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Minimization of prediction errors during cerebral embryogenesis and the emergence of agency. 脑胚胎发生过程中预测误差的最小化和能动性的出现。
IF 3.5 4区 医学 Q2 NEUROSCIENCES Pub Date : 2025-11-21 eCollection Date: 2025-01-01 DOI: 10.3389/fnsys.2025.1683448
James Joseph Wright, Paul David Bourke

A theory of self-organization in the central nervous system is described, proposing that additive and dissipative synaptodendritic summation leads to synchronous oscillation as the equilibrium state, thereby underpinning a primary mechanism of prediction error minimization. As a consequence, synaptic connections become arranged in mirror-symmetric paired patterns, wherein exchanges of synaptic flux within each pattern form coupled spatial eigenmodes. The mirror-reflection axis between each pair functions as a Markov blanket that maintains excitatory-inhibitory equilibrium, while multiway exchanges among mirror pairs converge toward overall error minimization and mutual organization. The primary organization of this type is evident in the spinal cord. During cortical embryogenesis, connections develop in topographies interpretable as mirror reflections with broken symmetry, aligning along the radial and circumferential axes of cortical growth, as described by the Structural Model, and subsequently manifest at the millimetric scale throughout the cortex. The proposed framework integrates a diverse range of experimental data and provides an explanatory basis for how generative models with agency can emerge through both species evolution and individual learning.

描述了中枢神经系统的自组织理论,提出累加性和耗散性突触树突求和导致同步振荡作为平衡状态,从而支撑了预测误差最小化的主要机制。因此,突触连接以镜像对称的配对模式排列,其中每个模式内突触通量的交换形成耦合的空间特征模式。每对镜像对之间的镜像-反射轴就像一个马尔可夫毯,维持兴奋-抑制平衡,而镜像对之间的多路交换收敛于总体误差最小化和相互组织。这种类型的主要组织在脊髓中很明显。在皮层胚胎发生过程中,连接在地形上发展,可以解释为具有破对称的镜像反射,沿着皮层生长的径向和周向排列,如结构模型所描述的那样,随后在整个皮层中以毫米尺度表现出来。提出的框架整合了多种实验数据,并为具有代理的生成模型如何通过物种进化和个体学习出现提供了解释基础。
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引用次数: 0
Will multimodal large language models ever achieve deep understanding of the world? 多模态大型语言模型能否实现对世界的深度理解?
IF 3.5 4区 医学 Q2 NEUROSCIENCES Pub Date : 2025-11-17 eCollection Date: 2025-01-01 DOI: 10.3389/fnsys.2025.1683133
Igor Farkaš, Michal Vavrečka, Stefan Wermter

Despite impressive performance in various tasks, large language models (LLMs) are subject to the symbol grounding problem, so from the cognitive science perspective, one can argue that they are merely statistics-driven distributional models without a deeper understanding. Modern multimodal versions of LLMs (MLLMs) are trying to avoid this problem by linking language knowledge with other modalities such as vision (Vision Language Models called VLM) or action (Vision Language Action Models called VLA) when, for instance, a robotic agent, is acting in the world. If eventually successful, MLLMs could be taken as pathway for symbol grounding. In this work, we explore the extent to which MLLMs integrated with embodied agents can achieve such grounded understanding through interaction with the physical world. We argue that closing the gap between symbolic tokens, neural representations, and embodied experience will require deeper developmental integration of continuous sensory data, goal-directed behavior, and adaptive neural learning in real-world environments. We raise a concern that MLLMs do not currently achieve a human-like level of deep understanding, largely because their random learning trajectory deviates significantly from human cognitive development. Humans typically acquire knowledge incrementally, building complex concepts upon simpler ones in a structured developmental progression. In contrast, MLLMs are often trained on vast, randomly ordered datasets. This non-developmental approach, which circumvents a structured simple-to-complex conceptual scaffolding, inhibits the ability to build a deep and meaningful grounded knowledge base, posing a significant challenge to achieving human-like semantic comprehension.

尽管在各种任务中表现出色,但大型语言模型(llm)受到符号接地问题的影响,因此从认知科学的角度来看,人们可以认为它们只是统计驱动的分布模型,没有更深入的理解。llm (mllm)的现代多模态版本试图通过将语言知识与其他模态(如视觉(视觉语言模型称为VLM)或动作(视觉语言动作模型称为VLA)联系起来来避免这个问题,例如,当机器人代理在世界上行动时。如果最终成功,mlm可以作为符号接地的途径。在这项工作中,我们探索了与具身代理集成的mllm通过与物理世界的交互来实现这种基础理解的程度。我们认为,要缩小符号符号、神经表征和具身经验之间的差距,需要在现实环境中对连续感官数据、目标导向行为和自适应神经学习进行更深层次的发展整合。我们提出了一个担忧,即mlm目前没有达到类似人类的深度理解水平,主要是因为它们的随机学习轨迹明显偏离了人类的认知发展。人类通常以渐进的方式获取知识,以结构化的发展过程将复杂的概念建立在更简单的概念之上。相比之下,mlm通常是在大量随机排序的数据集上训练的。这种非发展性的方法绕过了结构化的从简单到复杂的概念框架,抑制了构建深入而有意义的基础知识库的能力,对实现类似人类的语义理解提出了重大挑战。
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引用次数: 0
Differences in firing patterns along the dorsal-intermediate hippocampal axis in a fixed route during a change in emotional context. 情绪情境变化时海马背-中间轴固定路线上放电模式的差异。
IF 3.5 4区 医学 Q2 NEUROSCIENCES Pub Date : 2025-11-11 eCollection Date: 2025-01-01 DOI: 10.3389/fnsys.2025.1632849
Ryan Troha, Shang Lin Tommy Lee, Maya Anam, Sheela Tavakoli, Bailey Morte, Ian H Stevenson, Etan J Markus

The hippocampus plays a prominent role in spatial navigation and memory. However, differences exist along the hippocampus longitudinal axis in function and connectivity. The current study focuses on the dorsal and intermediate subregions of the hippocampus. Single unit CA1 activity was recorded in a fixed route task with a change in emotional valence. We hypothesized the intermediate subregion to show greater changes in general firing activity and place cell remapping in response to emotional change in context compared to the dorsal subregion. Animals were trained to run back and forth for food on a U-shaped maze. In half the trials, animals were presented with a tone which signaled an active shock zone at the apex of the maze. Therefore, animals alternated between "safe" and "unsafe" emotional states, while the spatial configuration of the maze stayed the same. Single-unit activity was recorded and cells were classified by their locations in dorsal hippocampus (DH), anterior intermediate hippocampus (aIH), and posterior intermediate hippocampus (pIH) as well as by spike waveform. Information content was lower and firing rate was higher in the pIH compared to the DH and aIH. A decrease in firing rate was seen in zones close to the shock zone across all three subregions. Contrary to our hypothesis, in well trained animals DH and aIH showed more place cell remapping in response to the tone compared to intermediate regions. Cells in these regions also showed a decrease in firing prior to receiving information regarding the next trial.

海马体在空间导航和记忆中起着重要作用。然而,海马纵轴在功能和连通性上存在差异。目前的研究主要集中在海马的背侧和中间亚区。在固定路线任务中记录单个单元CA1活性,并伴有情绪效价的变化。我们假设与背侧亚区相比,中间亚区在一般放电活动和位置细胞重新映射方面表现出更大的变化,以应对情境中的情绪变化。动物们被训练在一个u形迷宫里跑来跑去寻找食物。在一半的实验中,研究人员向动物展示了一种音调,表明迷宫顶端有一个活跃的电击区。因此,动物在“安全”和“不安全”的情绪状态之间交替,而迷宫的空间结构保持不变。记录单个单元的活动,并根据其在背侧海马(DH)、前中间海马(aIH)和后中间海马(pIH)的位置以及峰值波形对细胞进行分类。与DH和aIH相比,pIH的信息含量较低,放电速率较高。在所有三个次区域中,靠近激波区的发射率都有所下降。与我们的假设相反,在训练有素的动物中,与中间区域相比,DH和aIH显示出更多的位置细胞重新映射以响应音调。这些区域的细胞在接收到下一次试验的信息之前也显示出放电的减少。
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引用次数: 0
Prospects for nasal delivery of a pharmacologic agent for neuroprotective experimental therapy after prenatal hypoxia. 产前缺氧后经鼻给药神经保护实验治疗的前景。
IF 3.5 4区 医学 Q2 NEUROSCIENCES Pub Date : 2025-11-10 eCollection Date: 2025-01-01 DOI: 10.3389/fnsys.2025.1670565
Igor Belenichev, Olena Aliyeva, Nina Bukhtiyarova, Victor Ryzhenko, Bogdan Burlaka, Kristina Burlaka, Dmytro Skoryna, Pavlo Petakh, Oleksandr Kamyshnyi

Prenatal hypoxia (PH) significantly impacts the central nervous system (CNS) development, often resulting in long-term cognitive, behavioral, and neurological deficits due to oxidative stress, mitochondrial dysfunction, and neuroapoptosis. The brain's endogenous protective mechanisms are often insufficient under prolonged hypoxia, necessitating the development of novel neuroprotective strategies. This study aimed to evaluate the neuroprotective efficacy of nasal administration of Angiolin gel-a novel pharmacological agent-in experimental model of PH. Chronic intrauterine hypoxia was induced in pregnant rats via sodium nitrite administration. Newborn rats were divided into groups receiving either Angiolin gel intranasally, Piracetam intraperitoneally, or saline (control) for 30 days. Biochemical, morphometric, histoimmunochemical, and neurophysiological methods were employed to assess outcomes. The results demonstrated that PH induced mitochondrial dysfunction, oxidative and nitrosative stress, GABAergic system impairment, and neuroapoptosis, leading to increased neonatal mortality and deficits in cognitive and motor functions. Angiolin gel administration significantly enhanced energy metabolism by restoring mitochondrial enzyme activities (SDH, MDH, and CPK), increasing ATP production, and reducing lactate accumulation. It also normalized GABAergic parameters, increased the activity of antioxidant enzymes (Cu/Zn-SOD, GPX1/4) and decreased nitrosative stress markers (iNOS, nitrotyrosine). Histomorphometric analysis revealed preserved neuronal density and reduced apoptosis in the hippocampus, alongside enhanced Fos/Bcl-2 expression. Behavioral tests demonstrated improved motor activity, memory retention, and exploratory behavior, with a 47% reduction in early mortality. Comparative analysis showed superior efficacy of Angiolin over Piracetam, which exacerbated lactate acidosis. These findings suggest that intranasal administration of Angiolin gel effectively targets multiple pathophysiological pathways triggered by PH, providing robust neuroprotection and promoting functional recovery. Given its favorable safety profile and the non-invasive nature of intranasal delivery, Angiolin gel represents a promising therapeutic approach for mitigating the long-term neurological consequences of prenatal hypoxia and warrants further clinical investigation in neonatal and pediatric neurology.

产前缺氧(PH)显著影响中枢神经系统(CNS)的发育,通常导致氧化应激、线粒体功能障碍和神经细胞凋亡引起的长期认知、行为和神经功能障碍。在长期缺氧的情况下,大脑的内源性保护机制往往不足,需要开发新的神经保护策略。本研究旨在评价新型药理药物血管素凝胶在ph实验模型中的神经保护作用。采用亚硝酸钠诱导妊娠大鼠慢性宫内缺氧。新生大鼠分为三组,分别给予血管素凝胶鼻内注射、吡拉西坦腹腔注射或生理盐水(对照组)30 天。采用生化、形态计量、组织免疫化学和神经生理学方法评估结果。结果表明,PH诱导线粒体功能障碍、氧化和亚硝化应激、gaba能系统损伤和神经细胞凋亡,导致新生儿死亡率增加,认知和运动功能缺陷。血管素凝胶通过恢复线粒体酶活性(SDH、MDH和CPK)、增加ATP生成和减少乳酸积累,显著提高了能量代谢。它还能使gaba能参数正常化,提高抗氧化酶(Cu/Zn-SOD, GPX1/4)的活性,降低亚硝化应激标志物(iNOS,硝基酪氨酸)。组织形态学分析显示海马神经元密度保持不变,凋亡减少,Fos/Bcl-2表达增强。行为测试表明,运动活动、记忆保留和探索行为得到改善,早期死亡率降低了47%。对比分析显示,血管素的疗效优于吡拉西坦,但吡拉西坦加重了乳酸酸中毒。这些发现表明,经鼻给药血管素凝胶有效地靶向PH触发的多种病理生理途径,提供强大的神经保护和促进功能恢复。鉴于其良好的安全性和鼻内分娩的非侵入性,血管素凝胶代表了一种有希望的治疗方法,可以减轻产前缺氧的长期神经系统后果,值得在新生儿和儿童神经病学中进一步的临床研究。
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引用次数: 0
Unlocking motor reserve: behavioral and neuroimaging correlates of locomotor adaptability from youth to old age. 解锁运动储备:从青年到老年运动适应性的行为和神经影像学相关性。
IF 3.5 4区 医学 Q2 NEUROSCIENCES Pub Date : 2025-11-10 eCollection Date: 2025-01-01 DOI: 10.3389/fnsys.2025.1686509
Stefanie Kögler, Shawn Hiew, Robert Peach, Magnus Schindehütte, Mirko Pham, Carine Nguemeni, Daniel Zeller

Background: Aging humans show a remarkable heterogeneity in agility, dexterity, and mobility. Once motor functions are impaired, their restoration may be challenging or even impossible. Thus, it is crucial to anticipate and address declines in mobility due to age- and disease-related reductions in cognitive and motor resources. Quantification of the individual motor adaptive capacity, or "motor reserve" (mR), is essential for the development of innovative treatments enhancing this reserve.

Objective: To assess whether biographical, behavioral, and neuroimaging measures can serve as quantifiable indicators of mR.

Methods: Twenty-four healthy adults aged 21-80 years underwent cross-sectional assessment. Adolescent and recent physical activity was gathered via questionnaires. Current adaptability was investigated using a locomotor adaptation task on a split-belt treadmill and a visuomotor adaptation hand task. Magnetic resonance imaging (MRI) was used to assess grey matter volume and resting-state functional connectivity in motor and locomotor brain centres.

Results: As expected, six-minute walking distance declined with age, largely reflecting reductions in grey matter volume. In contrast, motor adaptation abilities were preserved across the age span. Locomotor adaptation rates were positively associated with structural and functional integrity of motor networks, which were, in turn, influenced by long-term physical activity.

Conclusion: Variability in motor adaptability among older adults may be explained by individual differences in motor network integrity and lifelong physical activity. The findings of this exploratory cross-sectional study support the potential of MRI-based connectivity measures and locomotor adaptation performance as surrogate markers of motor reserve. Enhancing mR through targeted interventions may help sustain mobility and functional independence in aging populations.

背景:老年人类在敏捷性、灵巧性和机动性方面表现出显著的异质性。一旦运动功能受损,其恢复可能具有挑战性甚至是不可能的。因此,预测和解决由于年龄和疾病相关的认知和运动资源减少而导致的活动能力下降是至关重要的。个体运动适应能力的量化,或“运动储备”(mR),对于开发增强这种储备的创新疗法至关重要。目的:评估传记、行为和神经影像学指标是否可以作为mr的量化指标。方法:24名年龄21-80 岁的健康成人进行横断面评估。青少年和最近的体育活动是通过问卷调查收集的。采用分带跑步机上的运动适应任务和视觉运动适应手任务对当前适应性进行了研究。磁共振成像(MRI)用于评估运动和运动脑中心的灰质体积和静息状态功能连接。结果:正如预期的那样,6分钟步行距离随着年龄的增长而减少,这在很大程度上反映了灰质体积的减少。相反,运动适应能力在整个年龄范围内都保持不变。运动适应率与运动网络的结构和功能完整性呈正相关,而运动网络的结构和功能完整性又受到长期体育活动的影响。结论:老年人运动适应性的差异可能与运动网络完整性和终生体力活动的个体差异有关。这项探索性横断面研究的结果支持基于mri的连通性测量和运动适应表现作为运动储备的替代标记的潜力。通过有针对性的干预措施增强mR可能有助于维持老年人的活动能力和功能独立性。
{"title":"Unlocking motor reserve: behavioral and neuroimaging correlates of locomotor adaptability from youth to old age.","authors":"Stefanie Kögler, Shawn Hiew, Robert Peach, Magnus Schindehütte, Mirko Pham, Carine Nguemeni, Daniel Zeller","doi":"10.3389/fnsys.2025.1686509","DOIUrl":"10.3389/fnsys.2025.1686509","url":null,"abstract":"<p><strong>Background: </strong>Aging humans show a remarkable heterogeneity in agility, dexterity, and mobility. Once motor functions are impaired, their restoration may be challenging or even impossible. Thus, it is crucial to anticipate and address declines in mobility due to age- and disease-related reductions in cognitive and motor resources. Quantification of the individual motor adaptive capacity, or \"motor reserve\" (mR), is essential for the development of innovative treatments enhancing this reserve.</p><p><strong>Objective: </strong>To assess whether biographical, behavioral, and neuroimaging measures can serve as quantifiable indicators of mR.</p><p><strong>Methods: </strong>Twenty-four healthy adults aged 21-80 years underwent cross-sectional assessment. Adolescent and recent physical activity was gathered via questionnaires. Current adaptability was investigated using a locomotor adaptation task on a split-belt treadmill and a visuomotor adaptation hand task. Magnetic resonance imaging (MRI) was used to assess grey matter volume and resting-state functional connectivity in motor and locomotor brain centres.</p><p><strong>Results: </strong>As expected, six-minute walking distance declined with age, largely reflecting reductions in grey matter volume. In contrast, motor adaptation abilities were preserved across the age span. Locomotor adaptation rates were positively associated with structural and functional integrity of motor networks, which were, in turn, influenced by long-term physical activity.</p><p><strong>Conclusion: </strong>Variability in motor adaptability among older adults may be explained by individual differences in motor network integrity and lifelong physical activity. The findings of this exploratory cross-sectional study support the potential of MRI-based connectivity measures and locomotor adaptation performance as surrogate markers of motor reserve. Enhancing mR through targeted interventions may help sustain mobility and functional independence in aging populations.</p>","PeriodicalId":12649,"journal":{"name":"Frontiers in Systems Neuroscience","volume":"19 ","pages":"1686509"},"PeriodicalIF":3.5,"publicationDate":"2025-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12640994/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145603824","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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 FOUND questionnaire: identifying stable traits associated with success in remote operations-an exploratory study. 发现问卷:确定与远程操作成功相关的稳定特征——一项探索性研究。
IF 3.5 4区 医学 Q2 NEUROSCIENCES Pub Date : 2025-11-06 eCollection Date: 2025-01-01 DOI: 10.3389/fnsys.2025.1676412
Valentina Cesari, Enrico Cipriani, Giorgia Papini, Andrea Piarulli, Angelo Gemignani, Danilo Menicucci

Introduction: This study introduces the FOUndatioNal trait-BaseD Characterization (FOUND) questionnaire, specifically developed to assess stable characteristics of perceptual, cognitive, and emotional domains associated with effective performance in mediated settings.

Materials and methods: Items were derived from interviews with professionals in remote technology fields (e.g., robotic surgeons, drone pilots, crane operators) and grouped into four domains: cognitive-behavioral, socio-emotional, functional-organic, and value-based. Items, rated on a 4-point Likert scale, were designed to reflect stable traits. A panel of nine experts evaluated content validity; items with a CVI > 0.78 and a mean relevance ≥3 were retained, resulting in a 26-item scale. The factorial structure of FOUND was validated in a sample of 300 Italian participants, with convergent validity assessed, and participants were subsequently categorized into high and low procedural skill professions for known-groups comparisons (Study 1). Additionally, a separate sample of 34 remote operators (Study 2) was included to further evaluate known-groups validity.

Results: Exploratory and confirmatory factor analyses yielded a final 22-item structure, identifying four factors: Perception and Action, Empathic Attitude, Stress Management, and Group-Oriented Values. Convergent validity analysis using questionnaires that assess personality and stable characteristics (Five Facet Mindfulness Questionnaire-15, Big Five Inventory-10) did not yield significant correlations, indicating that the FOUND questionnaire may provide independent information. Known-groups validity was assessed by comparing scores between professions requiring high and low procedural skills identified in the 300 participants, revealing higher scores in Perception and Action, Empathic Attitude, and Stress Management for the first group (Study 1). Comparing remote operators (i.e., drone pilots) with the general population showed that remote operators scored higher in Perception and Action and Group-Oriented Values but lower in Stress Management, highlighting distinctive characteristics of individuals engaged in remote operations (Study 2).

Conclusion: The FOUND assesses perceptual, motor, cognitive, and socio-emotional constructs associated with performance in mediated and remote operations. It allows evaluation of stable traits and performance-related attitudes in contexts such as robotic surgery, telemedicine, education, and emergency response. By identifying these traits, the questionnaire can inform the design of personalized interventions and training programs tailored to individual characteristics, enhancing effectiveness in mediated environments.

简介:本研究引入了基础特征表征(FOUND)问卷,专门用于评估与中介环境中有效表现相关的知觉、认知和情绪领域的稳定特征。材料和方法:项目来源于对远程技术领域专业人员的访谈(例如,机器人外科医生,无人机飞行员,起重机操作员),并分为四个领域:认知行为,社会情感,功能有机和基于价值。以4分李克特量表打分的项目被设计用来反映稳定的特征。由九名专家组成的小组评估内容效度;保留CVI > 0.78项,平均相关性≥3项,共26项量表。在300名意大利参与者的样本中验证了find的析因结构,并评估了收敛效度,随后将参与者分为高和低程序技能专业进行已知组比较(研究1)。此外,我们还纳入了34名远程操作员的单独样本(研究2),以进一步评估已知组的有效性。结果:探索性和验证性因素分析产生了最终的22项结构,确定了四个因素:感知和行动,共情态度,压力管理和群体导向价值观。使用评估人格和稳定特征的问卷(五面正念问卷-15,大五量表-10)进行收敛效度分析,没有产生显著的相关性,表明发现问卷可能提供独立的信息。通过比较300名参与者中需要高、低程序技能的职业的得分来评估已知组效度,发现第一组在感知和行动、移情态度和压力管理方面得分较高(研究1)。远程操作人员(即无人机驾驶员)与普通人群的比较表明,远程操作人员在感知和行动以及群体导向价值观方面得分较高,但在压力管理方面得分较低,突出了从事远程操作的个体的鲜明特征(研究2)。结论:发现评估知觉、运动、认知和社会情绪结构与中介和远程手术的表现有关。它允许在机器人手术、远程医疗、教育和应急响应等环境中评估稳定的特征和与性能相关的态度。通过识别这些特征,问卷可以为个性化干预和针对个体特征的培训计划的设计提供信息,从而提高在中介环境中的有效性。
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引用次数: 0
OpenLabCluster: active learning based clustering and classification of animal behaviors based on kinematic body keypoints. OpenLabCluster:基于主动学习的基于运动身体关键点的动物行为聚类和分类。
IF 3.5 4区 医学 Q2 NEUROSCIENCES Pub Date : 2025-10-31 eCollection Date: 2025-01-01 DOI: 10.3389/fnsys.2025.1630654
Jingyuan Li, Moishe Keselman, Eli Shlizerman

Introduction: Quantifying natural behavior from video recordings is a key component in ethological studies. Markerless pose estimation methods have provided an important step toward that goal by automatically inferring kinematic body keypoints. Such methodologies warrant efficient organization and interpretation of keypoints sequences into behavioral categories. Existing approaches for behavioral interpretation often overlook the importance of representative samples in learning behavioral classifiers. Consequently, they either require extensive human annotations to train a classifier or rely on a limited set of annotations, resulting in suboptimal performance.

Methods: In this work, we introduce a general toolset which reduces the required human annotations and is applicable to various animal species. In particular, we introduce OpenLabCluster, which clusters temporal keypoint segments into clusters in the latent space, and then employ an Active Learning (AL) approach that refines the clusters and classifies them into behavioral states. The AL approach selects representative examples of segments to be annotated such that the annotation informs clustering and classification of all temporal segments. With these methodologies, OpenLabCluster contributes to faster and more accurate organization of behavioral segments with only a sparse number of them being annotated.

Results: We demonstrate OpenLabCluster performance on four different datasets, which include different animal species exhibiting natural behaviors, and show that it boosts clustering and classification compared to existing methods, even when all segments have been annotated.

Discussion: OpenLabCluster has been developed as an open-source interactive graphic interface which includes all necessary functions to perform clustering and classification, informs the scientist of the outcomes in each step, and incorporates the choices made by the scientist in further steps.

从录像中量化自然行为是动物行为学研究的关键组成部分。无标记姿态估计方法通过自动推断运动身体关键点,为实现这一目标提供了重要的一步。这样的方法保证了关键点序列的有效组织和解释。现有的行为解释方法往往忽视了代表性样本在学习行为分类器中的重要性。因此,它们要么需要大量的人工注释来训练分类器,要么依赖于有限的注释集,从而导致次优性能。方法:在这项工作中,我们引入了一个通用的工具集,减少了人工注释的需要,适用于各种动物物种。特别地,我们引入了OpenLabCluster,它将时间关键点片段聚类到潜在空间的聚类中,然后采用主动学习(AL)方法对聚类进行细化并将其分类为行为状态。人工智能方法选择要注释的片段的代表性示例,以便注释通知所有时间片段的聚类和分类。有了这些方法,OpenLabCluster有助于更快、更准确地组织行为片段,只需要对稀疏数量的行为片段进行注释。结果:我们展示了OpenLabCluster在四种不同的数据集上的性能,其中包括不同的动物物种表现出自然行为,并且表明与现有方法相比,它可以提高聚类和分类,即使所有片段都有注释。讨论:OpenLabCluster是一个开源的交互式图形界面,它包括所有必要的功能来执行聚类和分类,通知科学家每一步的结果,并在进一步的步骤中纳入科学家所做的选择。
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引用次数: 0
The modulation of steady-state responses by transcranial alternating current stimulation: a scoping review. 经颅交流电刺激对稳态反应的调节:范围综述。
IF 3.5 4区 医学 Q2 NEUROSCIENCES Pub Date : 2025-10-20 eCollection Date: 2025-01-01 DOI: 10.3389/fnsys.2025.1661128
Aurimas Mockevičius, Jovana Bjekić, Inga Griškova-Bulanova

Transcranial alternating current stimulation (tACS) is a non-invasive technique that modulates brain oscillatory activity in a frequency-specific manner, offering potential for improving sensory and cognitive functions. Steady-state responses (SSRs), which are periodic neural responses to rhythmic sensory stimulation, provide a robust and objective means to assess tACS effects. The present work systematically reviews the existing literature on tACS modulation of SSR. 16 studies that used either auditory (ASSR) or visual (SSVEP) SSR were included in the review. Findings indicate that tACS can enhance or suppress SSRs depending on stimulation parameters. Although ASSR studies reported mixed findings, generally, gamma tACS enhanced ASSR, whereas tACS at lower frequencies resulted in ASSR inhibition. For SSVEPs, modulation was shown to be phase- and frequency-dependent, with congruent tACS and flicker frequencies producing the most reliable effects. Despite methodological heterogeneity and inconsistent results, the reviewed evidence highlights the potential of SSRs as sensitive markers of tACS outcomes. Future studies should aim for well-planned protocols tailored to specific aims and target populations.

经颅交流电刺激(tACS)是一种非侵入性技术,以特定频率的方式调节大脑振荡活动,为改善感觉和认知功能提供了潜力。稳态反应(SSRs)是对节律性感觉刺激的周期性神经反应,为评估tACS效应提供了可靠和客观的手段。本文系统地综述了tACS调制SSR的现有文献。16项使用听觉(ASSR)或视觉(SSVEP) SSR的研究被纳入综述。研究结果表明,tACS可以根据刺激参数增强或抑制SSRs。虽然ASSR研究报告了不同的结果,但一般来说,gamma tACS增强ASSR,而较低频率的tACS导致ASSR抑制。对于ssvep,调制被证明是相位和频率相关的,一致的tACS和闪烁频率产生最可靠的效果。尽管方法上存在异质性和结果不一致,但回顾的证据强调了SSRs作为tACS结果敏感标记物的潜力。未来的研究应该针对特定目标和目标人群制定精心规划的方案。
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引用次数: 0
Brain functional network topology and connectivity in primary blepharospasm. 原发性眼睑痉挛的脑功能网络拓扑和连通性。
IF 3.5 4区 医学 Q2 NEUROSCIENCES Pub Date : 2025-10-08 eCollection Date: 2025-01-01 DOI: 10.3389/fnsys.2025.1654795
Xin-Xin Yao, Hua-Liang Li, Shu Wang, Si-Yu Gu, Jian-Bin Hu, Wen-Hui Li, Ping-Lei Pan

Background: The pathophysiology of primary blepharospasm (BSP) remains incompletely understood. This study aimed to characterize whole-brain functional network topology in treatment-naive BSP patients.

Methods: Thirty-nine treatment-naive BSP patients and 39 matched healthy controls (HCs) underwent resting-state fMRI. Graph theoretical analysis was applied to assess global and nodal network metrics. Network-Based Statistics (NBS) identified subnetworks with altered functional connectivity (FC). Correlations between network metrics and clinical variables [Jankovic Rating Scale (JRS), illness duration] were explored.

Results: Compared to HCs, BSP patients exhibited significantly lower local efficiency [p = 0.0002, false discovery rate (FDR) corrected], while global efficiency, characteristic path length, clustering coefficient, normalized clustering coefficient, normalized characteristic path length, or small-worldness were preserved (all p > 0.05, FDR corrected). Nodal analysis revealed decreased efficiency/degree in the bilateral thalamus and left supplementary motor area, and increased efficiency/degree in the bilateral precentral gyri, right postcentral gyrus, and left insula (all p < 0.05, FDR corrected). NBS identified subnetworks with altered FC across sensorimotor, limbic-subcortical, frontoparietal, and default mode networks, featuring both hyper- and hypo-connectivity (p < 0.05, NBS-corrected). Notably, left thalamic efficiency negatively correlated with illness duration (r = -0.481, p = 0.0019), and right precentral gyrus efficiency positively correlated with JRS total score (r = 0.395, p = 0.0129).

Conclusion: BSP is characterized by complex functional network disruptions, including impaired local information processing, altered nodal importance in key motor and relay hubs, and widespread connectivity changes. These findings reinforce BSP as a network disorder. These network alterations may serve as objective markers for disease progression and could guide the development of targeted neuromodulation therapies.

背景:原发性眼睑痉挛(BSP)的病理生理机制尚不完全清楚。本研究旨在描述治疗初期BSP患者的全脑功能网络拓扑结构。方法:39例首次治疗的BSP患者和39例匹配的健康对照(hc)进行静息状态功能磁共振成像(fMRI)。图理论分析应用于评估全局和节点网络指标。基于网络的统计(NBS)确定了具有改变功能连接(FC)的子网。探讨网络指标与临床变量[Jankovic评定量表(JRS),病程]的相关性。结果:与hcc相比,BSP患者的局部效率显著降低[p = 0.0002,错误发现率(FDR)校正],而整体效率、特征路径长度、聚类系数、归一化聚类系数、归一化特征路径长度或小世界性保持不变(p均为 > 0.05,FDR校正)。节点分析显示减少效率/学位双边丘脑和辅助运动区,和提高效率/学位两国中央前回、中央后回,和左脑岛(所有p  r = -0.481,p = 0.0019),和正确的中央前回效率与青年队,总分呈正相关(r = 0.395,p = 0.0129)。结论:BSP的特征是复杂的功能网络中断,包括局部信息处理受损,关键电机和中继中心节点重要性改变,以及广泛的连接变化。这些发现强化了BSP是一种网络障碍。这些网络改变可以作为疾病进展的客观标志,并可以指导靶向神经调节疗法的发展。
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引用次数: 0
Correction: Caffeine on the mind: EEG and cardiovascular signatures of cortical arousal revealed by wearable sensors and machine learning-a pilot study on a male group. 更正:咖啡因对大脑的影响:可穿戴传感器和机器学习揭示的大脑皮层觉醒的脑电图和心血管特征——一项针对男性群体的初步研究。
IF 3.5 4区 医学 Q2 NEUROSCIENCES Pub Date : 2025-10-07 eCollection Date: 2025-01-01 DOI: 10.3389/fnsys.2025.1708544
Shabbir Chowdhury, Ahmed Munis Alanazi, Eyad Talal Attar

[This corrects the article DOI: 10.3389/fnsys.2025.1611293.].

[这更正了文章DOI: 10.3389/fnsys.2025.1611293.]。
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引用次数: 0
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Frontiers in Systems Neuroscience
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