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Dynamic brain synergy uncovers functional neural coordination in Parkinson's disease under dopaminergic modulation. 动态脑协同揭示了多巴胺能调节下帕金森病的功能性神经协调。
IF 5.2 2区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-31 DOI: 10.1186/s12984-026-01891-1
Jiewei Lu, Yuanyuan Cheng, Xinyuan Zhang, Zhizhong Zhu, Yang Yu, Yue Wang, Jialing Wu, Jianda Han, Ningbo Yu

Background: Brain synergy and redundancy are emerging as pivotal aspects to understand neural functions, providing insights into high-order information that traditional functional connectivity (FC) methods cannot access. Despite their significance, these aspects have not been investigated in Parkinson's disease (PD). This paper advances the understanding of synergy and redundancy by integrating them with dynamic analysis, which is essential in the investigation of PD.

Methods: Dynamic brain synergy and redundancy were developed and quantified by the constructed dynamic information decomposition framework, and was applied to walking-state functional near-infrared spectroscopy (fNIRS) signals of 63 PD patients undergoing dopaminergic treatment and 36 healthy controls.

Results: Dynamic brain synergy was restored to normal levels following dopaminergic treatment. Dynamic FC could not access high-order neural information and had insignificant variations in dopaminergic modulation among PD patients, and dynamic brain redundancy also exhibited insignificant treatment-induced variations.

Conclusion: Dynamic brain synergy offers an advancing perspective on neural dynamics and promises to uncover high-order functional biomarkers for PD early diagnosis and individualized treatment.

Trial registration: This study has been registered in Chinese Clinical Trial Registry (ChiCTR1900022655).

背景:大脑协同和冗余正在成为理解神经功能的关键方面,提供了对传统功能连接(FC)方法无法访问的高阶信息的见解。尽管具有重要意义,但这些方面尚未在帕金森病(PD)中进行研究。本文通过将协同和冗余与动态分析相结合,提出了对协同和冗余的理解,这在PD研究中是必不可少的。方法:采用构建的动态信息分解框架,开发并量化动态脑协同和冗余,并将其应用于63例多巴胺能治疗PD患者和36例健康对照者的行走状态功能近红外光谱(fNIRS)信号。结果:多巴胺能治疗后脑动态协同恢复到正常水平。动态FC无法获取高阶神经信息,PD患者的多巴胺能调节变化不显著,动态脑冗余也表现出不显著的治疗诱导变化。结论:动态脑协同为神经动力学提供了一个先进的视角,并有望发现PD早期诊断和个体化治疗的高阶功能生物标志物。试验注册:本研究已在中国临床试验注册中心注册(ChiCTR1900022655)。
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引用次数: 0
Escitalopram promotes recovery from hand paresis in cortical sensori-motor stroke: a randomized, double-blind, placebo-controlled longitudinal study. 艾司西酞普兰促进皮质感觉-运动中风手部麻痹的恢复:一项随机、双盲、安慰剂对照的纵向研究。
IF 5.2 2区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-31 DOI: 10.1186/s12984-026-01888-w
Vanessa Vallesi, Werner Krammer, Andrea Federspiel, John H Missimer, Manuela Pastore-Wapp, Georg Kägi, Roland Wiest, Bruno J Weder
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引用次数: 0
Electrical or magnetic nerve stimulation enhance the BoNT/A-mediated muscle paralysis. 电或磁神经刺激增强BoNT/ a介导的肌肉麻痹。
IF 5.2 2区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-31 DOI: 10.1186/s12984-026-01895-x
Stefanie Honndorf, Klaus Fink

Background: Botulinum toxin type A (BoNT/A) is first-line treatment for muscle spasticity but the dose can be limited by side effects depending on the treated muscle mass and location. Stimulation of peripheral motor nerves upon BoNT/A injection into the innervated muscles may be a technique to increase the BoNT/A effect without increasing the dose. Our goal was to study the augmentation of the BoNT/A effect by transcutaneous electrical (TENS) or magnetic nerve stimulation (MS) in a mouse model.

Methods: The paralytic effect of BoNT/A with or without TENS was evaluated with the mouse digit abduction score (DAS) at 20, 30, and 40 U/kg. The paralytic effect of BoNT/A with or without peripheral MS was evaluated with the mouse DAS at 20 or 30 U/kg.

Results: After 20 U/kg BoNT/A treatment combined with TENS the DAS was higher and showed a longer duration of paralysis than without TENS. After 30 U/kg BoNT/A treatment combined with magnetic stimulation the DAS was higher than without magnetic stimulation.

Conclusion: We established an electrical and a magnetic nerve stimulation protocol combined with BoNT/A treatment in mice. Combination of i.m. BoNT/A injection with TENS or MS demonstrated an enhanced BoNT/A effect as compared to non-stimulated groups. Despite limitations of the magnetic stimulation method in the mouse our data revives the discussion of BoNT/A effect augmentation by stimulating the injected muscles' efferent nerves during the BoNT/A uptake phase.

背景:A型肉毒毒素(BoNT/A)是肌肉痉挛的一线治疗方法,但剂量可能因副作用而受到限制,这取决于治疗的肌肉质量和部位。将BoNT/A注射到受支配的肌肉后刺激周围运动神经可能是一种在不增加剂量的情况下增加BoNT/A效果的技术。我们的目的是在小鼠模型中研究经皮电刺激(TENS)或磁神经刺激(MS)对BoNT/A效应的增强。方法:采用20、30、40 U/kg小鼠手指外展评分(DAS)评价BoNT/A伴或不伴TENS的麻痹效果。用20或30 U/kg的小鼠DAS评价BoNT/A伴或不伴外周质谱的麻痹作用。结果:20 U/kg BoNT/A联合TENS治疗后,DAS明显高于未联合TENS治疗的患者,麻痹持续时间明显延长。经30 U/kg BoNT/A联合磁刺激处理后,DAS高于无磁刺激处理。结论:建立了电、磁联合BoNT/ a治疗小鼠神经刺激方案。与未受刺激的组相比,注射自体BoNT/A与TENS或MS联合使用显示出增强的BoNT/A效果。尽管磁刺激方法在小鼠中的局限性,我们的数据恢复了在BoNT/A摄取阶段通过刺激注射肌肉的输出神经来增强BoNT/A效果的讨论。
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引用次数: 0
The softfoot pro at the cybathlon: kinematic, metabolic, and user performance evaluation. 软足专业人士在cybathlon:运动学,代谢,和用户性能评估。
IF 5.2 2区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-30 DOI: 10.1186/s12984-025-01862-y
Simone Mora, Matteo Crotti, Anna Pace, Giorgio Grioli, Antonio Bicchi, Maura Casadio, Manuel Giuseppe Catalano

Background: Prosthetic feet are essential for restoring independent mobility in individuals with lower-limb loss. However, most commercial prosthetic feet rely on elastic elements and rigid, flat soles, limiting adaptability to uneven terrain and compromising user stability. Originally developed for robotic applications, the SoftFoot introduced an adaptive sole architecture inspired by the biomechanics of the human plantar fascia to improve ground conformity and gait stability. Building on this concept, we introduced the SoftFoot Pro at Cybathlon 2024 - a prosthetic counterpart that integrates a compliant adaptive sole with energy storage capabilities at the ankle joint through an agonist-antagonist mechanism. This design emulates the synergistic action of muscles, tendons, and the plantar fascia in the human shank-ankle-foot complex. This study evaluates the kinematic and metabolic performance of the SoftFoot Pro.

Method: During a dedicated pre-competition training session, the official SoftFoot Pro team pilot completed the Cybathlon Leg Race track twice using three prosthetic feet: (i) the Triton foot (energy storage only), (ii) the original SoftFoot (adaptive sole only), and (iii) the SoftFoot Pro. Kinematic and metabolic data were collected using the Xsens MVN Awinda and Cosmed K5 system. The evaluation was complemented by questionnaires assessing locomotor performance, usability, cognitive load, and user experience.

Results: The SoftFoot Pro demonstrated greater ankle mobility than the original SoftFoot and the Triton across various tasks. Stride length and gait velocity were comparable to the Triton and higher than with the original SoftFoot. The SoftFoot Pro revealed the fastest circuit completion time, with a metabolic cost of transport comparable to the Triton and lower than the original SoftFoot. Questionnaires reported higher perceived mobility and lower cognitive and physical effort with the SoftFoot Pro, compared to both the original SoftFoot and the Triton, highlighting its functional and user experience advantages.

Conclusions: This explorative, single-subject study quantitatively evaluated adaptive prosthetic feet in Cybathlon tasks simulating daily activities. Integrating an ankle joint with an agonist-antagonist energy recycling system improved mobility and reduced mental and physical effort, matching the performance of commercial carbon fiber feet while preserving the adaptive sole's advantages. The Cybathlon was the catalyst for advancing the innovation and validation of our adaptive prosthesis.

背景:假肢足对于恢复下肢丧失患者的独立活动能力至关重要。然而,大多数商业假肢脚依赖于弹性元件和刚性,平坦的鞋底,限制了对不平坦地形的适应性,损害了用户的稳定性。SoftFoot最初是为机器人应用开发的,它引入了一种自适应的鞋底结构,灵感来自人类足底筋膜的生物力学,以提高地面一致性和步态稳定性。基于这一概念,我们在Cybathlon 2024上推出了SoftFoot Pro,这是一款假肢,通过激动剂-拮抗剂机制,在踝关节处集成了兼容的自适应鞋底和能量存储能力。这种设计模拟了人体小腿-踝关节-足复合体中肌肉、肌腱和足底筋膜的协同作用。本研究评估了SoftFoot Pro的运动学和代谢性能。方法:在专门的赛前训练期间,官方SoftFoot Pro团队飞行员使用三个假肢脚完成了两次Cybathlon腿部比赛:(i) Triton脚(仅能储存能量),(ii)原始SoftFoot(仅能适应鞋底)和(iii) SoftFoot Pro。使用Xsens MVN Awinda和Cosmed K5系统收集运动学和代谢数据。此外,研究人员还对运动能力、可用性、认知负荷和用户体验进行问卷调查。结果:在不同的任务中,SoftFoot Pro比原来的SoftFoot和Triton表现出更大的踝关节活动性。步幅长度和步态速度与Triton相当,高于最初的SoftFoot。SoftFoot Pro显示了最快的电路完成时间,代谢成本与Triton相当,低于原始的SoftFoot。问卷调查显示,与最初的SoftFoot和Triton相比,SoftFoot Pro具有更高的感知移动性,更低的认知和体力消耗,突出了其功能和用户体验优势。结论:这项探索性的单受试者研究定量评估了自适应假肢足在模拟Cybathlon日常活动任务中的应用。将踝关节与激动剂-拮抗剂能量循环系统整合在一起,提高了活动能力,减少了精神和身体上的努力,与商用碳纤维脚的性能相匹配,同时保留了适应性鞋底的优势。Cybathlon是推动我们自适应假肢创新和验证的催化剂。
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引用次数: 0
SSVEP-based brain-computer interface enabling graded dyspnoea self-report: proof-of-concept study in healthy volunteers. 基于ssvep的脑机接口实现分级呼吸困难自我报告:健康志愿者的概念验证研究。
IF 5.2 2区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-30 DOI: 10.1186/s12984-025-01846-y
Sébastien Campion, Xavier Navarro-Suné, Isabelle Rivals, Capucine Morélot-Panzini, Laure Serresse, Mario Chavez, Alexandre Demoule, Marie-Cécile Niérat, Mathieu Raux, Thomas Similowski

Background: Mechanically ventilated patients may experience respiratory suffering, which is difficult to assess when verbal communication is impaired. We evaluated the performance of a steady-state visual evoked potential (SSVEP)-based brain-computer interface (BCI) designed to enable self-reporting of dyspnoea in this context.

Methods: Forty-nine healthy volunteers were studied under five respiratory conditions: normal breathing (NB), inspiratory resistive loading (IRL), inspiratory threshold loading (ITL), CO₂ inhalation (CO₂), and a return to NB as wash-out (NBWO). Respiratory discomfort was evaluated using a visual analogue scale (VAS). Two BCIs models were tested: a detection BCI (D-BCI), designed to discriminate between 'breathing is OK' and 'breathing is difficult', and a quantification BCI in the form of a LED-based analogue scale (LAS), composed of five light-emitting diodes. Visual stimuli were delivered at different frequency sets: 12-15 Hz, 15-20 Hz, and 20-30 Hz for the D-BCI; low frequencies (13-17-19-23-29 Hz) and high frequencies (41-43-47-53-59 Hz) for the LAS. Performance was assessed using receiver operating characteristic (ROC) curves; the area under the ROC curve (AUC) was the primary outcome.

Results: Participants reported significant respiratory discomfort during IRL, ITL, and CO₂ conditions in the D-BCI groups, and during ITL and CO₂ in the LAS groups, as reflected by higher dyspnoea VAS scores compared to NB. The best-performing frequency sets were 20-30 Hz for the D-BCI (AUC 0.89 [0.89-0.90]) and low frequencies for the LAS (AUC 0.84 [0.83-0.85]).

Conclusions: This study demonstrates that an SSVEP-based BCI can sucessfully detect and quantify experimentally induced dyspnoea in healthy individuals. Further research is needed to evaluate its clinical applicability for assessing dyspnoea in non-communicative patients.

背景:机械通气患者可能会经历呼吸困难,当言语交流受损时,这是难以评估的。我们评估了基于稳态视觉诱发电位(SSVEP)的脑机接口(BCI)的性能,该接口设计用于在这种情况下实现呼吸困难的自我报告。方法:49名健康志愿者在正常呼吸(NB)、吸气阻力负荷(IRL)、吸气阈值负荷(ITL)、CO₂吸入(CO₂)和恢复NB作为冲洗(NBWO)五种呼吸状态下进行研究。采用视觉模拟评分法(VAS)评估呼吸不适。测试了两种脑机接口模型:一种是检测脑机接口(D-BCI),用于区分“呼吸正常”和“呼吸困难”,另一种是量化脑机接口,采用基于led的模拟刻度(LAS)形式,由五个发光二极管组成。以不同的频率组提供视觉刺激:D-BCI为12-15 Hz, 15-20 Hz和20-30 Hz;低频(13-17-19-23- 29hz)和高频(41-43-47-53- 59hz)。采用受试者工作特征(ROC)曲线评估;ROC曲线下面积(AUC)为主要终点。结果:参与者报告了D-BCI组在IRL、ITL和CO₂状态下以及LAS组在ITL和CO₂状态下的显著呼吸不适,这反映在与NB相比更高的呼吸困难VAS评分上。D-BCI的最佳频率组为20-30 Hz (AUC为0.89 [0.89-0.90]),LAS的低频组为0.84[0.83-0.85]。结论:本研究表明,基于ssvep的脑机接口可以成功地检测和量化健康个体实验诱导的呼吸困难。该方法在评估非交流患者呼吸困难方面的临床适用性有待进一步研究。
{"title":"SSVEP-based brain-computer interface enabling graded dyspnoea self-report: proof-of-concept study in healthy volunteers.","authors":"Sébastien Campion, Xavier Navarro-Suné, Isabelle Rivals, Capucine Morélot-Panzini, Laure Serresse, Mario Chavez, Alexandre Demoule, Marie-Cécile Niérat, Mathieu Raux, Thomas Similowski","doi":"10.1186/s12984-025-01846-y","DOIUrl":"https://doi.org/10.1186/s12984-025-01846-y","url":null,"abstract":"<p><strong>Background: </strong>Mechanically ventilated patients may experience respiratory suffering, which is difficult to assess when verbal communication is impaired. We evaluated the performance of a steady-state visual evoked potential (SSVEP)-based brain-computer interface (BCI) designed to enable self-reporting of dyspnoea in this context.</p><p><strong>Methods: </strong>Forty-nine healthy volunteers were studied under five respiratory conditions: normal breathing (NB), inspiratory resistive loading (IRL), inspiratory threshold loading (ITL), CO₂ inhalation (CO₂), and a return to NB as wash-out (NBWO). Respiratory discomfort was evaluated using a visual analogue scale (VAS). Two BCIs models were tested: a detection BCI (D-BCI), designed to discriminate between 'breathing is OK' and 'breathing is difficult', and a quantification BCI in the form of a LED-based analogue scale (LAS), composed of five light-emitting diodes. Visual stimuli were delivered at different frequency sets: 12-15 Hz, 15-20 Hz, and 20-30 Hz for the D-BCI; low frequencies (13-17-19-23-29 Hz) and high frequencies (41-43-47-53-59 Hz) for the LAS. Performance was assessed using receiver operating characteristic (ROC) curves; the area under the ROC curve (AUC) was the primary outcome.</p><p><strong>Results: </strong>Participants reported significant respiratory discomfort during IRL, ITL, and CO₂ conditions in the D-BCI groups, and during ITL and CO₂ in the LAS groups, as reflected by higher dyspnoea VAS scores compared to NB. The best-performing frequency sets were 20-30 Hz for the D-BCI (AUC 0.89 [0.89-0.90]) and low frequencies for the LAS (AUC 0.84 [0.83-0.85]).</p><p><strong>Conclusions: </strong>This study demonstrates that an SSVEP-based BCI can sucessfully detect and quantify experimentally induced dyspnoea in healthy individuals. Further research is needed to evaluate its clinical applicability for assessing dyspnoea in non-communicative patients.</p>","PeriodicalId":16384,"journal":{"name":"Journal of NeuroEngineering and Rehabilitation","volume":" ","pages":""},"PeriodicalIF":5.2,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146093368","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Brain-computer interface commercialization. 脑机接口商业化。
IF 5.2 2区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-29 DOI: 10.1186/s12984-025-01811-9
Jackson Powell, Anson Zhou
{"title":"Brain-computer interface commercialization.","authors":"Jackson Powell, Anson Zhou","doi":"10.1186/s12984-025-01811-9","DOIUrl":"10.1186/s12984-025-01811-9","url":null,"abstract":"","PeriodicalId":16384,"journal":{"name":"Journal of NeuroEngineering and Rehabilitation","volume":"23 1","pages":"45"},"PeriodicalIF":5.2,"publicationDate":"2026-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12853816/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146086160","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
The influence of upper extremity improvement on daily function in individuals with chronic stroke following task-oriented interventions: a structural equation modeling approach. 任务导向干预后上肢改善对慢性脑卒中患者日常功能的影响:结构方程建模方法。
IF 5.2 2区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-29 DOI: 10.1186/s12984-026-01894-y
Szu-Hung Lin, Tong-Rong Yang, Tsong-Hai Lee, Chih-Kuang Chen, Ching-Yi Wu
{"title":"The influence of upper extremity improvement on daily function in individuals with chronic stroke following task-oriented interventions: a structural equation modeling approach.","authors":"Szu-Hung Lin, Tong-Rong Yang, Tsong-Hai Lee, Chih-Kuang Chen, Ching-Yi Wu","doi":"10.1186/s12984-026-01894-y","DOIUrl":"https://doi.org/10.1186/s12984-026-01894-y","url":null,"abstract":"","PeriodicalId":16384,"journal":{"name":"Journal of NeuroEngineering and Rehabilitation","volume":" ","pages":""},"PeriodicalIF":5.2,"publicationDate":"2026-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146086087","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Beyond proportional recovery in wake-up stroke: unsupervised recovery clusters based on the NIHSS. 在唤醒卒中中超过比例恢复:基于NIHSS的无监督恢复集群。
IF 5.2 2区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-29 DOI: 10.1186/s12984-025-01872-w
Andrea Zanola, Antonio Luigi Bisogno, Veronika Vadinova, Götz Thomalla, Bastian Cheng, Manfredo Atzori, Maurizio Corbetta

Post-stroke rehabilitation is a complex process influenced by several neurophysiological factors. The recovery is traditionally predicted based on initial impairment using linear models. The Proportional Recovery Rule (PRR), developed on the Fugl-Meyer scale, has even been proposed as a therapeutic target. In this framework, patients are classified as "fitters" or "non-fitters", though this distinction depends on the methodology used. Additionally, issues like mathematical coupling and ceiling effects on clinical scales could raise concerns about the validity of these models. To overcome these issues, Repeated Spectral Clustering (RSC) was used to identify recovery patterns based on NIHSS. We selected 201 patients from the WAKE-UP trail, all moderately impaired at onset and still impaired at 22-36 h. Clustering was performed using a similarity matrix based on pairwise absolute differences between recovery ratios, calculated from 22-36 h to 90 days post-stroke. Cluster differences were tested with prognostic factors, including lesion volume, side, treatment, and the Heidelberg scale. The PRR was fit to the cohort for comparison with clustering results. The linear fit reproduced findings consistent with the literature, such as a correlation of [Formula: see text] and an average recovery ratio of 70% for the "fitters". RSC grouped patients into six recovery clusters: [Formula: see text] (full recovery), [Formula: see text] (above average), [Formula: see text] and [Formula: see text] (average, PRR-aligned), [Formula: see text] (below average), and [Formula: see text] (deterioration). NIHSS scores in most patients declined non-proportionally. Lesion volume was not significantly different across clusters, while left-sided strokes were higher in low recovery clusters. Patients with a recovery ratio [Formula: see text] within two weeks mostly fell into favorable clusters ([Formula: see text]-[Formula: see text]), covering [Formula: see text] of such cases. The identified clusters provide a refined view of stroke recovery following wake-up stroke. Clustering better captures patient similarities, enabling the assessment of neurophysiological differences between groups and supporting tailored interventions.

脑卒中后康复是一个受多种神经生理因素影响的复杂过程。采收率传统上是基于使用线性模型的初始减值来预测的。在Fugl-Meyer量表上发展起来的比例恢复规则(PRR)甚至被提议作为治疗靶点。在这个框架中,患者被分类为“筛选者”或“非筛选者”,尽管这种区分取决于所使用的方法。此外,数学耦合和临床量表的上限效应等问题可能会引起对这些模型有效性的担忧。为了克服这些问题,采用重复光谱聚类(RSC)识别基于NIHSS的恢复模式。我们从wake -起床试验中选择了201例患者,所有患者在发病时中度受损,在22-36小时仍有损伤。使用基于恢复比率的两两绝对差异的相似性矩阵进行聚类,从中风后22-36小时到90天计算。通过预后因素检验聚类差异,包括病变体积、侧边、治疗和海德堡评分。PRR拟合队列,与聚类结果进行比较。线性拟合再现了与文献一致的发现,如[公式:见文本]的相关性和“筛选者”的平均回收率为70%。RSC将患者分为六个康复组:[公式:见文](完全康复),[公式:见文](高于平均水平),[公式:见文]和[公式:见文](平均水平,与prr一致),[公式:见文](低于平均水平),[公式:见文](恶化)。大多数患者的NIHSS评分呈非比例下降。病灶体积在不同组间无显著差异,而左脑卒中在低恢复组中更高。两周内恢复率[公式:见文]的患者多属于有利组([公式:见文]-[公式:见文]),涵盖了这类病例的[公式:见文]。识别的簇提供了唤醒中风后中风恢复的精细视图。聚类可以更好地捕捉患者的相似性,从而能够评估组间的神经生理差异,并支持量身定制的干预措施。
{"title":"Beyond proportional recovery in wake-up stroke: unsupervised recovery clusters based on the NIHSS.","authors":"Andrea Zanola, Antonio Luigi Bisogno, Veronika Vadinova, Götz Thomalla, Bastian Cheng, Manfredo Atzori, Maurizio Corbetta","doi":"10.1186/s12984-025-01872-w","DOIUrl":"https://doi.org/10.1186/s12984-025-01872-w","url":null,"abstract":"<p><p>Post-stroke rehabilitation is a complex process influenced by several neurophysiological factors. The recovery is traditionally predicted based on initial impairment using linear models. The Proportional Recovery Rule (PRR), developed on the Fugl-Meyer scale, has even been proposed as a therapeutic target. In this framework, patients are classified as \"fitters\" or \"non-fitters\", though this distinction depends on the methodology used. Additionally, issues like mathematical coupling and ceiling effects on clinical scales could raise concerns about the validity of these models. To overcome these issues, Repeated Spectral Clustering (RSC) was used to identify recovery patterns based on NIHSS. We selected 201 patients from the WAKE-UP trail, all moderately impaired at onset and still impaired at 22-36 h. Clustering was performed using a similarity matrix based on pairwise absolute differences between recovery ratios, calculated from 22-36 h to 90 days post-stroke. Cluster differences were tested with prognostic factors, including lesion volume, side, treatment, and the Heidelberg scale. The PRR was fit to the cohort for comparison with clustering results. The linear fit reproduced findings consistent with the literature, such as a correlation of [Formula: see text] and an average recovery ratio of 70% for the \"fitters\". RSC grouped patients into six recovery clusters: [Formula: see text] (full recovery), [Formula: see text] (above average), [Formula: see text] and [Formula: see text] (average, PRR-aligned), [Formula: see text] (below average), and [Formula: see text] (deterioration). NIHSS scores in most patients declined non-proportionally. Lesion volume was not significantly different across clusters, while left-sided strokes were higher in low recovery clusters. Patients with a recovery ratio [Formula: see text] within two weeks mostly fell into favorable clusters ([Formula: see text]-[Formula: see text]), covering [Formula: see text] of such cases. The identified clusters provide a refined view of stroke recovery following wake-up stroke. Clustering better captures patient similarities, enabling the assessment of neurophysiological differences between groups and supporting tailored interventions.</p>","PeriodicalId":16384,"journal":{"name":"Journal of NeuroEngineering and Rehabilitation","volume":" ","pages":""},"PeriodicalIF":5.2,"publicationDate":"2026-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146086138","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Development and clinical validation of a stroke-specific Gait Deviation Index. 卒中特异性步态偏差指数的开发和临床验证。
IF 5.2 2区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-27 DOI: 10.1186/s12984-026-01884-0
Clara Beatriz Sanz-Morère, Clara Sánchez-Del-Valle, Diana Herrera-Valenzuela, Patricio Barria, Antonio J Del-Ama, Juan C Moreno
{"title":"Development and clinical validation of a stroke-specific Gait Deviation Index.","authors":"Clara Beatriz Sanz-Morère, Clara Sánchez-Del-Valle, Diana Herrera-Valenzuela, Patricio Barria, Antonio J Del-Ama, Juan C Moreno","doi":"10.1186/s12984-026-01884-0","DOIUrl":"https://doi.org/10.1186/s12984-026-01884-0","url":null,"abstract":"","PeriodicalId":16384,"journal":{"name":"Journal of NeuroEngineering and Rehabilitation","volume":" ","pages":""},"PeriodicalIF":5.2,"publicationDate":"2026-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146064186","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Does cognition affect supervised and unsupervised mobility differently in people with Parkinson's disease? A cross-sectional study. 认知对帕金森病患者有监督和无监督活动能力的影响不同吗?横断面研究。
IF 5.2 2区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-01-24 DOI: 10.1186/s12984-025-01873-9
Edoardo Bianchini, Francesco Garramone, Domiziana Rinaldi, Marika Alborghetti, Lanfranco De Carolis, Silvia Galli, Antonio Suppa, Marco Salvetti, Clint Hansen, Nicolas Vuillerme
{"title":"Does cognition affect supervised and unsupervised mobility differently in people with Parkinson's disease? A cross-sectional study.","authors":"Edoardo Bianchini, Francesco Garramone, Domiziana Rinaldi, Marika Alborghetti, Lanfranco De Carolis, Silvia Galli, Antonio Suppa, Marco Salvetti, Clint Hansen, Nicolas Vuillerme","doi":"10.1186/s12984-025-01873-9","DOIUrl":"https://doi.org/10.1186/s12984-025-01873-9","url":null,"abstract":"","PeriodicalId":16384,"journal":{"name":"Journal of NeuroEngineering and Rehabilitation","volume":" ","pages":""},"PeriodicalIF":5.2,"publicationDate":"2026-01-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146044301","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
期刊
Journal of NeuroEngineering and Rehabilitation
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