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Autism-like behavior Increases with age and is predated by molecular changes in Arid1b haploinsufficient mice. 自闭症样行为随着年龄的增长而增加,并且在Arid1b单倍体不足的小鼠中发生分子变化。
IF 2.8 3区 医学 Q2 NEUROSCIENCES Pub Date : 2025-12-18 DOI: 10.1016/j.neuroscience.2025.12.041
Thomas James Ford, Byeong Tak Jeon, Hyunkyoung Lee, Woo-Yang Kim

Genetic studies have revealed that ARID1B haploinsufficiency leads to autism spectrum disorder (ASD). Given the dynamic development of the brain and behavior, understanding the critical developmental window that influences the onset and severity of ASD-like behavior linked to ARID1B haploinsufficiency is important. Using an Arid1b haploinsufficient mouse model of ASD, we investigated age-dependent ASD-like behaviors at postnatal days 30, 60, and 120. We found that while wild type mice exhibited maturation of social and anxiety-like behaviors over the developmental window, Arid1b haploinsufficient mice showed no progression in the maturation of these behaviors. We also examined oxytocin expression in various brain regions across different developmental stages. Oxytocin mRNA levels in different brain regions were downregulated in Arid1b haploinsufficient mice throughout development and remained reduced with age. Finally, we explored corticosterone expression in Arid1b haploinsufficient mice to determine whether the allostatic regulation between oxytocin and corticosterone is altered in the context of social threat. Both wild type and Arid1b haploinsufficient mice displayed elevated corticosterone levels after social threat. However, Arid1b haploinsufficient mice showed significantly higher corticosterone and lower oxytocin levels than controls, suggesting disrupted allostatic regulation between oxytocin and corticosterone in Arid1b haploinsufficient mice. Our results show that the Arid1b haploinsufficient condition impairs the maturation of social and anxiety-like behaviors associated with ASD, with molecular alterations preceding behavioral deficits in this condition.

遗传学研究表明,ARID1B单倍体缺陷导致自闭症谱系障碍(ASD)。鉴于大脑和行为的动态发展,了解影响与ARID1B单倍不全相关的asd样行为的发病和严重程度的关键发育窗口是很重要的。使用Arid1b单倍不足的ASD小鼠模型,我们研究了出生后30,60和120天的年龄依赖性ASD样行为。我们发现,尽管野生型小鼠在发育窗口期表现出社交和焦虑样行为的成熟,但Arid1b单倍不足的小鼠在这些行为的成熟方面没有进展。我们还研究了不同发育阶段大脑不同区域的催产素表达。在Arid1b单倍体不足的小鼠中,大脑不同区域的催产素mRNA水平在整个发育过程中下调,并随着年龄的增长而降低。最后,我们研究了Arid1b单倍不足小鼠中皮质酮的表达,以确定在社会威胁的背景下催产素和皮质酮之间的适应调节是否会改变。野生型和Arid1b单倍不足小鼠在受到社会威胁后均表现出皮质酮水平升高。然而,Arid1b单倍体不足小鼠的皮质酮水平明显高于对照组,催产素水平明显低于对照组,这表明在Arid1b单倍体不足小鼠中,催产素和皮质酮之间的适应调节被破坏。我们的研究结果表明,Arid1b单倍不足条件会损害与ASD相关的社交和焦虑样行为的成熟,在这种情况下,分子改变会导致行为缺陷。
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引用次数: 0
Contextual & physiological markers for individual distress (CP-MIND). Brain health as a comprehensive framework for Mental-health equity. 个体痛苦的环境和生理标记(CP-MIND)。大脑健康作为精神健康公平的综合框架。
IF 2.8 3区 医学 Q2 NEUROSCIENCES Pub Date : 2025-12-18 DOI: 10.1016/j.neuroscience.2025.12.034
Juan Pablo Morales, Fiorella Macchiavello, Felipe Rojas

Socioeconomic disadvantage shapes brain-mind health by intensifying exposures, resource scarcity, nutritional insecurity, violence, and weak social support, which dysregulate stress and immune systems. These conditions promote allostatic overload, whereby adaptive stress responses become maladaptive, degrading neural circuits for cognitive control and emotion regulation. In parallel, the microbiota-gut-brain axis links contextual adversity and diet quality to inflammation, barrier dysfunction, and neuroendocrine perturbations that further compromise resilience. Converging evidence connects these biological disruptions to structural and functional brain differences and higher risks of depression, anxiety, stress-related syndromes, and later neurodegeneration. While some sociocultural adaptations may bolster cooperation and communal coping, chronic physiological strain undermines durable resilience. This integrative review advances a combined framework, contextual & physiological markers for Individual distress, nested within a brain-mind health perspective, to organise how socioeconomic disadvantage-related exposures are embedded biologically via allostatic and microbiota-gut-brain axis pathways and manifest as social-cognitive difficulties and affective symptoms. We synthesise evidence across behaviour, neural systems, and systemic physiology to identify leverage points for intervention. Priorities include early multi-domain strategies that reduce chronic stressors; strengthen sleep, nutrition, and social cohesion; and test mechanistic interventions (e.g., allostatic regulation, psychobiotic or dietary modulation) within equity-focused, life-course designs. Understanding how contextual and physiological markers interact is essential for designing effective, scalable policies and clinical approaches that mitigate adversity's neurobiological impact and reduce long-term disparities in brain-mind health.

社会经济劣势会加剧暴露、资源短缺、营养不安全、暴力和社会支持薄弱,从而导致压力和免疫系统失调,从而影响大脑-心理健康。这些情况会促进适应过载,从而使适应性应激反应变得不适应,降低认知控制和情绪调节的神经回路。与此同时,微生物-肠道-大脑轴将环境逆境和饮食质量与炎症、屏障功能障碍和神经内分泌紊乱联系起来,从而进一步损害恢复力。越来越多的证据表明,这些生物破坏与大脑结构和功能差异以及抑郁、焦虑、压力相关综合征和后来的神经退行性变的高风险有关。虽然一些社会文化适应可能会促进合作和共同应对,但长期的生理压力会破坏持久的恢复力。这一综合综述提出了一个综合框架,背景和生理标记的个人痛苦,嵌套在大脑-心理健康的角度,组织社会经济劣势相关的暴露如何通过适应和微生物-肠道-脑轴途径嵌入生物学,并表现为社会认知困难和情感症状。我们综合了行为、神经系统和系统生理学方面的证据,以确定干预的杠杆点。优先事项包括减少慢性压力源的早期多领域策略;加强睡眠、营养和社会凝聚力;并在以公平为中心的生命过程设计中测试机械干预(例如,适应调节,心理生物或饮食调节)。了解环境和生理标记如何相互作用,对于设计有效的、可扩展的政策和临床方法,减轻逆境的神经生物学影响,减少大脑-心理健康的长期差异至关重要。
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引用次数: 0
Persons with cerebral palsy display improved occipital cortical entrainment after gait training. 脑瘫患者在步态训练后表现出改善的枕皮质夹带。
IF 2.8 3区 医学 Q2 NEUROSCIENCES Pub Date : 2025-12-17 DOI: 10.1016/j.neuroscience.2025.12.043
Max J Kurz, Elizabeth Dao, Morgan T Busboom, Elizabeth Heinrichs-Graham, Brad Corr, Katie L Bemis, Logan White, Kimberley S Scott, Tony W Wilson

Prior neuroimaging work has shown that people with cerebral palsy (CP) often have visual processing impairments that impact their motor actions. We evaluated if a physical therapy gait training paradigm that incorporated visuomotor tasks has the potential to improve mobility and result in training-related changes in the entrainment of the occipital cortices of people with CP. People with CP (N = 29; Age = 19.9 ± 7.3 years; Gross Motor Classification Score Levels I-III) underwent 24 gait training sessions and completed a comprehensive battery of clinical assessments to quantify their mobility improvements. Magnetoencephalography (MEG) was used to image the cortical activity induced by viewing a 15 Hz flashing stimulus before and after therapy. Neurotypical controls (N = 34; Age = 23.1 ± 3.7 years) were used to gauge the extent of the cortical aberrations and the direction of treatment effects. The group with CP exhibited significantly weaker neural activity in the occipital cortices relative to the neurotypical controls prior to therapy. However, the strength of this event-related synchronization (ERS) increased following therapy. Furthermore, those with a larger change in the strength of the ERS tended to have the greatest improvements in preferred walking speed after therapy. Gait training paradigms that incorporate visuomotor tasks might have the potential to improve mobility, as well as occipital cortical activity in people with CP.

先前的神经影像学研究表明,脑瘫患者通常有影响其运动行为的视觉处理障碍。我们评估了结合视觉运动任务的物理疗法步态训练模式是否有可能改善CP患者的活动能力,并导致枕皮质运动相关的训练变化。CP患者(N = 29;年龄 = 19.9 ± 7.3 岁;大运动分类评分水平I-III)接受了24次步态训练,并完成了一组全面的临床评估,以量化他们的活动能力改善。使用脑磁图(MEG)对治疗前后观看15 Hz闪烁刺激引起的皮质活动进行成像。神经正常对照组(N = 34;年龄 = 23.1 ± 3.7 岁)用于测量皮质畸变的程度和治疗效果的方向。与治疗前的神经正常对照组相比,CP组枕皮质的神经活动明显减弱。然而,这种事件相关同步(ERS)的强度在治疗后增加。此外,ERS强度变化较大的患者在治疗后首选步行速度的改善最大。结合视觉运动任务的步态训练范式可能有潜力改善CP患者的移动性和枕皮质活动。
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引用次数: 0
Tongqiao Huoxue Decoction modulates glycolysis and activates the BDNF-TrkB pathway by lactate to protect PC12 cells from OGD-induced injury. 通窍活血汤通过乳酸调节糖酵解,激活BDNF-TrkB通路,保护PC12细胞免受ogd诱导的损伤。
IF 2.8 3区 医学 Q2 NEUROSCIENCES Pub Date : 2025-12-17 DOI: 10.1016/j.neuroscience.2025.12.040
Meng Yang, Yuxiang Song, Lincheng Bai, Tiantian Wang, Rui Zhang, Peiliang Dong, Hua Han

Cerebral infarction (CI) is characterised by a high incidence, significant disability, and increased mortality. Tongqiao Huoxue Decoction (TQHXD), a classical formula, is designed to promote blood circulation and eliminate stasis. We investigated the effects of TQHXD on PC12 cells subjected to oxygen-glucose deprivation (OGD). The results demonstrated that during the early phase of OGD, TQHXD enhanced anaerobic glycolytic flux and increased ATP production, thereby compensating for energy deficits. Concurrently, lactate acts as a signalling molecule that binds to hydroxycarboxylic acid receptor 1 (HCAR1) and activates brain-derived neurotrophic factor (BDNF) and tropomyosin receptor kinase B (TrkB), which protect PC12 cells from OGD-induced damage and reduce neuronal apoptosis. In the late phase of OGD, TQHXD facilitated the utilisation of lactate as an energy substrate in PC12 cells, generating ATP via lactate dehydrogenase B (LDHB), maintaining cellular energy homeostasis, protecting neurones, and reducing apoptosis. TQHXD modulates glycolysis and lactate metabolism, offering a potential therapeutic strategy for cerebral infarction and a possible sequential intervention approach for targeted therapy.

脑梗死(CI)的特点是发病率高,致残率高,死亡率高。通窍活血汤(TQHXD)是一种经典方剂,旨在活血化瘀。我们研究了TQHXD对缺氧-葡萄糖剥夺(OGD)的PC12细胞的影响。结果表明,在OGD的早期阶段,TQHXD增强了厌氧糖酵解通量,增加了ATP的产生,从而弥补了能量不足。同时,乳酸作为一种信号分子,与羟基羧酸受体1 (HCAR1)结合,激活脑源性神经营养因子(BDNF)和原肌球蛋白受体激酶B (TrkB),保护PC12细胞免受ogd诱导的损伤,减少神经元凋亡。在OGD晚期,TQHXD促进了PC12细胞中乳酸作为能量底物的利用,通过乳酸脱氢酶B (LDHB)产生ATP,维持细胞能量稳态,保护神经元,减少凋亡。TQHXD调节糖酵解和乳酸代谢,为脑梗死提供了潜在的治疗策略,并可能为靶向治疗提供序贯干预方法。
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引用次数: 0
Preferred tempo influence on learning transfer from perceptual to stepping timing in Parkinson’s disease 帕金森病患者从知觉节奏到步进节奏的学习迁移的偏好节奏影响。
IF 2.8 3区 医学 Q2 NEUROSCIENCES Pub Date : 2025-12-17 DOI: 10.1016/j.neuroscience.2025.12.039
Itzamná Sánchez-Moncada , Gabriel Neri-Nani , Adrián Elías , Hugo Merchant
Parkinson’s disease (PD) patients show gait and motor timing impairments that can be improved with different behavioral therapies. This study involved an intervention with seventeen PD patients utilizing a pre-training–training–post-training protocol. The experimental paradigm included a march-in-place task (MPT) and an auditory synchronization-continuation stepping task (SCT). During these tasks, their foot movements were tracked with an infrared motion-capture system. In addition, patients undertook intensive in-house personalized training on an auditory interval discrimination task (IDT) for six consecutive days. The goal was to improve the precision of the stepping tasks as a result of the learning transfer from the IDT. We measured the spontaneous motor tempo of 17 patients (six females) during the pre-training MPT and found two segregated clusters, one with fast and another with slow preferred stepping intervals. Notably, patients with slow preferred stepping intervals, on average, showed a significant decrease in the variability of their interstep intervals during the MPT and the continuation epoch of the SCT due to the intense training in the IDT. These findings suggest that PD patients exhibiting slow spontaneous tempos are more suitable candidates for timing rehabilitation.
帕金森病(PD)患者表现出步态和运动时间障碍,这些障碍可以通过不同的行为疗法得到改善。本研究采用训练前-训练-训练后方案对17例PD患者进行干预。实验范式包括原地行进任务(MPT)和听觉同步-继续步进任务(SCT)。在这些任务中,他们的脚部运动被红外动作捕捉系统跟踪。此外,患者还进行了为期6天的密集的内部个性化听觉间隔辨别任务(IDT)训练。目标是提高步进任务的精度,因为从IDT学习迁移的结果。我们测量了17名患者(6名女性)在训练前MPT期间的自发运动速度,发现两个分离的集群,一个是快的,另一个是慢的首选步距。值得注意的是,由于在IDT中进行了高强度训练,平均而言,首选步间间隔较慢的患者在MPT和SCT继续期的步间间隔变异性显著降低。这些发现表明自发性慢节奏的PD患者更适合进行定时康复。
{"title":"Preferred tempo influence on learning transfer from perceptual to stepping timing in Parkinson’s disease","authors":"Itzamná Sánchez-Moncada ,&nbsp;Gabriel Neri-Nani ,&nbsp;Adrián Elías ,&nbsp;Hugo Merchant","doi":"10.1016/j.neuroscience.2025.12.039","DOIUrl":"10.1016/j.neuroscience.2025.12.039","url":null,"abstract":"<div><div>Parkinson’s disease (PD) patients show gait and motor timing impairments that can be improved with different behavioral therapies. This study involved an intervention with seventeen PD patients utilizing a pre-training–training–post-training protocol. The experimental paradigm included a march-in-place task (MPT) and an auditory synchronization-continuation stepping task (SCT). During these tasks, their foot movements were tracked with an infrared motion-capture system. In addition, patients undertook intensive in-house personalized training on an auditory interval discrimination task (IDT) for six consecutive days. The goal was to improve the precision of the stepping tasks as a result of the learning transfer from the IDT. We measured the spontaneous motor tempo of 17 patients (six females) during the pre-training MPT and found two segregated clusters, one with fast and another with slow preferred stepping intervals. Notably, patients with slow preferred stepping intervals, on average, showed a significant decrease in the variability of their interstep intervals during the MPT and the continuation epoch of the SCT due to the intense training in the IDT. These findings suggest that PD patients exhibiting slow spontaneous tempos are more suitable candidates for timing rehabilitation.</div></div>","PeriodicalId":19142,"journal":{"name":"Neuroscience","volume":"594 ","pages":"Pages 85-94"},"PeriodicalIF":2.8,"publicationDate":"2025-12-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145794303","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Corrigendum to “CEPO-Fc (An EPO Derivative) protects hippocampus against Aβ-induced memory deterioration: a behavioral and molecular study in a rat model of Aβ toxicity”. [Neuroscience 388 (2018) 405–417] “EPO- fc (EPO衍生物)保护海马免受a β诱导的记忆退化:a β毒性大鼠模型的行为和分子研究”的勘误表。[j].神经科学学报,2018,35(5):557 - 557。
IF 2.8 3区 医学 Q2 NEUROSCIENCES Pub Date : 2025-12-17 DOI: 10.1016/j.neuroscience.2025.10.059
Etrat Hooshmandi , Fereshteh Motamedi , Maryam Moosavi , Hermann Katinger , Zahra Zakeri , Jalal Zaringhalam , Amirhossein Maghsoudi , Rasoul Ghasemi , Nader Maghsoudi
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引用次数: 0
Efficiency and robustness in three cortical areas: frontal pole cortex, dorsolateral prefrontal cortex and orbitofrontal cortex. 三个皮质区域:额极皮质、背外侧前额皮质和眶额皮质的效率和稳健性。
IF 2.8 3区 医学 Q2 NEUROSCIENCES Pub Date : 2025-12-17 DOI: 10.1016/j.neuroscience.2025.12.047
Davide Cipollini, Fabrizio Londei, Satoshi Tsujimoto, Francesco Ceccarelli, Aldo Genovesio

The prefrontal cortex in primates has a diverse evolutionary history, characterized by distinct phases of development. Granular regions of the orbital prefrontal cortex (PFo) emerged early in primate evolution, while other granular areas, such as the dorsolateral (PFdl) and polar (PFp) regions, evolved later during anthropoid development. This study explored the functional differences among PFp, PFdl, and PFo, focusing on their coding mechanisms, specifically regarding robustness and efficiency. Efficiency was estimated using the 'contrast entropy', defined as the entropy of the neuronal spiking activity normalized by the expected theoretical maximum, whereas robustness was estimated as the synchrony of activity between neurons within the same area. Our investigation revealed that PFp and PFdl show superior information capacity, reflecting efficient coding compared to PFo. Conversely, PFo exhibited higher robustness, suggesting a trade-off relationship between efficiency and robustness consistent with distinct evolutionary stages. The newly incorporated granular prefrontal cortex regions, namely PFp and PFdl, appear to employ a more highly efficient neural code at the expense of reliability, as evidenced by lower robustness.

灵长类动物的前额叶皮层具有不同的进化历史,具有不同的发育阶段。眼窝前额叶皮层(PFo)的颗粒区在灵长类动物的进化早期就出现了,而其他颗粒区,如背外侧(PFdl)和极地(PFp)区域,在类人猿的发展过程中进化较晚。本研究探讨了PFp、PFdl和PFo之间的功能差异,重点研究了它们的编码机制,特别是在鲁棒性和效率方面。效率是用“对比熵”来估计的,对比熵被定义为由预期理论最大值归一化的神经元峰值活动的熵,而鲁棒性是用同一区域内神经元之间活动的同步性来估计的。我们的研究表明,与PFo相比,PFp和PFdl具有更高的信息容量,反映了高效的编码。相反,PFo表现出更高的鲁棒性,这表明效率和鲁棒性之间的权衡关系与不同的进化阶段相一致。新合并的颗粒状前额皮质区域,即PFp和PFdl,似乎以可靠性为代价采用了更高效的神经编码,鲁棒性较低。
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引用次数: 0
Antidepressants as modulators of P2X7 receptor activity. 抗抑郁药作为P2X7受体活性的调节剂。
IF 2.8 3区 医学 Q2 NEUROSCIENCES Pub Date : 2025-12-17 DOI: 10.1016/j.neuroscience.2025.12.042
Vitor Nascimento Vidal, Guilherme Pegas Teixeira, Juliana Vieira Faria, Jonathas Albertino de Souza Oliveira, Murilo Lamim Bello, Leandro Rocha, Robson Xavier Faria

According to the Pan American Health Organization, more than 300 million people suffer from depression worldwide. Despite the alarming numbers, current drug treatments produce partial results, as they focus on only one pillar of depression: neurotransmitters. Most current medications for depression focus only on stimulating increased levels of neurotransmitters related to feelings of well-being and happiness, such as serotonin and norepinephrine, which, despite providing relief, do not produce such impressive results for patients. A significant and scientifically endorsed point regarding depression is neuroinflammation. The relationship between inflammation in the body and the development or worsening of depression has been strongly reinforced by neuroscientific studies. Studies have also shown that depressed patients have increased levels of inflammatory cytokines. Antidepressants have already demonstrated anti-inflammatory activity, stimulating the production of anti-inflammatory cytokines and reducing the production of oxidative radicals, as in the case of fluoxetine and paroxetine. In depression, P2X7 receptor expression is increased. This receptor is activated, and greater expression produces a depressive phenotype, while its blockade has antidepressant effects. Therefore, we evaluated the in-silico interaction between antidepressants and the allosteric site of the P2X7 receptor. This finding reinforces the functional data in the literature that point to the inhibition of the P2X7 receptor. The molecular docking results showed that drugs containing the amino acids TYR295 and PHE95 are essential for a good interaction with the P2X7 receptor at its allosteric site. Furthermore, this study demonstrated that combining antidepressants with p2x7 receptor antagonists can attenuate neuroinflammation.

根据泛美卫生组织的数据,全世界有超过3亿人患有抑郁症。尽管这些数字令人担忧,但目前的药物治疗只产生了部分效果,因为它们只关注抑郁症的一个支柱:神经递质。目前大多数治疗抑郁症的药物只专注于刺激与幸福感相关的神经递质水平的增加,如血清素和去甲肾上腺素,尽管它们能起到缓解作用,但对病人来说并没有产生如此令人印象深刻的效果。关于抑郁症,一个重要且科学认可的观点是神经炎症。神经科学研究有力地证实了身体炎症与抑郁症发展或恶化之间的关系。研究还表明,抑郁症患者的炎性细胞因子水平升高。抗抑郁药已经显示出抗炎活性,刺激抗炎细胞因子的产生,减少氧化自由基的产生,如氟西汀和帕罗西汀。在抑郁症中,P2X7受体表达增加。这种受体被激活,更大的表达产生抑郁表型,而其阻断具有抗抑郁作用。因此,我们评估了抗抑郁药与P2X7受体变构位点之间的硅内相互作用。这一发现加强了文献中指出P2X7受体抑制的功能数据。分子对接结果表明,含有TYR295和PHE95氨基酸的药物是与P2X7受体在其变压位点良好相互作用所必需的。此外,本研究表明,抗抑郁药与p2x7受体拮抗剂联合使用可以减轻神经炎症。
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引用次数: 0
Classification of EEG-fNIRS bimodal brain signals for motor imagery tasks based on wavelet transform and spatio-temporal domain processing 基于小波变换和时空处理的运动想象任务脑电fnirs双峰信号分类
IF 2.8 3区 医学 Q2 NEUROSCIENCES Pub Date : 2025-12-16 DOI: 10.1016/j.neuroscience.2025.12.036
Lingyue Zhang, Baojiang Li, Manliang Cao, Cheng Peng, Haiyan Wang
The fusion of Electroencephalography (EEG) and functional near-infrared spectroscopy (fNIRS) provides richer neural information for brain–computer interface decoding. However, due to their distinct physiological mechanisms and heterogeneous temporal and statistical properties, EEG and fNIRS are difficult to temporally align and to project into a shared latent representation. To address this challenge, we propose BiCAT, a lightweight bimodal decoding framework that integrates wavelet-based preprocessing, artifact-aware time-domain refinement, and early feature-level fusion with a compact Transformer encoder. Wavelet transform is first applied to separate signal and noise components across frequency bands, after which spatio-temporal domain processing suppresses motion and physiological artifacts while preserving task-relevant patterns. The cleaned EEG and fNIRS features are concatenated and fed into a single-encoder Transformer, where joint self-attention captures salient temporal cues within each segment.BiCAT is evaluated on two publicly available EEG–fNIRS datasets covering motor imagery (MI), mental arithmetic (MA), and word generation (WG) tasks. The model achieves 93.41 % accuracy on MI, outperforming the strongest unimodal baseline (fNIRS) by 4.39 percentage points. On MA and WG, BiCAT attains 96.47 % and 96.41 % accuracy, corresponding to gains of 10.39 and 3.86 points over the best unimodal fNIRS and HbR baselines, respectively. Despite having only 111 k parameters, BiCAT performs competitively with representative multimodal fusion methods on the same benchmarks. These results demonstrate that BiCAT provides effective bimodal feature integration and robust performance across multiple EEG–fNIRS tasks while maintaining low computational complexity.
脑电(EEG)与功能近红外光谱(fNIRS)的融合为脑机接口解码提供了丰富的神经信息。然而,由于其不同的生理机制和异质性的时间和统计特性,EEG和fNIRS很难在时间上对齐并投射到一个共享的潜在表征中。为了应对这一挑战,我们提出了BiCAT,这是一个轻量级的双峰解码框架,它集成了基于小波的预处理、伪像感知的时域细化和早期特征级融合,以及一个紧凑的Transformer编码器。首先应用小波变换分离各频段的信号和噪声成分,然后进行时空处理,在保留任务相关模式的同时抑制运动和生理伪影。清洗后的EEG和fNIRS特征被连接并输入到单编码器变压器中,其中联合自注意捕获每个片段中的显著时间线索。BiCAT在两个公开可用的EEG-fNIRS数据集上进行评估,包括运动图像(MI)、心算(MA)和单词生成(WG)任务。该模型在MI上的准确率达到93.41 %,比最强单峰基线(fNIRS)高出4.39个百分点。在MA和WG上,BiCAT的准确率分别达到96.47 %和96.41 %,比最佳单峰fNIRS和HbR基线分别提高10.39和3.86点。尽管只有111个 k参数,BiCAT在相同的基准测试中与代表性的多模态融合方法具有竞争力。这些结果表明,BiCAT在保持低计算复杂度的同时,在多个EEG-fNIRS任务中提供了有效的双峰特征集成和稳健的性能。
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引用次数: 0
Corrigendum to “A review of the TGF-β1 pathway in Alzheimer’s disease and depression: Possible restoration potential of antidepressants” [Neuroscience 585 (2025) 429–440] “TGF-β1通路在阿尔茨海默病和抑郁症中的回顾:抗抑郁药的可能恢复潜力”[Neuroscience] 585(2025) 429-440]的更正。
IF 2.8 3区 医学 Q2 NEUROSCIENCES Pub Date : 2025-12-16 DOI: 10.1016/j.neuroscience.2025.12.006
Eleni Ioannidou , Theofanis Vavilis , Zisis Bourtzos , Eleni Stamoula
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引用次数: 0
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