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To be or not to be aphasic: use of story retelling as a marker in subclinical aphasia. 是还是不是失语症:用故事复述作为亚临床失语症的标志。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-13 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1701696
Jacquie Kurland, Anna Liu, Polly Stokes

Purpose: This study examined story retelling in individuals with aphasia who scored at or above the 93.8 cutoff on the Aphasia Quotient (AQ) of the Western Aphasia Battery-Revised (WAB-R). The performance of these participants deemed "not aphasic by WAB" (NABW) was compared with the performance of non-aphasic participants and individuals with anomic aphasia.

Method: Most participants were from a test development dataset for the Brief Assessment of Transactional Success in communication in aphasia (BATS), including four groups of 16 individuals: (1) a group who tested NABW; (2) a group with anomic aphasia matched on gender, age, education, and time post-onset; (3) a group with mild anomic aphasia who scored just below the NABW cutoff; and (4) a group of non-aphasic individuals matched on gender, age, and education with the NABW group. Groups were compared on main concepts of the BATS story retelling. Groups with aphasia were also compared on the main concepts of stories retold by non-aphasic conversation partners following co-construction of stories and on self-reported scores of the impact of aphasia on everyday communication.

Results: The results showed significant differences in the retelling of the story's main concepts between the non-aphasic control and conversation partner groups, with non-monotonic decreases in performance in comparisons of groups with and without aphasia: from non-aphasic to NABW to mildly anomic to anomic. Individuals deemed NABW (and their conversation partners) did not perform significantly better than individuals with mild anomic aphasia (and their conversation partners) on story retell main concepts. There were significant differences in the production of AphasiaBank discourse main concepts between the group with anomia and both the non-aphasic and NABW groups, but not between the non-aphasic and NABW or those with mild aphasia.

Conclusion: Individuals with aphasia who scored "non-aphasic" on the WAB demonstrated impairments in story retelling that align with their self-report of diminished everyday communicative functioning. This finding adds to growing support for the addition of a new measure of functional communication to the core outcome set of measures utilized in aphasia research. We propose the BATS, a measure that is sensitive across the spectrum of aphasia severity, including cases of mild and subclinical aphasia.

目的:本研究考察了在西方失语测试(WAB-R)中失语商(AQ)得分在93.8分或以上的失语患者复述故事的情况。这些被WAB认定为“非失语”(NABW)的参与者的表现与非失语参与者和失语个体的表现进行比较。方法:大多数参与者来自失语症患者沟通交易成功简要评估(BATS)测试开发数据集,包括四组16人:(1)NABW组;(2)性别、年龄、文化程度、发病时间匹配的失语症组;(3)轻度失语症组,得分略低于NABW分界点;(4)非失语个体在性别、年龄和教育程度上与NABW组相匹配。比较各组BATS故事复述的主要概念。失语症组也比较了非失语症对话伙伴在共同构建故事后复述故事的主要概念,以及失语症对日常交流影响的自我报告得分。结果:结果显示,非失语对照组和对话伙伴组在复述故事主要概念方面存在显著差异,失语组和非失语组在复述故事主要概念方面表现出非单调性下降:从非失语组到NABW组,从轻度失语组到失语组。被认为是NABW的个体(和他们的谈话伙伴)在故事复述的主要概念上并不比轻度失语症的个体(和他们的谈话伙伴)表现得更好。失语症组与非失语症组和NABW组在AphasiaBank话语主体概念的产生上存在显著差异,而非失语症组与NABW组及轻度失语症组之间无显著差异。结论:在WAB中得分为“非失语”的失语症患者表现出复述故事的障碍,这与他们自我报告的日常交流功能下降相一致。这一发现增加了对在失语症研究中使用的核心结果测量集中添加功能沟通的新测量的支持。我们提出了BATS,这是一种对失语症严重程度敏感的测量方法,包括轻度和亚临床失语症。
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引用次数: 0
Multimodal physiological monitoring in augmented reality teaching environments for children with neurodevelopmental disorders. 神经发育障碍儿童增强现实教学环境中的多模态生理监测。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-12 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1712662
Shuyi Zhang, Sukyoung Cho, Fengle Duan, Hao Feng, Qiaoyan Zhang, Muqing Ma

This study investigates the integration of augmented reality (AR) teaching environments with multimodal physiological monitoring for children with neurodevelopmental disorders. We collected EEG, ECG, and eye-tracking data from 115 children (ASD n = 45, ADHD n = 38, SLD n = 32) during AR-enhanced learning tasks. The multimodal fusion approach achieved 89.3% classification accuracy in identifying disorder-specific patterns. Key biomarkers included frontal theta power variations (p < 0.001), heart rate variability indices (LF/HF ratio), and fixation duration patterns. AR environments reduced cognitive load by 27% compared to traditional settings while maintaining engagement levels. Personalized intervention based on real-time physiological feedback improved attention performance by 31.2% and social interaction scores by 24.8% over 12 months. These findings demonstrate the efficacy of combining AR technology with physiological monitoring for adaptive special education.

本研究探讨了增强现实(AR)教学环境与多模式生理监测对神经发育障碍儿童的整合。我们收集了115名儿童(ASD n = 45,ADHD n = 38,SLD n = 32)在ar增强学习任务中的脑电图、心电图和眼动追踪数据。多模态融合方法在识别疾病特异性模式方面达到89.3%的分类准确率。关键的生物标志物包括额波功率变化(p
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引用次数: 0
Beyond sex: the effects of testosterone on visuomotor performance in men and women. 性别之外:睾酮对男性和女性视觉运动表现的影响。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-12 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1718846
Nicole Smeha, Diana J Gorbet, Heather Edgell, Alison K Macpherson, Lauren E Sergio

Introduction: The ability to perform visually-guided motor tasks requires the transformation of visual information into programmed motor outputs. When the guiding visual information does not align spatially with the motor output, the brain processes rules to integrate somatosensory information into an appropriate motor response. Performance on such rule-based, "cognitive-motor integration" (CMI) tasks has been shown to be affected by sex, age, and in several neurologic conditions. The present study sought to (1) expand on these findings by examining whether such performance differences are related to levels of sex steroid hormones, and (2) characterize the relationship between hormone levels and any structural differences in brain regions responsible for complex motor control.

Methods: Thirty-six healthy individuals (18 females) underwent MRI scanning to acquire anatomical brain images. They performed two touchscreen-based eye-hand coordination tasks, including a standard direct interaction task and one which involved CMI; target location and motor action were dissociated in the CMI task. Saliva samples collected on the day of testing were used to determine estrogen, progesterone, and testosterone levels.

Results: Multiple regression analyses revealed age to be a small but significant predictors of performance in a CMI condition with visual feedback reversal. We found that after accounting for this age effect, testosterone was a significant predictor of CMI performance in this group. We also observed that the relationship between testosterone levels and complex performance was related to grey matter thickness and volume in visuomotor control regions.

Conclusion: These data suggest that underlying brain networks controlling simultaneous thought and action may differ as a function of sex steroid hormone concentrations, and that small performance declines emerge in the working-age years.

引言:执行视觉引导运动任务的能力需要将视觉信息转化为可编程的运动输出。当引导视觉信息与运动输出在空间上不一致时,大脑处理规则,将体感信息整合到适当的运动反应中。在这种基于规则的“认知-运动整合”(CMI)任务中的表现已被证明受到性别、年龄和几种神经系统状况的影响。目前的研究试图(1)通过检查这些表现差异是否与性类固醇激素水平有关来扩展这些发现,(2)表征激素水平与负责复杂运动控制的大脑区域的任何结构差异之间的关系。方法:36例健康个体(女性18例)行MRI扫描获取脑解剖图像。他们执行了两个基于触摸屏的手眼协调任务,包括一个标准的直接交互任务和一个涉及CMI的任务;在CMI任务中,目标定位和运动动作是分离的。测试当天收集的唾液样本用于测定雌激素、孕酮和睾酮水平。结果:多元回归分析显示,年龄是视觉反馈逆转的CMI患者表现的一个小但重要的预测因素。我们发现,在考虑了年龄的影响后,睾酮是该组CMI表现的重要预测因子。我们还观察到睾酮水平与复杂表现之间的关系与视觉运动控制区灰质厚度和体积有关。结论:这些数据表明,控制同时思考和行动的潜在大脑网络可能会随着性类固醇激素浓度的变化而有所不同,而且在工作年龄阶段,表现会出现小幅下降。
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引用次数: 0
Effects of 3DVR-haptic simulation training on cognitive functions: a functional neuroimaging pilot study using swLORETA qEEG. 3dvr触觉模拟训练对认知功能的影响:一项使用swLORETA qEEG的功能神经成像先导研究。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-12 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1709436
Neshka Manchorova, Dimitar Kolev, Angelina Kirkova-Bogdanova, Nikolay Simeonov, Elena Stavreva

Introduction and aim: Technological advancements in neuroscience have transformed our understanding of the processes underlying behavior and cognition. The study aims to investigate the changes in functional brain cognitive networks activated by 3DVR haptic-based simulation training in endodontics.

Materials and methods: Fifteen dental students (7 females and 8 males), mean age 21.5 ± 0.5 years, trained for the first time with a 3DVR-haptic simulator in April 2025, participated in the study. The one-group pretest-postest interventional design was approved by the Ethics Committee of MU-Plovdiv. Before and after a one-hour VR-endodontic access practice, we measured connectivity changes in the 49 Brodmann fields using swLORETA qEEG. Data were standardized using an age-stratified normative base through Z-score calculations. The qEEG recordings were processed by Neuroguide 3.3.7 and statistically analyzed with Navistat, p < 0.05. To control the cognitive effects the participants completed a classic neuropsychological test for assessing executive functions before and after VR training: the Trail Making Test (TMT) Part A and Part B.

Results: The most significant changes in brain activity were observed in the beta frequency range (18-24 Hz), primarily in the left frontal dorsolateral area, and the left insula and hippocampus. A significant change in activity was found in the mediobasal temporal cortex on both the left and right sides. According to connectomics, the most substantial changes were observed in the structures of 6, 7 and 8 ICN. The TMT data showed significant difference in records of the average time, difference and ratio scores before and after training in VR (p < 0.05).

Conclusion: 3DVR-haptic simulation training in endodontic actively engages cognitive modalities and brain structers related to executive functions, visuospatial sense, attention, and working memory, resilience to stress, and the need for reward. Objective electrophysiological changes correlate with improvements in neuropsychological performance TMT. Despite the limitations of this study, we argue that swLORETA qEEG method is a novel objective approach with a promising potential for validation the effects of 3DVR-haptic simulation training on cognitive functions, offering better temporal resolution compared to fMRI, along with lower costs and safety.

简介和目的:神经科学的技术进步已经改变了我们对行为和认知背后过程的理解。本研究旨在探讨牙髓学中3DVR触觉模拟训练激活的脑功能认知网络的变化。材料与方法:15名牙科学生(女7名,男8名),平均年龄21.5 ± 0.5 岁,于2025年4月首次使用3dvr触觉模拟器进行训练。单组前测后测干预设计经MU-Plovdiv伦理委员会批准。在vr -根管接触练习前后一小时,我们使用swLORETA qEEG测量了49个Brodmann场的连接变化。通过z分数计算,使用年龄分层的标准基础对数据进行标准化。qEEG记录采用Neuroguide 3.3.7软件处理,并使用navisstat, p 进行统计学分析。结果:大脑活动变化最显著的区域是β频率范围(18-24 Hz),主要发生在左额叶背外侧区、左岛和海马区。在左右两侧的中基底颞叶皮层都发现了显著的活动变化。根据连接组学,最显著的变化发生在6、7和8个ICN的结构上。TMT数据显示,VR训练前后的平均时间、差值和比值得分记录有显著差异(p)。结论:牙髓3dvr -触觉模拟训练积极激活与执行功能、视觉空间感觉、注意力和工作记忆、应激恢复力和奖励需求相关的认知模式和脑结构体。目的:电生理变化与神经心理功能的改善有关。尽管本研究存在局限性,但我们认为swLORETA qEEG方法是一种新的客观方法,在验证3dvr -触觉模拟训练对认知功能的影响方面具有很好的潜力,与fMRI相比,它提供了更好的时间分辨率,同时成本更低,安全性更高。
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引用次数: 0
Brain neural mechanisms underlying VR enhanced aerobic exercise for mood enhancement in depressed adolescents. VR增强有氧运动对抑郁青少年情绪改善的脑神经机制。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-12 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1706793
Shuqi Yao, Guochen Wang, Ting Peng, Longhai Zhang, Fuhai Ma, Puyan Chi

Introduction: To compare the immediate effects of a single bout of virtual reality (VR) aerobic exercise versus traditional aerobic exercise on depressive mood in middle-school students and to explore the underlying Electroencephalogram (EEG) microstate and power-spectrum mechanisms.

Methods: Forty middle-school students were classified into depressed and healthy groups based on the PHQ-9 and completed 15 min of moderate-intensity conventional cycling and VR cycling in a crossover design. Mood was assessed with the Brief Mood Scale (BFS) before and after each intervention, and resting-state EEG was recorded. EEG signals were processed using power spectrum analysis and microstate analysis, and correlation analysis was conducted between BFS questionnaire scores and microstate parameters.

Results: Both interventions significantly increased vigor and pleasure while reducing depression and lethargy (p < 0.001); VR was superior to traditional cycling in improving vigor, depression, and lethargy (p < 0.01). At baseline, the depressed group showed elevated occurrence and contribution of microstate C with abnormal centroids. After exercise, microstate distributions normalized in both groups; VR specifically reduced microstate C occurrence (p < 0.05), prolonged microstate D duration (p < 0.05), and enhanced B → C and D → B transitions (p < 0.05). Post-VR B → C transition rate correlated negatively with depression (r = -0.462), whereas microstate D occurrence correlated positively with pleasure (r = 0.450). Relative theta, alpha, and beta power decreased after exercise (p < 0.01), without additional VR-mediated power-spectrum gains.

Conclusion: A single bout of VR-assisted aerobic exercise more effectively enhances immediate mood in middle-school students with depressive symptoms than traditional cycling, likely owing to stronger modulation of microstate dynamics linked to emotion and attention networks and of oscillatory activity in specific frequency bands.

前言:比较单次虚拟现实(VR)有氧运动与传统有氧运动对中学生抑郁情绪的直接影响,并探讨其潜在的脑电图(EEG)微态和功率谱机制。方法:采用交叉设计将40名中学生按PHQ-9分为抑郁组和健康组,分别进行15 min中等强度常规骑行和VR骑行。采用简易情绪量表(BFS)评估干预前后的情绪,记录静息状态脑电图。采用功率谱分析和微状态分析对脑电信号进行处理,并对BFS问卷得分与微状态参数进行相关性分析。结果:两种干预均显著增加活力和愉悦感,减少抑郁和嗜睡(p < 0.001);VR在改善活力、抑郁和嗜睡方面优于传统骑行(p < 0.01)。在基线时,抑郁组出现微状态C的发生率和贡献增加,并伴有异常的质心。运动后,两组微状态分布归一化;VR显著降低了微状态C的发生(p < 0.05),延长了微状态D的持续时间(p < 0.05),增强了B→C和D→B的转变(p < 0.05)。vr后B→C转换率与抑郁呈负相关(r = -0.462),而微观状态D的发生与快乐呈正相关(r = 0.450)。运动后相对θ、α和β功率下降(p < 0.01),没有额外的vr介导的功率谱增益。结论:单次vr辅助有氧运动比传统自行车运动更有效地改善有抑郁症状的中学生的即时情绪,可能是由于与情绪和注意力网络相关的微状态动力学以及特定频段的振荡活动的更强调节。
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引用次数: 0
Case Report: Prolonged DAWS in an RLS patient under severe relational stress. 病例报告:在严重的关系压力下,RLS患者延长DAWS。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-12 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1613710
Michaël Gillon

Background: Dopamine agonist withdrawal syndrome (DAWS) is a severe condition reported primarily in Parkinson's disease (PD) but increasingly recognized in restless legs syndrome (RLS). While DAWS is classically associated with high-dose dopamine agonists (DAs) in Parkinson's disease, it has also been reported in RLS patients treated with low-dose therapy (≤ 0.75 mg pramipexole equivalent), although such cases remain rare. While direct evidence is lacking, psychological and relational stressors, in conjunction with prior medication adjustments, could plausibly modulate DAWS severity through a mechanism akin to kindling.

Case presentation: We describe the case of a 51-year-old male who developed severe DAWS after withdrawing from low-dose pramipexole (0.26 mg) prescribed for RLS. A 6-month venlafaxine taper, completed 2 weeks before DA tapering, may have increased neurochemical vulnerability. Initial dose reduction caused akathisia, tremors, panic attacks, RLS worsening, and depressive symptoms. After brief reinstatement, abrupt cessation triggered painful electric-like sensations in the lower back and emotional collapse. The patient was transitioned to rotigotine (2 mg/day), together with other psychotropic medications, which provided partial and temporary relief. Symptoms relapsed during tapering, with marked worsening occurring in parallel with episodes of severe relational stress within a close personal connection. Clinical assessments explored these interactions as potential psychological stressors, as reported by the patient. Given the temporal association between these stressors and symptom relapses, relational factors may have contributed to the severity and recurrence of DAWS episodes. At 13 months after complete DA discontinuation, the patient has regained nearly full functionality, although episodes of marked fatigue and significant bedtime RLS persists.

Discussion and conclusion: This case illustrates that DAWS can occur in RLS patients even at low DA doses, with atypical symptoms possibly involving autonomic and central sensitization. Relational stress may significantly exacerbate symptom severity, potentially leading to profound neurological destabilization through mechanisms such as cross-system hypersensitivity or a kindling-like process, as suggested by existing literature. This factor may need to be systematically assessed in DAWS management. As a rare patient-authored account, this report contributes to the understanding of DAWS in non-PD populations and highlights the need for longitudinal research to guide safer withdrawal protocols and integrated care.

背景:多巴胺激动剂戒断综合征(DAWS)是一种主要在帕金森病(PD)中报道的严重疾病,但越来越多地在不宁腿综合征(RLS)中得到认可。虽然DAWS通常与帕金森病的高剂量多巴胺激动剂(DAs)相关,但在接受低剂量治疗(≤0.75 mg等效普拉克索)的RLS患者中也有报道,尽管此类病例仍然罕见。虽然缺乏直接证据,但心理和关系压力源,加上先前的药物调整,可能通过类似于点火的机制,合理地调节DAWS的严重程度。病例介绍:我们描述了一例51岁男性患者,在停用治疗RLS的低剂量普拉克索(0.26 mg)后出现严重的DAWS。6个月的文拉法辛减量,在DA减量前2周完成,可能会增加神经化学易感性。初始剂量减少导致静坐症、震颤、惊恐发作、睡眠倒睡症恶化和抑郁症状。在短暂恢复后,突然停止会引发腰背部疼痛的电样感觉和情绪崩溃。患者改用罗替戈汀(2mg /天),同时使用其他精神药物,可提供部分和暂时的缓解。在减量期间,症状复发,在密切的个人关系中出现严重的关系压力发作时,症状明显恶化。临床评估探讨了这些相互作用作为潜在的心理压力源,正如病人所报告的那样。考虑到这些应激源与症状复发之间的时间关联,相关因素可能导致了DAWS发作的严重程度和复发。在完全停用DA 13个月后,患者恢复了几乎完全的功能,尽管仍然存在明显的疲劳和明显的睡前睡眠抽搐。讨论与结论:本病例表明,即使低剂量DA也可发生在RLS患者中,其非典型症状可能涉及自主神经和中枢致敏。现有文献表明,关系应激可能会显著加重症状的严重程度,可能通过跨系统超敏反应或类似点火的过程等机制导致深度神经系统不稳定。这一因素可能需要在DAWS管理中进行系统评估。作为一份罕见的患者撰写的报告,该报告有助于了解非pd人群的DAWS,并强调了纵向研究的必要性,以指导更安全的停药方案和综合护理。
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引用次数: 0
Domain-specific cognitive screening in acute first-ever stroke: a comparative study of the Oxford Cognitive Screen (OCS) and ACE-III. 急性首次中风的领域特异性认知筛查:牛津认知筛查(OCS)和ACE-III的比较研究。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-12 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1678230
Onur Tanglay, Dhruv Jhunjhnuwala, William Huynh

Introduction: Post-stroke cognitive impairment (PSCI) is common and often under-recognized, particularly in the acute phase. Most cognitive screening tools provide only a global score, overlooking domain-specific deficits that influence functional recovery. The Addenbrooke's Cognitive Examination-III (ACE-III) is a comprehensive cognitive test whose utility for acute stroke patients remains under-studied. This study evaluated the diagnostic performance of the ACE-III against the stroke-specific Oxford Cognitive Screen (OCS) in detecting PSCI following first-ever stroke in the acute period.

Methods: Patients with first-ever stroke and no history of cognitive impairment were prospectively assessed within seven days of onset using both the OCS and ACE-III. PSCI was defined by impairment in one or more cognitive domains on the OCS. The discriminatory capacity of the ACE-III for detecting PSCI was examined, and associations between specific cognitive deficits and functional dependence were analyzed.

Results: The OCS detected PSCI in 70% of the 30 patients that were recruited. The ACE-III demonstrated good discriminatory capacity (AUC = 0.897); however, it failed to detect PSCI in five patients identified by the OCS, and misclassified two aphasic but cognitively intact patients as impaired. Two patients classified as impaired on ACE-III were deemed cognitively intact by OCS, underscoring its limitations in stroke populations. Standard and stroke-specific ACE-III cut-offs demonstrated suboptimal accuracy for acute screening.

Conclusion: While ACE-III performs well at the group level, it may miss relevant cognitive impairment in the acute stroke setting. Domain-based, stroke-specific tools such as the OCS more reliably detect deficits and may offer greater clinical utility for early cognitive profiling and rehabilitation.

脑卒中后认知障碍(PSCI)很常见,但往往未得到充分认识,特别是在急性期。大多数认知筛查工具只提供一个全局评分,忽略了影响功能恢复的特定领域的缺陷。阿登布鲁克认知测验- iii (ACE-III)是一项全面的认知测试,其对急性中风患者的效用仍有待研究。本研究评估了ACE-III与脑卒中特异性牛津认知筛查(OCS)在检测急性期首次脑卒中后PSCI的诊断性能。方法:首次卒中且无认知障碍史的患者在发病后7天内使用OCS和ACE-III进行前瞻性评估。PSCI被定义为OCS上一个或多个认知领域的损害。研究了ACE-III对PSCI的鉴别能力,并分析了特异性认知缺陷与功能依赖之间的关系。结果:入选的30例患者中,OCS检测到PSCI的占70%。ACE-III具有良好的鉴别能力(AUC = 0.897);然而,在5例由OCS识别的患者中,它未能检测到PSCI,并将2例失语但认知完好的患者误分类为受损患者。两名被归类为ACE-III受损的患者被OCS认为认知完好,强调了其在卒中人群中的局限性。标准和脑卒中特异性ACE-III切断显示出急性筛查的次优准确性。结论:ACE-III在组水平上表现良好,但在急性脑卒中情况下可能遗漏相关认知功能损害。基于脑域的中风特异性工具,如OCS更可靠地检测缺陷,并可能为早期认知分析和康复提供更大的临床效用。
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引用次数: 0
Hybrid deep learning and feature optimization approach for early detection of multiple sclerosis. 基于深度学习和特征优化的多发性硬化症早期检测方法。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-12 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1685580
Nandini Anam, Sharief Basha S, Chiranji Lal Chowdhary

The healthcare field increasingly relies on autonomous systems for the detection and analysis of Multiple Sclerosis (MS) to minimize diagnostic delays, resource burdens, reduce the progression of disability, and enhance clinical decision-making efficiency. Such systems ensure accurate and timely treatment, ultimately improved patient outcomes. In this study, a hybrid framework combining deep learning-based feature extraction, metaheuristic feature selection, and machine learning (ML) classifiers is proposed for accurate MS classification. All MRI images were preprocessed using Contrast Limited Adaptive Histogram Equalization (CLAHE), resizing, and normalization to enhance contrast and standardize the input dimensions. Deep features were extracted using the pretrained VGG16 convolutional neural network (CNN), in which the fully connected layers were removed, and the convolutional base was used to obtain high-dimensional features per image. To reduce dimensionality and improve classification performance, the Whale Optimization Algorithm (WOA) was employed to select the most discriminative subset of features using a Support Vector Machine (SVM)-based fitness function. Multiple classifiers were then trained and evaluated using the optimized feature set. Among them, the Artificial Neural Network integrated with WOA (ANN+WOA) achieved the highest classification accuracy of 98%, demonstrating the potential of the proposed model for reliable, efficient, and automated MS diagnosis.

医疗保健领域越来越依赖自主系统来检测和分析多发性硬化症(MS),以最大限度地减少诊断延误、资源负担、减少残疾的进展,并提高临床决策效率。这些系统确保了准确和及时的治疗,最终改善了患者的预后。在这项研究中,提出了一个结合基于深度学习的特征提取、元启发式特征选择和机器学习(ML)分类器的混合框架,用于精确的MS分类。所有MRI图像均使用对比度有限自适应直方图均衡化(CLAHE)、调整大小和归一化进行预处理,以增强对比度并标准化输入维度。使用预训练的VGG16卷积神经网络(CNN)提取深度特征,去除全连接层,利用卷积基获得每张图像的高维特征。为了降低维数,提高分类性能,采用鲸鱼优化算法(Whale Optimization Algorithm, WOA),利用基于支持向量机(Support Vector Machine, SVM)的适应度函数选择最具判别性的特征子集。然后使用优化的特征集对多个分类器进行训练和评估。其中,结合WOA的人工神经网络(ANN+WOA)的分类准确率最高,达到98%,显示了该模型在可靠、高效、自动化的MS诊断方面的潜力。
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引用次数: 0
Exploring physical and functional EEG connectivity with multilayer graph transformer convolutional networks for emotion recognition. 利用多层图变换卷积网络探索情感识别的物理和功能脑电连接。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-12 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1715410
S M Atoar Rahman, Md Ibrahim Khalil, Hui Zhou, Ziyun Ding, Yu Guo

Electroencephalogram (EEG)-based emotion recognition has emerged as a compelling direction in affective computing, driven by its ability to provide objective, neural-level insights into emotional states. However, the high-dimensional and complex spatial and functional characteristics of EEG data present substantial challenges for accurate modeling. To address this, we propose Multilayer-GTCN (Multilayer Graph Transformer Convolutional Network), which combines the strengths of Graph Convolutional Networks (GCNs) and Graph Transformer layers to effectively capture both local and global dependencies in EEG signals. The framework employs a dual-graph design over feature nodes: a physical proximity graph instantiated as a complete topology to stabilize information flow, and a functional connectivity graph whose edges are correlations derived from inter-feature relationships. Within this representation, GCN layers consolidate stable relational patterns, while transformer-based graph convolutions capture long-range dependencies and transient interactions across the feature space. Combining the two encoded views results in representations that jointly capture localized structure and global context, providing a robust basis for affective decoding. Extensive experiments on benchmark datasets confirm the effectiveness of our approach, achieving 98.24 ± 1.74% on SEED, 95.82 ± 1.89% on SEED-IV, and 93.35 ± 4.08% (valence) / 94.11 ± 2.98% (arousal) on DEAP. These results highlight the efficiency and flexibility of Multilayer-GTCN across varied datasets. By merging a physical proximity graph with correlation-based functional connectivity in a multilayer architecture, this study lays a foundation for scalable affective-computing systems and delivers a framework to guide upcoming advances in neural signal study.

基于脑电图(EEG)的情绪识别已经成为情感计算的一个引人注目的方向,它能够提供客观的、神经层面的情绪状态洞察。然而,脑电图数据的高维、复杂的空间和功能特征给准确建模带来了很大的挑战。为了解决这个问题,我们提出了多层gtcn(多层图变换卷积网络),它结合了图卷积网络(GCNs)和图变换层的优势,以有效地捕获脑电信号中的局部和全局依赖关系。该框架在特征节点上采用双图设计:一个物理接近图作为一个完整的拓扑实例化来稳定信息流,一个功能连接图,其边缘是由特征间关系派生的相关性。在这种表示中,GCN层巩固稳定的关系模式,而基于转换器的图卷积捕获跨特征空间的远程依赖关系和瞬态交互。结合这两种编码视图产生的表示可以共同捕获局部结构和全局上下文,为情感解码提供强大的基础。在基准数据集上的大量实验证实了我们的方法的有效性,SEED的效率为98.24±1.74%,SEED- iv的效率为95.82±1.89%,DEAP的效率为93.35±4.08%(效价)/ 94.11±2.98%(唤醒)。这些结果突出了多层gtcn在不同数据集上的效率和灵活性。通过在多层架构中合并物理接近图和基于关联的功能连接,本研究为可扩展的情感计算系统奠定了基础,并提供了指导神经信号研究即将取得进展的框架。
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引用次数: 0
Differential arousal and neural engagement for angry and fearful faces: a combined pupillometric and fMRI study. 愤怒和恐惧面孔的不同唤醒和神经参与:一项瞳孔测量和功能磁共振成像的联合研究。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-12 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1739802
Kim C Wende, Roman Kessler, Kristin M Rusch, Jens Sommer, Andreas Jansen

Introduction: Understanding how emotions are encoded at the neural level remains a central challenge in human neuroscience. Facial expressions are among the most powerful and frequently used stimuli to study emotion processing. Face perception itself is a complex function supported by a core network-including bilateral occipito-fusiform and superior temporal regions-and an extended network involving anterior structures such as the bilateral amygdalae. However, previous findings on how emotional content modulates these networks have been inconsistent.

Methods: To disentangle perceptual and affective components of face emotion processing, we combined high-frequency pupillometry with functional magnetic resonance imaging (fMRI). Pupillary dilation serves as a sensitive index of two distinct processes: perceptual load, reflecting the informational complexity of a face, and arousal, indicating its immediate sensory impact. In our study, 25 participants (13 female) viewed faces expressing anger, fear, happiness, or neutrality as well as luminance-matched houses serving as control stimuli. A one-back task unrelated to emotion masked the true experimental purpose.

Results: Relative to houses, faces elicited stronger pupillary dilations as well as enhanced blood-oxygen-level-dependent (BOLD) activity in bilateral occipital and fusiform cortices as well as in both amygdalae. Among facial expressions, angry faces evoked the largest pupillary dilations, while fearful faces elicited the strongest neural responses within a right-lateralized network centered on the superior temporal sulcus (rSTS). Across all faces>houses (conjunction minimum-statistic inference), pupil size correlated positively with BOLD activity in the right fusiform gyrus (rFFG), left inferior occipital gyrus (lIOG), bilateral calcarine cortex, and bilateral lingual gyrus.

Discussion: These findings indicate that emotional faces impose a higher perceptual load than matched control stimuli, engaging a distributed network spanning early visual and attention-related areas. In conclusion, our results suggest that emotional quality is specified early in the perceptual process, with divergent pupillary and neural signatures separating arousal-driven threat responses (anger) from socially complex alarm cues (fear).

理解情绪是如何在神经水平上编码的仍然是人类神经科学的核心挑战。面部表情是研究情绪处理最有力、最常用的刺激物之一。面部感知本身是一个复杂的功能,由一个核心网络支持——包括双侧枕梭状回和颞上区——以及一个涉及前部结构(如双侧杏仁核)的扩展网络。然而,先前关于情绪内容如何调节这些网络的研究结果并不一致。方法:采用高频瞳孔测量与功能磁共振成像(fMRI)相结合的方法,分离人脸情绪加工的感知和情感成分。瞳孔扩张是两个不同过程的敏感指标:知觉负荷,反映面部信息的复杂性,唤醒,表明其直接的感官影响。在我们的研究中,25名参与者(13名女性)观看了表达愤怒、恐惧、快乐或中立的面孔,以及与亮度匹配的房屋作为对照刺激。与情绪无关的一次性任务掩盖了真正的实验目的。结果:与房屋相比,面对面孔会引起更强的瞳孔扩张,并增强双侧枕叶和梭状皮质以及双侧杏仁核的血氧水平依赖(BOLD)活性。在面部表情中,愤怒的面孔引起的瞳孔扩张最大,而恐惧的面孔引起的以颞上沟为中心的右侧网络的神经反应最强。在所有面部>房屋(连接最小统计推断)中,瞳孔大小与右侧梭状回(rFFG)、左侧枕下回(lIOG)、双侧钙脑皮质和双侧舌回的BOLD活性呈正相关。讨论:这些发现表明,情绪面孔比匹配的控制刺激施加更高的感知负荷,涉及跨越早期视觉和注意力相关区域的分布式网络。总之,我们的研究结果表明,情绪质量在感知过程的早期就被明确了,瞳孔和神经特征的差异将唤醒驱动的威胁反应(愤怒)与社会复杂的警报信号(恐惧)区分开来。
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Frontiers in Human Neuroscience
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