mixed-effects modeling identified age as the strongest predictor of worsening behavioral outcomes.

Significance: We found that behavioral and social-emotional problems are inherent components of DS that present in toddlerhood and worsen throughout early childhood. This highlights the need to diagnose and manage these issues early. Targeted therapy may alleviate the wide-ranging morbidities that are intrinsic to DS, including the social-emotional and behavior problems that frequently emerge.

目的:Dravet综合征(DS)是一种典型的发育性和癫痫性脑病,其特点是耐药癫痫发作、发育迟缓和许多其他发病率。行为表型和社会情感技能发展的详细特征是有限的。方法:在ENVISION自然历史研究(NCT04537832)中,我们前瞻性地评估了与SCN1A致病变异(SCN1A+ DS)相关的DS儿童的行为和社会情绪问题。结果:在全球16个地点招募了58名DS儿童。问题行为——注意力不集中、攻击性或对立性行为、孤僻和自闭行为——在3岁之前就开始了,随着年龄的增长变得更加明显,在许多3-4岁的孩子身上都有临床意义。CBCL总问题、外化问题和内化问题t得分每年上升约3分,BITSEA问题量表得分每年上升2.3分(p = 0.002)。SDQ多动症得分随着时间的推移而恶化(p =。013),而情绪困难则保持稳定。VABS-3社会化领域得分在基线时已经比标准平均值低了1个SD以上,进一步下降,特别是在年轻参与者中。相关分析显示,较差的沟通能力与问题行为增加相关(CBCL总问题和VABS-3沟通得分R = - 0.55)。混合效应模型确定年龄是行为结果恶化的最强预测因子。意义:我们发现行为和社会情绪问题是退行性障碍的固有组成部分,在幼儿期出现,并在幼儿期恶化。这突出了早期诊断和管理这些问题的必要性。有针对性的治疗可以减轻退行性椎体滑移所固有的广泛的发病率,包括经常出现的社会情绪和行为问题。
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引用次数: 0
Preclinical signal for a disease-modifying effect on seizure cluster severity with intermittent diazepam treatment. 间歇性地西泮治疗对癫痫发作簇严重程度的疾病改善作用的临床前信号。
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1002/epi.70051
Qian Wu, Michelle Guignet, Jonathan Vuong, H Steve White, Wesley T Kerr, Evelyn K Shih, Leock Y Ngo, Enrique Carrazana, Adrian L Rabinowicz

Objective: In epilepsy, daily treatment provides only symptomatic seizure control, leaving a significant unmet need for a treatment that affects the underlying predisposition to seizures. Here, in a first-of-its-kind study, we test the hypothesis that intermittent treatment of seizure clusters with diazepam in the kainic acid post-status epilepticus rat model of acquired epilepsy has an enduring effect on the seizure cluster phenotype, suggestive of potential disease modification.

Methods: Following kainic acid-induced status epilepticus, rats with epilepsy were monitored for occurrence of seizure clusters (≥2 seizures in 24 h) for a 3-week baseline period before entering a 6-week treatment period using a previously established multidose regimen of diazepam (n = 7) or vehicle (n = 9) upon identification of a seizure cluster. In a subsequent 2-week outcome period during which no rats received diazepam, we evaluated changes in seizure cluster size, burden (cluster size × severity), duration, and other phenotype parameters.

Results: A total of 3396 seizures and 216 seizure clusters were included for analysis. During the outcome period, time between seizures in a cluster (also interseizure interval [ISI]) was significantly longer in the diazepam group (log ISI = .25 longer, SE = .08, p < .0001), and the proportion of clustered seizures with an ISI of ≤30 min increased in the outcome period in the vehicle group (p = .023) but was stable in the diazepam group. Despite the occurrence of rebound seizures during the treatment period, improvement in several phenotypical parameters, including severity and proportion of seizures in a cluster, supported a positive impact of intermittent diazepam treatment on seizure cluster biology.

Significance: Changes in several seizure cluster phenotypical parameters were suggestive of an enduring disease-modifying effect of diazepam, despite an apparent rebound effect of intermittent diazepam treatment on seizure frequency. Further study is warranted using a model incorporating a background antiseizure medication regimen to potentially attenuate the unexpected rebound seizures.

目的:在癫痫中,日常治疗仅提供症状性发作控制,对影响癫痫发作潜在易感性的治疗存在显著的未满足需求。在这一研究中,我们首次验证了一个假设,即在获得性癫痫的kainic酸后癫痫持续状态大鼠模型中,地西泮间歇性治疗癫痫发作簇对癫痫发作簇表型有持久的影响,提示潜在的疾病改变。方法:在kainic酸诱导的癫痫持续状态下,监测癫痫大鼠发作簇的发生(24小时内发作≥2次),基线期为3周,在确定发作簇后,使用先前建立的多剂量地西泮(n = 7)或对照药(n = 9)进入6周的治疗期。在随后的2周结果期内,没有大鼠服用地西泮,我们评估了癫痫发作簇大小、负担(簇大小×严重程度)、持续时间和其他表型参数的变化。结果:共纳入3396例癫痫发作和216例癫痫发作群进行分析。在结果期内,地西泮组的一组癫痫发作间隔时间(也包括癫痫发作间期[ISI])明显更长(log ISI = 0.25, SE = 0.08, p)。意义:尽管间歇性地西泮治疗对癫痫发作频率有明显的反弹效应,但几个癫痫发作集群表型参数的变化提示地西泮具有持久的疾病改善作用。进一步的研究需要使用一个结合背景抗癫痫药物治疗方案的模型来潜在地减轻意外的反弹癫痫发作。
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引用次数: 0
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Epilepsia
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