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Gestalt, Navon and Kanizsa illusion processing in CVI, ADHD, and dyslexia Children with Normal verbal IQ. 正常言语智商的CVI、ADHD和阅读障碍儿童的格式塔、纳文和卡尼萨幻觉加工。
IF 2.4 3区 医学 Q3 NEUROSCIENCES Pub Date : 2024-12-24 eCollection Date: 2024-01-01 DOI: 10.3389/fnhum.2024.1496796
Marinke J Hokken, Ymie J Van Der Zee, Rob Rodrigues Pereira, Ingrid G I J G Rours, Maarten A Frens, Johannes van der Steen, Johan J M Pel, Marlou J G Kooiker

Introduction: Global Visual Selective Attention (VSA) is the ability to integrate multiple visual elements of a scene to achieve visual overview. This is essential for navigating crowded environments and recognizing objects or faces. Clinical pediatric research on global VSA deficits primarily focuses on autism spectrum disorder (ASD). However, in children with cerebral visual impairment (CVI) and other neurodevelopmental disorders (ADHD, dyslexia) similar deficits are reported. The aim of this study was to investigate global VSA performance in children with CVI, ADHD, dyslexia and neurotypical children by combing gaze-based measures with conventional neuropsychological tasks.

Methods: We included children aged 6-12 years with CVI (n = 20), ADHD (n = 30), dyslexia (n = 34) and neurotypical development (n = 37), all with normal verbal IQ. Eye tracking measurements were stepwise introduced within three global VSA tasks: Gestalt Closure (no eye tracking), Navon stimuli (eye tracking-based qualitative analysis) and Kanizsa Illusory Contours (KIC; eye tracking-based quantitative analysis). Verbal responses were compared with non-verbal gaze behavior.

Results: Children with CVI had significantly lower success rates on Gestalt Closure recognition, prolonged verbal response times on Navon stimuli, and decreased verbal and gaze performance on the KIC task compared to all other groups, irrespective of visual acuity. Children with ADHD and dyslexia performed similar to neurotypical children on all tasks.

Discussion: The results suggest а distinct global VSA deficit in children with CVI, which aligns with clinical observations of symptoms in daily life. Incorporating gaze-based analyses provided new information about search strategies beyond verbal answers and made the KIC task more inclusive for children with language and motor disabilities. Assessing global VSA within clinical CVI assessments could improve the differential diagnostic evaluations among children with CVI, ADHD and dyslexia, leading to more personalized treatment approaches.

简介:全局视觉选择性注意(VSA)是一种整合场景多个视觉元素以实现视觉概览的能力。这对于在拥挤的环境中导航和识别物体或人脸至关重要。全球VSA缺陷的临床儿科研究主要集中在自闭症谱系障碍(ASD)。然而,在患有脑视觉障碍(CVI)和其他神经发育障碍(ADHD,阅读障碍)的儿童中,也有类似的缺陷报道。本研究的目的是通过结合基于凝视的测量和传统的神经心理学任务,调查CVI、ADHD、阅读障碍和神经典型儿童的整体VSA表现。方法:我们纳入6-12岁 岁的CVI (n = 20)、ADHD (n = 30)、阅读障碍(n = 34)和神经典型发育(n = 37)儿童,所有儿童言语智商正常。在三个全局VSA任务中逐步引入眼动追踪测量:格式塔关闭(无眼动追踪),Navon刺激(基于眼动追踪的定性分析)和Kanizsa虚幻轮廓(KIC;基于眼动追踪的定量分析)。将言语反应与非言语凝视行为进行比较。结果:与所有其他组相比,CVI儿童在格式塔闭合识别上的成功率明显较低,对Navon刺激的言语反应时间延长,在KIC任务上的言语和凝视表现下降,与视力无关。患有多动症和阅读障碍的儿童在所有任务中的表现与正常儿童相似。讨论:研究结果表明,CVI患儿存在明显的整体VSA缺陷,这与日常生活中症状的临床观察相一致。结合基于注视的分析提供了除了口头回答之外的搜索策略的新信息,并使KIC任务对有语言和运动障碍的儿童更具包容性。在临床CVI评估中评估全局VSA可以改善CVI、ADHD和阅读障碍儿童的鉴别诊断评估,从而导致更个性化的治疗方法。
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引用次数: 0
The pivotal role of sleep in mediating the effects of life stressors and healthy habits on allostatic load in mid-life adults. 睡眠在调节生活压力源和健康习惯对中年成年人适应负荷的影响中的关键作用。
IF 2.4 3区 医学 Q3 NEUROSCIENCES Pub Date : 2024-12-20 eCollection Date: 2024-01-01 DOI: 10.3389/fnhum.2024.1509223
Ingrid Buller-Peralta, Sarah Gregory, Audrey Low, Maria-Eleni Dounavi, Katie Bridgeman, Georgios Ntailianis, Brian Lawlor, Lorina Naci, Ivan Koychev, Paresh Malhotra, John T O'Brien, Craig W Ritchie, Yves Dauvilliers, Graciela Muniz-Terrera

Objectives: We assessed the modulation of allostatic load (AL) by engagement in healthy habits and life stressors, mediated through resilience and the perceived influence of the stressors. Sleep was included as third mediator given extensive evidence associating to all the analysed factors.

Methods: Structural equation models to assess the modulation of AL by either traumatic or psychosocial stressors and healthy habits were generated with data from 620 mid-life adults (age 51.3 ± 5.48 years). Model 1 included self-reported life stressors, engagement in cognitive and physical activities, resilience and a pyramid score for diet. In Model 2, self-reported sleep quality was included in the mediation analysis between resilience and perceived stress on AL.

Results: Direct effects of sports and diet on AL, and on resilience by sports were found in all the evaluated models. The modulation of AL by both types of stressors was only revealed in model 2, through indirect effects of perceived influence via sleep quality. An effect of sport habits on AL via resilience was found to be mediated by sleep, and equivalent but opposed effects of perceived influence of stressors and resilience on sleep quality emerged as critical factor for AL modulation.

Conclusion: Our results suggest that sleep plays a pivotal role in the modulation of AL by both life stressors and sport habits, balancing the harmful and protective effects of perceived stress and resilience. The relative weight of one over the other to worsen or improve sleep quality will determine the resulting level of AL.

目的:我们评估了健康习惯和生活压力源对适应负荷(AL)的调节,并通过弹性和压力源的感知影响来调节。鉴于与所有分析因素相关的大量证据,睡眠被纳入第三个中介。方法:利用620名中年成年人(51.3 ± 5.48 岁)的数据,建立结构方程模型,评估创伤或心理社会应激源和健康习惯对AL的调节作用。模型1包括自我报告的生活压力源、参与认知和身体活动、恢复力和饮食金字塔得分。在模型2中,我们将自我报告的睡眠质量纳入心理弹性与应激感知之间的中介分析。结果:运动和饮食对心理弹性的直接影响,以及运动对心理弹性的直接影响在所有被评估的模型中都存在。两种应激源对AL的调节仅在模型2中通过睡眠质量感知影响的间接效应揭示。研究发现,运动习惯通过恢复力对AL的影响是由睡眠介导的,而应激源和恢复力对睡眠质量的感知影响是AL调节的关键因素。结论:我们的研究结果表明,睡眠在生活压力源和运动习惯对AL的调节中起着关键作用,平衡了感知压力和恢复力的有害和保护作用。其中一种对另一种睡眠质量恶化或改善的相对权重将决定最终的AL水平。
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引用次数: 0
Editorial: Brain stimulation methods in human motor neuroscience. 社论:人类运动神经科学中的脑刺激方法。
IF 2.4 3区 医学 Q3 NEUROSCIENCES Pub Date : 2024-12-20 eCollection Date: 2024-01-01 DOI: 10.3389/fnhum.2024.1532408
Syoichi Tashiro
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引用次数: 0
Editorial: Neuroplasticity and imaging methods in rehabilitation. 社论:康复中的神经可塑性和成像方法。
IF 2.4 3区 医学 Q3 NEUROSCIENCES Pub Date : 2024-12-20 eCollection Date: 2024-01-01 DOI: 10.3389/fnhum.2024.1540391
Ilan Laufer, Alark Joshi
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引用次数: 0
Galvanic vestibular stimulation for the postural rehabilitation of HTLV-1-associated myelopathy. 前庭电刺激治疗htlv -1相关脊髓病的姿势康复。
IF 2.4 3区 医学 Q3 NEUROSCIENCES Pub Date : 2024-12-19 eCollection Date: 2024-01-01 DOI: 10.3389/fnhum.2024.1507559
Tatiana Rocha Silva, Ludimila Labanca, Júlia Fonseca de Morais Caporali, Mauricio Campelo Tavares, Nathália de Castro Botini Rausse, Maria Júlia Amaral Abranches de Almeida, Maxmilliam de Souza Martins, Laura Fernandes Amorim, Léo Dantas Sitibaldi, Denise Utsch Gonçalves

Introduction: Galvanic vestibular stimulation (GVS) is a simple, safe, and noninvasive method of neurostimulation that can be used to improve body balance. Several central nervous system diseases cause alterations in body balance, including HTLV-1-associated myelopathy (HAM).

Objective: To test GVS as a balance rehabilitation strategy for HAM.

Methods: This study is a quasi-experimental clinical trial in which postural balance was compared before and after a GVS rehabilitation protocol applied to 20 patients with HAM, 12 women and 8 men, average age of 78 and 79 years, respectively. They were followed for nine months after the end of the GVS protocol, which consisted of one GVS session per week for 12 consecutive weeks. The GVS current intensity was progressively increased from 1.0 milliamperes (mA) to 3.5 mA until the third session and maintained at 3.5 mA until the 12th session. The electrical stimulation time progressively increased from 9 min in the first session to 18 min in the second session and maintained at 30 min from the third session onwards. Postural balance was assessed by Time up and go test (TUG), Berg balance scale (BBS) and posturography that were performed before the beginning of the intervention, during the intervention (6th week), at the end of the intervention (12th week) and after 9 months of follow-up without electrical stimulation.

Results: In a blind comparison, in the 12th week of stimulation, improvement was observed in all the tests. In TUG, time in seconds changed from 28 before to 18 after GVS (p < 0,001). In BBS, the score changed from 29.00 before to 41.00 points after GVS. In posturography, the stability limit improved after the intervention (p < 0.05). However, after nine months without stimulation, the gain was lost for TUG, for BBS and for stability limit.

Conclusion: GVS was an effective method to improve postural instability of patients with HAM in the short term, but the gain in postural stability was not maintained in the long term. A device for home use may be an option for long-term use.

导语:前庭电刺激(GVS)是一种简单、安全、无创的神经刺激方法,可用于改善身体平衡。几种中枢神经系统疾病引起身体平衡的改变,包括htlv -1相关脊髓病(HAM)。目的:验证GVS作为HAM平衡康复策略的可行性。方法:本研究是一项准实验临床试验,比较了20例HAM患者(女性12例,男性8例,平均年龄分别为78岁和79 岁)采用GVS康复方案前后的姿势平衡。在GVS方案结束后,他们被跟踪了9个月,其中包括每周一次连续12周的GVS会议。GVS电流强度从1.0毫安(mA)逐渐增加到3.5 mA,直到第三次,并保持在3.5 mA,直到第12次。电刺激时间从第一组的9 min逐渐增加到第二组的18 min,从第三组开始保持在30 min。姿势平衡通过干预开始前、干预期间(第6周)、干预结束时(第12周)和无电刺激随访9个 月后的Time up and go test (TUG)、Berg平衡量表(BBS)和姿势照相进行评估。结果:在盲法比较中,在刺激第12周,所有测试均有改善。在TUG组中,从GVS前的28秒变为GVS后的18秒(p p )。结论:GVS在短期内可以有效改善HAM患者的姿势不稳定性,但在长期内不能维持姿势稳定性的提高。家庭使用的设备可能是长期使用的选择。
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引用次数: 0
A retrospective, observational study of real-world clinical data from the Cognitive Function Development Therapy program. 对认知功能发展治疗项目的临床数据进行回顾性观察性研究。
IF 2.4 3区 医学 Q3 NEUROSCIENCES Pub Date : 2024-12-18 eCollection Date: 2024-01-01 DOI: 10.3389/fnhum.2024.1508815
Eric D Kirby, Brian Beyst, Jen Beyst, Sonia M Brodie, Ryan C N D'Arcy

Introduction: Cognitive deficits are common in psychiatric and mental health disorders, making the assessment of cognitive function in mental health treatment an important area of research. Cognitive Function Development Therapy (CFDT) is a novel therapeutic modality designed to enhance cognitive function and regulate the autonomic nervous system through targeted exercises and activities focused on attention networks and memory systems. The therapy is tracked and based on Primary Cognitive Function (PCF) scores.

Methods: This retrospective, observational study analyzed real world data from 183 children and adults undergoing CFDT to evaluate changes in cognition over time, incorporating both cognitive performance measures and an exploratory analysis of neurophysiological function. Objective neurophysiological measures in the form of the brain vital signs framework, based in event-related potentials (ERPs), were measured in a small subset of clients to explore the frameworks use in CFDT.

Results: Our findings indicate that CFDT holds promise for improving cognitive performance, as evidenced by increased PCF scores at the group level compared to pre-treatment levels [F (5, 173) = 7.087, p < 0.001, ηp 2 = 0.170]. Additionally, a weak effect of age [Spearman's Rho range: -0.301 to -0.340, p < 0.001] was found to influence the degree of cognitive improvement, suggesting the importance of early intervention for maximizing cognitive gains. The exploratory analysis suggested that CFDT may affect neurophysiological measures of information processing, particularly in basic attention, as reflected in increased amplitude in P300 measures.

Discussion: While these initial findings are encouraging, caution is warranted due to the retrospective nature of the study, though overall, the results suggest a positive impact of CFDT on cognitive function.

认知缺陷在精神和心理健康障碍中很常见,因此认知功能评估在心理健康治疗中是一个重要的研究领域。认知功能发展疗法(CFDT)是一种新的治疗方式,旨在通过有针对性的练习和活动来增强认知功能和调节自主神经系统,重点关注注意网络和记忆系统。治疗是基于初级认知功能(PCF)评分进行跟踪的。方法:这项回顾性观察性研究分析了183名接受CFDT治疗的儿童和成人的真实世界数据,以评估认知随时间的变化,包括认知表现测量和神经生理功能的探索性分析。以事件相关电位(ERPs)为基础的脑生命体征框架形式的客观神经生理测量,在一小部分客户中进行了测量,以探索CFDT中框架的使用。结果:我们的研究结果表明,CFDT有望改善认知表现,与治疗前水平相比,该组水平的PCF评分有所提高[F (5,173) = 7.087, p < 0.001, ηp 2 = 0.170]。此外,年龄对认知改善程度的影响较弱[Spearman's Rho范围:-0.301至-0.340,p < 0.001],这表明早期干预对于最大化认知改善的重要性。探索性分析表明,CFDT可能会影响信息处理的神经生理测量,特别是基本注意,这反映在P300测量的振幅增加上。讨论:虽然这些初步发现令人鼓舞,但由于研究的回顾性,谨慎是必要的,尽管总体而言,结果表明CFDT对认知功能有积极影响。
{"title":"A retrospective, observational study of real-world clinical data from the Cognitive Function Development Therapy program.","authors":"Eric D Kirby, Brian Beyst, Jen Beyst, Sonia M Brodie, Ryan C N D'Arcy","doi":"10.3389/fnhum.2024.1508815","DOIUrl":"10.3389/fnhum.2024.1508815","url":null,"abstract":"<p><strong>Introduction: </strong>Cognitive deficits are common in psychiatric and mental health disorders, making the assessment of cognitive function in mental health treatment an important area of research. Cognitive Function Development Therapy (CFDT) is a novel therapeutic modality designed to enhance cognitive function and regulate the autonomic nervous system through targeted exercises and activities focused on attention networks and memory systems. The therapy is tracked and based on Primary Cognitive Function (PCF) scores.</p><p><strong>Methods: </strong>This retrospective, observational study analyzed real world data from 183 children and adults undergoing CFDT to evaluate changes in cognition over time, incorporating both cognitive performance measures and an exploratory analysis of neurophysiological function. Objective neurophysiological measures in the form of the brain vital signs framework, based in event-related potentials (ERPs), were measured in a small subset of clients to explore the frameworks use in CFDT.</p><p><strong>Results: </strong>Our findings indicate that CFDT holds promise for improving cognitive performance, as evidenced by increased PCF scores at the group level compared to pre-treatment levels [<i>F</i> (5, 173) = 7.087, <i>p</i> < 0.001, η<sub>p</sub> <sup>2</sup> = 0.170]. Additionally, a weak effect of age [Spearman's Rho range: -0.301 to -0.340, <i>p</i> < 0.001] was found to influence the degree of cognitive improvement, suggesting the importance of early intervention for maximizing cognitive gains. The exploratory analysis suggested that CFDT may affect neurophysiological measures of information processing, particularly in basic attention, as reflected in increased amplitude in P300 measures.</p><p><strong>Discussion: </strong>While these initial findings are encouraging, caution is warranted due to the retrospective nature of the study, though overall, the results suggest a positive impact of CFDT on cognitive function.</p>","PeriodicalId":12536,"journal":{"name":"Frontiers in Human Neuroscience","volume":"18 ","pages":"1508815"},"PeriodicalIF":2.4,"publicationDate":"2024-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11688245/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142914281","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Remotely induced electrical modulation of deep brain circuits in non-human primates. 非人类灵长类动物深层脑回路的远程感应电调制。
IF 2.4 3区 医学 Q3 NEUROSCIENCES Pub Date : 2024-12-18 eCollection Date: 2024-01-01 DOI: 10.3389/fnhum.2024.1432368
Carter Lybbert, Taylor Webb, Matthew G Wilson, Keisuke Tsunoda, Jan Kubanek

Introduction: The combination of magnetic and focused ultrasonic fields generates focused electric fields at depth entirely noninvasively. This noninvasive method may find particularly important applications in targeted treatments of the deep brain circuits involved in mental and neurological disorders. Due to the novelty of this method, it is nonetheless unknown which parameters modulate neural activity effectively.

Methods: We have investigated this issue by applying the combination of magnetic and focused ultrasonic fields to deep brain visual circuits in two non-human primates, quantifying the electroencephalographic gamma activity evoked in the visual cortex. We hypothesized that the pulse repetition frequency of the ultrasonic stimulation should be a key factor in modulating the responses, predicting that lower frequencies should elicit inhibitory effects and higher frequencies excitatory effects.

Results: We replicated the results of a previous study, finding an inhibition of the evoked gamma responses by a strong magnetic field. This inhibition was only observed for the lowest frequency tested (5 Hz), and not for the higher frequencies (10 kHz and 50 kHz). These neuromodulatory effects were transient and no safety issues were noted.

Discussion: We conclude that this new method can be used to transiently inhibit evoked neural activity in deep brain regions of primates, and that delivering the ultrasonic pulses at low pulse repetition frequencies maximizes the effect.

简介:磁场和聚焦超声场的结合在深度上产生完全无创的聚焦电场。这种非侵入性的方法可能会在涉及精神和神经疾病的深部脑回路的靶向治疗中找到特别重要的应用。由于这种方法的新颖性,它仍然是未知的参数有效地调节神经活动。方法:在两种非人类灵长类动物的脑深部视觉回路中应用磁场和聚焦超声场的组合,量化视觉皮层中诱发的脑电图伽马活动,研究了这一问题。我们假设超声刺激的脉冲重复频率应该是调节反应的关键因素,预测低频应该引起抑制效应,高频应该引起兴奋效应。结果:我们重复了先前的研究结果,发现强磁场对诱发的伽马反应有抑制作用。这种抑制作用仅在测试的最低频率(5赫兹)中观察到,而在更高频率(10千赫和50千赫)中没有观察到。这些神经调节作用是短暂的,没有注意到安全问题。讨论:我们得出结论,这种新方法可以用于短暂抑制灵长类动物大脑深部区域的诱发神经活动,并且以低脉冲重复频率传递超声脉冲可以最大限度地发挥作用。
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引用次数: 0
Normative data for instrumented posturography: a systematic review and meta-analysis. 器械体位术的规范数据:系统回顾和荟萃分析。
IF 2.4 3区 医学 Q3 NEUROSCIENCES Pub Date : 2024-12-18 eCollection Date: 2024-01-01 DOI: 10.3389/fnhum.2024.1498107
Angela Julienne, Evi Verbecque, Stéphane Besnard

Postural control is a multisensory adaptive system performing predictive (anticipatory) and/or reactive (compensatory) actions, with varying degrees of accuracy, to maintain balance in a changing environmental context. Common instrumentation to evaluate balance includes static and dynamic force platforms; added sway-referenced perturbations on the dynamic platform constitute its main advantage. Clinical applications notwithstanding, normative data are needed for interpretation in clinical settings. Posturography norms are used to compare a reference group (healthy individuals) and a specific patient population. This work, to the best of our knowledge, represents the first attempt to synthesize the literature on normative data for computerized posturography using a combined mixed method. The search strategy resulted in the retrieval of 1,244 articles from PubMed, Web of Science, and Science Direct. After deduplication, 689 articles were screened based on title and abstract. One hundred and seven articles met the criteria after the first screening. In-depth, full-text screening resulted in the inclusion of 44 studies for the systematic review and 17 studies for the meta-analyses. The main findings of the systematic review are (1) extensive heterogeneity was found in methodological characteristics, (2) there was insufficient risk of bias mitigation, (3) the majority of tasks evaluated less than four components of the systems framework for postural control (SFPC), and (4) studies mostly used distance domain sway parameters and did not report the influence of other variables on postural sway. Based on the multilevel meta-analyses, females appeared to outperform males in eyes closed (EC) conditions significantly. Based on the network meta-analyses, we found that younger children swayed more than those aged between 8 and 14 years both in eyes open (EO) conditions and EC conditions significantly. The results also revealed a significant difference in sway between individuals of age range between 50 and 79 years old and younger individuals, with more instability observed in older participants both in EO conditions and in EC conditions. Thus, future studies need to ensure that enough information about participants is provided. Standardization of experimental conditions and sway parameters harmonization are still needed to ensure high-quality assessment (QA). Finally, evidence-based postural impairment management requires both age- and sex-related normative data. Systematic review registration:https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42023378144, identifier PROSPERO 2023 CRD42023378144.

姿势控制是一种多感官自适应系统,以不同的精度执行预测(预期)和/或反应(补偿)动作,以在不断变化的环境中保持平衡。常用的平衡评估仪器包括静力平台和动力平台;在动态平台上添加摆动参考摄动是其主要优点。尽管临床应用,但在临床环境中解释需要规范性数据。姿势照相规范用于比较参照组(健康个体)和特定患者群体。这项工作,据我们所知,代表了第一次尝试综合文献规范数据的电脑化姿势照相使用组合混合方法。该搜索策略从PubMed、Web of Science和Science Direct中检索了1244篇文章。重复数据删除后,根据标题和摘要对689篇文章进行筛选。经过第一次筛选,有107篇文章符合标准。深入的全文筛选导致44项研究被纳入系统评价,17项研究被纳入元分析。该系统综述的主要发现有:(1)方法学特征存在广泛的异质性,(2)偏倚缓解风险不足,(3)大多数任务评估少于4个姿势控制系统框架(SFPC)的组成部分,(4)研究大多使用距离域摇摆参数,而没有报告其他变量对姿势摇摆的影响。基于多水平荟萃分析,女性在闭眼(EC)条件下的表现明显优于男性。基于网络元分析,我们发现年龄较小的儿童在睁眼(EO)和睁眼(EC)条件下比8 - 14岁的儿童更容易摇摆。结果还显示,年龄在50至79 岁之间的个体与年轻人之间的摇摆存在显著差异,在EO条件和EC条件下,老年参与者都观察到更多的不稳定性。因此,未来的研究需要确保提供足够的参与者信息。实验条件的标准化和摇摆参数的协调仍然是保证高质量评估(QA)的需要。最后,基于证据的姿势损伤管理需要年龄和性别相关的规范数据。系统评价注册:https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42023378144,标识符PROSPERO 2023 CRD42023378144。
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引用次数: 0
Editorial: Advancements in ultrasound for understanding the nervous system. 社论:超声在理解神经系统方面的进展。
IF 2.4 3区 医学 Q3 NEUROSCIENCES Pub Date : 2024-12-18 eCollection Date: 2024-01-01 DOI: 10.3389/fnhum.2024.1538535
Vincent P Clark
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引用次数: 0
EEG channel and feature investigation in binary and multiple motor imagery task predictions. 二值和多重运动意象任务预测的脑电通道和特征研究。
IF 2.4 3区 医学 Q3 NEUROSCIENCES Pub Date : 2024-12-17 eCollection Date: 2024-01-01 DOI: 10.3389/fnhum.2024.1525139
Murside Degirmenci, Yilmaz Kemal Yuce, Matjaž Perc, Yalcin Isler

Introduction: Motor Imagery (MI) Electroencephalography (EEG) signals are non-stationary and dynamic physiological signals which have low signal-to-noise ratio. Hence, it is difficult to achieve high classification accuracy. Although various machine learning methods have already proven useful to that effect, the use of many features and ineffective EEG channels often leads to a complex structure of classifier algorithms. State-of-the-art studies were interested in improving classification performance with complex feature extraction and classification methods by neglecting detailed EEG channel and feature investigation in predicting MI tasks from EEGs. Here, we investigate the effects of the statistically significant feature selection method on four different feature domains (time-domain, frequency-domain, time-frequency domain, and non-linear domain) and their two different combinations to reduce the number of features and classify MI-EEG features by comparing low-dimensional matrices with well-known machine learning algorithms.

Methods: Our main goal is not to find the best classifier performance but to perform feature and channel investigation in MI task classification. Therefore, the detailed investigation of the effect of EEG channels and features is implemented using a statistically significant feature distribution on 22 EEG channels for each feature set separately. We used the BCI Competition IV Dataset IIa and 288 samples per person. A total of 1,364 MI-EEG features were analyzed in this study. We tested nine distinct classifiers: Decision tree, Discriminant analysis, Logistic regression, Naive Bayes, Support vector machine, k-Nearest neighbor, Ensemble learning, Neural networks, and Kernel approximation.

Results: Among all feature sets considered, classifications performed with non-linear and combined feature sets resulted in a maximum accuracy of 63.04% and 47.36% for binary and multiple MI task predictions, respectively. The ensemble learning classifier achieved the maximum accuracy in almost all feature sets for binary and multiple MI task classifications.

Discussion: Our research thus shows that the statistically significant feature-based feature selection method significantly improves the classification performance with fewer features in almost all feature sets, enabling detailed and effective EEG channel and feature investigation.

运动意象(MI)脑电图(EEG)信号是非平稳的动态生理信号,具有较低的信噪比。因此,很难达到较高的分类精度。尽管各种机器学习方法已经被证明对这一效果有用,但使用许多特征和无效的EEG通道通常会导致分类器算法结构复杂。目前的研究关注的是通过复杂的特征提取和分类方法来提高分类性能,而忽略了详细的脑电信号通道和特征研究,从而从脑电信号中预测MI任务。在这里,我们研究了统计显著特征选择方法在四个不同的特征域(时域、频域、时频域和非线性域)及其两种不同组合上的效果,通过比较低维矩阵和著名的机器学习算法,减少特征数量并对MI-EEG特征进行分类。方法:我们的主要目标不是找到最好的分类器性能,而是在MI任务分类中进行特征和通道调查。因此,对脑电信号通道和特征的影响进行了详细的研究,对每个特征集分别使用22个脑电信号通道的统计显著特征分布。我们使用了BCI Competition IV Dataset IIa,每人288个样本。本研究共分析了1364个MI-EEG特征。我们测试了九种不同的分类器:决策树、判别分析、逻辑回归、朴素贝叶斯、支持向量机、k近邻、集成学习、神经网络和核近似。结果:在所考虑的所有特征集中,使用非线性和组合特征集进行分类,二元和多重MI任务预测的最高准确率分别为63.04%和47.36%。集成学习分类器在几乎所有的二元和多重MI任务分类特征集中都达到了最高的准确率。讨论:我们的研究表明,基于统计显著性特征的特征选择方法在几乎所有特征集中都能以更少的特征显著提高分类性能,实现详细有效的脑电通道和特征调查。
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引用次数: 0
期刊
Frontiers in Human Neuroscience
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