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Annals of Neurology: Volume 99, Number 2, February 2026 《神经学年鉴》:第99卷第2期,2026年2月
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-11 DOI: 10.1002/ana.78178
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引用次数: 0
Sex-Specific Genetic Architecture of ALS: Evidence of a Female Protective Effect? ALS的性别特异性遗传结构:女性保护作用的证据?
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-10 DOI: 10.1002/ana.78172
Maurizio Grassano, Francesca Palumbo, Gabriele Mora, Salvatore Gallone, Giovanni De Marco, Ilaria Merulla, Claudia Paolantonio, Alessandra Maccabeo, Antonio Canosa, Umberto Manera, Rosario Vasta, Barbara Iazzolino, Marcella Testa, Giuseppe Fuda, Paolina Salamone, Giulia Marchese, Federico Casale, Cristina Moglia, Andrea Calvo, Giuseppe Borghero, Adriano Chiò

Background: Amyotrophic lateral sclerosis (ALS) shows sex differences in incidence and age of onset, yet the underlying biological mechanisms remain poorly understood.

Methods: We investigated sex-specific genetic architecture in an Italian ALS cohort with whole-genome sequencing (1,333 ALS cases, 755 controls). We performed a sex-stratified burden analysis of rare variants in ALS-associated genes and compared the proportions of male and female ALS patients carrying pathogenic or rare damaging variants. Key findings were replicated in the AnswerALS cohort (n = 723). Gene-specific sex ratios and familial history for C9ORF72, SOD1, and TARDBP were examined in an expanded dataset of 2,301 Italian ALS patients.

Results: Sex-stratified burden testing revealed that rare variants in ALS genes were enriched in female cases versus controls (odds ratio [OR] 5.47, 95% confidence interval [CI] 1.60-34.29) but not in male cases. Female ALS patients more frequently carried rare damaging variants compared to males (23.2% vs 18.3%; OR 1.38, 95% CI 1.05-1.81), a finding that was replicated in the AnswerALS cohort (18.9% vs 12.4%; OR 1.58, 95% CI 1.10-2.26). Gene-level analyses of TARDBP carriers revealed a male predominance (2.1:1), yet a higher rate of familial history among females (40.4% vs 24.5%; OR 2.13, 95% CI 1.03-4.39).

Interpretation: Females with ALS exhibited a higher overall burden of rare damaging variants, suggesting sex-related differences in genetic liability. Gene-level analyses indicate that the influence of sex varies across ALS genes, particularly TARDBP. These findings help explain epidemiological patterns and have implications for the identification of sex-linked protective mechanisms. ANN NEUROL 2026.

背景:肌萎缩性侧索硬化症(ALS)在发病率和发病年龄上存在性别差异,但其潜在的生物学机制尚不清楚。方法:我们用全基因组测序研究了意大利ALS队列的性别特异性遗传结构(1333例ALS病例,755例对照)。我们对ALS相关基因的罕见变异进行了性别分层负担分析,并比较了男性和女性ALS患者携带致病性或罕见破坏性变异的比例。关键发现在AnswerALS队列(n = 723)中得到了重复。在2301名意大利ALS患者的扩展数据集中,研究了C9ORF72、SOD1和TARDBP的基因特异性性别比例和家族史。结果:性别分层负担测试显示,女性患者与对照组相比,ALS基因的罕见变异更为丰富(优势比[OR] 5.47, 95%可信区间[CI] 1.60-34.29),但男性患者则不然。与男性相比,女性ALS患者更频繁地携带罕见的破坏性变异(23.2% vs 18.3%; OR 1.38, 95% CI 1.05-1.81),这一发现在AnswerALS队列中也得到了重复(18.9% vs 12.4%; OR 1.58, 95% CI 1.10-2.26)。TARDBP携带者的基因水平分析显示男性占优势(2.1:1),但女性的家族史比例更高(40.4% vs 24.5%; OR 2.13, 95% CI 1.03-4.39)。解释:患有ALS的女性表现出更高的罕见破坏性变异的总体负担,表明遗传倾向性存在性别相关差异。基因水平分析表明,性别对ALS基因的影响各不相同,尤其是TARDBP。这些发现有助于解释流行病学模式,并对确定与性别相关的保护机制具有启示意义。Ann neurol 2026。
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引用次数: 0
Fibroblast Transcriptomics in Molecular Diagnostics of a Comprehensive Dystonia Cohort. 成纤维细胞转录组学在综合肌张力障碍队列的分子诊断中的应用。
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1002/ana.78171
Alice Saparov, Ivana Dzinovic, Theresa Brunet, Vicente A Yépez, Florian Hölzlwimmer, Elisabetta Indelicato, Birgit Assmann, Susann Badmann, Diana Ballhausen, Steffen Berweck, Felix Brechtmann, Melanie Brugger, Kevork Derderian, Felix Distelmaier, Philip Harrer, Denisa Harvanova, Petra Havrankova, Ann-Kathrin Jaroszynski, Miriam Kolnikova, Robert Kopajtich, Anne Koy, Magdalena Krygier, Lukas Kunc, Katarina Kusikova, Oliver Maier, Maria Mazurkiewicz-Bełdzińska, Christian Mertes, Ava Oberlack, Timo Roser, Alexandra Sitzberger, Ugo Sorrentino, Antonia M Stehr, Katharina Vill, Matias Wagner, Holger Prokisch, Sylvia Boesch, Jan Necpal, Robert Jech, Juliane Winkelmann, Elisabeth Graf, Julien Gagneur, Matej Skorvanek, Michael Zech

Objective: Genomic sequencing leaves >50% of dystonia-affected individuals without a diagnosis. Where DNA-oriented approaches remain insufficient, integrating multiomics is essential to advance genome interpretation. Herein, we incorporated RNA sequencing (RNA-seq) data from 167 patients with dystonia across a range of ages and presentations.

Methods: We leveraged an RNA-seq analysis pipeline, focused on the identification of expression and splicing aberrations, on RNA-seq from skin biopsies. The recruited patients had early-onset dystonia in 85.0%, non-focal dystonia in 92.2%, and coexisting features in 76.0%. Thirty-six patient samples with pre-identified variants (36/167, 21.6%) and 131 samples with no previously prioritized diagnostic candidates from genomic sequencing (131/167, 78.4%) were evaluated.

Results: We found that >80% of dystonia-associated genes were detected by fibroblast RNA-seq. Expression and splicing aberration analyses produced a manageable number of significant RNA defects affecting dystonia-associated genes. The approach was especially successful in validating pathogenic effects of loss-of-function variants, with disease-relevant RNA-underexpression detected for 66.7% (10/15). Studying aberrant expression and splicing in the context of other pre-identified variant types yielded relevant results in 28.6% (6/21 samples). We obtained a 6.9% (9/131) diagnostic uplift for patients without prior candidates, all of whom exhibited combined dystonia with autosomal recessive inheritance. The new diagnoses from RNA-seq and genomic reanalysis were based on previously neglected splice-region (3/9) and deep(er) intronic (6/9) variants. For the observed events, integration of new machine-learning scores predicted corresponding aberrant gene expression in the brain.

Interpretation: Fibroblast-based RNA-seq in our selected cohort improved variant interpretation and offered a modest yield in patients without prior candidate variants. ANN NEUROL 2026.

目的:基因组测序使50%的肌张力障碍患者无法诊断。在以dna为导向的方法仍然不足的地方,整合多组学对于推进基因组解释至关重要。在此,我们纳入了来自167名不同年龄和表现的肌张力障碍患者的RNA测序(RNA-seq)数据。方法:我们利用RNA-seq分析管道,专注于鉴定皮肤活检组织的RNA-seq表达和剪接畸变。纳入的患者中,早发性肌张力障碍占85.0%,非局灶性肌张力障碍占92.2%,共存特征占76.0%。评估了36例预先确定变异的患者样本(36/167,21.6%)和131例先前没有基因组测序优先诊断候选者的样本(131/167,78.4%)。结果:我们发现成纤维细胞RNA-seq检测到bb0 - 80%的肌张力障碍相关基因。表达和剪接畸变分析产生了一些影响肌张力障碍相关基因的显著RNA缺陷。该方法在验证功能丧失变异的致病作用方面特别成功,检测到66.7%的疾病相关rna低表达(10/15)。在其他预先鉴定的变异类型的背景下研究异常表达和剪接,有28.6%(6/21个样本)得到了相关结果。我们获得了6.9%(9/131)的诊断提升,这些患者都表现出肌张力障碍合并常染色体隐性遗传。来自RNA-seq和基因组再分析的新诊断是基于以前被忽视的剪接区(3/9)和深(er)内含子(6/9)变异。对于观察到的事件,整合新的机器学习分数可以预测大脑中相应的异常基因表达。解释:在我们选择的队列中,基于成纤维细胞的RNA-seq改进了变体解释,并在没有先前候选变体的患者中提供了适度的产量。Ann neurol 2026。
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引用次数: 0
Reply to “Extending the Interpretation of Biomarker Dynamics in SOD1-ALS Proteomics” 回复“扩展SOD1-ALS蛋白质组学中生物标志物动力学的解释”。
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-31 DOI: 10.1002/ana.78090
Christina Steffke MD, David Brenner MD, Alberto Catanese PhD
<p>With much appreciation, we read the letter to the editor by Khan and Khan<span><sup>1</sup></span> with respect to our manuscript describing the identification of therapy-responsive biomarkers in patients with SOD1-amyotrophic lateral sclerosis (ALS) treated with tofersen.<span><sup>2</sup></span> The authors surely highlight interesting aspects regarding the interpretation of our study.</p><p>First, the true origin of the pro-inflammatory proteins detected in the cerebrospinal fluid (CSF) samples 12 months after treatment initiation cannot be determined with ultimate certainty. As mentioned by Khan and Khan, the intrathecal application of the antisense oligonucleotide repetitively every 4 weeks is indeed leading to inflammatory signatures in the CSF, which in most cases remain clinically silent.<span><sup>3</sup></span> In fact, the patients and samples used for our study were partly included in the 12-month observation study from Wiesenfarth et al, hence basic CSF reports about cell count, protein, and oligoclonal bands were already investigated and described.<span><sup>3</sup></span> Although the involvement of microglia and neuronal inflammation is suggested to play an important role in the ALS pathogenesis,<span><sup>4, 5</sup></span> there is still no direct evidence of tofersen exerting a direct effect on the inflammatory response of patients. Thus, a combination of inflammatory reaction, due to the invasive treatment, and of disease progression (although slowed down by the treatment) is probably responsible for the increased pro-inflammatory response.</p><p>Second, the influence of sex hormones on the gender-dependent response of Aβ-peptides to the treatment with tofersen is a very important aspect. Unfortunately, at least for our patient cohort, we did not have information about hormone levels at the timepoint of sampling. Just by filtering the epidemiological data with regard to age at lumbar puncture, we could speculate whether the female patients were rather pre- or post-menopausal. There, we did not see any pattern of responder or non-responder female patients depending on the hypothetical menopausal state. Collecting anamnestic as well as analytical data in follow-up studies would definitely help gain more insight into the physiological sex-dependent response of Aβ-peptides to the treatment with tofersen.</p><p>Third, the role of neuronal pentraxins (NPTX1, NPTX2, and NPTXR) in neurodegenerative diseases has been significantly growing in the latest time. Not only are the proteins altered between patients with Alzheimer's disease and healthy controls,<span><sup>6</sup></span> but also seem to represent a proxy for neuroprotection in patients suffering from spinal muscular atrophy and treated with the antisense oligonucleotide Nusinersen.<span><sup>7</sup></span> In ALS, serum neuronal pentraxin 2 levels have been found to be associated with shorter survival.<span><sup>8</sup></span> Nevertheless, we have to point out that, in our
怀着感激之情,我们阅读了Khan和Khan1写给编辑的关于我们的手稿的信,信中描述了tofersen治疗sod1 -肌萎缩性侧索硬化症(ALS)患者治疗反应性生物标志物的鉴定作者肯定强调了解释我们研究的有趣方面。首先,在治疗开始12个月后脑脊液(CSF)样本中检测到的促炎蛋白的真正来源无法完全确定。正如Khan和Khan所提到的,每4周在鞘内重复应用反义寡核苷酸确实会导致脑脊液中的炎症特征,但在大多数情况下临床沉默事实上,用于我们研究的患者和样本部分包括在Wiesenfarth等人为期12个月的观察研究中,因此关于细胞计数、蛋白质和寡克隆带的基本CSF报告已经被调查和描述虽然小胶质细胞和神经元炎症的参与被认为在ALS的发病机制中起重要作用,但仍没有直接证据表明豆腐素对患者的炎症反应有直接影响。因此,由于侵入性治疗引起的炎症反应和疾病进展(尽管治疗减缓了炎症反应)的结合可能是促炎反应增加的原因。其次,性激素对a - β-肽对豆腐素处理的性别依赖性反应的影响是一个非常重要的方面。不幸的是,至少在我们的患者队列中,我们没有关于采样时间点激素水平的信息。仅通过筛选腰椎穿刺年龄的流行病学资料,我们就可以推测女性患者是绝经前还是绝经后。在那里,我们没有看到任何模式的应答或无应答的女性患者取决于假设的绝经状态。在后续研究中收集记忆和分析数据肯定有助于更深入地了解a β-肽对豆腐素治疗的生理性别依赖性反应。第三,神经元戊烷素(NPTX1、NPTX2、NPTXR)在神经退行性疾病中的作用在最近一段时间内得到了显著的提升。这些蛋白不仅在阿尔茨海默病患者和健康对照者之间发生改变,而且似乎也代表了脊髓性肌萎缩症患者接受反义寡核苷酸nusinersen治疗时的神经保护作用。在ALS患者中,血清神经元戊烷素2水平已被发现与较短的生存期有关然而,我们必须指出,在我们的研究中,ALS在基线和健康对照之间没有明显的变化。此外,TDP-43病理和NPTX29之间的相互作用不太可能代表SOD1-ALS患者的主要病理因素,因为SOD1-ALS缺乏这种典型的als标志。尽管如此,我们同意神经元戊烷素是一种很有前途的生物标志物,特别是在药物试验和治疗反应性方面,因为它们在治疗时的动态似乎非常一致,并在分子水平上反映了患者的临床状态。所有作者都为这封信做出了贡献,并批准了最终的手稿。支持这项研究结果的数据可以在https://doi.org/10.1002/ana.70025(参考文献2)上公开获得。
{"title":"Reply to “Extending the Interpretation of Biomarker Dynamics in SOD1-ALS Proteomics”","authors":"Christina Steffke MD,&nbsp;David Brenner MD,&nbsp;Alberto Catanese PhD","doi":"10.1002/ana.78090","DOIUrl":"10.1002/ana.78090","url":null,"abstract":"&lt;p&gt;With much appreciation, we read the letter to the editor by Khan and Khan&lt;span&gt;&lt;sup&gt;1&lt;/sup&gt;&lt;/span&gt; with respect to our manuscript describing the identification of therapy-responsive biomarkers in patients with SOD1-amyotrophic lateral sclerosis (ALS) treated with tofersen.&lt;span&gt;&lt;sup&gt;2&lt;/sup&gt;&lt;/span&gt; The authors surely highlight interesting aspects regarding the interpretation of our study.&lt;/p&gt;&lt;p&gt;First, the true origin of the pro-inflammatory proteins detected in the cerebrospinal fluid (CSF) samples 12 months after treatment initiation cannot be determined with ultimate certainty. As mentioned by Khan and Khan, the intrathecal application of the antisense oligonucleotide repetitively every 4 weeks is indeed leading to inflammatory signatures in the CSF, which in most cases remain clinically silent.&lt;span&gt;&lt;sup&gt;3&lt;/sup&gt;&lt;/span&gt; In fact, the patients and samples used for our study were partly included in the 12-month observation study from Wiesenfarth et al, hence basic CSF reports about cell count, protein, and oligoclonal bands were already investigated and described.&lt;span&gt;&lt;sup&gt;3&lt;/sup&gt;&lt;/span&gt; Although the involvement of microglia and neuronal inflammation is suggested to play an important role in the ALS pathogenesis,&lt;span&gt;&lt;sup&gt;4, 5&lt;/sup&gt;&lt;/span&gt; there is still no direct evidence of tofersen exerting a direct effect on the inflammatory response of patients. Thus, a combination of inflammatory reaction, due to the invasive treatment, and of disease progression (although slowed down by the treatment) is probably responsible for the increased pro-inflammatory response.&lt;/p&gt;&lt;p&gt;Second, the influence of sex hormones on the gender-dependent response of Aβ-peptides to the treatment with tofersen is a very important aspect. Unfortunately, at least for our patient cohort, we did not have information about hormone levels at the timepoint of sampling. Just by filtering the epidemiological data with regard to age at lumbar puncture, we could speculate whether the female patients were rather pre- or post-menopausal. There, we did not see any pattern of responder or non-responder female patients depending on the hypothetical menopausal state. Collecting anamnestic as well as analytical data in follow-up studies would definitely help gain more insight into the physiological sex-dependent response of Aβ-peptides to the treatment with tofersen.&lt;/p&gt;&lt;p&gt;Third, the role of neuronal pentraxins (NPTX1, NPTX2, and NPTXR) in neurodegenerative diseases has been significantly growing in the latest time. Not only are the proteins altered between patients with Alzheimer's disease and healthy controls,&lt;span&gt;&lt;sup&gt;6&lt;/sup&gt;&lt;/span&gt; but also seem to represent a proxy for neuroprotection in patients suffering from spinal muscular atrophy and treated with the antisense oligonucleotide Nusinersen.&lt;span&gt;&lt;sup&gt;7&lt;/sup&gt;&lt;/span&gt; In ALS, serum neuronal pentraxin 2 levels have been found to be associated with shorter survival.&lt;span&gt;&lt;sup&gt;8&lt;/sup&gt;&lt;/span&gt; Nevertheless, we have to point out that, in our ","PeriodicalId":127,"journal":{"name":"Annals of Neurology","volume":"99 2","pages":"546-547"},"PeriodicalIF":7.7,"publicationDate":"2026-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ana.78090","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146091581","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Individualized Atrophy-Based Prediction of Dementia Progression in Familial Frontotemporal Lobar Degeneration With Bayesian Linear Mixed-Effects Modeling. 基于个体萎缩的家族性额颞叶变性痴呆进展的贝叶斯线性混合效应模型预测。
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-29 DOI: 10.1002/ana.78167
Shubir Dutt, Dana Leichter, Yann Cobigo, Amy Wolf, John Kornak, Annie Clark, Lucy L Russell, Arabella Bouzigues, David M Cash, Martina Bocchetta, Molly Olzinski, Brian Appleby, Ece Bayram, Barbara Borroni, Andrea Bozoki, Chris R Butler, David Clark, Rhian S Convery, R Ryan Darby, Alexandre de Mendonça, Bradford Dickerson, Kimiko Domoto-Reilly, Simon Ducharme, Eve Ferry-Bolder, Elizabeth Finger, Phoebe H Foster, Douglas R Galasko, Daniela Galimberti, Alexander Gerhard, Nupur Ghoshal, Caroline Graff, Neill Graff-Radford, Ian M Grant, Chadwick M Hales, Lawrence S Honig, Ging-Yuek Hsiung, Edward D Huey, David Irwin, Lize C Jiskoot, Walter Kremers, Justin Y Kwan, Robert Laforce, Isabelle Le Ber, Gabriel C Léger, Johannes Levin, Irene Litvan, Ian R Mackenzie, Mario Masellis, Mario F Mendez, Fermin Moreno, Chiadi Onyike, Markus Otto, Belen Pascual, Peter Pressman, Rosa Rademakers, Eliana Marisa Ramos, Aaron Ritter, Erik D Roberson, James B Rowe, Raquel Sanchez-Valle, Isabel Santana, Harro Seelaar, Allison Snyder, Sandro Sorbi, Matthis Synofzik, Maria Carmela Tartaglia, Pietro Tiraboschi, John C van Swieten, Marijne Vandebergh, Rik Vandenberghe, Hilary W Heuer, Bruce L Miller, William W Seeley, Maria Luisa Gorno-Tempini, Joel H Kramer, Leah Forsberg, Kejal Kantarci, Bradley F Boeve, Adam L Boxer, Jonathan D Rohrer, Howard J Rosen, Adam M Staffaroni

Objective: Age of symptom onset is highly variable in familial frontotemporal lobar degeneration (f-FTLD). Accurate prediction of onset would inform clinical management and trial enrollment. Prior studies indicate that individualized maps of brain atrophy can predict conversion to dementia in f-FTLD. We used a Bayesian linear mixed-effect (BLME) prediction method for identifying accelerated brain volume loss to predict conversion to dementia.

Methods: Participants included 234 asymptomatic or prodromal carriers of C9orf72, GRN, or MAPT mutations (including 21 dementia converters) with ≥3 longitudinal magnetic resonance imaging (MRI) T1-weighted scans. The BLME models established individual voxel-wise gray matter trajectories using the first 2 scans. Person-specific clusters of accelerated volume loss were estimated in subsequent scans and tested as predictors of dementia conversion compared with other approaches in time-varying Cox proportional hazard models covarying for age. Receiver-operating characteristic (ROC) curves estimated utility of cluster volume in discriminating which participants converted to dementia within 24 months.

Results: The BLME cluster volume predicted conversion to dementia in f-FTLD mutation carriers overall and separately in C9orf72, GRN, and MAPT, with comparable hazard ratios observed for atrophy W-maps and regional volumes. Within a 24-month timeframe, BLME cluster volume discriminated dementia converters from non-converters with larger areas under the curve (AUCs) than other approaches.

Interpretation: Bayesian-modeled individualized atrophy scores predict dementia progression among asymptomatic f-FTLD mutation carriers and may have increased utility compared with other structural imaging methods when studying individuals over shorter timeframes that align with clinical trial design. ANN NEUROL 2026.

目的:家族性额颞叶变性(f-FTLD)的发病年龄差异很大。准确的发病预测将为临床管理和试验招募提供信息。先前的研究表明,脑萎缩的个体化地图可以预测f-FTLD向痴呆的转化。我们使用贝叶斯线性混合效应(BLME)预测方法来识别加速脑容量损失,以预测转化为痴呆。方法:参与者包括234名无症状或前驱C9orf72、GRN或MAPT突变携带者(包括21名痴呆转化者),其纵向磁共振成像(MRI) t1加权扫描≥3次。BLME模型利用前两次扫描建立了单个体素的灰质轨迹。在随后的扫描中估计个体特异性加速体积损失簇,并在随年龄共变的时变Cox比例风险模型中与其他方法相比,作为痴呆转换的预测因子进行测试。受试者工作特征(ROC)曲线估计了群集体积在区分哪些参与者在24个月内转化为痴呆症方面的效用。结果:BLME簇体积预测了f-FTLD突变携带者的总体和单独的C9orf72、GRN和MAPT转化为痴呆,在萎缩w图和区域体积中观察到相似的风险比。在24个月的时间框架内,BLME集群体积区分痴呆症转换者和非转换者,曲线下面积(aus)比其他方法大。解释:贝叶斯模型的个体化萎缩评分预测无症状f-FTLD突变携带者的痴呆进展,与其他结构成像方法相比,在与临床试验设计一致的较短时间内研究个体时,可能具有更高的效用。Ann neurol 2026。
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引用次数: 0
Individualized Treatment in Distal and Medium Vessel Occlusion Stroke Using a Validated Explainable Counterfactual Treatment Estimation Model. 个体化治疗在远端和中端血管闭塞中风使用一个有效的可解释的反事实治疗估计模型。
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-28 DOI: 10.1002/ana.78168
Mohamed F Doheim, Mahmoud H Mohammaden, Hend Abdelhamid, Marta Olive-Gadea, Marc Rodrigo-Gisbert, Manuel Requena, Johanna T Fifi, James E Siegler, Santiago Ortega-Gutierrez, Mohamad Abdalkader, Ali Alaraj, Wei Hu, Thanh N Nguyen, Diogo C Haussen, Raul G Nogueira

Objective: The optimal treatment for distal medium vessel occlusion (DMVO) stroke remains uncertain, and evidence comparing endovascular therapy (EVT) with medical management (MM) is limited. We aimed to develop and validate a predictive modeling tool to assess individual treatment benefit in DMVO stroke using explainable counterfactual treatment estimation.

Methods: Adults with isolated DMVO stroke (M3-M4, A2-A3, or P1-P2) were retrospectively identified from 7 stroke centers. To estimate individualized probabilities of favorable outcome (modified Rankin Scale [mRS] = 0-2 at 90 days), we developed a Penalized Logistic Regression (Elastic Net) model. This framework was selected a priori over other explored machine learning algorithms (Decision Tree, Support Vector Classifier, and XGBoost) for its superior interpretability and ability to handle multicollinearity among interaction terms. Inverse Probability of Treatment Weighting (IPTW) was implemented to address confounding by indication in the observational data. Internal validation used repeated K-fold cross-validation and bootstrapping; external validation was performed on an independent cohort (n = 86).

Results: Of 321 eligible patients, 179 received EVT (55.8%) and 142 received MM (44.2%). Adjusted models showed no significant overall group differences in favorable outcome (adjusted OR [aOR] = 1.32, 95% confidence interval [CI] = 0.97-1.80), mortality (aOR = 1.20, 95% CI = 0.78-1.85), or symptomatic hemorrhage (aOR = 0.57, 95% CI = 0.21-1.58). However, the model identified significant treatment effect heterogeneity; EVT benefit was amplified in patients with higher National Institutes of Health Stroke Scale (NIHSS) and attenuated with increasing treatment delay. Internal validation demonstrated strong performance (area under the receiver operating characteristic curve [AUC] = 0.77, 95% CI = 0.71-0.82). External validation confirmed generalizability (AUC = 0.74, 95% CI = 0.63-0.84). Individualized treatment estimates showed high concordance with a benchmark causal T-Learner model (Pearson r = 0.97 internal and r = 0.98 external).

Interpretation: Although aggregate outcomes did not differ significantly, the validated Distal and Medium Vessel Occlusion Stroke (DUSK) Tool enables individualized estimation of EVT benefit in DMVO stroke. This explainable counterfactual treatment estimation framework supports precision decision making by identifying specific patient subgroups most likely to benefit from EVT over MM. ANN NEUROL 2026.

目的:远端中血管闭塞(DMVO)卒中的最佳治疗方法尚不确定,并且比较血管内治疗(EVT)与医学治疗(MM)的证据有限。我们的目的是开发和验证一种预测建模工具,使用可解释的反事实治疗估计来评估DMVO卒中的个体治疗效果。方法:回顾性分析来自7个卒中中心的孤立性DMVO卒中成人(M3-M4、A2-A3或P1-P2)。为了估计个体化有利结果的概率(修改Rankin量表[mRS]在90天= 0-2),我们开发了一个惩罚逻辑回归(Elastic Net)模型。该框架在其他探索的机器学习算法(决策树、支持向量分类器和XGBoost)中被先验地选择,因为它具有优越的可解释性和处理交互项之间多重共线性的能力。采用治疗加权逆概率(IPTW)来解决观测数据中指征引起的混淆。内部验证采用重复K-fold交叉验证和自举;在独立队列(n = 86)中进行外部验证。结果:321例患者中,EVT治疗179例(55.8%),MM治疗142例(44.2%)。调整后的模型显示,在有利结局(调整后的OR [aOR] = 1.32, 95%可信区间[CI] = 0.97-1.80)、死亡率(aOR = 1.20, 95% CI = 0.78-1.85)或症状性出血(aOR = 0.57, 95% CI = 0.21-1.58)方面,组间无显著差异。然而,该模型发现了显著的治疗效果异质性;EVT的益处在美国国立卫生研究院卒中量表(NIHSS)较高的患者中被放大,并随着治疗延迟的增加而减弱。内部验证显示了良好的性能(受试者工作特征曲线下面积[AUC] = 0.77, 95% CI = 0.71-0.82)。外部验证证实了可推广性(AUC = 0.74, 95% CI = 0.63-0.84)。个性化治疗估计与基准因果t -学习者模型高度一致(内部Pearson r = 0.97,外部r = 0.98)。解释:虽然总体结果没有显著差异,但经过验证的远端和中端血管闭塞卒中(DUSK)工具可以对DMVO卒中中EVT的益处进行个性化估计。这种可解释的反事实治疗评估框架通过识别最有可能从EVT中受益的特定患者亚组来支持精确决策。
{"title":"Individualized Treatment in Distal and Medium Vessel Occlusion Stroke Using a Validated Explainable Counterfactual Treatment Estimation Model.","authors":"Mohamed F Doheim, Mahmoud H Mohammaden, Hend Abdelhamid, Marta Olive-Gadea, Marc Rodrigo-Gisbert, Manuel Requena, Johanna T Fifi, James E Siegler, Santiago Ortega-Gutierrez, Mohamad Abdalkader, Ali Alaraj, Wei Hu, Thanh N Nguyen, Diogo C Haussen, Raul G Nogueira","doi":"10.1002/ana.78168","DOIUrl":"https://doi.org/10.1002/ana.78168","url":null,"abstract":"<p><strong>Objective: </strong>The optimal treatment for distal medium vessel occlusion (DMVO) stroke remains uncertain, and evidence comparing endovascular therapy (EVT) with medical management (MM) is limited. We aimed to develop and validate a predictive modeling tool to assess individual treatment benefit in DMVO stroke using explainable counterfactual treatment estimation.</p><p><strong>Methods: </strong>Adults with isolated DMVO stroke (M3-M4, A2-A3, or P1-P2) were retrospectively identified from 7 stroke centers. To estimate individualized probabilities of favorable outcome (modified Rankin Scale [mRS] = 0-2 at 90 days), we developed a Penalized Logistic Regression (Elastic Net) model. This framework was selected a priori over other explored machine learning algorithms (Decision Tree, Support Vector Classifier, and XGBoost) for its superior interpretability and ability to handle multicollinearity among interaction terms. Inverse Probability of Treatment Weighting (IPTW) was implemented to address confounding by indication in the observational data. Internal validation used repeated K-fold cross-validation and bootstrapping; external validation was performed on an independent cohort (n = 86).</p><p><strong>Results: </strong>Of 321 eligible patients, 179 received EVT (55.8%) and 142 received MM (44.2%). Adjusted models showed no significant overall group differences in favorable outcome (adjusted OR [aOR] = 1.32, 95% confidence interval [CI] = 0.97-1.80), mortality (aOR = 1.20, 95% CI = 0.78-1.85), or symptomatic hemorrhage (aOR = 0.57, 95% CI = 0.21-1.58). However, the model identified significant treatment effect heterogeneity; EVT benefit was amplified in patients with higher National Institutes of Health Stroke Scale (NIHSS) and attenuated with increasing treatment delay. Internal validation demonstrated strong performance (area under the receiver operating characteristic curve [AUC] = 0.77, 95% CI = 0.71-0.82). External validation confirmed generalizability (AUC = 0.74, 95% CI = 0.63-0.84). Individualized treatment estimates showed high concordance with a benchmark causal T-Learner model (Pearson r = 0.97 internal and r = 0.98 external).</p><p><strong>Interpretation: </strong>Although aggregate outcomes did not differ significantly, the validated Distal and Medium Vessel Occlusion Stroke (DUSK) Tool enables individualized estimation of EVT benefit in DMVO stroke. This explainable counterfactual treatment estimation framework supports precision decision making by identifying specific patient subgroups most likely to benefit from EVT over MM. ANN NEUROL 2026.</p>","PeriodicalId":127,"journal":{"name":"Annals of Neurology","volume":" ","pages":""},"PeriodicalIF":7.7,"publicationDate":"2026-01-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146058357","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
Severe, Non-apneic Respiratory Dysfunction and Hypoxia following Generalized Convulsive Seizures. 全身性惊厥发作后的严重非窒息性呼吸功能障碍和缺氧。
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-27 DOI: 10.1002/ana.78164
Haley E Pysick, Rup K Sainju, Roshni Nair, Deidre N Dragon, Eduardo Bravo, Laura Vilella, Xiaojin Li, Samden D Lhatoo, George B Richerson, Brian K Gehlbach

Objective: Sudden unexpected death in epilepsy (SUDEP) is a devastating consequence of some generalized convulsive seizures (GCS). Recent work has focused on seizure related apnea as a biomarker of SUDEP risk, frequently without characterizing the adequacy of non-apneic ventilation or identifying other dysfunctional breathing patterns. We hypothesized that GCS frequently induce immediate, severe, non-apneic respiratory dysfunction that can induce critical hypoxia and bradycardia and sought to characterize breathing patterns after GCS.

Methods: Adult patients admitted to an epilepsy monitoring unit were studied. The effects of GCS on breathing and heart rate were analyzed using nasal pressure transducers, chest and abdominal respiratory inductance plethysmography, capillary oxygen saturation, transcutaneous CO2, electrocardiogram, electroencephalogram, and expert audiovisual analysis. Correlation analyses, the Mann-Whitney test, and an unpaired t test were used to analyze relationships between dysfunctional breathing patterns and both the severity of postictal hypoxemia and the heart rate.

Results: Thirty-two GCS from 22 patients were analyzed and 31 exhibited 1 or more of the following breathing patterns: disordered rhythmicity (n = 28/32, 87.5%), shallow breathing (n = 12/32, 37.5%), thoracoabdominal asynchrony (n = 24/30, 80.0%), and upper airway obstruction (n = 30/32, 93.8%). Oxygen desaturation was more severe when postictal breathing was shallow or irregular in amplitude. The latter was associated with absolute or relative bradycardia.

Interpretation: Nonfatal GCS frequently induce immediate, severe, non-apneic respiratory dysfunction temporally associated with severe hypoxia and bradycardia. Our study suggests that postictal respiratory and cardiac function are tightly coupled and highlights the importance of including all the relevant pathologic variables in studies of SUDEP pathogenesis. ANN NEUROL 2026.

目的:癫痫猝死(SUDEP)是一些全身性惊厥发作(GCS)的破坏性后果。最近的研究主要集中在癫痫发作相关的呼吸暂停作为SUDEP风险的生物标志物,通常没有表征非呼吸暂停通气的充分性或识别其他功能障碍呼吸模式。我们假设GCS经常导致立即、严重、非窒息性呼吸功能障碍,可导致严重缺氧和心动过缓,并试图描述GCS后的呼吸模式。方法:对癫痫病监护单位收治的成年患者进行研究。采用鼻压传感器、胸腹呼吸感应容积描记仪、毛细血氧饱和度、经皮CO2、心电图、脑电图及专家视听分析分析GCS对呼吸和心率的影响。相关分析、Mann-Whitney检验和非配对t检验用于分析功能障碍呼吸模式与术后低氧血症严重程度和心率之间的关系。结果:分析了22例患者的32例GCS,其中31例表现出以下1种或1种以上的呼吸模式:节律性紊乱(n = 28/ 32,87.5%)、浅呼吸(n = 12/ 32,37.5%)、胸腹不同步(n = 24/ 30,80.0%)和上呼吸道阻塞(n = 30/ 32,93.8%)。当阳性呼吸较浅或幅度不规则时,氧饱和度降低更为严重。后者与绝对或相对心动过缓有关。解释:非致死性GCS经常引起立即、严重、非窒息性呼吸功能障碍,并伴有严重缺氧和心动过缓。我们的研究表明,后呼吸和心脏功能是紧密耦合的,并强调了在研究SUDEP发病机制时包括所有相关病理变量的重要性。Ann neurol 2026。
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引用次数: 0
Enhanced Sensitivity of a Modified Quaking-Induced Conversion Diagnostic Test for the Broad Detection of Sporadic and Inherited Prion Diseases: A Retrospective Study. 改进的震动诱导转换诊断试验对散发性和遗传性朊病毒疾病广泛检测的敏感性增强:一项回顾性研究
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-26 DOI: 10.1002/ana.78162
Jennifer Myskiw, Rebecca Fox, Dominic M S Kielich, Lise Lamoureux, Melanie Leonhardt, Olivia Nykvist, Jessy A Slota, Kristen Avery, Clark Phillipson, Kathy Frost, Sharon Simon, Brian S Appleby, Ben A Bailey-Elkin, Stephanie A Booth

Objective: Quaking-induced conversion (QuIC) tests, which detect prion-seeding activity in cerebrospinal fluid (CSF), have markedly advanced the antemortem diagnosis of prion diseases such as Creutzfeldt-Jakob disease (CJD). These tests provide high diagnostic accuracy and enable timely differentiation from other rapidly progressive neurodegenerative disorders. However, a key limitation of current QuIC tests are the reduced sensitivity in detecting inherited prion diseases and rare sporadic subtypes, including variably protease-sensitive prionopathy (VPSPr). To address this gap, we evaluated a simplified QuIC test, end-point QuIC (EP-QuIC), incorporating a novel recombinant prion protein substrate derived from the North American deer mouse (Peromyscus maniculatus).

Methods: The diagnostic performance of the modified QuIC test was evaluated using CSF samples from 61 sporadic CJD, 50 inherited prion disease, and 5 VPSPr cases.

Results: EP-QuIC with the deer mouse substrate achieved 96.6% sensitivity (111/116) and 100% specificity (35/35), outperforming both standard EP-QuIC (87.1%) and next-generation (IQ-CSF) real-time-QuIC (72.4%) across the same cohort. Notably, this enhanced assay detected inherited mutations, such as D178N, that were previously undetectable with existing diagnostic tests.

Interpretation: These findings demonstrate that adapting EP-QuIC with an optimized substrate, termed enhanced sensitivity QuIC (ES-QuIC), significantly improves diagnostic performance for inherited and atypical prion diseases. By expanding the diagnostic reach of QuIC tests, this study strengthens antemortem surveillance, reduces reliance on postmortem confirmation, and improves opportunities for early intervention and clinical trial enrollment, particularly for genetic cases most likely to benefit from emerging therapeutic strategies. ANN NEUROL 2026.

目的:震动诱导转化(QuIC)试验检测脑脊液(CSF)中朊病毒的种子活性,显著提高了克雅病(CJD)等朊病毒疾病的产前诊断。这些测试提供了很高的诊断准确性,并能够及时区分其他快速进展的神经退行性疾病。然而,当前QuIC测试的一个关键限制是检测遗传性朊病毒疾病和罕见的散发性亚型(包括可变蛋白酶敏感性朊病毒病(VPSPr))的敏感性降低。为了解决这一问题,我们评估了一种简化的QuIC测试,终点QuIC (EP-QuIC),结合了一种来自北美鹿鼠(Peromyscus maniculatus)的新型重组朊病毒蛋白底物。方法:对61例散发性克雅氏病、50例遗传性朊病毒病和5例VPSPr患者的脑脊液样本进行改进的QuIC检测。结果:鹿鼠底物EP-QuIC达到96.6%的灵敏度(111/116)和100%的特异性(35/35),在同一队列中优于标准EP-QuIC(87.1%)和下一代(IQ-CSF)实时quic(72.4%)。值得注意的是,这种增强的检测方法可以检测到遗传突变,如D178N,而以前现有的诊断检测方法无法检测到这些突变。这些研究结果表明,将EP-QuIC与优化的底物结合,称为增强敏感性QuIC (ES-QuIC),可显著提高对遗传性和非典型朊病毒疾病的诊断性能。通过扩大QuIC检测的诊断范围,本研究加强了死前监测,减少了对死后确认的依赖,并提高了早期干预和临床试验登记的机会,特别是对于最有可能从新兴治疗策略中受益的遗传病例。Ann neurol 2026。
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引用次数: 0
Stop the Spin: Confronting Reporting Bias in Multiple Sclerosis Research 停止旋转:面对多发性硬化症研究中的报告偏见。
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-26 DOI: 10.1002/ana.78126
Dennis Bourdette MD, Elizabeth Silbermann MD
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引用次数: 0
Distortion in the Communication of Nonsignificant Primary Outcomes: The Spin Strategy in Multiple Sclerosis Trials 不显著的主要结局信息的失真:多发性硬化症试验中的自旋策略。
IF 7.7 1区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-26 DOI: 10.1002/ana.78125
Marta Mascareñas-García MD, MPH, Alejandro Rivero-de-Aguilar MD, Cristina Candal-Pedreira PhD, Guadalupe García MPH, Carla Guerra-Tort MPH, Lucía Martín-Gisbert PhD, Julia Rey-Brandariz PhD, Mónica Pérez-Ríos Ríos PhD, Beatriz Casal-Acción BA, María Isolina Santiago-Pérez BS, Leonor Varela-Lema PhD

Objective

Spin refers to reporting strategies that highlight the benefits of an experimental treatment or divert attention from nonsignificant primary outcomes. We aimed to assess spin in randomized controlled trials (RCTs) on pharmaceutical efficacy in multiple sclerosis (MS) and explore associated factors.

Methods

A systematic literature search was conducted in MedLine (PubMed), EMBASE, and Cochrane using database-specific thesauri (“Multiple Sclerosis” and “Drug Therapy”) to identify relevant studies. We included multiple sclerosis phase 3 and 4 randomized controlled trials with parallel, superiority designs that were published between 2013 and 2024 reporting nonsignificant primary outcomes. Spin was assessed in title, abstract conclusion, results, discussion, and conclusions. A descriptive analysis was followed by exploratory bivariate logistic regression. Independent variables included trial phase, sample size, drug type, comparison, follow-up time, registration, Consolidated Standards of Reporting Trials (CONSORT) mention, risk of bias (RoB2), journal quartile, first author affiliation, and conflict of interest.

Results

Forty articles met inclusion criteria. Spin appeared in at least one section in 25 articles (62.5%) and in 3 or more in 19 articles (47.5%). The most frequent locations were abstract conclusions, discussion, and conclusions. Spin was significantly associated with smaller sample size (odds ratio [OR] = 7.00, 95% confidence interval [CI] = 1.29–37.91, p = 0.024), non-Q1 journals (OR = 4.38, 95% CI = 1.03–18.63, p = 0.046), and first author affiliation outside Europe or the United States (OR = 5.09, 95% CI = 1.15–22.62, p = 0.032).

Interpretation

Spin is common in MS randomized controlled trials with nonsignificant primary outcomes and may mislead clinical decisions. ANN NEUROL 2026;99:316–327

目的:Spin是指报道策略强调实验性治疗的益处或将注意力从不重要的主要结果上转移。评估随机临床试验(rct)对多发性硬化症(MS)药物疗效的影响,并探讨相关因素。方法:在MedLine (PubMed)、EMBASE和Cochrane中使用数据库专用词库(“多发性硬化症”和“药物治疗”)进行系统文献检索,确定相关研究。我们纳入了2013年至2024年间发表的具有平行、优势设计的多发性硬化症3期和4期随机对照试验,这些试验报告的主要结局不显著。Spin在标题、摘要结论、结果、讨论和结论中进行评估。描述性分析之后是探索性双变量逻辑回归。自变量包括试验阶段、样本量、药物类型、比较、随访时间、注册、综合报告试验标准(CONSORT)提及、偏倚风险(RoB2)、期刊四分位数、第一作者归属和利益冲突。结果:40篇文章符合纳入标准。Spin在25篇(62.5%)文章中至少出现了一个章节,在19篇(47.5%)文章中出现了3个或更多章节。最常见的位置是抽象结论、讨论和结论。Spin与较小的样本量(优势比[OR] = 7.00, 95%可信区间[CI] = 1.29-37.91, p = 0.024)、非q1期刊(OR = 4.38, 95% CI = 1.03-18.63, p = 0.046)以及欧洲或美国以外的第一作者(OR = 5.09, 95% CI = 1.15-22.62, p = 0.032)显著相关。解释:Spin在主要结局不显著的MS随机对照试验中很常见,可能会误导临床决策。Ann neurol 2026。
{"title":"Distortion in the Communication of Nonsignificant Primary Outcomes: The Spin Strategy in Multiple Sclerosis Trials","authors":"Marta Mascareñas-García MD, MPH,&nbsp;Alejandro Rivero-de-Aguilar MD,&nbsp;Cristina Candal-Pedreira PhD,&nbsp;Guadalupe García MPH,&nbsp;Carla Guerra-Tort MPH,&nbsp;Lucía Martín-Gisbert PhD,&nbsp;Julia Rey-Brandariz PhD,&nbsp;Mónica Pérez-Ríos Ríos PhD,&nbsp;Beatriz Casal-Acción BA,&nbsp;María Isolina Santiago-Pérez BS,&nbsp;Leonor Varela-Lema PhD","doi":"10.1002/ana.78125","DOIUrl":"10.1002/ana.78125","url":null,"abstract":"<div>\u0000 \u0000 <section>\u0000 \u0000 <h3> Objective</h3>\u0000 \u0000 <p>Spin refers to reporting strategies that highlight the benefits of an experimental treatment or divert attention from nonsignificant primary outcomes. We aimed to assess spin in randomized controlled trials (RCTs) on pharmaceutical efficacy in multiple sclerosis (MS) and explore associated factors.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methods</h3>\u0000 \u0000 <p>A systematic literature search was conducted in MedLine (PubMed), EMBASE, and Cochrane using database-specific thesauri (“Multiple Sclerosis” and “Drug Therapy”) to identify relevant studies. We included multiple sclerosis phase 3 and 4 randomized controlled trials with parallel, superiority designs that were published between 2013 and 2024 reporting nonsignificant primary outcomes. Spin was assessed in title, abstract conclusion, results, discussion, and conclusions. A descriptive analysis was followed by exploratory bivariate logistic regression. Independent variables included trial phase, sample size, drug type, comparison, follow-up time, registration, Consolidated Standards of Reporting Trials (CONSORT) mention, risk of bias (RoB2), journal quartile, first author affiliation, and conflict of interest.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>Forty articles met inclusion criteria. Spin appeared in at least one section in 25 articles (62.5%) and in 3 or more in 19 articles (47.5%). The most frequent locations were abstract conclusions, discussion, and conclusions. Spin was significantly associated with smaller sample size (odds ratio [OR] = 7.00, 95% confidence interval [CI] = 1.29–37.91, <i>p</i> = 0.024), non-Q1 journals (OR = 4.38, 95% CI = 1.03–18.63, <i>p</i> = 0.046), and first author affiliation outside Europe or the United States (OR = 5.09, 95% CI = 1.15–22.62, <i>p</i> = 0.032).</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Interpretation</h3>\u0000 \u0000 <p>Spin is common in MS randomized controlled trials with nonsignificant primary outcomes and may mislead clinical decisions. ANN NEUROL 2026;99:316–327</p>\u0000 </section>\u0000 </div>","PeriodicalId":127,"journal":{"name":"Annals of Neurology","volume":"99 2","pages":"316-327"},"PeriodicalIF":7.7,"publicationDate":"2026-01-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ana.78125","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146049514","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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Annals of Neurology
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