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Broadening the Comorbidity Landscape in Facioscapulohumeral Dystrophy: Beyond the Usual Suspects. 拓宽面部肩胛骨-肱骨营养不良的共病景观:超越通常的怀疑。
IF 3.1 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-09-24 DOI: 10.1002/mus.70026
Christian Messina
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引用次数: 0
Correction to "Variable Differences of Nerve Conduction Amplitudes Versus Velocities and Distal Latencies of Healthy Subjects Assessed in Ethnic Cohorts". 修正“在民族队列中评估的健康受试者的神经传导振幅与速度和远端潜伏期的可变差异”。
IF 3.1 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-12-17 DOI: 10.1002/mus.70116
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引用次数: 0
Relationships Between Nerve Ultrasound Findings and Clinical, Genetic, Laboratory and Electrophysiological Findings in Patients With Chronic Idiopathic Axonal Polyneuropathy. 慢性特发性轴突多发性神经病患者的神经超声表现与临床、遗传学、实验室和电生理表现的关系。
IF 3.1 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-12-19 DOI: 10.1002/mus.70122
L Pelosi, A Garvey, I Z Melville, C Scriba, V Yong, M Rodrigues, J Kao, M D Glenn, N Laing, G Ravenscroft, R L Taylor, R H Roxburgh

Introduction/aims: Chronic idiopathic axonal polyneuropathy (CIAP) is an increasingly recognized, frequent and often disabling disease with unknown etiology. We explored the utility of nerve ultrasound in the investigation of patients with predominantly sensory CIAP, by comparing ultrasound with clinical, genetic, laboratory and electrophysiological findings.

Methods: Thirty-nine patients with a predominantly sensory CIAP were included. The averaged measurements of the ultrasound cross-sectional areas (CSAs) of median and ulnar nerves at mid-forearm and mid-humerus (Mean UL CSAs) for each patient were compared with demographics, neuropathy scores (INCAT Sensory Sumscore (ISS) and Toronto Clinical Neuropathy Score), blood tests, repeat nerve conduction studies and, given the RFC1 association with late-onset sensory neuropathy, genetic RFC1 testing.

Results: Mean UL CSA was significantly reduced in six patients (4.3 ± 0.6 mm2), increased in 15 (10.2 ± 2.1 mm2) and normal in 18 (6.7 ± 0.7 mm2). Ultrasound abnormalities were associated with two distinct phenotypes: Most of the six patients with small CSAs had normal (five patients) or only mildly elevated body mass index (BMI), were homozygously RFC1 expansion positive (four) and had a possible sensory neuronopathy based on Camdessanché criteria (five). Most patients with enlarged CSAs were overweight (93%), a majority had obesity (67%) and none was RFC1 positive.

Discussion: This exploratory study supports a role for ultrasound in the differential diagnosis of CIAPs: reduced CSAs of upper limb nerves suggest inherited sensory neuronopathy, whereas increased CSAs make inherited sensory neuronopathy unlikely and, in combination with obesity, suggest metabolic neuropathy. Larger confirmatory studies are needed.

简介/目的:慢性特发性轴突多发性神经病(CIAP)是一种越来越被认可的、常见的、经常致残的疾病,病因不明。我们通过将超声与临床、遗传、实验室和电生理结果进行比较,探讨神经超声在以感觉为主的CIAP患者调查中的应用。方法:39例以感觉为主的CIAP患者。将每位患者前臂中部和肱骨中部正中神经和尺神经超声横截面积(csa)的平均测量值(平均UL csa)与人口统计学、神经病变评分(INCAT感觉Sumscore (ISS)和多伦多临床神经病变评分)、血液检查、重复神经传导研究以及考虑到RFC1与晚发性感觉神经病变的相关性,进行RFC1基因检测进行比较。结果:6例患者UL CSA平均值显著降低(4.3±0.6 mm2), 15例患者升高(10.2±2.1 mm2), 18例患者正常(6.7±0.7 mm2)。超声异常与两种不同的表型相关:6例小csa患者中大多数正常(5例)或仅轻度升高的体重指数(BMI), RFC1纯合子扩增阳性(4例),基于camdessanch标准可能有感觉神经病变(5例)。大多数csa扩大的患者超重(93%),大多数肥胖(67%),没有RFC1阳性。讨论:本探索性研究支持超声在鉴别诊断CIAPs中的作用:上肢神经csa减少提示遗传性感觉神经病变,而csa增加则不太可能提示遗传性感觉神经病变,并与肥胖合并提示代谢性神经病变。需要更大规模的确证性研究。
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引用次数: 0
Healthcare Provider Perspectives of Various Signs and Symptoms for Diagnosing Degenerative Cervical Myelopathy: Results of an International, Multidisciplinary Survey. 诊断退行性颈椎病的各种体征和症状的医疗保健提供者的观点:一项国际多学科调查的结果。
IF 3.1 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-12-03 DOI: 10.1002/mus.70068
Lance A Burn, Tanzil Rujeedawa, Abdul Lalkhen, Allan R Martin, Anna MacDowall, Brian K Kwon, Carl M Zipser, Caroline Treanor, David B Anderson, Esther Martin-Moore, James Guest, James S Harrop, Jamie Milligan, Julio C Furlan, Konstantinos Margetis, Lianne Wood, Ligia V Onofrei, Luiz R Vialle, Manabu Ito, Mark Kotter, Michael G Fehlings, Michael W Y Lee, Mike Hutton, Noam Y Harel, Ratko Yurac, Rohil V Chauhan, Sheila Dugan, Sukhvinder Kalsi-Ryan, Sybil Stacpoole, Tammy Blizzard, Timothy F Boerger, Tore K Solberg, Justin M Lantz, Benjamin Davies, Lindsay Tetreault

Introduction/aims: Diagnosis of degenerative cervical myelopathy (DCM) is frequently delayed. A lack of awareness and standardized screening criteria have been identified as major contributors. The objective of this study was to conduct a survey of international experts to determine the value of various signs and symptoms in diagnosing patients with DCM. This study forms part of a three-step initiative that aims to develop pragmatic screening criteria for DCM.

Methods: An open voluntary English-language Likert scale survey was disseminated among international networks of experts in DCM. Respondents were asked to rank each sign or symptom on a scale of 0 (not important at all) to 10 (extremely important); a mean value of ≥ 6.5 was set a priori as the threshold to consider a feature as having significant diagnostic value.

Results: Fifteen symptoms and 12 signs were ranked as having significant diagnostic value. The most highly ranked symptoms are primarily related to abnormalities of the upper limb, hand function, and gait. The top-rated signs included pathological reflexes as well as impairment of motor function, gait, and coordination. Features ranked as significant were largely consistent across professions, levels of experience, and continental regions.

Discussion: The integration of expert stakeholder opinion with evidence from existing literature strengthens the clinical framework for identifying key clinical features of DCM. These 27 features will be discussed at an international consensus meeting to establish a standardized clinical screening toolkit that can be used by frontline healthcare professionals to detect patients with DCM.

简介/目的:退行性颈椎病(DCM)的诊断经常被延迟。缺乏认识和标准化的筛选标准已被确定为主要原因。本研究的目的是对国际专家进行调查,以确定各种体征和症状在诊断DCM患者中的价值。这项研究是三步计划的一部分,旨在为DCM制定实用的筛查标准。方法:采用开放式自愿英语Likert量表,在国际DCM专家网络中进行问卷调查。受访者被要求将每个症状或体征按0(根本不重要)到10(极其重要)的等级进行排序;将平均值≥6.5作为先验阈值,认为该特征具有显著的诊断价值。结果:15个症状和12个体征被评为具有显著诊断价值。排名最高的症状主要与上肢、手部功能和步态异常有关。评分最高的症状包括病理性反射以及运动功能、步态和协调性的损害。被列为重要的特征在职业、经验水平和大陆地区之间基本上是一致的。讨论:专家利益相关者意见与现有文献证据的整合加强了识别DCM关键临床特征的临床框架。这27个特征将在国际共识会议上讨论,以建立一个标准化的临床筛查工具包,可供一线医疗保健专业人员使用,以检测DCM患者。
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引用次数: 0
Risk Factors of Sural Nerve Axonal Degeneration Using Clinically Relevant Thresholds in Context of Glucose Metabolism: The Maastricht Study. 使用临床相关阈值在葡萄糖代谢背景下腓肠神经轴突变性的危险因素:马斯特里赫特研究。
IF 3.1 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-12-04 DOI: 10.1002/mus.70088
Jurriaan J A Hodzelmans, Marcus L F Janssen, Jos P H Reulen, Annemarie Koster, Nicolaas C Schaper, Werner H Mess, Nadia A Sutedja

Introduction/aims: To study the association of risk factors with axonal degeneration, based on below-threshold sural nerve amplitudes, as a proxy for distal symmetric polyneuropathy (DSP). In particular, to assess the differential contribution of risk factors in diabetes status subgroups.

Methods: In 7242 participants of The Maastricht Study, a population-based cohort (aged 40 to 75 years, southern part of the Netherlands) focusing on type 2 diabetes (T2DM), associations between below-threshold sural nerve amplitudes (< 2.3 μV) and risk factors (diabetes status, demographics, anthropometrics, office systolic blood pressure, lifestyle, medication intake, and lipid profiles) were determined using logistic regression analysis in the total population and after stratification for no diabetes, prediabetes, and T2DM. Analyses were adjusted for age, sex, height, and body mass index (BMI).

Results: Below-threshold sural nerve responses were observed in 741 participants (10.2%). Crude analysis showed increased odds of having below-threshold sural nerve responses for most factors; after adjustments, this association remained significant only for T2DM, female sex, older age, taller height, and a higher BMI. After stratification, individuals who were older, taller and had a higher BMI showed significantly increased odds of having below-threshold sural nerve responses in all subgroups. Notably, the increased odds for height and BMI were stronger in those with T2DM and prediabetes respectively. Higher odds for women were significant in the non-T2DM group only.

Discussion: This study emphasizes the importance of preventive lifestyle measures targeting BMI in those with prediabetes, as other independent risk factors for axonal degeneration are nonmodifiable.

前言/目的:研究危险因素与轴突变性的关系,基于低于阈值的腓骨神经振幅,作为远端对称性多神经病变(DSP)的代理。特别是,评估糖尿病状态亚组中危险因素的差异贡献。方法:在马斯特里赫特研究的7242名参与者中,一个以人群为基础的队列(年龄在40至75岁,荷兰南部),重点研究2型糖尿病(T2DM),低于阈值的腓肠神经振幅之间的关联(结果:741名参与者(10.2%)观察到低于阈值的腓肠神经反应。粗略分析显示,大多数因素导致腓肠神经反应低于阈值的几率增加;调整后,这种相关性仅在2型糖尿病、女性、年龄较大、身高较高和BMI较高的人群中保持显著。分层后,年龄较大、身高较高、BMI较高的个体在所有亚组中出现低于阈值的腓肠神经反应的几率显著增加。值得注意的是,2型糖尿病和前驱糖尿病患者的身高和BMI增加的几率分别更大。只有在非2型糖尿病组中,女性患糖尿病的几率才显著增加。讨论:本研究强调针对前驱糖尿病患者BMI的预防性生活方式措施的重要性,因为轴突变性的其他独立危险因素是不可改变的。
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引用次数: 0
Effect of Local Corticosteroid Injection in the Non-Injected Hand Following Unilateral Injection in Patients With Bilateral Carpal Tunnel Syndrome: A Prospective Cohort Study. 双侧腕管综合征患者单侧注射后非注射手局部注射皮质类固醇的效果:一项前瞻性队列研究。
IF 3.1 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-11-22 DOI: 10.1002/mus.70082
Mritunjai Kumar, Niket Yende, Jagbir Singh, Rajni Singh, Ashutosh Tiwari, Niraj Kumar

Introduction/aims: Local corticosteroid injection (LCI) improves symptoms in the injected hand of carpal tunnel syndrome (CTS). Whether it affects the non-injected hand is unknown. This study assesses the effect of unilateral LCI on the non-injected hand in mild to moderate bilateral CTS.

Methods: Sixty patients with bilateral CTS were recruited from December 2021 to August 2024 and received a unilateral injection of 1 mL (40 mg) depo-methylprednisolone with 0.5 mL (10 mg) lidocaine in the more severely affected or dominant hand if symptoms were comparable. The primary outcome was the change in Symptom Severity Scale (SSS) score of the non-injected hand at 1 and 3 months. Secondary outcomes were the comparison of response rates and the change in the median nerve electrophysiology at 3 months in both hands. A significant response was defined as ≥ 0.8 reduction in SSS.

Results: The median age of patients was 45 (range 20-81) years. Seven patients were lost to follow-up at 1 month and 15 at 3 months. Mean SSS change was significantly greater in the injected than in the non-injected hands at 1 month (-1.25 ± 0.64 vs. -0.89 ± 0.67; p < 0.01) and 3 months (-1.23 ± 0.72 vs. -0.77 ± 0.64; p < 0.01). Taking patients lost to follow-up as treatment failures, response rates at 3 months were 65% in injected hands and 57% in non-injected hands (p = 0.45). Median nerve conduction improved bilaterally at 3 months.

Discussion: Unilateral LCI in bilateral mild to moderate CTS results in significant symptomatic improvement in the contralateral hand, underscoring the need to routinely assess the non-injected hand in treatment assessment.

简介/目的:局部皮质类固醇注射(LCI)可改善腕管综合征(CTS)注射手的症状。它是否影响未注射的手是未知的。本研究评估单侧LCI对轻度至中度双侧CTS非注射手的影响。方法:从2021年12月至2024年8月招募60例双侧CTS患者,如果症状相似,则在病情较严重或优势手单侧注射1 mL (40 mg)甲基强的松龙与0.5 mL (10 mg)利多卡因。主要观察结果为1个月和3个月时未注射手症状严重程度量表(SSS)评分的变化。次要结果是3个月时双手的反应率和正中神经电生理变化的比较。显著缓解定义为SSS降低≥0.8。结果:患者中位年龄45岁(范围20-81岁)。1个月失访7例,3个月失访15例。1个月时,注射组的平均SSS变化明显大于未注射组(-1.25±0.64 vs -0.89±0.67);p讨论:双侧轻度至中度CTS的单侧LCI导致对侧手的症状显著改善,强调了在治疗评估中对非注射手进行常规评估的必要性。
{"title":"Effect of Local Corticosteroid Injection in the Non-Injected Hand Following Unilateral Injection in Patients With Bilateral Carpal Tunnel Syndrome: A Prospective Cohort Study.","authors":"Mritunjai Kumar, Niket Yende, Jagbir Singh, Rajni Singh, Ashutosh Tiwari, Niraj Kumar","doi":"10.1002/mus.70082","DOIUrl":"10.1002/mus.70082","url":null,"abstract":"<p><strong>Introduction/aims: </strong>Local corticosteroid injection (LCI) improves symptoms in the injected hand of carpal tunnel syndrome (CTS). Whether it affects the non-injected hand is unknown. This study assesses the effect of unilateral LCI on the non-injected hand in mild to moderate bilateral CTS.</p><p><strong>Methods: </strong>Sixty patients with bilateral CTS were recruited from December 2021 to August 2024 and received a unilateral injection of 1 mL (40 mg) depo-methylprednisolone with 0.5 mL (10 mg) lidocaine in the more severely affected or dominant hand if symptoms were comparable. The primary outcome was the change in Symptom Severity Scale (SSS) score of the non-injected hand at 1 and 3 months. Secondary outcomes were the comparison of response rates and the change in the median nerve electrophysiology at 3 months in both hands. A significant response was defined as ≥ 0.8 reduction in SSS.</p><p><strong>Results: </strong>The median age of patients was 45 (range 20-81) years. Seven patients were lost to follow-up at 1 month and 15 at 3 months. Mean SSS change was significantly greater in the injected than in the non-injected hands at 1 month (-1.25 ± 0.64 vs. -0.89 ± 0.67; p < 0.01) and 3 months (-1.23 ± 0.72 vs. -0.77 ± 0.64; p < 0.01). Taking patients lost to follow-up as treatment failures, response rates at 3 months were 65% in injected hands and 57% in non-injected hands (p = 0.45). Median nerve conduction improved bilaterally at 3 months.</p><p><strong>Discussion: </strong>Unilateral LCI in bilateral mild to moderate CTS results in significant symptomatic improvement in the contralateral hand, underscoring the need to routinely assess the non-injected hand in treatment assessment.</p>","PeriodicalId":18968,"journal":{"name":"Muscle & Nerve","volume":" ","pages":"215-221"},"PeriodicalIF":3.1,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145573970","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Prognosis After Discontinuation of Azathioprine or Mycophenolate Mofetil in Well-Controlled Myasthenia Gravis: A Retrospective Analysis. 控制良好的重症肌无力患者停用硫唑嘌呤或霉酚酸酯后的预后:回顾性分析。
IF 3.1 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-12-12 DOI: 10.1002/mus.70105
Inci Sule Ozer, Ergi Kaya, Ahmet Yusuf Ertürk, Ihsan Sukru Sengun

Introduction/aims: Azathioprine (AZA) and mycophenolate mofetil (MMF) are generally used for long periods when treating myasthenia gravis. In well-controlled patients, discontinuation of AZA/MMF may be a cause for concern because of the possibility of relapse. We aimed to evaluate relapse and relapse-related parameters after discontinuation of AZA/MMF.

Method: Patients who had discontinued AZA or MMF monotherapy were retrospectively reviewed. We reviewed relapse, whether in pharmacological remission (PR) or exhibiting minimal manifestations (MM 1), disease duration, duration of AZA/MMF use, and other clinical parameters.

Results: A total of 32 patients were included who either discontinued AZA (n = 28) or MMF (n = 4) treatments. Relapse was detected in 11 (34%). Patients in PR had fewer relapses than those with MM 1 (p = 0.023). Intravenous immunoglobulin was required in four. All patients who relapsed were stabilized with AZA/MMF. No significant association was found between relapse and age of disease onset, duration of disease, duration of AZA/MMF use, thymectomy status, or maximum Myasthenia Gravis Foundation of America score during active disease.

Discussion: The results of this study suggest that patients in PR are less likely to relapse compared to those in MM 1. In well-controlled MG patients, AZA/MMF may be discontinued.

简介/目的:硫唑嘌呤(AZA)和霉酚酸酯(MMF)通常长期用于治疗重症肌无力。在控制良好的患者中,由于复发的可能性,停用AZA/MMF可能是引起关注的原因。我们的目的是评估停止AZA/MMF后的复发和复发相关参数。方法:对停止AZA或MMF单药治疗的患者进行回顾性分析。我们回顾了复发,无论是药物缓解(PR)还是表现出最小症状(mm1),疾病持续时间,AZA/MMF使用持续时间以及其他临床参数。结果:共纳入32例患者,停用AZA (n = 28)或MMF (n = 4)治疗。11例(34%)复发。PR患者的复发比MM 1患者少(p = 0.023)。其中4例需要静脉注射免疫球蛋白。所有复发患者均经AZA/MMF治疗后病情稳定。复发与发病年龄、病程、AZA/MMF使用时间、胸腺切除术状态或美国重症肌无力基金会在活动性疾病期间的最高评分之间无显著关联。讨论:本研究的结果表明,与MM 1患者相比,PR患者复发的可能性较小。在控制良好的MG患者中,可以停用AZA/MMF。
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引用次数: 0
Ultrasound Guidance to Augment Needle Electromyography Precision in the Complex Nerve Injury Setting. 超声引导提高针肌电图在复杂神经损伤情况下的精度。
IF 3.1 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-12-22 DOI: 10.1002/mus.70100
Nelson Saddler, Hannah Ro, Sean Bristol, Shahin Khayambashi, Michael J Berger

The rise in popularity of nerve transfer surgery in individuals with peripheral nerve and spinal cord injuries has elevated the importance of the preoperative electrodiagnostic examination. Needle electromyography (EMG) provides peripheral nerve surgeons with precise information about donor and recipient muscle health, aiding in decisions regarding surgical options, donor muscle viability, and timing of intervention. However, traditional anatomical landmarks for typical donor and recipient nerve-muscle combinations in nerve transfer surgery are either not well described in the literature or become less dependable in the presence of contracture, spasticity, or muscle atrophy and fibrosis. Ultrasound (US) can be a valuable tool to augment the needle EMG examination. Herein, we describe US approaches to improve the precision of the needle EMG examination for 10 muscles in the upper extremity and two muscles in the lower extremity that are routinely involved as either donors or recipients in nerve transfer surgery. The purpose is to provide a reference guide for the electrodiagnostic medicine specialist in the complex nerve injury setting. This includes information on surrounding anatomical structures for localization and those that should be avoided. Relevant US principles for EMG are discussed including: (1) the advantages and disadvantages of short-axis and long-axis views of the target muscle, emphasizing the predominant use of short-axis for adequate visualization of all surrounding structures and enhancing patient safety, (2) in-plane versus out-of-plane approaches, and (3) enhancing confidence in the precision of the needle EMG via the dynamic capability of US.

神经移植手术在周围神经和脊髓损伤患者中的普及程度提高了术前电诊断检查的重要性。针肌电图(EMG)为周围神经外科医生提供了关于供体和受体肌肉健康的精确信息,有助于决定手术方案、供体肌肉活力和干预时机。然而,神经移植手术中典型供体和受体神经-肌肉组合的传统解剖标志在文献中没有很好地描述,或者在存在挛缩、痉挛或肌肉萎缩和纤维化时变得不那么可靠。超声(US)可以是一个有价值的工具,以加强针肌电图检查。在此,我们描述了美国方法,以提高针刺肌电图检查的精度在上肢的10块肌肉和下肢的2块肌肉,通常涉及作为供体或受体在神经移植手术。目的是为复杂神经损伤情况下的电诊断医学专家提供参考指南。这包括定位的周围解剖结构和应该避免的信息。讨论了肌电图的相关US原则,包括:(1)目标肌肉的短轴和长轴视图的优点和缺点,强调短轴主要用于充分可视化所有周围结构并提高患者安全性;(2)平面内与平面外入路;(3)通过US的动态能力增强针肌电图精度的信心。
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引用次数: 0
Electromyography Signal Classification With Artificial Intelligence for Detection of Neuromuscular Disorders Using a Large Clinically-Acquired Database. 基于人工智能的肌电信号分类在神经肌肉疾病检测中的应用
IF 3.1 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-11-28 DOI: 10.1002/mus.70087
Mohamed Taha, Shuaiqi Huang, Xiaofeng Wang, Abdulhamit Subasi, John A Morren

Introduction/aims: Artificial intelligence (AI) has shown potential in analyzing electromyography (EMG) signals, but clinical applicability remains limited by studies based on small, curated datasets, and variable accuracy. This study evaluated AI performance in classifying needle electromyography (EMG) signals as muscle activity versus background/noise/artifact, and then in distinguishing three clinical categories: amyotrophic lateral sclerosis (ALS), myopathy, and non-disease controls.

Methods: Data from the Cleveland Clinic Foundation EMG Database (CCFDB), a large clinically acquired EMG dataset was utilized for this study. A two-step classification approach was used: a convolutional neural network (CNN) to separate muscle activity from background/noise/artifact, followed by a random forest algorithm and CNNs for clinical category classification. Feature extraction techniques included Short-Time Fourier Transform (STFT), Discrete Wavelet Transform (DWT), Continuous Wavelet Transform (CWT), and Wavelet Packet Decomposition (WPD).

Results: EMG data from 608 participants (266 ALS, 89 myopathy, 253 non-disease controls), totaling 11,456 muscle recordings, and 15,613 segments of muscle activity were included. The muscle activity detection model achieved 85.4% accuracy. For clinical category classification, CWT with a two-layer CNN performed best on the CCFDB (62% accuracy). Deeper CNN architectures did not consistently improve performance. On the publicly available curated EMGlab dataset, the best accuracy using the same AI models was higher (91%).

Discussion: AI can assist in EMG analysis, but the performance gap between curated and clinically-acquired datasets underscores the need for robust models capable of handling signal variability and complexity in authentic clinical contexts. Future efforts should focus on clinically-oriented AI development to improve translational applicability.

简介/目的:人工智能(AI)在分析肌电图(EMG)信号方面已经显示出潜力,但临床适用性仍然受到基于小型、精心策划的数据集和不同准确性的研究的限制。本研究评估了人工智能在将针肌电图(EMG)信号分类为肌肉活动与背景/噪声/伪影方面的表现,然后区分了三种临床类别:肌萎缩性侧索硬化症(ALS)、肌病和非疾病对照。方法:数据来自克利夫兰诊所基金会肌电信号数据库(CCFDB),这是一个大型临床获得的肌电信号数据集。采用两步分类方法:卷积神经网络(CNN)从背景/噪声/伪影中分离肌肉活动,然后使用随机森林算法和CNN进行临床类别分类。特征提取技术包括短时傅里叶变换(STFT)、离散小波变换(DWT)、连续小波变换(CWT)和小波包分解(WPD)。结果:608名参与者(肌萎缩侧索硬化症266人,肌病89人,非疾病对照253人)的肌电图数据,共计11456条肌肉记录,15613段肌肉活动被纳入研究。肌肉活动检测模型准确率达到85.4%。对于临床分类,两层CNN的CWT在CCFDB上表现最好(准确率62%)。深度CNN架构并没有持续提高性能。在公开的EMGlab数据集上,使用相同的人工智能模型的最佳准确率更高(91%)。讨论:人工智能可以帮助进行肌电图分析,但精心策划的数据集和临床获取的数据集之间的性能差距强调了对能够在真实临床环境中处理信号变异性和复杂性的强大模型的需求。未来的工作应侧重于面向临床的人工智能开发,以提高翻译适用性。
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引用次数: 0
Adipose-Derived Stem Cells Alleviate Denervation-Induced Muscle Atrophy by Promoting M2 Macrophage Polarization and Reducing Inflammation. 脂肪来源的干细胞通过促进M2巨噬细胞极化和减轻炎症来减轻去神经支配诱导的肌肉萎缩。
IF 3.1 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-12-09 DOI: 10.1002/mus.70094
Qiannan Zhao, Yoshihiro Sowa, Ogawa Koh, Yuanjiaozi Li, Michiharu Sakamoto, Shino Higai, Yoshihiro Toyohara, Takahiro Kuchimaru, Tetsuji Yamaoka, Naoki Morimoto

Introduction/aims: Denervation-induced muscle atrophy lacks effective therapies. Adipose-derived stem cells (ADSCs) show promise for tissue repair. This study aimed to evaluate the effect of local ADSC delivery on denervated muscle, investigate underlying mechanisms, and track ADSC distribution and migration in vivo.

Methods: In a mouse model of sciatic nerve transection and immediate reverse autograft repair, ADSCs or phosphate-buffered saline (PBS) were injected into the right gastrocnemius following nerve injury. Magnetic resonance imaging (MRI) and in vivo imaging system (IVIS) tracked ADSC migration. Muscle strength and gastrocnemius mass were measured. Histology (H&E, Masson), immunostaining (MyoD, CD163), and the real-time reverse transcription polymerase chain reaction (RT-PCR) assessed fiber size, fibrosis, muscle regeneration, M2 macrophage infiltration, and inflammatory gene expression. Endpoints were measured 1 week after the final injection (4 weeks post-injury).

Results: IVIS showed that injected ADSCs were visualized for 3-5 days in vivo while MRI localized cells predominantly to the quadriceps and knee regions. ADSC treatment increased normalized muscle strength (p < 0.05), normalized gastrocnemius muscle weight (p < 0.001) and fiber diameter (p < 0.05); downregulated MMP2 expression (p < 0.001), enhanced MyoD+ cell count (p < 0.001), and promoted M2 macrophage infiltration (CD163+ cells, p < 0.05; ARG1 mRNA, p < 0.05). RT-PCR revealed reduced pro-inflammatory transcripts (IL-6, IL-1b; p < 0.05).

Discussion: ADSCs ameliorate denervation-induced muscle atrophy by improving muscle function and structure via M2 macrophage infiltration, MyoD upregulation, MMP2 inhibition, and reduced inflammation. These findings underscore the therapeutic potential of ADSCs for mitigating muscle atrophy following nerve injury, although the acute injury model used may not fully represent chronic clinical denervation.

前言/目的:失神经支配引起的肌肉萎缩缺乏有效的治疗方法。脂肪来源的干细胞(ADSCs)显示出组织修复的前景。本研究旨在评估ADSC局部递送对失神经肌肉的影响,探讨其潜在机制,并追踪ADSC在体内的分布和迁移。方法:建立小鼠坐骨神经横断和即刻反向自体移植物修复模型,在右侧腓肠肌神经损伤后注射ADSCs或磷酸盐缓冲盐水(PBS)。磁共振成像(MRI)和体内成像系统(IVIS)跟踪ADSC的迁移。测量肌力和腓肠肌质量。组织学(H&E, Masson)、免疫染色(MyoD, CD163)和实时逆转录聚合酶链反应(RT-PCR)评估纤维大小、纤维化、肌肉再生、M2巨噬细胞浸润和炎症基因表达。最后一次注射后1周(损伤后4周)测量终点。结果:IVIS显示注射的ADSCs在体内可见3-5天,而MRI定位细胞主要在股四头肌和膝关节区域。讨论:ADSC通过M2巨噬细胞浸润、MyoD上调、MMP2抑制和减少炎症改善肌肉功能和结构,从而改善失神经支配诱导的肌肉萎缩。这些发现强调了ADSCs在缓解神经损伤后肌肉萎缩方面的治疗潜力,尽管所使用的急性损伤模型可能不能完全代表慢性临床去神经支配。
{"title":"Adipose-Derived Stem Cells Alleviate Denervation-Induced Muscle Atrophy by Promoting M2 Macrophage Polarization and Reducing Inflammation.","authors":"Qiannan Zhao, Yoshihiro Sowa, Ogawa Koh, Yuanjiaozi Li, Michiharu Sakamoto, Shino Higai, Yoshihiro Toyohara, Takahiro Kuchimaru, Tetsuji Yamaoka, Naoki Morimoto","doi":"10.1002/mus.70094","DOIUrl":"10.1002/mus.70094","url":null,"abstract":"<p><strong>Introduction/aims: </strong>Denervation-induced muscle atrophy lacks effective therapies. Adipose-derived stem cells (ADSCs) show promise for tissue repair. This study aimed to evaluate the effect of local ADSC delivery on denervated muscle, investigate underlying mechanisms, and track ADSC distribution and migration in vivo.</p><p><strong>Methods: </strong>In a mouse model of sciatic nerve transection and immediate reverse autograft repair, ADSCs or phosphate-buffered saline (PBS) were injected into the right gastrocnemius following nerve injury. Magnetic resonance imaging (MRI) and in vivo imaging system (IVIS) tracked ADSC migration. Muscle strength and gastrocnemius mass were measured. Histology (H&E, Masson), immunostaining (MyoD, CD163), and the real-time reverse transcription polymerase chain reaction (RT-PCR) assessed fiber size, fibrosis, muscle regeneration, M2 macrophage infiltration, and inflammatory gene expression. Endpoints were measured 1 week after the final injection (4 weeks post-injury).</p><p><strong>Results: </strong>IVIS showed that injected ADSCs were visualized for 3-5 days in vivo while MRI localized cells predominantly to the quadriceps and knee regions. ADSC treatment increased normalized muscle strength (p < 0.05), normalized gastrocnemius muscle weight (p < 0.001) and fiber diameter (p < 0.05); downregulated MMP2 expression (p < 0.001), enhanced MyoD+ cell count (p < 0.001), and promoted M2 macrophage infiltration (CD163+ cells, p < 0.05; ARG1 mRNA, p < 0.05). RT-PCR revealed reduced pro-inflammatory transcripts (IL-6, IL-1b; p < 0.05).</p><p><strong>Discussion: </strong>ADSCs ameliorate denervation-induced muscle atrophy by improving muscle function and structure via M2 macrophage infiltration, MyoD upregulation, MMP2 inhibition, and reduced inflammation. These findings underscore the therapeutic potential of ADSCs for mitigating muscle atrophy following nerve injury, although the acute injury model used may not fully represent chronic clinical denervation.</p>","PeriodicalId":18968,"journal":{"name":"Muscle & Nerve","volume":" ","pages":"329-339"},"PeriodicalIF":3.1,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145715320","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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Muscle & Nerve
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