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Senescent Cell Clearance Ameliorates Temporal Lobe Epilepsy and Associated Spatial Memory Deficits in Mice. 衰老细胞清除改善小鼠颞叶癫痫和相关空间记忆缺陷。
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-04-01 Epub Date: 2025-12-22 DOI: 10.1002/ana.78118
Tahiyana Khan, David J McFall, Abbas I Hussain, Logan A Frayser, Timothy P Casilli, Meaghan C Steck, Irene Sanchez-Brualla, Noah M Kuehn, Michelle Cho, Jacqueline A Barnes, Brent T Harris, Stefano Vicini, Patrick A Forcelli

Objective: The pharmacological treatment of temporal lobe epilepsy (TLE), a disorder characterized by recurrent seizures and cognitive dysfunction, is limited to symptomatic control. Identifying novel targets to modify disease progression is of great clinical and translational interest. Cellular senescence has been recently implicated in the development and progression of other neurodegenerative diseases, but its role in TLE is unstudied.

Methods: We first investigated cellular senescence markers in resected hippocampi from patients with medically intractable TLE through multiplexed immunofluorescence. We next used a mouse model of TLE (pilocarpine induced status epilepticus [SE]) for a combination of immunohistochemistry, behavioral testing, and electroencephalogram (EEG) monitoring. We implemented 2 strategies for removal of senescent cells (SCs), a genetic mouse model allowing for targeted senolysis, and a pharmacological approach using dasatinib and quercetin.

Results: We found a 5-fold elevation of senescent glia in human TLE cases as compared with controls. In mice, we found increases in senescence markers at both the transcript and protein level and predominantly expressed in microglia, which developed within 2 weeks following SE. Senolytic treatment produced a 50% reduction in SCs, rescued long-term potentiation deficits, normalized spatial memory impairments, reduced seizures, and protected a third of animals from epilepsy.

Interpretation: Our data demonstrate that SCs accumulate in both human TLE and in a mouse model of TLE and suggest that clearing SCs may be a viable strategy to reduce seizures and associated cognitive comorbidities. ANN NEUROL 2026;99:1059-1075.

目的:颞叶癫痫(TLE)是一种以反复发作和认知功能障碍为特征的疾病,其药物治疗仅限于症状控制。确定新的靶点来改变疾病进展具有重大的临床和转化意义。细胞衰老最近与其他神经退行性疾病的发生和进展有关,但其在TLE中的作用尚未研究。方法:首先利用多重免疫荧光技术研究难治性TLE患者切除海马的细胞衰老标志物。接下来,我们使用匹罗卡品诱导的癫痫持续状态(SE)小鼠模型进行免疫组织化学、行为测试和脑电图(EEG)监测。我们实施了两种策略来去除衰老细胞(SCs),一种是允许靶向衰老的遗传小鼠模型,另一种是使用达沙替尼和槲皮素的药理学方法。结果:与对照组相比,我们发现人类TLE患者的衰老胶质细胞升高了5倍。在小鼠中,我们发现衰老标记物在转录物和蛋白质水平上都有所增加,并且主要在SE后2周内发育的小胶质细胞中表达。抗衰老治疗使sc减少了50%,挽救了长期增强缺陷,使空间记忆障碍正常化,减少了癫痫发作,并保护了三分之一的动物免受癫痫发作。解释:我们的数据表明,SCs在人类TLE和小鼠TLE模型中都有积累,这表明清除SCs可能是减少癫痫发作和相关认知合并症的可行策略。Ann neurol 2025。
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引用次数: 0
Age-Related Differences in the Association between REM Sleep and the Polygenic Risk for Parkinson's Disease. 快速眼动睡眠与帕金森病多基因风险之间的年龄相关差异
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-04-01 Epub Date: 2025-12-25 DOI: 10.1002/ana.78112
Puneet Talwar, Nasrin Mortazavi, Ekaterina Koshmanova, Vincenzo Muto, Aurora Gasparello, Christian Degueldre, Christian Berthomier, Fabienne Collette, Christine Bastin, Christophe Phillips, Pierre Maquet, Mikhail Zubkov, Gilles Vandewalle

Objective: Parkinson's disease (PD) is one of the rare diseases in which sleep alteration is a true marker of disease outcome. Yet, how the association between sleep and PD emerges over the healthy lifetime is not established. We examined the association between the polygenic risk score (PRS) for PD and the variability in the electrophysiology of rapid eye movement (REM) sleep in 433 younger (18-31 years) healthy individuals and 85 late-midlife (50-69 years) healthy individuals.

Methods: In this prospective cross-sectional study, in-lab electroencephalography recordings of sleep were recorded to extract REM sleep metrics. PRS was computed using SBayesR approach.

Results: Generalized additive model for location, scale, and shape analysis showed significant association of REM duration (pcorrected = 0.03) and theta energy in REM (pcorrected = 0.004) with PRS for PD in interaction with the age group. In the younger subsample, REM duration and theta energy were positively associated with PD PRS. In contrast, in the late-midlife subsample, the same associations were negative (although only qualitatively for REM theta energy) and may differ between men and women.

Interpretation: REM sleep is associated with the PRS for PD in early adulthood, 2 to 5 decades before typical symptoms onset. The association changes from positive in younger individuals, presumably free of alpha-synuclein, to negative in late-midlife individuals, possibly because of the progressive presence of alpha-synuclein aggregates or of the repeated increased oxidative metabolism imposed by REM sleep. Our findings may unravel core associations between PD and sleep and may contribute to novel intervention targets to prevent or delay PD. ANN NEUROL 2026;99:922-934.

目的:帕金森病(PD)是一种罕见的疾病,其睡眠改变是疾病转归的真正标志。然而,睡眠和PD之间的关系如何在健康的一生中出现还没有确定。我们研究了433名年轻健康人(18-31岁)和85名中年健康人(50-69岁)的PD多基因风险评分(PRS)与快速眼动(REM)睡眠电生理变异性之间的关系。方法:在这项前瞻性横断面研究中,记录睡眠的实验室脑电图记录以提取快速眼动睡眠指标。PRS采用SBayesR方法计算。结果:位置、尺度和形状的广义加性模型分析显示,快速眼动持续时间(pcorrected = 0.03)和快速眼动theta能量(pcorrected = 0.004)与PD的PRS有显著相关性,且与年龄组有交互作用。在较年轻的亚样本中,REM持续时间和theta能量与PD PRS呈正相关。相比之下,在中年晚期的子样本中,同样的关联是负的(尽管只是定性的REM θ能量),并且可能在男性和女性之间有所不同。解释:快速眼动睡眠与成年早期PD的PRS相关,比典型症状出现早20 - 50年。这种关联在年轻个体中从阳性转变为阴性,可能是由于α -突触核蛋白聚集物的逐渐存在或快速眼动睡眠导致氧化代谢的反复增加。我们的研究结果可能揭示PD与睡眠之间的核心联系,并可能有助于预防或延迟PD的新干预目标。Ann neurol 2025。
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引用次数: 0
Does Missing Medication Acutely Change Seizure Risk? A Prospective Study. 药物缺失会改变癫痫发作风险吗?前瞻性研究。
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-04-01 Epub Date: 2026-01-05 DOI: 10.1002/ana.78134
Daniel M Goldenholz, Joshua C Cheng, Chi-Yuan Chang, Robert Moss, M Brandon Westover

Objective: The objective of this study was to determine whether missing individual doses of anti-seizure medications (ASMs) elevate short-term seizure risk in people with drug-resistant epilepsy.

Methods: In a prospective, community-based cohort, adults with drug-resistant epilepsy (≥ 3 seizures/month) or their caregivers recorded seizures and ASM intake with smartphone applications for 10 months each. Individual level analysis modeled the relationships between ASM adherence with seizure occurrence, as well as with a simplified seizure forecast via a 90-day moving average ("Napkin method"). Group-level analysis with a mixed-effects model was performed to examine the relationship between ASM adherence and simplified forecasts, while controlling for differences in individual seizure frequency via random effects.

Results: Twenty-seven participants (median age = 29 years) contributed 7,853 person-days. Individual analysis showed that only a small (n = 2) number of participants had a weak relationship between ASM adherence with seizure occurrence. Group-level analysis showed that seizure occurrence was highly linked to the Napkin method, but not ASM adherence.

Interpretation: Among individuals with frequent, drug-resistant epilepsy, occasional missed ASM doses did not measurably raise immediate seizure risk. Whereas sustained nonadherence remains a clinical concern, clinicians may reassure patients that infrequent brief lapses are unlikely to trigger seizures acutely, yet they should continue emphasizing overall adherence for long-term seizure control. ANN NEUROL 2026;99:1076-1082.

目的:本研究的目的是确定缺少抗癫痫药物(asm)是否会增加耐药癫痫患者的短期发作风险。方法:在一项前瞻性社区队列研究中,成人耐药癫痫患者(≥3次发作/月)或其护理人员分别用智能手机应用记录10个月的癫痫发作和ASM摄入量。个体水平分析模拟了ASM依从性与癫痫发作之间的关系,以及通过90天移动平均线(“餐巾法”)简化的癫痫发作预测。使用混合效应模型进行群体水平分析,以检验ASM依从性与简化预测之间的关系,同时通过随机效应控制个体癫痫发作频率的差异。结果:27名参与者(中位年龄= 29岁)贡献了7,853人次。个体分析显示,只有一小部分(n = 2)参与者在ASM依从性与癫痫发作之间存在弱关系。组水平分析显示癫痫发作与Napkin方法高度相关,但与ASM依从性无关。解释:在频繁的耐药癫痫患者中,偶尔错过ASM剂量并没有明显增加立即发作的风险。鉴于持续的不依从性仍然是临床关注的问题,临床医生可以向患者保证,不频繁的短暂失误不太可能引发急性癫痫发作,但他们应该继续强调长期癫痫发作控制的总体依从性。Ann neurol 2026。
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引用次数: 0
Ribbon-Like Sign in Convexity Subarachnoid Hemorrhage. 凸出性蛛网膜下腔出血的带状征象。
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-04-01 Epub Date: 2026-02-12 DOI: 10.1002/ana.78179
Si-Xiao Liu, Wei-Gang Gong, Fang-Pu Yu, Wei Wu
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引用次数: 0
Adherence to the Mediterranean and Mediterranean-Dietary Approaches to Stop Hypertension Intervention for Neurodegenerative Delay (MIND) Diets and Parkinson's Disease Incidence in Women: Results from the Prospective E3N Cohort. 坚持地中海和地中海饮食方法停止高血压干预神经退行性延迟(MIND)饮食和女性帕金森病发病率:来自前瞻性E3N队列的结果
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-04-01 Epub Date: 2026-01-06 DOI: 10.1002/ana.78115
Mariem Hajji-Louati, Emmanuelle Correia, Pei-Chen Lee, Fanny Artaud, Emmanuel Roze, Francesca Romana Mancini, Alexis Elbaz

Objective: The evidence regarding adherence to dietary patterns and Parkinson's disease (PD) risk is inconsistent. Because of the long prodromal PD phase, reverse causation represents a major threat to investigations of diet in relation to PD. We examined whether adherence to the Mediterranean (MED) and Mediterranean-Dietary Approaches to Stop Hypertension Intervention for Neurodegenerative Delay (MIND) diets is associated with PD incidence, while considering reverse causation, in a large cohort of women with a 25-year follow-up.

Methods: Participants from the E3N (Etude Epidémiologique auprès des femmes de la Mutuelle Générale de l'Education Nationale) study were prospectively followed-up from 1993 to 2018. PD diagnoses were validated using medical records and drug claim databases. Baseline MED and MIND scores were computed using a validated food questionnaire. Hazard ratios (HR) and 95% confidence intervals (CI) were estimated using multivariable Cox regression models. Exposures were lagged by 5 years in main analyses and longer lags in sensitivity analyses. We performed age-stratified analyses and adjusted for prodromal symptoms.

Results: Analyses (5-year-lag) are based on 71,542 women (845 PD patients). Higher adherence to MED and MIND diets was not associated with PD overall, but was associated with lower PD incidence in women <71 years old (MED, HRhigh vs. low+medium = 0.76 [0.58-1.00], p-Age × MED interaction = 0.038; MIND, HRhigh vs. low+medium = 0.75 [0.58-0.97], p-Age × MIND interaction = 0.035). Legumes and high unsaturated to saturated fat ratio had the strongest contribution for the MED diet, while beans and olive oil had the strongest contribution for the MIND diet. Results were consistent after adjustment for constipation/depression and in analyses with lags up to 20 years.

Interpretation: Adherence to the MED and MIND diets was associated with lower PD incidence <71 years in women. These findings are important for planning preventative interventions. ANN NEUROL 2026;99:1014-1029.

目的:关于坚持饮食模式和帕金森病(PD)风险的证据是不一致的。由于PD前驱期较长,反向因果关系是PD相关饮食调查的主要威胁。我们研究了是否坚持地中海(MED)和地中海饮食方法停止高血压干预神经退行性延迟(MIND)饮食与PD发病率有关,同时考虑反向因果关系,在一个25年随访的大型女性队列中。方法:从1993年到2018年,对E3N (Etude epidacmiologique auprires des femmes de la Mutuelle gsamnacriale de l’education national)研究的参与者进行前瞻性随访。PD诊断使用医疗记录和药物声明数据库进行验证。基线MED和MIND评分使用有效的食物问卷计算。使用多变量Cox回归模型估计风险比(HR)和95%置信区间(CI)。在主要分析中,暴露滞后5年,在敏感性分析中滞后时间更长。我们进行了年龄分层分析并调整了前驱症状。结果:分析(5年滞后)基于71,542名女性(845名PD患者)。总体而言,较高的MED和MIND饮食依从性与PD无关,但与女性PD发病率较低相关。高vs低+中= 0.76 [0.58-1.00],p-Age × MED相互作用= 0.038;MIND, HRhigh vs. low+medium = 0.75 [0.58-0.97], p-Age × MIND交互作用= 0.035)。豆类和高不饱和脂肪比对MED饮食的贡献最大,而豆类和橄榄油对MIND饮食的贡献最大。在对便秘/抑郁进行调整后,在滞后长达20年的分析中,结果是一致的。解释:坚持MED和MIND饮食与较低的PD发病率相关
{"title":"Adherence to the Mediterranean and Mediterranean-Dietary Approaches to Stop Hypertension Intervention for Neurodegenerative Delay (MIND) Diets and Parkinson's Disease Incidence in Women: Results from the Prospective E3N Cohort.","authors":"Mariem Hajji-Louati, Emmanuelle Correia, Pei-Chen Lee, Fanny Artaud, Emmanuel Roze, Francesca Romana Mancini, Alexis Elbaz","doi":"10.1002/ana.78115","DOIUrl":"10.1002/ana.78115","url":null,"abstract":"<p><strong>Objective: </strong>The evidence regarding adherence to dietary patterns and Parkinson's disease (PD) risk is inconsistent. Because of the long prodromal PD phase, reverse causation represents a major threat to investigations of diet in relation to PD. We examined whether adherence to the Mediterranean (MED) and Mediterranean-Dietary Approaches to Stop Hypertension Intervention for Neurodegenerative Delay (MIND) diets is associated with PD incidence, while considering reverse causation, in a large cohort of women with a 25-year follow-up.</p><p><strong>Methods: </strong>Participants from the E3N (Etude Epidémiologique auprès des femmes de la Mutuelle Générale de l'Education Nationale) study were prospectively followed-up from 1993 to 2018. PD diagnoses were validated using medical records and drug claim databases. Baseline MED and MIND scores were computed using a validated food questionnaire. Hazard ratios (HR) and 95% confidence intervals (CI) were estimated using multivariable Cox regression models. Exposures were lagged by 5 years in main analyses and longer lags in sensitivity analyses. We performed age-stratified analyses and adjusted for prodromal symptoms.</p><p><strong>Results: </strong>Analyses (5-year-lag) are based on 71,542 women (845 PD patients). Higher adherence to MED and MIND diets was not associated with PD overall, but was associated with lower PD incidence in women <71 years old (MED, HR<sub>high vs. low+medium</sub> = 0.76 [0.58-1.00], p-Age × MED interaction = 0.038; MIND, HR<sub>high vs. low+medium</sub> = 0.75 [0.58-0.97], p-Age × MIND interaction = 0.035). Legumes and high unsaturated to saturated fat ratio had the strongest contribution for the MED diet, while beans and olive oil had the strongest contribution for the MIND diet. Results were consistent after adjustment for constipation/depression and in analyses with lags up to 20 years.</p><p><strong>Interpretation: </strong>Adherence to the MED and MIND diets was associated with lower PD incidence <71 years in women. These findings are important for planning preventative interventions. ANN NEUROL 2026;99:1014-1029.</p>","PeriodicalId":127,"journal":{"name":"Annals of Neurology","volume":" ","pages":"1014-1029"},"PeriodicalIF":7.7,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145909599","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
Neurofilament Proteoforms in Amyotrophic Lateral Sclerosis Are Different in Cerebrospinal Fluid and Blood. 肌萎缩性侧索硬化症患者脑脊液和血液中神经丝蛋白形态不同。
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-04-01 Epub Date: 2025-12-26 DOI: 10.1002/ana.78138
John B Coulton, Yingxin He, Melissa M Budelier, Nicolas Barthélemy, Margaret D Ireland, Miwei Hu, Danielle Graham, Toby Ferguson, James D Berry, Randall J Bateman, Timothy M Miller, Cindy V Ly

We used targeted immunopurification-mass spectrometry (IP-MS) to characterize human neurofilament light chain (NfL) proteoforms across various compartments to assess their alterations in amyotrophic lateral sclerosis (ALS). NfL is truncated in cerebrospinal fluid (CSF) and blood in patients with sporadic ALS (sALS) and these proteoforms differ between compartments. Mid-domain species were elevated in CSF whereas plasma NfL proteoforms were mostly comprised of the tail subdomain region. Our results suggest NfL isoforms are proteolyzed and differentially distributed between ALS biofluid compartments and that analyzing by these specific regions or in ratios between regions can provide improvements in biomarker utility. These insights enhance the understanding of NfL and its potential for disease monitoring and therapeutic targeting in ALS. ANN NEUROL 2026;99:857-862.

我们使用靶向免疫纯化-质谱(IP-MS)来表征人类神经丝轻链(NfL)蛋白形态,以评估其在肌萎缩性侧索硬化症(ALS)中的变化。散发性肌萎缩侧索硬化症(sALS)患者脑脊液(CSF)和血液中的NfL被截断,这些蛋白形态在不同的隔室中不同。在脑脊液中,中间区域的种类增加,而血浆中,NfL蛋白形态主要由尾部亚区组成。我们的研究结果表明,NfL异构体在ALS生物流体区室之间被蛋白水解并差异分布,通过这些特定区域或区域之间的比率进行分析可以提高生物标志物的实用性。这些见解增强了对NfL及其在ALS疾病监测和治疗靶向方面的潜力的理解。Ann neurol 2025。
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引用次数: 0
Refining Detection of Subclinical Epileptiform Activity in Alzheimer's Disease: A Case-Control Study and Call for a Consensus. 阿尔茨海默病亚临床癫痫样活动的改进检测:一项病例对照研究并呼吁达成共识。
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-04-01 Epub Date: 2026-02-11 DOI: 10.1002/ana.78135
Anna B Szabo, Jonathan Curot, Fleur Gérard, Florence Rulquin, Rachel Debs, Claire Georges, Marie Denuelle, Amel Bouloufa, Béatrice Lemesle, Patrice Péran, Claire Thalamas, Emmanuel J Barbeau, Jérémie Pariente, Lionel Dahan, Luc Valton

Objective: Sleep-predominant network hyperexcitability is increasingly recognized as a potential disease-accelerating comorbidity in Alzheimer's disease (AD). However, its prevalence and risk-factors remain debated, largely due to cohort-specific and methodological differences across studies. In this prospective case-control study, we investigated potential ways of improving detection, from translational approaches focusing on rapid eye movement (REM)-sleep to refined electroencephalogram (EEG) setups and added clinical questionnaires.

Methods: We recruited 30 patients with early-stage AD without a history of epilepsy and 30 age-matched controls. Participants underwent overnight polysomnography with video-EEG. Interictal epileptic discharges (IEDs) were identified through a structured 3-step review by multiple independent experts using recommended criteria. Neuroanatomic patterns and sleep-related abnormalities were investigated as potential risk factors. Clinical symptoms in favor of epileptic seizures were evaluated through a tailored questionnaire at follow-up.

Results: IEDs were detected in 3 patients (10%) and 1 control (3.33%), a difference not reaching statistical significance (p = 0.612). Most events occurred during non-REM (NREM) sleep. Eight patients (26.67%) reported symptoms compatible with epileptic seizures-one of whom also presented with IEDs. Patients with IEDs or reported symptoms suggestive of potential seizures exhibited more severe sleep-disordered breathing and reduced precuneus volume compared with those without.

Interpretation: Despite efforts to optimize detection accuracy, our findings reveal a lower-than-expected percentage of patients with AD with IEDs, yet support previous findings suggesting that sleep-disordered breathing and specific atrophy patterns could flag at-risk patients, guiding screening in clinical settings. Our findings also favor validation efforts of questionnaires to support the diagnostic process. Finally, we highlight methodological issues in IED detection and call for the re-evaluation and standardization of diagnostic methods and criteria in this population to improve patient care. ANN NEUROL 2026;99:1046-1058.

目的:睡眠主导网络高兴奋性越来越被认为是阿尔茨海默病(AD)中一种潜在的疾病加速共病。然而,其流行程度和风险因素仍存在争议,主要是由于不同研究的群体特异性和方法差异。在这项前瞻性病例对照研究中,我们研究了改进检测的潜在方法,从专注于快速眼动(REM)睡眠的转化方法到改进脑电图(EEG)设置和增加临床问卷。方法:我们招募了30例无癫痫史的早期AD患者和30例年龄匹配的对照组。参与者通过视频脑电图进行了夜间多导睡眠描记。多名独立专家采用推荐标准,通过结构化的三步审查确定了癫痫发作间期放电(ied)。神经解剖模式和睡眠相关异常作为潜在的危险因素进行了调查。在随访时通过量身定制的问卷评估有利于癫痫发作的临床症状。结果:患者3例(10%),对照组1例(3.33%)检出ied,差异无统计学意义(p = 0.612)。大多数事件发生在非快速眼动(NREM)睡眠期间。8名患者(26.67%)报告了与癫痫发作相符的症状,其中1人还出现了ied。与没有ied的患者相比,ied患者或报告有潜在癫痫发作症状的患者表现出更严重的睡眠呼吸障碍和楔前叶体积减少。解释:尽管努力优化检测准确性,但我们的研究结果显示AD患者合并ied的比例低于预期,但支持先前的研究结果,即睡眠呼吸障碍和特定萎缩模式可以标志高危患者,指导临床筛查。我们的研究结果也有利于问卷的验证工作,以支持诊断过程。最后,我们强调了IED检测的方法学问题,并呼吁对该人群的诊断方法和标准进行重新评估和标准化,以改善患者护理。Ann neurol 2026。
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引用次数: 0
Using Expert-Cited Features to Detect Leg Dystonia in Cerebral Palsy. 利用专家引用特征检测脑瘫患者的腿部肌张力障碍。
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-04-01 Epub Date: 2026-01-18 DOI: 10.1002/ana.78130
Rishabh Bajpai, Alyssa Rust, Emma Lott, Susie Kim, Sushma Gandham, Keerthana Chintalapati, Joanna Blackburn, Rose Gelineau-Morel, Michael C Kruer, Dararat Mingbunjerdsuk, Jennifer O'Malley, Laura Tochen, Jeff L Waugh, Steve Wu, Timothy Feyma, Joel S Perlmutter, Bhooma R Aravamuthan

Objectives: Leg dystonia in cerebral palsy (CP) is debilitating but remains underdiagnosed. Routine clinical evaluation has only 12% accuracy for leg dystonia diagnosis compared to gold-standard expert consensus assessment. We determined whether expert-cited leg dystonia features could be quantified to train machine learning (ML) models to detect leg dystonia in videos of children with CP.

Methods: Eight pediatric movement disorders physicians assessed 298 videos of children with CP performing a seated task at 2 CP centers. We extracted leg dystonia features cited by these experts during consensus-building discussions, quantified these features in videos, used these quantifications to train 4,664 ML models on 163 videos from one center, and tested the best performing models on a separate set of 135 videos from both centers.

Results: We identified 69 quantifiable features corresponding to 12 expert-cited leg dystonia features. ML models trained using these quantifications achieved 88% sensitivity, 74% specificity, 82% positive predictive value, 84% negative predictive value, and 82% accuracy for identifying leg dystonia across both centers. Of the 25 features contributing to the best performing ML models, 17 (68%) quantified leg movement variability. We used these ML models to develop DxTonia, open-source software that identifies leg dystonia in videos of children with CP.

Interpretation: DxTonia primarily leverages detection of leg movement variability to achieve 82% accuracy in identifying leg dystonia in children with CP, a significant improvement over routine clinical diagnostic accuracy of 12%. Observing or quantifying leg movement variability during a seated task can facilitate leg dystonia detection in CP. ANN NEUROL 2026;99:1001-1013.

目的:脑瘫(CP)的腿部肌张力障碍使人衰弱,但仍未得到充分诊断。与金标准专家共识评估相比,常规临床评估对腿肌张力障碍的诊断只有12%的准确性。我们确定专家引用的腿部肌张力障碍特征是否可以量化,以训练机器学习(ML)模型来检测CP儿童视频中的腿部肌张力障碍。方法:8名儿科运动障碍医生评估了298个CP儿童在2个CP中心执行坐姿任务的视频。我们提取了这些专家在建立共识的讨论中引用的腿部肌张力障碍特征,在视频中量化了这些特征,使用这些量化来训练来自一个中心的163个视频的4,664个ML模型,并在来自两个中心的135个视频的单独一组上测试了表现最好的模型。结果:我们确定了69个可量化的特征,对应于12个专家引用的腿部肌张力障碍特征。使用这些量化训练的ML模型在两个中心识别腿部肌张力障碍的灵敏度为88%,特异性为74%,阳性预测值为82%,阴性预测值为84%,准确率为82%。在25个有助于表现最佳的ML模型的特征中,17个(68%)量化了腿部运动变异性。我们使用这些ML模型开发了DxTonia,这是一款开源软件,用于识别CP儿童视频中的腿部肌张力障碍。解释:DxTonia主要利用腿部运动变异性检测,在识别CP儿童腿部肌张力障碍方面达到82%的准确率,比常规临床诊断准确率(12%)有显著提高。观察或量化坐着时腿部运动的可变性可以促进腿部肌张力障碍的检测。
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引用次数: 0
Novel Aggressive Subtype of Multiple System Atrophy Identified by Unsupervised Machine Learning. 基于无监督机器学习的多系统萎缩新侵袭亚型。
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-04-01 Epub Date: 2026-01-20 DOI: 10.1002/ana.78131
Hiroaki Sekiya, Daisuke Ono, Alexia R Maier, Alexandra I Soto-Beasley, Michael DeTure, Owen A Ross, Ryan J Uitti, William P Cheshire, Zbigniew K Wszolek, Dennis W Dickson

Objectives: Multiple system atrophy (MSA) is classified into parkinsonian (MSA-P) and cerebellar (MSA-C) phenotypes based on predominant motor features, with corresponding pathological classifications of striatonigral (SN) degeneration and olivopontocerebellar (OPC) atrophy; however, disease progression patterns remain poorly understood. We aimed to identify novel MSA subtypes based on neuronal loss patterns using unsupervised machine learning.

Methods: We applied the Subtype and Stage Inference (SuStaIn) algorithm to analyze neuronal loss patterns in 167 autopsy-confirmed MSA. Neuronal loss was semi-quantitatively assessed in 5 brain regions: putamen, substantia nigra, pontine nucleus, inferior olivary nucleus, and cerebellar Purkinje cells. Obtained subtypes were validated by clinicopathological information.

Results: Three distinct subtypes were identified: SN-early subtype (54% [86/160]) with initial SN neuronal loss, OPC-early subtype (28% [44/160]) with early OPC involvement, and SN-OPC-synchronous subtype (19% [30/160]) with concurrent early neuronal loss in both systems. These subtypes corresponded well with clinical phenotypes. The SN-OPC-synchronous subtype exhibited significantly shorter survival (median 6.2 years vs 6.9 and 7.4 years in SN-early and OPC-early subtypes; p = 0.0049), more frequent rapid progression (57% vs 24% and 41% in SN-early and OPC-early subtypes; p = 0.0048), and more frequent early falls (70% vs 36% and 50% in SN-early and OPC-early subtypes; p = 0.0039). Immunohistochemical validation confirmed extensive α-synuclein pathology in both SN and OPC systems in the SN-OPC-synchronous subtype.

Interpretation: The SN-OPC-synchronous subtype provides insights into α-synuclein propagation mechanisms, suggesting multiple initial seeding sites rather than unidirectional spread. This computational approach uncovered disease heterogeneity undetectable by conventional methods, potentially benefiting clinical trials through patient stratification. ANN NEUROL 2026;99:989-1000.

目的:多系统萎缩(MSA)根据主要运动特征分为帕金森(MSA- p)型和小脑(MSA- c)型,相应的病理分类为纹状核(SN)变性和橄榄桥脑小脑(OPC)萎缩;然而,疾病进展模式仍然知之甚少。我们的目标是使用无监督机器学习来识别基于神经元损失模式的新型MSA亚型。方法:应用Subtype and Stage Inference (SuStaIn)算法分析167例尸检证实的MSA的神经元丢失模式。对壳核、黑质、脑桥核、下橄榄核和小脑浦肯野细胞这5个脑区进行神经元损失半定量评估。获得的亚型通过临床病理信息进行验证。结果:确定了三种不同的亚型:SN-早期亚型(54%[86/160]),初始SN神经元损失;OPC-早期亚型(28%[44/160]),早期OPC受损伤;SN-OPC同步亚型(19%[30/160]),两个系统同时发生早期神经元损失。这些亚型与临床表型吻合良好。sn - opc同步亚型的生存期明显较短(sn -早期和opc -早期亚型的中位生存期为6.2年,而sn -早期和opc -早期亚型的中位生存期为6.9年和7.4年,p = 0.0049),更频繁的快速进展(sn -早期和opc -早期亚型的中位生存期分别为57%和24%和41%,p = 0.0048),更频繁的早期发病(sn -早期和opc -早期亚型的中位生存期分别为70%和36%和50%,p = 0.0039)。免疫组织化学验证证实SN-OPC同步亚型SN和OPC系统中广泛存在α-突触核蛋白病理。解释:sn - opc同步亚型为α-突触核蛋白的传播机制提供了新的见解,表明α-突触核蛋白有多个初始播种位点,而不是单向传播。这种计算方法揭示了传统方法无法检测到的疾病异质性,可能有利于通过患者分层进行临床试验。Ann neurol 2026。
{"title":"Novel Aggressive Subtype of Multiple System Atrophy Identified by Unsupervised Machine Learning.","authors":"Hiroaki Sekiya, Daisuke Ono, Alexia R Maier, Alexandra I Soto-Beasley, Michael DeTure, Owen A Ross, Ryan J Uitti, William P Cheshire, Zbigniew K Wszolek, Dennis W Dickson","doi":"10.1002/ana.78131","DOIUrl":"10.1002/ana.78131","url":null,"abstract":"<p><strong>Objectives: </strong>Multiple system atrophy (MSA) is classified into parkinsonian (MSA-P) and cerebellar (MSA-C) phenotypes based on predominant motor features, with corresponding pathological classifications of striatonigral (SN) degeneration and olivopontocerebellar (OPC) atrophy; however, disease progression patterns remain poorly understood. We aimed to identify novel MSA subtypes based on neuronal loss patterns using unsupervised machine learning.</p><p><strong>Methods: </strong>We applied the Subtype and Stage Inference (SuStaIn) algorithm to analyze neuronal loss patterns in 167 autopsy-confirmed MSA. Neuronal loss was semi-quantitatively assessed in 5 brain regions: putamen, substantia nigra, pontine nucleus, inferior olivary nucleus, and cerebellar Purkinje cells. Obtained subtypes were validated by clinicopathological information.</p><p><strong>Results: </strong>Three distinct subtypes were identified: SN-early subtype (54% [86/160]) with initial SN neuronal loss, OPC-early subtype (28% [44/160]) with early OPC involvement, and SN-OPC-synchronous subtype (19% [30/160]) with concurrent early neuronal loss in both systems. These subtypes corresponded well with clinical phenotypes. The SN-OPC-synchronous subtype exhibited significantly shorter survival (median 6.2 years vs 6.9 and 7.4 years in SN-early and OPC-early subtypes; p = 0.0049), more frequent rapid progression (57% vs 24% and 41% in SN-early and OPC-early subtypes; p = 0.0048), and more frequent early falls (70% vs 36% and 50% in SN-early and OPC-early subtypes; p = 0.0039). Immunohistochemical validation confirmed extensive α-synuclein pathology in both SN and OPC systems in the SN-OPC-synchronous subtype.</p><p><strong>Interpretation: </strong>The SN-OPC-synchronous subtype provides insights into α-synuclein propagation mechanisms, suggesting multiple initial seeding sites rather than unidirectional spread. This computational approach uncovered disease heterogeneity undetectable by conventional methods, potentially benefiting clinical trials through patient stratification. ANN NEUROL 2026;99:989-1000.</p>","PeriodicalId":127,"journal":{"name":"Annals of Neurology","volume":" ","pages":"989-1000"},"PeriodicalIF":7.7,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146008220","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
Clinical and Biological Determinants of Longitudinal Cognitive Function in Patients With GBA1 Variants and Subthalamic Deep Brain Stimulation. GBA1变异和丘脑下深部脑刺激患者纵向认知功能的临床和生物学决定因素。
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-04-01 Epub Date: 2026-01-16 DOI: 10.1002/ana.78139
Moritz A Loeffler, Philipp Klocke, Isabel Wurster, Stefanie Lerche, Idil Cebi, Thomas Gasser, Alireza Gharabaghi, Kathrin Brockmann, Daniel Weiss

Objective: Whether cognitive decline in patients with Parkinson's disease (PD) carrying GBA1 variants is accelerated after subthalamic deep brain stimulation (STN-DBS) remains controversial. Clarifying long-term cognitive outcomes is essential for informed decision making.

Methods: We assembled matched cohorts of patients carrying GBA1 variants with STN-DBS (PDGBA1+DBS+, n = 28) and without (PDG BA1+DBS-, n = 28). Additional cohorts included non-carriers with STN-DBS (PDGBA1-DBS+, n = 40) and without (PDGBA1-DBS-, n = 43). Clinical, genetic, and cerebrospinal fluid (CSF) biomarkers (Aβ1-42, h-Tau, p181-Tau, and neurofilament light chain) were analyzed. Cognition was assessed using the Montreal Cognitive Assessment (MoCA). Cognitive slopes were estimated using linear mixed models and the minimally detectable slope difference at 3-year follow-up was 1.33 MoCA points enabling sensitivity to clinically meaningful changes. Secondarily, conversion to dementia was analyzed with Kaplan-Meier-analysis once the MoCA was < 21.

Results: There was no significant difference in cognitive decline between PDGBA1+DBS+ and PDGBA1+DBS- (-0.24 MoCA points/year; 95% confidence interval [CI] = -1.11 to 0.70) projecting to -0.72 MoCA points at 3-year-follow-up (p = 0.583). Secondarily, the risk for conversion to dementia did not differ between PDGBA1+DBS+ and PDGBA1+DBS- (HR = 0.55, 95% CI = 0.23-1.34, p = 0.119) or between PDGBA1-DBS+ and PDGBA1-DBS- (HR = 1.22, 95% CI = 0.53-2.83, p = 0.897). Dementia risk was associated with GBA1 status (HR = 3.04, 95% CI = 1.05-8.79, p = 0.041), baseline MoCA < 26 (HR = 3.05, 95% CI = 1.29-7.21, p = 0.011), and baseline age > 69 years (HR = 4.42, 95% CI = 1.79-10.89, p = 0.001). In GBA1 carriers, a visuospatial/executive domain score < 4/5 predicted dementia (HR = 4.71, 95% CI = 1.25-17.86, p = 0.022).

Interpretation: GBA1 variant carriers meeting general STN-DBS indication criteria did not show accelerated cognitive decline in the presence of STN-DBS. In addition, exploratory predictors of dementia could support counseling of DBS candidates. ANN NEUROL 2026;99:976-988.

目的:携带GBA1变异的帕金森病(PD)患者在接受下丘脑深部脑刺激(STN-DBS)后,认知能力下降是否会加速仍有争议。明确长期认知结果对知情决策至关重要。方法:我们将携带GBA1变异体的STN-DBS患者(PDGBA1+DBS+, n = 28)和不携带GBA1变异体的患者(PDGBA1+DBS -, n = 28)分组。其他队列包括STN-DBS非携带者(PDGBA1-DBS+, n = 40)和非携带者(PDGBA1-DBS-, n = 43)。分析临床、遗传和脑脊液(CSF)生物标志物(Aβ1-42、h-Tau、p181-Tau和神经丝轻链)。认知评估采用蒙特利尔认知评估(MoCA)。使用线性混合模型估计认知斜率,3年随访时可检测到的最小斜率差为1.33 MoCA点,对临床有意义的变化敏感。结果:PDGBA1+DBS+和PDGBA1+DBS-的认知能力下降无显著差异(-0.24 MoCA点/年;95%可信区间[CI] = -1.11至0.70),3年随访时预测为-0.72 MoCA点(p = 0.583)。其次,PDGBA1+DBS+和PDGBA1+DBS-之间转化为痴呆的风险无差异(HR = 0.55, 95% CI = 0.23-1.34, p = 0.119)或PDGBA1-DBS+和PDGBA1-DBS-之间(HR = 1.22, 95% CI = 0.53-2.83, p = 0.897)。痴呆风险与GBA1状态相关(HR = 3.04, 95% CI = 1.05-8.79, p = 0.041),基线MoCA为69年(HR = 4.42, 95% CI = 1.79-10.89, p = 0.001)。解释:符合一般STN-DBS适应症标准的GBA1变异携带者在STN-DBS存在时并未表现出加速的认知衰退。此外,痴呆的探索性预测因子可以支持DBS候选人的咨询。Ann neurol 2026。
{"title":"Clinical and Biological Determinants of Longitudinal Cognitive Function in Patients With GBA1 Variants and Subthalamic Deep Brain Stimulation.","authors":"Moritz A Loeffler, Philipp Klocke, Isabel Wurster, Stefanie Lerche, Idil Cebi, Thomas Gasser, Alireza Gharabaghi, Kathrin Brockmann, Daniel Weiss","doi":"10.1002/ana.78139","DOIUrl":"10.1002/ana.78139","url":null,"abstract":"<p><strong>Objective: </strong>Whether cognitive decline in patients with Parkinson's disease (PD) carrying GBA1 variants is accelerated after subthalamic deep brain stimulation (STN-DBS) remains controversial. Clarifying long-term cognitive outcomes is essential for informed decision making.</p><p><strong>Methods: </strong>We assembled matched cohorts of patients carrying GBA1 variants with STN-DBS (PD<sub>GBA1+DBS+</sub>, n = 28) and without (PD<sub>G BA1+DBS-</sub>, n = 28). Additional cohorts included non-carriers with STN-DBS (PD<sub>GBA1-DBS+</sub>, n = 40) and without (PD<sub>GBA1-DBS-</sub>, n = 43). Clinical, genetic, and cerebrospinal fluid (CSF) biomarkers (Aβ1-42, h-Tau, p181-Tau, and neurofilament light chain) were analyzed. Cognition was assessed using the Montreal Cognitive Assessment (MoCA). Cognitive slopes were estimated using linear mixed models and the minimally detectable slope difference at 3-year follow-up was 1.33 MoCA points enabling sensitivity to clinically meaningful changes. Secondarily, conversion to dementia was analyzed with Kaplan-Meier-analysis once the MoCA was < 21.</p><p><strong>Results: </strong>There was no significant difference in cognitive decline between PD<sub>GBA1+DBS+</sub> and PD<sub>GBA1+DBS-</sub> (-0.24 MoCA points/year; 95% confidence interval [CI] = -1.11 to 0.70) projecting to -0.72 MoCA points at 3-year-follow-up (p = 0.583). Secondarily, the risk for conversion to dementia did not differ between PD<sub>GBA1+DBS+</sub> and PD<sub>GBA1+DBS-</sub> (HR = 0.55, 95% CI = 0.23-1.34, p = 0.119) or between PD<sub>GBA1-DBS+</sub> and PD<sub>GBA1-DBS-</sub> (HR = 1.22, 95% CI = 0.53-2.83, p = 0.897). Dementia risk was associated with GBA1 status (HR = 3.04, 95% CI = 1.05-8.79, p = 0.041), baseline MoCA < 26 (HR = 3.05, 95% CI = 1.29-7.21, p = 0.011), and baseline age > 69 years (HR = 4.42, 95% CI = 1.79-10.89, p = 0.001). In GBA1 carriers, a visuospatial/executive domain score < 4/5 predicted dementia (HR = 4.71, 95% CI = 1.25-17.86, p = 0.022).</p><p><strong>Interpretation: </strong>GBA1 variant carriers meeting general STN-DBS indication criteria did not show accelerated cognitive decline in the presence of STN-DBS. In addition, exploratory predictors of dementia could support counseling of DBS candidates. ANN NEUROL 2026;99:976-988.</p>","PeriodicalId":127,"journal":{"name":"Annals of Neurology","volume":" ","pages":"976-988"},"PeriodicalIF":7.7,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145987359","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
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Annals of Neurology
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