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Neural Underpinnings of the Continuity Illusion in Musicians. 音乐家连续错觉的神经基础。
IF 2.4 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-01 DOI: 10.1111/ejn.70408
Alejandra E Santoyo, Antoine J Shahin, Daniel J Levitin, Kristina C Backer

The continuity illusion occurs when a sound is perceived as continuous through noise-filled interruptions and has been indexed neurophysiologically as reduced auditory theta band (4-8 Hz) power and phase-locking at the interruption boundaries. Here, we examined the behavioural and neurophysiological differences between musicians (n = 16) and nonmusicians (n = 16) as they listened to trisyllabic words and classical music with noise interruptions. Our aim was to assess two competing hypotheses: (H1) because of their enhanced ability to detect acoustic gaps, musicians are less likely to perceive continuity and will therefore exhibit increased theta power/phase-locking at interruption boundaries compared to nonmusicians. Alternatively, (H2) musicians are more likely to perceive continuity through an enhanced ability to utilize contextual cues to fill in missing information. This top-down influence should be demonstrated by reduced theta power/phase-locking in musicians. On each trial, participants reported whether a noise-interrupted music or speech stimulus sounded continuous or interrupted. Behaviorally, musicians and nonmusicians had similar rates of perceived continuity for music and speech, except musicians exhibited significantly greater continuity to speech at the shortest noise interruption. The oscillatory results demonstrated that relative to nonmusicians, musicians had weaker theta phase-locking to the interruption boundaries in both music and speech, supporting H2. Musicians also exhibited enhanced alpha (8-13 Hz) and beta (14-30 Hz) power for both music and speech relative to nonmusicians, possibly reflecting inhibitory processes. We conclude that musicians exhibit enhanced auditory-motor inhibition to noise interruptions in both music and speech and infer this is due to their enhanced ability to utilize contextual cues.

当一个声音通过充满噪音的中断被感知为连续的,并且在神经生理学上被索引为听觉θ波段(4-8赫兹)功率降低和中断边界的锁相时,就会出现连续性错觉。在这里,我们研究了音乐家(n = 16)和非音乐家(n = 16)在听有噪音干扰的三音节单词和古典音乐时的行为和神经生理差异。我们的目的是评估两个相互竞争的假设:(H1)由于音乐家检测声音间隙的能力增强,他们不太可能感知到连续性,因此与非音乐家相比,他们在中断边界处表现出更高的θ波功率/锁相。另外,(H2)音乐家更有可能通过增强利用上下文线索来填补缺失信息的能力来感知连续性。这种自上而下的影响应该通过音乐家的theta功率降低/锁相来证明。在每次试验中,参与者都要报告被噪音打断的音乐或言语刺激听起来是连续的还是中断的。从行为上看,音乐家和非音乐家对音乐和语言的感知连续性的比率相似,除了音乐家在最短的噪音干扰下表现出更大的语言连续性。振荡结果表明,与非音乐家相比,音乐家在音乐和语音中对中断边界的锁相较弱,支持H2。与非音乐家相比,音乐家对音乐和语言的α(8-13赫兹)和β(14-30赫兹)能量也有所增强,这可能反映了抑制过程。我们得出结论,音乐家在音乐和讲话中对噪音干扰表现出更强的听觉运动抑制,并推断这是由于他们利用上下文线索的能力增强。
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引用次数: 0
The ER/Golgi Protein FNDC3B Facilitates Climbing Fibre to Purkinje Cell Synapse Elimination in the Developing Mouse Cerebellum. ER/高尔基蛋白FNDC3B促进发育中的小鼠小脑攀爬纤维到浦肯野细胞突触的消除。
IF 2.4 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-01 DOI: 10.1111/ejn.70411
Céline Louise Mercier, Takaki Watanabe, Yuto Okuno, Kyoko Matsuyama, Kyoko Kushibe, Henry Denny, Taisuke Miyazaki, Miwako Yamasaki, Meiko Kawamura, Manabu Abe, Kenji Sakimura, Masahiko Watanabe, Naofumi Uesaka, Masanobu Kano

Synapse elimination during development is crucial for refining neural circuits by removing excess synapses formed around birth. In the neonatal cerebellum, Purkinje cells (PCs) are initially innervated by multiple climbing fibers (CFs) with similar synaptic strengths. During subsequent postnatal development, a single CF is strengthened and retained, while the other CFs are eliminated. Here, our PC-specific RNAi knockdown (KD) screening revealed that fibronectin type III domain containing 3B (FNDC3B), an endoplasmic reticulum protein, was involved in CF synapse elimination from around postnatal day 9 (P9) in mice. We showed that FNDC3B mRNA was expressed in PCs during CF synapse elimination. In PC-selective FNDC3B conditional knockout (FNDC3B-cKO) mice, CF synapse elimination from P10 was impaired, and the extension of CFs along PC dendrites was reduced at P21. However, these phenotypes were recovered by P40. In contrast, parallel fiber-mediated excitatory synaptic inputs and inhibitory synaptic inputs to PCs were not affected in FNDC3B-cKO mice. These results suggest that FNDC3B facilitates CF synapse elimination during postnatal development, highlighting a new role of FNDC3B in the developing brain.

发育过程中突触的消除对于通过移除出生时形成的多余突触来完善神经回路至关重要。在新生儿小脑中,浦肯野细胞(PCs)最初由多个具有相似突触强度的攀爬纤维(CFs)支配。在随后的产后发育中,单个CF得到加强和保留,而其他CF则被消除。在这里,我们的pc特异性RNAi敲低(KD)筛选显示,含有3B (FNDC3B)的纤维连接蛋白III型结构域(一种内质网蛋白)参与了小鼠出生后第9天(P9)左右CF突触的消除。我们发现FNDC3B mRNA在CF突触消除过程中在PCs中表达。在PC选择性FNDC3B条件敲除(FNDC3B- cko)小鼠中,P10的CF突触消除受损,P21的CF沿PC树突延伸减少。然而,这些表型通过P40恢复。相比之下,FNDC3B-cKO小鼠的平行纤维介导的兴奋性突触输入和抑制性突触输入不受影响。这些结果表明FNDC3B促进了出生后发育过程中CF突触的消除,突出了FNDC3B在发育中的新作用。
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引用次数: 0
Electrical Synapses Contribute to Sleep-Dependent Declarative Memory Retention. 电突触有助于睡眠依赖性陈述性记忆保持。
IF 2.4 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-01 DOI: 10.1111/ejn.70401
Gordon B Feld, Niels Niethard, Jianfeng Liu, Sandra Gebhardt, Lisa Kleist, Kerstin Brugger, Andreas Fritsche, Jan Born, Hong-Viet V Ngo, Manfred Hallschmid

Sleep supports memory formation by neurophysiological mechanisms that are yet to be fully uncovered. We investigated the contribution of the direct coupling of neurons via electrical synapses (gap junctions). The administration of mefloquine (250 mg p.o. vs. placebo), an antimalarial, which blocks electrical synapses, to healthy young men before nocturnal sleep impaired the retention of word pairs learned before drug administration and disrupted the coupling of sleep spindles to EEG slow oscillations. In control experiments, in which participants received mefloquine before a consolidation interval of nocturnal wakefulness or after rather than before sleep, word-pair memory retention was not affected by the drug, suggesting that electrical synapses specifically support the sleep-dependent retention of verbal declarative memory. Irrespective of sleep, mefloquine enhanced the retention of sensorimotor memory assessed with a finger sequence tapping task. In supplemental experiments in rats, mefloquine administered i.p. at escalating doses of 20 and 40 mg/kg did not alter hippocampal sharp-wave/ripple activity, a prominent mechanism of hippocampal memory replay. While mefloquine effects beyond gap junctions in the present experiments cannot be fully excluded, we conclude that electrical coupling enhances the oscillatory coordination between sleep spindles and slow oscillations and, thereby, supports systems memory consolidation.

睡眠通过神经生理机制支持记忆的形成,这一机制尚未被完全揭示。我们研究了通过电突触(间隙连接)直接耦合神经元的贡献。健康年轻人在夜间睡眠前服用抗疟药甲氟喹(每日250毫克,对照安慰剂),阻断电突触,损害了服药前学习的单词对的保留,并破坏了睡眠纺锤波与脑电图慢振荡的耦合。在对照实验中,参与者在夜间清醒的巩固间隔之前或之后而不是睡前接受甲氟喹,单词对记忆的保留不受药物的影响,这表明电突触特别支持依赖睡眠的口头陈述性记忆的保留。不考虑睡眠,甲氟喹增强了感觉运动记忆的保留,通过手指序列敲击任务进行评估。在大鼠补充实验中,20和40 mg/kg剂量的甲氟喹并没有改变海马的锐波/纹波活动,这是海马记忆回放的一个重要机制。虽然目前的实验不能完全排除甲氟喹对间隙连接以外的影响,但我们得出的结论是,电耦合增强了睡眠纺锤波和慢振荡之间的振荡协调,从而支持系统记忆巩固。
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引用次数: 0
Sustained Facilitation of Embodied Fake Hand Movement on Voluntary Movement Execution. 具身假手动作对自主动作执行的持续促进。
IF 2.4 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-01 DOI: 10.1111/ejn.70416
Satoshi Shibuya

In a rubber hand illusion, participants experience illusory ownership (embodiment) of a seen fake hand when it is stroked synchronously with their unseen real hand. A recent investigation demonstrated that participants exhibited significantly faster reaction times when instructed to lift their index finger immediately after observing the index finger movement of an embodied (i.e., rubber hand illusion) versus a nonembodied (i.e., nonrubber hand illusion) fake hand. The current study examined whether this facilitation in reaction times arises from enhanced visual processing of the observed movement or from motor facilitation driven by a visuo-proprioceptive conflict between the embodied fake hand and the participant's hand. Two experiments were conducted, in which participants were required to lift their index finger in response to a neutral auditory stimulus following illusion induction. To isolate the contribution of visual processing, the visual stimulus (i.e., fake finger movement) was presented before the auditory cue with different stimulus onset asynchronies (500, 1000, or 1500 ms). In Experiment 1, the fake finger remained elevated until the participant initiated their movement, whereas it lowered soon in Experiment 2. The results revealed that the reaction time advantage in the rubber hand illusion condition was independent of stimulus onset asynchronies and emerged exclusively in Experiment 1. No significant differences were observed in peak velocity and acceleration of finger movement. These findings suggest that the ownership-dependent facilitation of reaction times is not due to visual processing alone but rather to motor facilitation mechanisms driven by visuo-proprioceptive discrepancy at the termination of the fake finger movement.

在橡胶手错觉中,当看到假手与看不见的真手同步抚摸时,参与者会体验到假手的幻觉所有权(化身)。最近的一项调查表明,当参与者在观察到有实体(即橡胶手错觉)的假手的食指运动后,被指示立即抬起食指时,他们的反应时间明显快于没有实体(即非橡胶手错觉)的假手。目前的研究调查了这种反应时间的促进是来自于对观察到的运动的视觉处理的增强,还是来自于假手和参与者的手之间的视觉本体感觉冲突所驱动的运动促进。研究人员进行了两个实验,在实验中,参与者被要求在错觉诱导后对中性听觉刺激做出反应,举起食指。为了分离视觉加工的贡献,将视觉刺激(即假手指运动)呈现在听觉线索之前,并以不同的刺激开始异步(500、1000或1500 ms)呈现。在实验1中,假手指一直升高,直到参与者开始运动,而在实验2中,假手指很快下降。结果表明,橡胶手错觉条件下的反应时间优势与刺激启动异步无关,仅在实验1中出现。手指运动的峰值速度和加速度无显著差异。这些发现表明,对反应时间的所有权依赖的促进并不仅仅是由于视觉加工,而是由于假手指运动结束时视觉-本体感觉差异驱动的运动促进机制。
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引用次数: 0
Ablation of the D1 Dopamine Receptor Alters the Migration and the Cortical Distribution of MGE-Derived Inhibitory Interneurons by a Preponderant Non-Cell-Autonomous Effect. D1多巴胺受体的消融改变了mge衍生的抑制性中间神经元的迁移和皮层分布,这是一种优势的非细胞自主效应。
IF 2.4 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-01 DOI: 10.1111/ejn.70385
Anne-Gaëlle Toutain, Sophie Scotto-Lomassese, Aude Muzerelle, Julien Puech, Ariane Fayad, Anne Roumier, Denis Hervé, Christine Métin

Others have shown that dopamine receptors regulate the migration of GABAergic cortical interneurons (cINs) to the developing cortex. Given the strong expression of Drd1, the gene encoding the D1 dopamine receptor (D1R) in the developing cortex, we examined here the role of D1R in the cortical migration of interneurons born in the medial ganglionic eminence (MGE). Embryos of transgenic mice expressing cytoplasmic GFP under the control of the Drd1 promoter exhibited strong GFP expression in cells located in the deep cortical layers, including the subplate, and in the marginal zone. In co-culture experiments aimed at characterizing the effect of selective Drd1 ablation either in interneurons or in cortical plate cells on the migratory behavior of interneurons, we identified a prominent pro-migratory non-cell autonomous effect of Drd1 ablation in the cortical substrate. To assess whether Drd1 ablation in cortical cells could influence the final interneuron distribution in vivo, we analyzed the cortical distribution of parvalbumin and somatostatin positive interneurons in the cortex of Drd1-CKO (Drd1-/- cortical cells, Drd1+/+ interneurons) mice. Wild type parvalbumin and somatostatin interneurons exhibited slight but significant density changes and alterations of latero-dorsal distribution compatible with the pro-migratory effect of Drd1-/- cortical cells. In Drd1-KO animals (Drd1-/- cortical cells and Drd1-/- interneurons), the distribution alterations of parvalbumin and somatostatin interneurons were reminiscent of those in Drd1-CKO mutants. We thus propose that D1R regulates in the cortex the motility and distribution of MGE-derived cINs by preponderant non-cell-autonomous mechanism.

其他研究表明,多巴胺受体调节gaba能皮质中间神经元(cINs)向发育中的皮层的迁移。考虑到在发育皮层中编码D1多巴胺受体(D1R)的基因Drd1的强烈表达,我们在此研究了D1R在内侧神经节隆起(MGE)中出生的中间神经元皮层迁移中的作用。在Drd1启动子控制下,表达细胞质GFP的转基因小鼠胚胎在位于皮层深层(包括底板)和边缘区域的细胞中表现出强烈的GFP表达。在旨在表征中间神经元或皮质板细胞中选择性Drd1消融对中间神经元迁移行为影响的共培养实验中,我们发现皮质基质中Drd1消融具有显著的促进迁移的非细胞自主效应。为了评估皮质细胞Drd1消融是否会影响体内最终的中间神经元分布,我们分析了Drd1- cko (Drd1-/-皮质细胞,Drd1+/+中间神经元)小鼠皮质中parvalbumin和生长抑素阳性中间神经元的皮质分布。野生型小白蛋白和生长抑素中间神经元表现出轻微但显著的密度变化和后背分布的改变,这与Drd1-/-皮质细胞的促迁移作用相一致。在Drd1- ko动物(Drd1-/-皮质细胞和Drd1-/-中间神经元)中,小白蛋白和生长抑素中间神经元的分布变化与Drd1- cko突变体相似。因此,我们提出D1R在皮层中通过主要的非细胞自主机制调节mge衍生cINs的运动和分布。
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引用次数: 0
Increased Baseline Pupil Size Linked to Uncertainty Avoidance in Decision Making. 增加基线瞳孔大小与决策中的不确定性回避有关。
IF 2.4 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-01 DOI: 10.1111/ejn.70394
Ehsan Kakaei, Anne Schlecht, Tobias U Hauser

Uncertainty is a key contributor to decision making, and humans show inconsistent attitudes towards it. Although excessive uncertainty-avoidance or uncertainty-seeking are hallmark symptoms of several mental conditions, the neural mechanism underlying uncertainty seeking and avoidance remains unclear. Here, we probed whether changes in pupil-linked arousal are indicative of uncertainty avoidance in humans. Investigating baseline pupil size to capture endogenous fluctuations across two experiments (N1 = 24, N2 = 21), we found that pretrial pupillary responses (as early as 700 ms prior to the onset of a trial) were closely related to uncertainty attitudes during multiarmed bandit tasks. Although increased baseline pupil size signalled avoidance in uncertainty-related decisions, it did not foreshadow value processing per se. The specificity of our results suggests that uncertainty processing is dynamic and depends on (potentially noradrenergic) endogenous pupil fluctuations.

不确定性是决策的关键因素,而人们对不确定性的态度并不一致。虽然过度的不确定性回避或不确定性寻求是几种精神疾病的标志性症状,但不确定性寻求和不确定性回避的神经机制尚不清楚。在这里,我们探讨了瞳孔相关觉醒的变化是否表明人类回避不确定性。通过研究基线瞳孔大小来捕捉两个实验(N1 = 24, N2 = 21)的内源性波动,我们发现试验前瞳孔反应(早在试验开始前700毫秒)与多手强盗任务中的不确定性态度密切相关。虽然增加的基线瞳孔大小表明在不确定性相关的决策回避,它并不预示价值处理本身。我们结果的特异性表明,不确定性处理是动态的,取决于(潜在的去肾上腺素能)内源性瞳孔波动。
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引用次数: 0
Understanding Cueing Strategies for Gait Impairments in Parkinson's Disease: Protocol of the Multicenter UNITE-PD Study. 了解帕金森病步态障碍的提示策略:多中心UNITE-PD研究方案
IF 2.4 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-01 DOI: 10.1111/ejn.70382
Cindel Albers, Anat Mirelman, Laura Avanzino, Bastiaan R Bloem, Alessandro Botta, Joris van der Cruijsen, Elsa de Lange, Inbal Maidan, Alice Nieuwboer, Elisa Pelosin, Anouk Tosserams, Vivian Weerdesteyn, Moran Gilat, Jorik Nonnekes

Gait impairments impact independence and quality of life of persons with Parkinson's disease (PD). The application of external and internal cueing strategies can improve gait, but not every person benefits equally from the same strategy. It remains unclear (i) which patient characteristics mediate cueing efficacy, (ii) how cueing efficacy changes over time, (iii) which patient characteristics are associated with long-term compliance, and (iv) what the neural correlates of cueing are. The UNITE-PD study is a collaboration between the Radboud University Medical Center (NLD), KU Leuven (BEL), Tel Aviv Sourasky Medical Center (ISR), and IRCCS Policlinico San Martino (ITA). The study consists of a joint prospective cohort project and four site-specific projects. We here describe the joint project, with the site-specific projects included as supplementary materials. All participants undergo a baseline assessment, consisting of extensive clinical testing and an objective gait assessment with and without external and internal cueing. Responders and non-responders to the strategy will be followed for 6 months. Responders will be instructed to apply the effective cueing strategies, as much as possible in daily life using a mobile cueing application which tracks compliance. At 6 months post-baseline, responders and non-responders return to the lab, during which the baseline protocol will be repeated to quantify the change in efficacy of the cueing strategies over time. The UNITE-PD study will identify the relationship between patient characteristics, cueing efficacy, compliance, and the underlying mechanisms of cueing. This knowledge will help refine personalized rehabilitation and identify new avenues for neuroscientific inquiry in this domain.

步态障碍影响帕金森病患者(PD)的独立性和生活质量。外部和内部提示策略的应用可以改善步态,但并不是每个人都能从相同的策略中受益。目前尚不清楚(i)哪些患者特征介导了线索疗效,(ii)线索疗效如何随时间变化,(iii)哪些患者特征与长期依从性相关,以及(iv)线索的神经相关性是什么。联合pd研究是内梅亨大学医学中心(NLD)、鲁汶大学(BEL)、特拉维夫苏拉斯基医学中心(ISR)和IRCCS Policlinico San Martino (ITA)之间的合作。该研究包括一个联合前瞻性队列项目和四个特定地点的项目。我们在此描述联合项目,并将具体项目作为补充材料。所有参与者都接受基线评估,包括广泛的临床测试和客观的步态评估,有和没有外部和内部线索。对该策略有反应和无反应者将随访6个月。应答者将被指示应用有效的提示策略,尽可能在日常生活中使用跟踪依从性的移动提示应用程序。在基线后6个月,应答者和无应答者返回实验室,在此期间将重复基线方案,以量化提示策略随时间的有效性变化。UNITE-PD研究将确定患者特征、提示疗效、依从性和提示的潜在机制之间的关系。这些知识将有助于完善个性化康复,并为这一领域的神经科学研究确定新的途径。
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引用次数: 0
Differential Effect of M1 and Cerebellar Repetitive Transcranial Magnetic Stimulation on Balance Performance in Stroke M1和小脑重复经颅磁刺激对脑卒中平衡能力的差异影响。
IF 2.4 4区 医学 Q3 NEUROSCIENCES Pub Date : 2025-12-31 DOI: 10.1111/ejn.70363
Vyoma Parikh, Ann Medley, Jodi Thomas, Hui-Ting Goh

Both the primary motor cortex (M1) and the cerebellum can be viable targets for noninvasive brain stimulation (NIBS) to improve balance after stroke; however, the optimal stimulation target is unknown. The study objective was to compare the role of two neural loci (M1 and cerebellum) in modulating balance performance in individuals with chronic stroke using repetitive transcranial magnetic stimulation (rTMS). Nineteen individuals with chronic stroke (mean age = 57.2 ± 11.1 years, 13 males) received a single session of 5-Hz rTMS applied to bilateral M1 and the contralesional cerebellum in a crossover randomized manner with a washout period of 7 ± 2 days. Anticipatory and reactive balance was assessed before and after rTMS using the Limits of Stability (LOS) test and modified Clinical Test of Sensory Interaction on Balance (mCTSIB), respectively. M1 rTMS significantly improved LOS sway angle compared to cerebellar rTMS (p < 0.001). The rTMS effect on the mCTSIB sway index was mediated by stimulation target, surface, vision, and time (p = 0.006). Sway index measured under the eyes-open conditions was not influenced by rTMS. Under eyes-closed conditions, M1 rTMS significantly improved sway index on the firm surface (p = 0.002), whereas cerebellar rTMS improved sway index on the foam surface (p = 0.001). M1 and cerebellum are viable rTMS targets for improving balance. M1 stimulation enhances anticipatory balance, whereas cerebellar rTMS improves reactive balance, especially under sensory-deprived conditions. This study provides critical information for future tailored NIBS intervention in individuals with stroke.

初级运动皮层(M1)和小脑都可以作为无创脑刺激(NIBS)改善卒中后平衡性的可行靶点;然而,最佳刺激目标是未知的。本研究的目的是比较两个神经位点(M1和小脑)在使用重复经颅磁刺激(rTMS)调节慢性脑卒中患者平衡表现中的作用。19例慢性脑卒中患者(平均年龄57.2±11.1岁,男性13例)采用交叉随机方式对双侧M1和对侧小脑进行单次5 hz rTMS治疗,洗脱期为7±2天。采用稳定性极限(LOS)测试和改进的感觉相互作用平衡临床测试(mCTSIB)分别评估rTMS前后的预期平衡和反应性平衡。与小脑rTMS相比,M1 rTMS显著改善了LOS摇摆角(p
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引用次数: 0
Foundation Models for Neural Signal Decoding: EEG-Centered Perspectives Toward Unified Representations 神经信号解码的基础模型:面向统一表示的以脑电图为中心的视角。
IF 2.4 4区 医学 Q3 NEUROSCIENCES Pub Date : 2025-12-29 DOI: 10.1111/ejn.70376
Jii Kwon, Youmin Shin

Neural signals such as EEG, ECoG, and intracortical recordings offer a valuable window into brain dynamics but remain difficult to decode due to high dimensionality, nonstationarity, and substantial interindividual variability. Traditional machine learning and deep learning models often show limited generalizability and insufficient interpretability in these settings. Foundation models (FMs)—large-scale architectures pretrained on diverse datasets—have recently emerged as a promising paradigm for building robust, transferable, and physiologically grounded neural representations. Among these modalities, EEG currently serves as the most practical and representative platform for FM development due to its large-scale open datasets, standardized protocols, and broad clinical applicability, while the same conceptual framework remains generalizable to other neural recording types. This review synthesizes emerging FM approaches for neural decoding and critically examines representative EEG-based architectures. We highlight three essential design principles: physiology-aware representation learning that captures oscillatory and dynamic structure, structure-aware architectures that incorporate spatial and anatomical priors, and interpretability mechanisms that ensure neuroscientific and clinical validity. Although models such as the Patched Brain Transformer, CBraMod, and BrainGPT demonstrate encouraging adaptability, many still inherit objectives from non-neural domains and underutilize spatial priors such as electrode topology or functional connectivity. While this review focuses on EEG as the most data-rich and scalable testbed, the same framework can extend to ECoG and intracortical recordings to support unified neural representations across spatial and temporal scales. Fully realizing the potential of neural FMs will require biologically informed objectives, structure-aware architectures, interpretable representations, and standardized data ecosystems.

脑电图、脑电图和皮层内记录等神经信号为研究大脑动力学提供了有价值的窗口,但由于高维、非平稳性和大量的个体间变异性,仍然难以解码。传统的机器学习和深度学习模型在这些环境中往往表现出有限的通用性和不足的可解释性。基础模型(FMs)——在不同数据集上进行预训练的大规模架构——最近作为一种有前途的范例出现,用于构建健壮的、可转移的、基于生理的神经表征。在这些模式中,脑电图由于其大规模的开放数据集、标准化的协议和广泛的临床适用性,目前是FM开发的最实用和最具代表性的平台,而相同的概念框架仍然可以推广到其他神经记录类型。这篇综述综合了神经解码的新兴FM方法,并批判性地考察了代表性的基于脑电图的架构。我们强调了三个基本的设计原则:捕捉振荡和动态结构的生理感知表征学习,结合空间和解剖先验的结构感知架构,以及确保神经科学和临床有效性的可解释性机制。尽管诸如patch Brain Transformer、CBraMod和BrainGPT等模型显示出令人鼓舞的适应性,但许多模型仍然继承了非神经域的目标,并且未充分利用电极拓扑或功能连接等空间先验。虽然这篇综述的重点是EEG作为数据最丰富和可扩展的测试平台,但同样的框架可以扩展到ECoG和皮层内记录,以支持跨空间和时间尺度的统一神经表征。要充分实现神经fm的潜力,需要生物学上知情的目标、结构感知的架构、可解释的表示和标准化的数据生态系统。
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引用次数: 0
Temporal Structure of Item Presentation Modulates Brain Oscillations in Verbal Working Memory 项目呈现的时间结构调节言语工作记忆中的脑振荡。
IF 2.4 4区 医学 Q3 NEUROSCIENCES Pub Date : 2025-12-29 DOI: 10.1111/ejn.70371
Alexandra I. Kosachenko, Danil I. Syttykov, Dmitrii A. Tarasov, Alexander I. Kotyusov, Dauren Kasanov, Sergey Malykh, Boris Kotchoubey, Yuri G. Pavlov

Previous studies of verbal working memory (WM) have reported inconsistent changes in alpha power during retention, with both increases and decreases observed. We asked whether these discrepancies arise from how stimuli are presented. Thirty adults memorized seven digits presented in four modes: Simultaneous (all digits for 2800 ms) or sequential presentations at Fast (400 ms per digit), Slow (1000 ms per digit), and Fast + delay (400 ms per digit plus a 600-ms free time in between). We analyzed EEG during encoding and a 6-s retention period in theta (4–7 Hz), alpha (8–13 Hz), and beta (18–24 Hz) frequency bands. Encoding produced parametric load-related theta increase and beta decrease, possibly reflecting growing executive control demands and motor program formation, respectively. Alpha power did not scale with load during encoding. Single trial models linked stronger encoding theta and deeper alpha suppression to better recall, whereas retention power did not predict accuracy. During retention, theta and beta were unaffected by presentation mode. Alpha power did not differ significantly when all sequential modes were grouped together compared to the simultaneous mode. However, the Fast + delay mode uniquely showed below-baseline alpha in the first half of the retention. Our findings suggest that alpha dynamics are sensitive to the temporal structure of encoding and retention periods, particularly the presence or absence of free intervals between stimulus presentations. We propose that alpha modulation during WM retention may reflect processes beyond the simple gating of irrelevant sensory information.

先前对言语工作记忆(WM)的研究表明,在保持过程中阿尔法能量的变化不一致,既有增加的,也有减少的。我们想知道这些差异是否源于刺激的呈现方式。30名成年人以四种方式记忆7个数字:同时(所有数字为2800毫秒)或顺序呈现,快速(每个数字400毫秒),慢速(每个数字1000毫秒)和快速+延迟(每个数字400毫秒加上600毫秒的空闲时间)。我们在θ (4-7 Hz)、α (8-13 Hz)和β (18-24 Hz)频段分析了编码期间的脑电图和6 s的保留期。编码产生了参数负荷相关的θ增加和β减少,可能分别反映了执行控制需求的增加和运动程序的形成。在编码过程中,Alpha功率不随负载的变化而变化。单次试验模型将更强的θ编码和更深的α抑制与更好的回忆联系起来,而保留能力并不能预测准确性。在记忆过程中,θ和β不受呈现方式的影响。与同时模式相比,当所有顺序模式组合在一起时,α功率没有显着差异。然而,快速+延迟模式在留存率的前半段显示出低于基线的alpha值。我们的研究结果表明,alpha动态对编码和保留期的时间结构很敏感,特别是刺激呈现之间的自由间隔的存在或不存在。我们认为,在WM保留期间的α调制可能反映了不相关感觉信息的简单门控之外的过程。
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引用次数: 0
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European Journal of Neuroscience
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