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Integrated genotype-phenotype function analysis reveals distinct pathogenic mechanisms for cognitive impairment in KCNQ2-related disorders. 综合基因型-表型功能分析揭示了kcnq2相关疾病中认知障碍的不同致病机制。
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-24 DOI: 10.1002/epi.70075
Juan Xiong, Haolin Duan, Jun Chen, Xia You, Fang He, Ciliu Zhang, Lifen Yang, Chen Chen, Xiaolu Deng, Li Yang, Leilei Mao, Guoli Wang, Shimeng Chen, Wen Zhang, Fei Yin, Zhen Xiao, Jing Peng

Objective: Pathogenic variants of KCNQ2 lead to a spectrum of disorders including self-limited familial neonatal-infantile epilepsy (SeL(F)NIE), developmental and epileptic encephalopathies (DEEs), and neurodevelopmental disorders (NDDs) with intellectual disability (ID). This study aimed to delineate the clinical progression and underlying pathogenesis of these disorders. Particularly, we unraveled the role of gain-of-function (GoF) variants in neurodevelopmental impairment.

Methods: We conducted a longitudinal study of a 90-patient Chinese cohort with KCNQ2-related disorders, classified into SeL(F)NIE, DEEs, and NDDs subgroups. Clinical phenotyping was integrated with functional analyses (electrophysiology, biochemistry) of five missense variants in homomeric and heteromeric (with Kv7.3/Kv7.5) channel assemblies.

Results: Despite comparable seizure control to SeL(F)NIE (96% vs 100%), the NDDs group exhibited significant cognitive impairment. All deceased patients (8/90) were in the DEEs group. Functional profiling revealed a spectrum from loss-of-function (LoF) to GoF. LoF variants (e.g., S247L in DEEs) were linked to severe epilepsy. Crucially, we identified strong GoF variants (P335A/L in NDDs) in the S6-HelixA domain that confer insensitivity to phosphatidylinositol 4,5-bisphosphate (PIP2) regulation and are associated with a primary neurodevelopmental phenotype, distinct from the severe epileptic phenotype of established voltage-sensing domain (VSD) GoF variants.

Significance: Our integrated clinical and functional analysis showed that the clinical outcome relies on the functional consequence of a KCNQ2 variant (LoF vs GoF) and its behavior in heteromeric complexes, rather than its mere location. We defined a novel class of strong GoF KCNQ2 variants that are mechanistically and phenotypically distinct, highlighting aberrantly enhanced channel function as a key driver of cognitive dysfunction and presenting new targets for precision medicine.

目的:KCNQ2致病性变异可导致一系列疾病,包括自限性家族性新生儿-婴儿癫痫(SeL(F)NIE)、发育性和癫痫性脑病(DEEs)以及神经发育障碍(ndd)伴智力残疾(ID)。本研究旨在描述这些疾病的临床进展和潜在的发病机制。特别是,我们揭示了功能获得(GoF)变异在神经发育障碍中的作用。方法:我们对90例中国kcnq2相关疾病患者进行了纵向研究,将其分为SeL(F)NIE、dee和ndd亚组。临床表型分析与功能分析(电生理、生物化学)相结合,在同源和异源(Kv7.3/Kv7.5)通道组装中对五种错义变异进行了分析。结果:尽管癫痫发作控制与SeL(F)NIE相当(96% vs 100%),但ndd组表现出明显的认知障碍。所有死亡患者(8/90)均为dei组。功能分析揭示了从功能丧失(LoF)到GoF的频谱。LoF变异(例如,dee中的S247L)与严重癫痫有关。至关重要的是,我们在S6-HelixA结构域中发现了强GoF变体(ndd中的P335A/L),该变体对磷脂酰肌醇4,5-二磷酸(PIP2)调节不敏感,并且与初级神经发育表型相关,不同于已建立的电压感应结构域(VSD) GoF变体的严重癫痫表型。意义:我们的综合临床和功能分析表明,临床结果取决于KCNQ2变体(LoF vs GoF)的功能后果及其在异质复合物中的行为,而不仅仅是其位置。我们定义了一类新的强GoF KCNQ2变异,它们在机制和表型上都是不同的,突出了异常增强的通道功能是认知功能障碍的关键驱动因素,并为精准医学提供了新的靶点。
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引用次数: 0
The indispensable human factor in EEG-based artificial intelligence. 基于脑电图的人工智能中不可或缺的人为因素。
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-24 DOI: 10.1002/epi.70085
Fábio A Nascimento, M Brandon Westover
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引用次数: 0
mHealth adherence in pediatric epilepsy: Outcomes of a sequential, multiple assignment, randomized trial (SMART). 儿童癫痫的移动健康依从性:一项连续、多任务、随机试验(SMART)的结果
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-24 DOI: 10.1002/epi.70097
Avani C Modi, Janelle L Wagner, Anup D Patel, Stacy Buschhaus, Matthew Schmidt, Heather Huszti, Tracy A Glauser, Marie Davidian

Objective: Nonadherence to antiseizure medications in pediatric epilepsy affects ~60% of youth. The aim of this multisite two-stage sequential, multiple assignment, randomized trial (SMART) was to evaluate the effectiveness of mHealth intervention strategies for improving adherence in caregivers of young children with epilepsy, particularly those who are underserved. It was hypothesized that participants initially randomized to treatment would exhibit significantly greater improvements in adherence compared to an active control group at the end of stage 1. Secondary outcomes included longitudinal adherence, seizure freedom/severity, and health-related quality of life.

Methods: Participants across four epilepsy centers were recruited (n = 461, mean age = 7.6 ± 3.0 years, 51% males, 62% White non-Hispanic, 71% underserved). Baseline questionnaires were completed, and electronic adherence monitors were provided. Three intervention strategies were embedded in this SMART: (1) active control (mHealth education + automated digital reminders), (2) treatment (mHealth education + automated digital reminders + individualized adherence feedback) in stage 1 continuing in stage 2 regardless of responsiveness in stage 1, and (3) treatment in stage 1 continuing in stage 2 if patient is responsive in stage 1 or augmented by problem-solving if patient is nonresponsive in stage 1. Active intervention was 5 months, with two posttreatment follow-ups. Standard analysis of covariance was conducted for the primary aim. Secondary analyses compared mean change from baseline associated with each intervention strategy.

Results: The treatment group had significantly better mean adherence percentage change from baseline to the end of stage 1 compared to the active control group (13.2% vs. 3.1% change, t = 2.82, p = .005, d = .37). Adherence rates declined over time across all SMART strategies. An increased probability of seizure freedom at 6 and 12 months across all SMART strategies was found.

Significance: This pediatric epilepsy SMART trial demonstrated adherence improvements for the treatment group that did not persist over time. Improvements in seizure freedom that were independent of SMART strategy were also identified. mHealth education, automated digital reminders, and individualized adherence feedback appear to have been efficacious.

目的:小儿癫痫患者抗癫痫药物不依从性影响约60%的青少年。这项多地点、两阶段顺序、多任务、随机试验(SMART)的目的是评估移动健康干预策略在改善幼儿癫痫患者护理人员依从性方面的有效性,特别是那些服务不足的幼儿。假设最初随机分配到治疗组的参与者在1期结束时,与积极对照组相比,在依从性方面表现出明显更大的改善。次要结局包括纵向依从性、癫痫发作自由/严重程度和与健康相关的生活质量。方法:从四个癫痫中心招募参与者(n = 461,平均年龄= 7.6±3.0岁,51%男性,62%非西班牙裔白人,71%服务不足)。完成基线调查问卷,并提供电子依从性监测仪。在这个SMART中嵌入了三种干预策略:(1)主动控制(移动健康教育+自动数字提醒),(2)治疗(移动健康教育+自动数字提醒+个性化依从性反馈)在第一阶段继续到第二阶段,而不管第一阶段是否有反应,(3)如果患者在第一阶段有反应,则第一阶段的治疗继续到第二阶段,如果患者在第一阶段没有反应,则通过解决问题来增强。积极干预为5个月,治疗后随访2次。标准协方差分析是主要目的。二级分析比较了与每种干预策略相关的基线平均变化。结果:与积极对照组相比,治疗组从基线到1期结束的平均依从性百分比变化明显更好(13.2% vs 3.1%变化,t = 2.82, p =。005, d = .37)。所有SMART策略的依从率随着时间的推移而下降。发现所有SMART策略在6个月和12个月时癫痫发作自由的可能性增加。意义:这项儿童癫痫SMART试验表明,治疗组的依从性改善没有持续一段时间。还确定了独立于SMART策略的癫痫发作自由的改善。移动健康教育、自动数字提醒和个性化依从性反馈似乎是有效的。
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引用次数: 0
Response of early status epilepticus to benzodiazepines in chronic benzodiazepine users: A case-control study. 慢性苯二氮卓类药物使用者早期癫痫持续状态对苯二氮卓类药物的反应:一项病例对照研究
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-20 DOI: 10.1002/epi.70111
Charlotte Damien, Mathias Lefebvre, Nathan Torcida, Charlotte De Maeseneire, Benjamin Legros, Chantal Depondt, Nicolas Gaspard

Objective: Benzodiazepines (BZDs) are the recommended first-line treatment in early status epilepticus (SE). At least 30% of episodes are resistant, leading to established SE. Chronic BZD use may induce pharmacological tolerance. We hypothesized that chronic exposure to BZDs may reduce their efficacy as first-line treatment in early SE.

Methods: This retrospective case-control study included SE episodes from 2010 to 2023 at a tertiary center in Brussels. Postanoxic and Alcohol- or BZD withdrawal-related SE episodes were excluded, as well as those in which BZDs were not used as first-line treatment. Chronic BZD use was defined as a daily use for at least 6 months. Chronic BZD users (cases) were matched 1:1 with nonusers (controls) for age, sex, etiology, and semiology. Univariable and multivariable comparisons were performed. The primary outcome was evolution of early SE to established SE, defined as the use of second-line treatment.

Results: Ninety-eight cases and 98 controls were included and matched. Chronic use of BZDs was associated with more frequent need for second-line treatment or evolution to established SE (85% vs. 64%, p = .022). Established SE (n = 146) was also associated with longer in-hospital stay (15 vs. 5 days, p < .001) and more complications (Complications Burden Index: 1 vs. 2.5, p < .001). After adjusting for both timing and dose of first-line treatment, multivariable analysis confirmed chronic BZD use as an independent risk factor for established SE (odds ratio = 3.34, 95% confidence interval = 1.66-7.03, p = .001). Among chronic users, no association was observed between modalities of BZD chronic use (dose, half-life time, duration) and the establishment or refractoriness of SE episodes.

Significance: Chronic BZD use is associated with a higher rate of second-line treatment administration in SE, suggesting greater resistance to acute BZD administration. This association should be considered when managing early SE. Chronic BZD use should be considered with extreme caution in patients with epilepsy at risk of SE.

目的:苯二氮卓类药物(BZDs)是早期癫痫持续状态(SE)的首选一线治疗药物。至少30%的发作具有耐药性,从而形成SE。长期服用BZD可能会引起药物耐受。我们假设长期暴露于BZDs可能会降低其作为早期SE一线治疗的疗效。方法:本回顾性病例对照研究包括2010年至2023年在布鲁塞尔三级中心的SE发作。排除缺氧后和酒精或BZD戒断相关的SE发作,以及BZD未作为一线治疗的发作。慢性BZD使用定义为每天使用至少6个月。慢性BZD使用者(病例)与非使用者(对照组)在年龄、性别、病因和符号学上进行1:1的匹配。进行单变量和多变量比较。主要终点是早期SE向已建立SE的演变,定义为使用二线治疗。结果:纳入病例98例,对照组98例。长期使用BZDs与更频繁地需要二线治疗或发展为已建立的SE相关(85%对64%,p = 0.022)。确诊SE (n = 146)也与较长的住院时间相关(15天vs. 5天,p意义:慢性BZD使用与SE中较高的二线治疗给予率相关,表明对急性BZD给予更大的抵抗。在处理早期SE时应考虑到这种关联。对于有SE风险的癫痫患者,长期使用BZD应谨慎考虑。
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引用次数: 0
Development of cerebral lateralization in children exposed to fetal antiseizure medications: A prospective cohort study at age 6 years. 暴露于胎儿抗癫痫药物的儿童大脑偏侧的发展:一项6岁的前瞻性队列研究。
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-19 DOI: 10.1002/epi.70103
Yi Li, David W Loring, Morris J Cohen, Abigail G Matthews, Angela K Birnbaum, Page B Pennell, Kimford J Meador

Objective: We previously reported in a prior cohort that fetal exposure to antiseizure medications (ASMs), especially valproate, was associated with reduced right-handedness and poorer verbal versus nonverbal performance in children at age 6 years. Given changes in prescribing practices in epilepsy over the past 2 decades, we enrolled a new cohort of the Maternal Outcomes and Neurodevelopmental Effects of Antiepileptic Drugs (MONEAD) study to determine whether fetal exposure to newer generation ASMs is associated with altered cerebral lateralization in children at age 6 years and to assess exposure-dependent effects on handedness, manual dexterity, and verbal/nonverbal abilities.

Methods: The MONEAD multicenter prospective cohort study followed children of women with epilepsy (WWE) on ASMs and healthy women (HW) until age 6 years. We assessed handedness using the Edinburgh Handedness Inventory, manual dexterity through the Grooved Pegboard Test, and verbal/nonverbal abilities with the Differential Ability Scales-II. Outcomes were analyzed in relation to ASM exposure, controlling for confounders.

Results: Of 1123 screened pregnant women, 351 children born to WWE and 105 to HW were enrolled. The overall distribution of handedness and verbal/nonverbal scores did not differ between groups. However, subgroup analyses revealed that higher third-trimester levetiracetam concentrations were significantly associated with nondextrality (p = .03, 95% confidence interval [CI] = .03-.67). Across the WWE cohort, higher ASM concentrations correlated with poorer manual dexterity (coefficient = 6.76, 95% CI = .40-13.11, p = .037). Additionally, periconceptional folate supplementation was associated with better nonverbal outcomes (coefficient = 2.54, 95% CI = .93-4.15, p = .002) and parental stress was linked to poorer verbal scores (coefficient = -19.74, 95% CI = -28.48 to -11, p < .001).

Significance: This cohort reassuringly showed no overall difference in verbal/nonverbal abilities between WWE and HW. Fetal ASM exposure had exposure-dependent effects on manual dexterity. Modifiable factors, including folate supplementation and parental stress, significantly influenced developmental outcomes, underscoring the importance of proactive screening and providing intervention when appropriate.

目的:我们之前在一个队列中报道,胎儿暴露于抗癫痫药物(asm),特别是丙戊酸盐,与6岁儿童右利手减少和语言与非语言表现较差有关。鉴于过去20年来癫痫处方实践的变化,我们招募了一个新的抗癫痫药物的产妇结局和神经发育效应(MONEAD)研究队列,以确定胎儿暴露于新一代抗癫痫药物是否与6岁儿童大脑偏侧改变有关,并评估暴露对手性、手灵巧性和语言/非语言能力的依赖性影响。方法:monad多中心前瞻性队列研究随访了癫痫妇女(WWE)和健康妇女(HW)的儿童,直到6岁。我们使用爱丁堡手性量表来评估手性,通过凹槽钉板测试来评估手的灵巧性,并使用差异能力量表- ii来评估语言/非语言能力。分析结果与ASM暴露的关系,控制混杂因素。结果:在1123名筛查的孕妇中,351名WWE出生的孩子和105名HW出生的孩子被纳入研究。用手习惯和语言/非语言得分的总体分布在两组之间没有差异。然而,亚组分析显示妊娠晚期较高的左乙拉西坦浓度与非右旋性显著相关(p =。03, 95%可信区间[CI] = .03-.67)。在WWE队列中,较高的ASM浓度与较差的手灵巧性相关(系数= 6.76,95% CI = 0.40 -13.11, p = 0.037)。此外,孕期补充叶酸与更好的非语言预后相关(系数= 2.54,95% CI = 0.93 -4.15, p =)。002)和父母压力与较差的语言得分有关(系数= -19.74,95% CI = -28.48至-11,p)。显著性:该队列令人放心地显示,WWE和HW在语言/非语言能力方面没有总体差异。胎儿ASM暴露对手灵巧有暴露依赖效应。可改变的因素,包括叶酸补充和父母压力,显著影响发育结果,强调了主动筛查和适当干预的重要性。
{"title":"Development of cerebral lateralization in children exposed to fetal antiseizure medications: A prospective cohort study at age 6 years.","authors":"Yi Li, David W Loring, Morris J Cohen, Abigail G Matthews, Angela K Birnbaum, Page B Pennell, Kimford J Meador","doi":"10.1002/epi.70103","DOIUrl":"https://doi.org/10.1002/epi.70103","url":null,"abstract":"<p><strong>Objective: </strong>We previously reported in a prior cohort that fetal exposure to antiseizure medications (ASMs), especially valproate, was associated with reduced right-handedness and poorer verbal versus nonverbal performance in children at age 6 years. Given changes in prescribing practices in epilepsy over the past 2 decades, we enrolled a new cohort of the Maternal Outcomes and Neurodevelopmental Effects of Antiepileptic Drugs (MONEAD) study to determine whether fetal exposure to newer generation ASMs is associated with altered cerebral lateralization in children at age 6 years and to assess exposure-dependent effects on handedness, manual dexterity, and verbal/nonverbal abilities.</p><p><strong>Methods: </strong>The MONEAD multicenter prospective cohort study followed children of women with epilepsy (WWE) on ASMs and healthy women (HW) until age 6 years. We assessed handedness using the Edinburgh Handedness Inventory, manual dexterity through the Grooved Pegboard Test, and verbal/nonverbal abilities with the Differential Ability Scales-II. Outcomes were analyzed in relation to ASM exposure, controlling for confounders.</p><p><strong>Results: </strong>Of 1123 screened pregnant women, 351 children born to WWE and 105 to HW were enrolled. The overall distribution of handedness and verbal/nonverbal scores did not differ between groups. However, subgroup analyses revealed that higher third-trimester levetiracetam concentrations were significantly associated with nondextrality (p = .03, 95% confidence interval [CI] = .03-.67). Across the WWE cohort, higher ASM concentrations correlated with poorer manual dexterity (coefficient = 6.76, 95% CI = .40-13.11, p = .037). Additionally, periconceptional folate supplementation was associated with better nonverbal outcomes (coefficient = 2.54, 95% CI = .93-4.15, p = .002) and parental stress was linked to poorer verbal scores (coefficient = -19.74, 95% CI = -28.48 to -11, p < .001).</p><p><strong>Significance: </strong>This cohort reassuringly showed no overall difference in verbal/nonverbal abilities between WWE and HW. Fetal ASM exposure had exposure-dependent effects on manual dexterity. Modifiable factors, including folate supplementation and parental stress, significantly influenced developmental outcomes, underscoring the importance of proactive screening and providing intervention when appropriate.</p>","PeriodicalId":11768,"journal":{"name":"Epilepsia","volume":" ","pages":""},"PeriodicalIF":6.6,"publicationDate":"2026-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145997519","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
Thalamocortical structural connectivity in children with focal epilepsy: A diffusion MRI, case-control study. 局灶性癫痫患儿的丘脑皮质结构连通性:扩散MRI病例对照研究。
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-19 DOI: 10.1002/epi.70099
Rory J Piper, Xiyu Feng, Aswin Chari, Maria H Eriksson, Konrad Wagstyl, Kiran Seunarine, Gerald Hall, Peter N Taylor, Yujiang Wang, Jonathan D Clayden, Chris A Clark, M Zubair Tahir, David W Carmichael, Torsten Baldeweg, Martin M Tisdall

Objective: Determining patient-specific thalamic connectivity alterations may be an important step toward personalized surgical and neuromodulation strategies, but no data are available to support this concept in pediatric cohorts. This study investigated thalamocortical structural connectivity profiles in children with focal-onset epilepsy of different seizure-onset zones.

Methods: This neuroimaging, case-control study compared structural connectivity of four thalamic nuclei (anteroventral [AV], centromedian [CM], mediodorsal [MDPf], and pulvinar [PUL]) between 81 children who underwent surgery for focal-onset epilepsy (median age = 12.2 years) and 63 controls (median age = 12.8 years). Using preoperative 3-Tesla diffusion magnetic resonance imaging (dMRI), brain (Lausanne) and thalamic (THOMAS) parcellations combined with tractography generated structural connectomes based on streamline counts. Connectivity strength of each thalamic nucleus was calculated by summing the weights of each connecting brain region.

Results: Patients had higher structural connectivity strengths than controls of the thalamic nuclei (effect size (η2ₚ) = .072; p = .015), differentially involving nucleus regions, but there was no overall difference in nucleus volumes (η2ₚ < .000; p = .968). When comparing patient groups defined by seizure-onset zones, it emerged that reduced AV connectivity strength was specific to the hippocampal sclerosis group, whereas CM, MDPf, and PUL connectivity was similarly high in all the patient groups, including those with frontal or temporal lobe epilepsy. Patients who were seizure-free after surgery had a lower ipsilateral and a higher contralateral connectivity strength (η2ₚ = .111; p = .005) and volumes (η2ₚ = .073; p = .025) of thalamic nuclei compared to those who were not.

Significance: This study provides unique data suggesting that different pediatric focal epilepsies have distinct structural thalamocortical connectivity and volumetric profiles. The structural connectivity and volumetric asymmetries of the thalami have an association with postoperative seizure freedom. More studies are required to further understand the thalamic connectivity signatures that may have implications for precision surgical planning and neuromodulation targeting for focal-onset epilepsy.

目的:确定患者特异性丘脑连接改变可能是个性化手术和神经调节策略的重要一步,但在儿科队列中没有数据支持这一概念。本研究探讨了不同发作区局灶性癫痫患儿的丘脑皮质结构连通性特征。方法:本神经影像学病例对照研究比较了81例局灶性癫痫手术患儿(中位年龄为12.2岁)和63例对照患儿(中位年龄为12.8岁)四个丘脑核(前腹侧[AV]、中位[CM]、中位背侧[MDPf]和pulvinar [PUL])的结构连性。术前使用3-特斯拉扩散磁共振成像(dMRI),脑(Lausanne)和丘脑(THOMAS)包裹结合束束造影生成基于流线计数的结构连接体。通过对各连接脑区的权重求和,计算各丘脑核的连接强度。结果:患者丘脑核结构连接强度高于对照组(效应值(η2ₚ)= 0.072;p =。015),不同核区受累程度不同,但核体积总体上无差异(η2ₚ2ₚ= .111;p =。005)和体积(η2ₚ= .073;p =。025)的丘脑核,而不是那些没有。意义:本研究提供了独特的数据,表明不同的小儿局灶性癫痫具有不同的结构丘脑皮质连通性和体积特征。丘脑的结构连通性和体积不对称与术后癫痫发作自由有关。需要更多的研究来进一步了解丘脑连通性特征,这可能对局灶性癫痫的精确手术计划和神经调节靶向有影响。
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引用次数: 0
Spectral entropy variability of intraoperative electrocorticography predicts outcome after epilepsy surgery in people with focal cortical dysplasia. 术中皮质电图的谱熵变异性预测局灶性皮质发育不良患者癫痫手术后的预后。
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-19 DOI: 10.1002/epi.70104
Eline V Schaft, Sem Hoogteijling, Dongqing Sun, Cyrille H Ferrier, Pieter van Eijsden, Wim M Otte, Galia Anguelova, Nick F Ramsey, Maryse A Van't Klooster, Maeike Zijlmans

Objective: Epilepsy surgery in people with focal cortical dysplasia (FCD) requires accurate removal of all epileptogenic tissue, and outcome is difficult to predict. We explored whether spectral entropy, a fast computable electroencephalographic (EEG) feature, could estimate epileptic activity in intraoperative electrocorticography (ioECoG) and forecast postsurgical outcomes.

Methods: We included people with FCD pathology who underwent ioECoG-assisted resective surgery. We analyzed ioECoG recordings acquired before and after resection. We computed spectral entropy across eight frequency bands (1-500, 1-4, 4-8, 8-12, 12-20, 20-80, 80-250, 250-500 Hz) in 2-s epochs during 1 min, and the mean and SD per electrode. The preresection features were the input for a random forest machine learning model to classify channels covering resected from nonresected tissue. Explainable artificial intelligence was used to select features that positively influenced the model predicting resected tissue. We then related these markers measured after the resection to postsurgical outcome using trend analysis (Jonckheere-Terpstra) across outcome groups Engel IA without medication, Engel IA-D, Engel II, Engel III, and Engel IV.

Results: We analyzed ioECoG data from 37 patients (age range = 0-61 years, 21 patients were ≤16 years), including 2270 preresection and 1278 postresection channels. The random forest model discriminated between resected and nonresected cortex (validation fold area under the curve = .84, 95% confidence interval =.74-.95). Features with the strongest positive Shapley Additive Explanations values included high spectral entropy variability (SEV) in the 80-500-Hz bands. In postresection recordings, higher mean SEV and greater spatial variability of SEV were associated with poorer Engel outcome across several frequency bands. After multiple comparison correction, the positive relationship of high mean SEV (p = .004) and high spatial variability (p = .001) at 250-500 Hz with poor seizure outcome remained statistically significant.

Significance: SEV is a real-time computable invasive EEG marker that represents persisting epileptic activity after resection. SEV may be used to evaluate resection adequacy directly or may reflect residual epileptic activity. This would enable epilepsy surgery guidance and postsurgical counseling and decision-making.

目的:局灶性皮质发育不良(FCD)患者的癫痫手术需要准确切除所有致痫组织,其结果难以预测。我们探讨了谱熵,一种快速可计算的脑电图(EEG)特征,是否可以在术中皮质电图(ioECoG)中估计癫痫活动并预测术后预后。方法:我们纳入了接受ioecog辅助切除手术的FCD病理患者。我们分析了切除前后的ioECoG记录。我们在1分钟内计算了8个频段(1-500、1-4、4-8、8-12、12-20、20-80、80-250、250-500 Hz)的谱熵,并计算了每个电极的平均值和SD。预切除特征是随机森林机器学习模型的输入,用于对未切除组织中切除的通道进行分类。可解释的人工智能被用来选择对预测切除组织的模型有积极影响的特征。然后,我们使用趋势分析(Jonckheere-Terpstra)将切除后测量的这些标志物与未用药的Engel IA、Engel IA- d、Engel II、Engel III和Engel iv结局组的术后结果联系起来。结果:我们分析了37例患者(年龄范围= 0-61岁,21例≤16岁)的ioECoG数据,包括2270个切除前通道和1278个切除后通道。随机森林模型区分了切除和未切除的皮质(曲线下的验证折叠面积=)。84, 95%置信区间= 0.74 - 0.95)。Shapley加性解释正值最强的特征包括80 ~ 500 hz波段的高谱熵变率(SEV)。在术后记录中,较高的平均SEV和更大的SEV空间变异性与几个频段上较差的Engel结果相关。经多次比较校正,250 ~ 500 Hz高平均SEV (p = 0.004)和高空间变异性(p = 0.001)与癫痫发作预后不良的正相关仍具有统计学意义。意义:SEV是一种实时可计算的有创脑电图标志物,代表切除后持续的癫痫活动。SEV可直接用于评价切除是否充分或反映残留的癫痫活动。这将有助于癫痫手术指导和术后咨询和决策。
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引用次数: 0
Seizure medications and interictal spiking: Implications for cognition and behavior. 癫痫药物和间歇尖峰:对认知和行为的影响。
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-19 DOI: 10.1002/epi.70102
Divya Nagabushana, Faezeh Eslami, Jeffrey A Loeb

Interictal epileptiform discharges (IEDs) are not just biomarkers but active contributors to cognitive and behavioral dysfunction. Antiseizure medications (ASMs) not only treat seizures but can also modulate IEDs. However, their broader neurocognitive impact remains underexplored. The goal of this review is to synthesize current evidence on ASM effects on IEDs and to examine their therapeutic implications for cognitive and behavioral improvement. A comprehensive literature search was conducted, focusing on studies that reported ASM-related IED modulation and associated cognitive or behavioral measures. ASMs demonstrate variable efficacy in reducing IEDs, with broad-spectrum agents like valproate and lamotrigine showing consistent suppression of IEDs resulting in cognitive benefit, particularly in children. The use of sodium channel blockers, such as lamotrigine and oxcarbazepine, produces cognitive improvements. Additionally, γ-aminobutyric acidergic agents, including clobazam and diazepam, are effective in treating developmental epileptic encephalopathies. Emerging therapies, including cannabidiol and perampanel, show promising IED and behavioral outcomes. Animal studies confirm that ASMs can suppress IEDs, leading to enhanced memory, attention, and social behaviors. Targeted reduction of IEDs may lead to improved cognitive and behavioral outcomes. This can be achieved by testing and recognizing ASMs in carefully designed prospective trials in animals and humans.

癫痫样间歇放电(ied)不仅是生物标志物,而且是认知和行为功能障碍的积极贡献者。抗癫痫药物(asm)不仅可以治疗癫痫发作,还可以调节ied。然而,它们更广泛的神经认知影响仍未得到充分探索。本综述的目的是综合ASM对ied影响的现有证据,并检查其对认知和行为改善的治疗意义。我们进行了全面的文献检索,重点研究了与asm相关的IED调节和相关的认知或行为措施。asm在减少ied方面表现出不同的疗效,像丙戊酸盐和拉莫三嗪这样的广谱药物显示出对ied的持续抑制,从而产生认知益处,尤其是对儿童。使用钠通道阻滞剂,如拉莫三嗪和奥卡西平,可以提高认知能力。此外,γ-氨基丁酸能药物,包括氯巴唑和地西泮,对治疗发育性癫痫性脑病有效。新兴疗法,包括大麻二酚和perampanel,显示出有希望的IED和行为结果。动物研究证实,asm可以抑制ied,从而增强记忆、注意力和社会行为。有针对性地减少简易爆炸装置可能会改善认知和行为结果。这可以通过在精心设计的动物和人类前瞻性试验中测试和识别asm来实现。
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引用次数: 0
Development and validation of a deep survival model to predict time to seizure from routine electroencephalography. 从常规脑电图预测癫痫发作时间的深度生存模型的开发和验证。
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-19 DOI: 10.1002/epi.70101
Émile Lemoine, An Qi Xu, Mezen Jemel, Frédéric Lesage, Dang K Nguyen, Elie Bou Assi

Objective: This study was undertaken to develop and validate a deep survival model (EEGSurvNet) that analyzes routine electroencephalography (EEG) to predict individual seizure risk over time, comparing its performance to traditional clinical predictors such as interictal epileptiform discharges (IEDs).

Methods: We conducted a retrospective cohort study including 1014 consecutive routine EEGs from 994 patients recorded at a tertiary epilepsy center. We developed EEGSurvNet, a deep learning model that predicts time to next seizure over a 2-year horizon from a single EEG. Model performance was evaluated on a temporally shifted testing set of 135 EEGs from 115 patients using time-dependent area under the receiver operating characteristic curve (AUROC), AUROC integrated over 2 years (iAUROC), and C-index. We compared the deep survival model to a clinical Cox model incorporating standard risk factors as well as a random model based on baseline seizure risk.

Results: EEGSurvNet achieved a 2-year iAUROC of .69 (95% confidence interval [CI] = .64-.73) and C-index of .66 (95% CI = .60-.73), outperforming both clinical and random models. Performance was highest in the first months following EEG, peaking at 2 months (AUROC = .80). Combining EEGSurvNet with clinical predictors further improved performances (iAUROC = .70, C = .69). Notably, the model showed superior discrimination on EEGs without IEDs (iAUROC = .78 vs. .53). Model interpretation revealed that the temporal-occipital regions and 6-15-Hz frequencies contributed most to risk prediction.

Significance: EEGSurvNet demonstrates that deep learning can extract prognostic information from routine EEG beyond visible epileptiform abnormalities, potentially improving patient counseling and treatment decisions. Future prospective studies are needed to validate these findings and assess their clinical impact.

目的:本研究旨在开发并验证一种深度生存模型(EEGSurvNet),该模型通过分析常规脑电图(EEG)来预测个体癫痫发作风险,并将其与传统的临床预测指标(如间期癫痫样放电(ied))进行比较。方法:我们进行了一项回顾性队列研究,包括994例三级癫痫中心记录的1014例连续常规脑电图。我们开发了EEGSurvNet,这是一个深度学习模型,可以根据单个脑电图预测2年内下一次癫痫发作的时间。采用受试者工作特征曲线下的时间依赖面积(AUROC)、2年综合AUROC (iAUROC)和c指数对115例患者的135个脑电图进行时间转移测试集,评估模型的性能。我们将深度生存模型与纳入标准危险因素的临床Cox模型以及基于基线癫痫发作风险的随机模型进行了比较。结果:EEGSurvNet实现了2年的iAUROC。69(95%可信区间[CI] = .64-.73), c指数为。66 (95% CI = 0.60 - 0.73),优于临床和随机模型。脑电图后的头几个月表现最高,2个月达到峰值(AUROC = 0.80)。结合EEGSurvNet和临床预测指标进一步提高了临床表现(iAUROC =。70, c = .69)。值得注意的是,该模型对没有ied的脑电图具有较好的辨别能力(iAUROC =)。78 vs. 53)。模型解释显示,颞枕区和6-15 hz频率对风险预测贡献最大。意义:EEGSurvNet表明,深度学习可以从常规脑电图中提取除可见癫痫样异常之外的预后信息,有可能改善患者咨询和治疗决策。需要未来的前瞻性研究来验证这些发现并评估其临床影响。
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引用次数: 0
Rethinking drug resistance in focal cortical dysplasia-related epilepsy. 再思考局灶性皮质发育不良相关癫痫的耐药性。
IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-16 DOI: 10.1002/epi.70105
Nathan T Cohen, Chima O Oluigbo, M Scott Perry, William D Gaillard
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引用次数: 0
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Epilepsia
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