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Spontaneous network transitions predict somatosensory perception. 自发网络转换预测体感知觉。
IF 2.9 2区 医学 Q2 NEUROSCIENCES Pub Date : 2025-11-01 DOI: 10.1093/cercor/bhaf309
Abhinav Sharma, Joachim Lange, Diego Vidaurre, Esther Florin

Sensory perception is essential for transforming incoming information in the brain into targeted behavior. Our brains are everlastingly active, and variations in perception are ubiquitously associated with human behavioral performance. Previous studies indicate that changes in spontaneous neural activity within local sensory areas correlate with the perception of ambiguous stimuli. However, the contribution of whole brain spontaneous networks to perception is not well understood. Using an ambiguous tactile temporal discrimination task, we demonstrate that the interaction between whole-brain networks in the seconds of the spontaneous prestimulus period also contributes to perception during the task. Transitions to a frontal and a multifrequency network across the brain are essential for the correct percept. Conversely, incorrect percepts are mainly preceded by transitions to an alpha-parietal network. Brain switches occur faster during the period before stimulus presentation for correct stimuli detection, suggesting the need for enhanced network flexibility during this phase.

感官知觉对于将大脑接收的信息转化为目标行为至关重要。我们的大脑永远是活跃的,感知的变化与人类的行为表现无处不在。先前的研究表明,局部感觉区域内自发神经活动的变化与模糊刺激的感知有关。然而,全脑自发网络对感知的贡献尚未得到很好的理解。使用一个模糊的触觉时间辨别任务,我们证明了在自发前刺激期的几秒钟内全脑网络之间的相互作用也有助于任务期间的感知。过渡到额叶和横跨大脑的多频网络对于正确的感知是必不可少的。相反,错误的感知主要是在过渡到阿尔法顶叶网络之前发生的。在刺激出现之前,为了正确地检测刺激,大脑的开关发生得更快,这表明在这一阶段需要增强网络的灵活性。
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引用次数: 0
Association between cortical thickness and functional response to linguistic processing in the occipital cortex of early blind individuals. 早期失明者枕皮质厚度与语言加工功能反应的关系。
IF 2.9 2区 医学 Q2 NEUROSCIENCES Pub Date : 2025-11-01 DOI: 10.1093/cercor/bhaf317
Maria Czarnecka, Katarzyna Hryniewiecka, Agata Wolna, Clemens Baumbach, Joanna Beck, Jyothirmayi Vadlamudi, Olivier Collignon, Katarzyna Jednoróg, Marcin Szwed, Anna-Lena Stroh

Blindness has been shown to induce changes in the structural and functional organization of the brain. However, few studies have investigated the relationship between these structural and functional changes. In this study, we examined cortical thickness within occipital regions of interest in 38 early blind individuals and explored its relationship to functional activation during linguistic processing. Participants engaged in tactile Braille reading and auditory processing tasks involving words, pseudowords, and control conditions to assess various aspects of linguistic processing. Linear mixed models revealed a significant association between cortical thickness and functional activation in the occipital cortex during linguistic tasks. Specifically, lower cortical thickness in the middle occipital gyrus, the calcarine sulcus, and the parieto-occipital sulcus were linked to increased activation during orthographic processing in blind participants (Braille pseudowords vs. Braille nonsense-symbols). Similarly, lower cortical thickness in the calcarine sulcus and parieto-occipital sulcus was associated with greater functional activation during phonological processing (auditory pseudowords vs. auditory control). These findings align with prior research suggesting that structural and functional adaptations in the visual cortex of blind individuals may be influenced by developmental mechanisms such as pruning or myelination. This study highlights the interplay between cortical structure and functional reorganization in the blind brain.

失明已被证明会引起大脑结构和功能组织的变化。然而,很少有研究调查这些结构和功能变化之间的关系。在这项研究中,我们检测了38名早期失明个体枕区皮层厚度,并探讨了其与语言加工过程中功能激活的关系。参与者参与触觉盲文阅读和听觉处理任务,包括单词、假词和控制条件,以评估语言处理的各个方面。线性混合模型揭示了语言任务中皮层厚度与枕叶皮层功能激活之间的显著关联。具体来说,在盲文参与者(盲文假词与盲文无意义符号)的正字法加工过程中,枕中回、脑钙沟和顶枕沟的皮层厚度较低与激活增加有关。同样,胼胝体沟和顶枕沟皮层厚度较低与语音加工过程中更大的功能激活相关(听觉假词与听觉控制)。这些发现与先前的研究一致,表明盲人视觉皮层的结构和功能适应可能受到发育机制(如修剪或髓鞘形成)的影响。本研究强调了盲脑皮层结构和功能重组之间的相互作用。
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引用次数: 0
10-year longitudinal dopamine D2-receptor losses are associated with cognitive decline in healthy aging. 10年纵向多巴胺d2受体丧失与健康老年人认知能力下降有关
IF 2.9 2区 医学 Q2 NEUROSCIENCES Pub Date : 2025-11-01 DOI: 10.1093/cercor/bhaf293
Erik Lundgren, Ulman Lindenberger, Martin Lövdén, Micael Andersson, Jan Axelsson, Lars Bäckman, Jarkko Johansson, Goran Papenberg, Katrine Riklund, Alireza Salami, Anders Wåhlin, Lars Nyberg, Nina Karalija

Aging-related dopamine decline has been suggested as a key factor behind individual differences in cognitive decline at older ages. Thus far, the hypothesized age-dopamine-cognition triad has been extrapolated from cross-sectional studies, which cannot uncover change associations. Using data from the longitudinal Cognition, Brain, and Aging (COBRA) study, we examined whether dopamine D2-receptor availability changes are correlated with cognitive changes across individuals in old age. At the first wave, 181 healthy adults aged 64 to 68 years underwent positron emission tomography with 11C-raclopride, magnetic resonance imaging, multiple cognitive tests assessing episodic memory, working memory, and perceptual speed, and mapping of health-related factors. The returnees (n = 129 after 5 years; n = 93 after 10 years) were representative of the parent sample regarding gender composition, educational attainment, cognitive performance, and dopamine D2-receptor status at baseline. Bayesian structural equation modeling revealed mean decline and individual differences in decline for striatal dopamine D2-receptor availability (approximately -5% per decade) and for all three cognitive abilities. Changes in dopamine D2-receptor and a factor of general cognition were positively correlated (r = 0.31, P(r > 0.00) > 0.95). Taken together, these longitudinal findings support that striatal dopamine decline is associated with cognitive aging, possibly reflecting dopamine influences via striato-thalamo-cortical loops on general cognitive functions.

与衰老相关的多巴胺下降被认为是老年人认知能力下降个体差异背后的关键因素。到目前为止,假设的年龄-多巴胺-认知三位一体是从横断面研究中推断出来的,它不能揭示变化的关联。利用纵向认知、大脑和衰老(COBRA)研究的数据,我们研究了多巴胺d2受体可用性的变化是否与老年个体的认知变化相关。在第一阶段,181名年龄在64 - 68岁之间的健康成年人接受了11C-raclopride正电子发射断层扫描、磁共振成像、评估情景记忆、工作记忆和感知速度的多重认知测试,并绘制了与健康相关的因素。回归者(5年后n = 129, 10年后n = 93)在性别构成、受教育程度、认知表现和基线时多巴胺d2受体状态方面代表了父母样本。贝叶斯结构方程模型显示纹状体多巴胺d2受体可用性的平均下降和个体差异(每十年约-5%)以及所有三种认知能力的下降。多巴胺d2受体变化与一般认知因子呈正相关(r = 0.31, P(r > 0.00) > 0.95)。综上所述,这些纵向研究结果支持纹状体多巴胺下降与认知衰老有关,可能反映了多巴胺通过纹状体-丘脑-皮质环对一般认知功能的影响。
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引用次数: 0
Broadband high-frequency activity initializes distractor suppression. 宽带高频活动初始化干扰抑制。
IF 2.9 2区 医学 Q2 NEUROSCIENCES Pub Date : 2025-11-01 DOI: 10.1093/cercor/bhaf319
Paul Schmid, Christoph Reichert, Mandy V Bartsch, Stefan Dürschmid

Selective attention requires fast and accurate distractor suppression. We investigated if broadband high-frequency activity (BHA; 80-150 Hz), indicative of local neuronal population dynamics in early sensory cortices, indexes rapid processing of distracting information. In a first experiment we tested whether BHA distinguishes targets from distracting information in a visual search paradigm using tilted gratings as targets and distractors. In a second experiment, we examined whether BHA distractor processing can be trained by statistical regularities. In both experiments, BHA preceded the target enhancement (NT) and distractor suppression (PD; 1-40 Hz) event-related field (ERF) components and distinguished between targets and distractors. Only the BHA but not ERF component amplitude correlated with participants' performance and was higher for lateral distractors versus lateral targets. Furthermore, BHA predicted the strength of the PD. These results indicate that BHA initiates stimulus discrimination via distractor suppression.

选择性注意需要快速准确地抑制干扰物。我们研究了宽带高频活动(BHA; 80-150 Hz)是否反映了早期感觉皮质局部神经元种群动态,是否反映了分散注意力信息的快速处理。在第一个实验中,我们测试了BHA是否在视觉搜索范式中使用倾斜光栅作为目标和干扰物来区分目标和干扰信息。在第二个实验中,我们检验了BHA干扰物处理是否可以通过统计规律进行训练。在两个实验中,BHA均先于目标增强(NT)和分心物抑制(PD; 1-40 Hz)事件相关场(ERF)成分,并区分目标和分心物。只有BHA分量振幅与参与者的表现相关,而ERF分量振幅与参与者的表现无关,并且横向分心物比横向目标更高。此外,BHA预测了PD的强度。这些结果表明,BHA通过抑制干扰物启动刺激辨别。
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引用次数: 0
Distinct and overlapping neural representations of refreshing versus refocusing during working memory maintenance. 工作记忆维持过程中刷新与重新聚焦的不同和重叠的神经表征。
IF 2.9 2区 医学 Q2 NEUROSCIENCES Pub Date : 2025-11-01 DOI: 10.1093/cercor/bhaf303
Bo-Cheng Kuo

This study investigates how attention modulates internal representations in working memory (WM), focusing on the distinct and overlapping neural effects of retrospective and reflective attention using functional magnetic resonance imaging. Participants performed cue-variant WM tasks with retro-cue, refresh-cue, and no-cue trials. The cues instructed participants to either refocus or refresh one of the memorized stimuli (a face or a scene) during the retention interval. Univariate, multivariate, and functional connectivity analyses revealed that retro and refresh cues engaged overlapping brain regions but also exhibited distinct activation patterns. Whole-brain analyses showed overlapping activations and decoding patterns in the ventral occipitotemporal and posterior brain regions. Region-of-interest analyses confirmed the selective modulation of category-specific visual areas by both cues. Functional connectivity analyses further revealed inter-regional correlations between the prefrontal cortex and visual areas for both cues. Importantly, the multivariate pattern analysis revealed distinct effects in the prefrontal and parietal cortices (PFC and PPC): retro cues exerted a greater influence on representational patterns in the PFC, whereas refresh cues had a greater impact on patterns within the PPC. Taken together, this study provides direct evidence that refocusing and refreshing rely on both distinct and overlapping neural mechanisms to support WM maintenance.

本研究探讨了注意如何调节工作记忆(WM)的内部表征,重点研究了回顾性和反思性注意的不同和重叠的神经效应。参与者执行线索变异的WM任务,包括回溯线索、刷新线索和无线索试验。这些线索指示参与者在记忆间隔期间重新聚焦或刷新记忆中的刺激物之一(一张脸或一个场景)。单变量、多变量和功能连通性分析显示,复古和刷新线索涉及重叠的大脑区域,但也表现出不同的激活模式。全脑分析显示重叠的激活和解码模式在腹侧枕颞和脑后区域。兴趣区域分析证实了两种线索对类别特定视觉区域的选择性调节。功能连通性分析进一步揭示了前额皮质和视觉区域对这两种线索的区域间相关性。重要的是,多变量模式分析揭示了前额叶和顶叶皮层(PFC和PPC)的不同影响:复古线索对PFC的表征模式有更大的影响,而刷新线索对PPC内的模式有更大的影响。综上所述,本研究提供了直接证据,证明重新聚焦和刷新依赖于不同的和重叠的神经机制来支持WM的维持。
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引用次数: 0
Reduced switching between brain states in insomnia: evidence from modeling of fMRI brain dynamics. 失眠时大脑状态切换减少:来自fMRI脑动力学模型的证据。
IF 2.9 2区 医学 Q2 NEUROSCIENCES Pub Date : 2025-11-01 DOI: 10.1093/cercor/bhaf314
Kira Vibe Jespersen, Angus Stevner, Morten Kringelbach, Eus Van Someren, Diego Vidaurre, Peter Vuust

Insomnia disorder is the most common sleep disorder affecting millions of people. Brain research has linked insomnia to dysfunction in large-scale brain networks, not only during sleep but also in wakeful rest. Yet, the underlying brain dynamics remain little understood. In the present study, we directly addressed this using a data-driven framework for evaluating time-varying large-scale brain activity. We used functional magnetic imaging to compare participants with insomnia disorder to matched controls with no sleep complaints. Using Hidden Markov modeling (HMM) for a completely data-driven characterization of the brain dynamics of whole-brain activity, we found that insomnia disorder is characterized by significantly reduced switching rates between large-scale brain states. In particular, HMM was used to compare insomnia patients to controls, which showed that their brains spent significantly less time in two whole-brain states-the default mode network and a fronto-parietal network-complemented by increased time spent in a global activation state. Overall, the findings reveal the brain dynamics of insomnia to show that insomnia disorder is characterized by less flexible transitions between brain states at wakeful rest. This highlights the importance of evaluating the spatiotemporal dynamics of brain activity to advance the understanding of the neural underpinnings of insomnia disorder.

失眠是影响数百万人的最常见的睡眠障碍。大脑研究已经将失眠与大规模大脑网络功能障碍联系起来,不仅在睡眠期间,而且在清醒休息时也是如此。然而,人们对潜在的大脑动力学知之甚少。在目前的研究中,我们使用一个数据驱动的框架来评估随时间变化的大规模大脑活动,直接解决了这个问题。我们使用功能性磁成像将失眠患者与无睡眠问题的对照组进行比较。使用隐马尔可夫模型(HMM)对全脑活动的大脑动态进行完全数据驱动的表征,我们发现失眠障碍的特征是大尺度大脑状态之间的转换速率显着降低。特别地,HMM被用来比较失眠患者和对照组,结果表明他们的大脑在两种全脑状态下花费的时间明显更少——默认模式网络和额顶叶网络——同时在全局激活状态下花费的时间增加。总的来说,研究结果揭示了失眠的大脑动力学,表明失眠障碍的特点是在清醒休息时大脑状态之间的转换不太灵活。这突出了评估大脑活动的时空动态对于促进对失眠障碍的神经基础的理解的重要性。
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引用次数: 0
Temporal dynamics of somatosensory gating and facilitation in the primary somatosensory cortex during finger movements. 手指运动时初级体感皮层的体感门控和易化的时间动态。
IF 2.9 2区 医学 Q2 NEUROSCIENCES Pub Date : 2025-11-01 DOI: 10.1093/cercor/bhaf300
Toshiaki Wasaka, Tetsuo Kida

Dexterous manual movements require accurate sensorimotor integration; however, understanding how the primary somatosensory cortex (SI) dynamically processes incoming afferent information during such tasks remains limited. Using magnetoencephalography, we investigated somatosensory evoked magnetic fields during two types of finger movement, varying in speed and force exertion. We focused on three SI components-M20, M30, and M38-occurring within 20 to 40 ms post-stimulation. Across all movement conditions, the M20 and M30 amplitudes were significantly reduced when compared with the stationary condition, reflecting sensory gating, whereas M38 was significantly enhanced during both the rotation and pinch tasks. Further analyses revealed that the reduction in M20 was sensitive to movement speed, and that of M30 was influenced by both speed and force. In contrast, the enhancement of M38 was modulated by the finger movement type. These findings suggest that SI activity is not uniformly inhibited during movement, but selectively modulated in a context-dependent manner. The initial components in the SI may reflect the filtering of predictable inputs, whereas M38 could represent the more complex integration associated with skillful finger movement. Thus, our results suggest a dynamic somatosensory processing mechanism that underpins fine motor control.

灵巧的手动运动需要精确的感觉运动整合;然而,了解初级体感皮层(SI)如何动态处理这些任务中的传入信息仍然有限。使用脑磁图,我们研究了两种手指运动中不同速度和力量的体感诱发磁场。我们重点研究了刺激后20 - 40毫秒内发生的三个SI成分——m20、M30和m38。在所有运动条件下,与静止条件相比,M20和M30振幅显著降低,反映了感觉门控,而M38在旋转和捏压任务中均显著增强。进一步分析表明,M20的减少对移动速度敏感,而M30的减少受速度和力的共同影响。相反,M38的增强受手指运动类型的调节。这些发现表明,在运动过程中,SI活动并不是均匀地受到抑制,而是以情境依赖的方式选择性地调节。SI中的初始组件可能反映了可预测输入的过滤,而M38可能代表了与熟练手指运动相关的更复杂的集成。因此,我们的研究结果表明,一种动态的体感处理机制是精细运动控制的基础。
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引用次数: 0
Brain aging and cognitive decline accelerate beyond a threshold of periventricular white matter hyperintensity. 脑老化和认知能力下降加速超过阈值的脑室周围白质高。
IF 2.9 2区 医学 Q2 NEUROSCIENCES Pub Date : 2025-11-01 DOI: 10.1093/cercor/bhaf302
Niraj Kumar Gupta, Neha Yadav, Vivek Tiwari

A substantial subset of cognitively normal (CN) older adults accumulates high burdens of Periventricular (PVWMH) and Deep White Matter Hyperintensities (DWMH), surrogate neuroimaging-markers of cerebral small-vessel disease, while others have minimal or no white matter hyperintensity (WMH). Using multi-modal Magnetic Resonance Imaging (MRI) from National Alzheimer's Coordinating Centre (NACC) (n = 986) and Alzheimer's Disease Neuroimaging Initiative (ADNI) (n = 382) cohorts spanning CN, cognitively impaired (CI), and CI with Alzheimer's etiology (CI-AD) aged 50-94 years, we investigated whether total WMH burden or specifically PVWMH and DWMH, surpassing a threshold disrupts neuroanatomy and cognition. PVWMH and DWMH volume increased exponentially with age, but PVWMH rose twice as fast, with inflection at 61 years. PVWMH > 2.3 mL, independent of age, was associated with structural atrophy (rostralmiddlefrontal, pre/postcentral gyri, lingual-gyrus, nucleus-accumbens), global fiber disintegration, and impairments in executive, attentional, semantic domains. DWMH effects were negligible. Longitudinal mixed-models in NACC and ADNI confirmed that PVWMH progression, not DWMH, predicted accelerated atrophy. PVWMH-related neuroanatomic loss mediates cognitive decline. The 2.3 mL threshold was validated in ADNI3. While both are visible on routine MRI, only PVWMH demonstrated threshold-dependent effects. Progression to ≥2.3 mL marks a threshold, demanding clinical surveillance, vascular-risk management, and recognition of accelerated brain-aging. Neuroimaging-based quantification of PVWMH, combined with domain-specific cognitive testing provides robust measures of clinical surveillance, definitive of brain health.

相当一部分认知正常(CN)的老年人积累了高负荷的心室周围(PVWMH)和深部白质高信号(DWMH),这是脑小血管疾病的替代神经影像学标志物,而其他人则有少量或没有白质高信号(WMH)。使用来自国家阿尔茨海默病协调中心(NACC) (n = 986)和阿尔茨海默病神经影像学倡议(ADNI) (n = 382)的多模态磁共振成像(MRI),跨越CN、认知受损(CI)和年龄在50-94岁的阿尔茨海默病病因学(CI- ad)的CI,我们调查了总WMH负担或特别是PVWMH和DWMH,超过阈值是否会破坏神经解剖学和认知。PVWMH和DWMH体积随年龄的增长呈指数增长,但PVWMH的增长速度是PVWMH的两倍,在61岁时出现拐点。PVWMH > 2.3 mL与年龄无关,与结构萎缩(额侧、中额、中央前/后回、语言回、伏隔核)、整体纤维解体以及执行、注意力和语义域的损伤有关。DWMH效应可以忽略不计。NACC和ADNI的纵向混合模型证实,PVWMH的进展预示着加速萎缩,而不是DWMH。pvwmh相关的神经解剖损失介导认知能力下降。2.3 mL阈值在ADNI3中得到验证。虽然两者在常规MRI上都可见,但只有PVWMH表现出阈值依赖性效应。≥2.3 mL标志着一个阈值,需要临床监测、血管风险管理和识别加速脑老化。基于神经影像学的PVWMH量化,结合特定领域的认知测试,提供了临床监测的有力措施,确定了大脑健康。
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引用次数: 0
Voluntary action as problem-solving: an functional magnetic resonance imaging study. 解决问题的自愿行动:功能性磁共振成像研究。
IF 2.9 2区 医学 Q2 NEUROSCIENCES Pub Date : 2025-11-01 DOI: 10.1093/cercor/bhaf318
Silvia Seghezzi, Daniel Yon, Patrick Haggard

The capacity to pursue goals, across a series of intermediate stages, is a distinctive achievement of human cognition. Scientific investigations of goal-directed action have emphasized either of two different aspects of this capacity. Research on executive function has described coordination of extended action sequences that solve multi-part problems. Meanwhile, research on voluntary action has emphasized the processes of endogenous generation and autonomy, which are essential for many complex problems, particularly those involving creativity and insight. Because many complex problems can be solved in several ways, choosing and generating a path through the problem space requires a convergence of executive intelligence and volitional control. Here we use fMRI to explore the links between volition and problem-solving in the human brain. Participants performed the Tower of London task (a classical neuropsychological problem-solving challenge) either by generating their own solutions or by following stepwise instructions for each move. We showed behavioral signatures of action planning, associated with a distributed network of frontal and parietal activations, when participants generated their own solutions. We also showed the crucial role of medial frontal cortex, traditionally associated with endogenous generation of very simple willed actions, in goal-directed problem-solving, based on its connectivity with a wider prefrontal network.

跨越一系列中间阶段追求目标的能力,是人类认知的一项独特成就。对目标导向行动的科学调查强调了这种能力的两个不同方面。执行功能的研究描述了解决多部分问题的扩展动作序列的协调。同时,关于自愿行动的研究强调了内生产生和自主的过程,这对于许多复杂的问题,特别是那些涉及创造性和洞察力的问题是必不可少的。因为许多复杂的问题可以用几种方法来解决,所以在问题空间中选择和生成一条路径需要执行智能和意志控制的融合。在这里,我们使用功能磁共振成像来探索人类大脑中意志和解决问题之间的联系。参与者完成伦敦塔任务(一种经典的神经心理学问题解决挑战)时,要么自己想出解决方案,要么按照每一步的逐步指示去做。当参与者想出自己的解决方案时,我们展示了行动计划的行为特征,与额叶和顶叶激活的分布式网络有关。我们还展示了内侧额叶皮层的关键作用,传统上,它与内源性的非常简单的意志行为有关,在目标导向的问题解决中,基于它与更广泛的前额叶网络的连接。
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引用次数: 0
Spatio-temporal bidirectional Long Short-Term Memory-based category decoding of natural dynamic facial expression stimuli from visual functional magnetic resonance imaging data. 基于视觉功能磁共振成像数据的自然动态面部表情刺激的时空双向长短期记忆分类解码。
IF 2.9 2区 医学 Q2 NEUROSCIENCES Pub Date : 2025-11-01 DOI: 10.1093/cercor/bhaf232
Panpan Chen, Chi Zhang, Bao Li, Li Tong, Long Cao, Ziya Yu, Bin Yan

Visual perceptual decoding of facial expressions is a key focus in affective neuroscience. Developing a mapping model between visual content and signals is crucial for decoding. Most previous visual decoding models focused on brain responses to static images, neglecting temporal-dynamic feature modeling. Additionally, they input all visual cortices as a whole into the model, overlooking that visual information flows bidirectionally between the lower and higher visual cortices based on bottom-up and top-down visual mechanisms, thus hard to capture bidirectional information between visual regions located in different spatial positions. Here, we present a spatio-temporal bidirectional long short-term memory-based model to decode 3 categories of facial expressions from multi-time functional magnetic resonance imaging data. Specifically, we used the spatio-temporal bidirectional long short-term memory module with the ability to simulate time series to grasp the temporal-dependence from visual cortices, and its forward and backward directions simulate bidirectional information flow between visual cortices to capture the bidirectional spatial information. Experimental outcomes indicate that the mean decoding accuracy employing beta estimates of multi-time response signals (Repetition Times(TR)1-6 1 to 6) from 5 participants is significantly higher than that of other time points signals, unidirectional connections, and publicly available models. These results reveal that our model captures temporal-dependencies and bidirectional spatial information from the visual cortices, enhancing decoding performance.

面部表情的视觉感知解码是情感神经科学研究的热点。开发视觉内容和信号之间的映射模型对于解码至关重要。以往的视觉解码模型大多关注大脑对静态图像的反应,而忽略了时间动态特征建模。此外,他们将所有视觉皮质作为一个整体输入到模型中,忽略了视觉信息基于自下而上和自上而下的视觉机制在较低和较高的视觉皮质之间双向流动,因此难以捕获位于不同空间位置的视觉区域之间的双向信息。在此,我们提出了一个基于时空双向长短期记忆的模型来解码来自多时间功能磁共振成像数据的3类面部表情。具体来说,我们使用具有模拟时间序列能力的时空双向长短期记忆模块来掌握视觉皮层的时间依赖性,其正向和反向模拟视觉皮层之间的双向信息流来捕捉双向空间信息。实验结果表明,采用多时间响应信号(重复次数(TR)1 ~ 6 1 ~ 6)的beta估计的平均解码精度显著高于其他时间点信号、单向连接和公开可用的模型。这些结果表明,我们的模型捕获了来自视觉皮层的时间依赖性和双向空间信息,提高了解码性能。
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引用次数: 0
期刊
Cerebral cortex
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