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Compensation or Preservation? Different Roles of Functional Lateralization in Speech Perception of Older Non-musicians and Musicians. 补偿还是保护?功能侧化在老年非音乐家和音乐家语音感知中的不同作用
IF 5.9 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-12-01 Epub Date: 2024-06-05 DOI: 10.1007/s12264-024-01234-x
Xinhu Jin, Lei Zhang, Guowei Wu, Xiuyi Wang, Yi Du

Musical training can counteract age-related decline in speech perception in noisy environments. However, it remains unclear whether older non-musicians and musicians rely on functional compensation or functional preservation to counteract the adverse effects of aging. This study utilized resting-state functional connectivity (FC) to investigate functional lateralization, a fundamental organization feature, in older musicians (OM), older non-musicians (ONM), and young non-musicians (YNM). Results showed that OM outperformed ONM and achieved comparable performance to YNM in speech-in-noise and speech-in-speech tasks. ONM exhibited reduced lateralization than YNM in lateralization index (LI) of intrahemispheric FC (LI_intra) in the cingulo-opercular network (CON) and LI of interhemispheric heterotopic FC (LI_he) in the language network (LAN). Conversely, OM showed higher neural alignment to YNM (i.e., a more similar lateralization pattern) compared to ONM in CON, LAN, frontoparietal network (FPN), dorsal attention network (DAN), and default mode network (DMN), indicating preservation of youth-like lateralization patterns due to musical experience. Furthermore, in ONM, stronger left-lateralized and lower alignment-to-young of LI_intra in the somatomotor network (SMN) and DAN and LI_he in DMN correlated with better speech performance, indicating a functional compensation mechanism. In contrast, stronger right-lateralized LI_intra in FPN and DAN and higher alignment-to-young of LI_he in LAN correlated with better performance in OM, suggesting a functional preservation mechanism. These findings highlight the differential roles of functional preservation and compensation of lateralization in speech perception in noise among elderly individuals with and without musical expertise, offering insights into successful aging theories from the lens of functional lateralization and speech perception.

在嘈杂环境中,音乐训练可以抵消与年龄相关的语音感知能力下降。然而,目前还不清楚老年非音乐家和音乐家是依靠功能补偿还是功能保存来抵消衰老的不利影响。本研究利用静息态功能连接(FC)来研究老年音乐家(OM)、老年非音乐家(ONM)和年轻非音乐家(YNM)的功能侧化这一基本组织特征。结果显示,老年音乐家的表现优于老年非音乐家,在噪声语音和言语语音任务中的表现与青年非音乐家相当。在脑盖内FC侧化指数(LI)和语言网络(LAN)侧化指数(LI_he)方面,ONM的侧化程度低于YNM。相反,与ONM相比,OM在CON、LAN、前顶叶网络(FPN)、背侧注意网络(DAN)和默认模式网络(DMN)中表现出更高的神经一致性(即更相似的侧化模式),这表明由于音乐经验的积累,类似青年的侧化模式得以保留。此外,在ONM中,躯体运动网络(SMN)中的LI_intra和DMN中的DAN和LI_he的左外侧化更强且对青年的对齐度更低,这与更好的言语表现相关,表明存在功能补偿机制。相反,FPN 和 DAN 中更强的右侧化 LI_intra 和 LAN 中更高的 LI_he align-to-young 与更好的 OM 表现相关,表明这是一种功能保留机制。这些发现凸显了有音乐专长和无音乐专长的老年人在噪声中的语音感知中侧化功能保存和补偿的不同作用,从侧化功能和语音感知的角度为成功老化理论提供了启示。
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引用次数: 0
Microglial EPOR Contribute to Sevoflurane-induced Developmental Fine Motor Deficits Through Synaptic Pruning in Mice. 小胶质细胞 EPOR 通过突触修剪导致七氟醚诱导的小鼠精细运动发育缺陷
IF 5.9 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-12-01 Epub Date: 2024-06-21 DOI: 10.1007/s12264-024-01248-5
Danyi He, Xiaotong Shi, Lirong Liang, Youyi Zhao, Sanxing Ma, Shuhui Cao, Bing Liu, Zhenzhen Gao, Xiao Zhang, Ze Fan, Fang Kuang, Hui Zhang

Clinical researches including the Mayo Anesthesia Safety in Kids (MASK) study have found that children undergoing multiple anesthesia may have a higher risk of fine motor control difficulties. However, the underlying mechanisms remain elusive. Here, we report that erythropoietin receptor (EPOR), a microglial receptor associated with phagocytic activity, was significantly downregulated in the medial prefrontal cortex of young mice after multiple sevoflurane anesthesia exposure. Importantly, we found that the inhibited erythropoietin (EPO)/EPOR signaling axis led to microglial polarization, excessive excitatory synaptic pruning, and abnormal fine motor control skills in mice with multiple anesthesia exposure, and those above-mentioned situations were fully reversed by supplementing EPO-derived peptide ARA290 by intraperitoneal injection. Together, the microglial EPOR was identified as a key mediator regulating early synaptic development in this study, which impacted sevoflurane-induced fine motor dysfunction. Moreover, ARA290 might serve as a new treatment against neurotoxicity induced by general anesthesia in clinical practice by targeting the EPO/EPOR signaling pathway.

包括梅奥儿童麻醉安全(MASK)研究在内的临床研究发现,接受多次麻醉的儿童出现精细运动控制障碍的风险可能更高。然而,其潜在的机制仍然难以捉摸。在这里,我们报告了小鼠在多次接受七氟醚麻醉后,其内侧前额叶皮层中与吞噬活性相关的小胶质细胞受体红细胞生成素受体(EPOR)会显著下调。重要的是,我们发现红细胞生成素(EPO)/EPOR信号轴的抑制导致了多次麻醉暴露小鼠的小胶质细胞极化、过度兴奋性突触修剪和精细运动控制能力异常,而通过腹腔注射补充EPO衍生肽ARA290可完全逆转上述情况。综上所述,本研究发现小胶质细胞EPOR是调节早期突触发育的关键介质,它影响了七氟醚诱导的精细运动功能障碍。此外,ARA290通过靶向EPO/EPOR信号通路,可作为一种新的治疗方法,在临床实践中对抗全身麻醉引起的神经毒性。
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引用次数: 0
Neurobiology of Obsessive-Compulsive Disorder from Genes to Circuits: Insights from Animal Models. 从基因到电路的强迫症神经生物学:动物模型的启示
IF 5.9 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-12-01 Epub Date: 2024-07-09 DOI: 10.1007/s12264-024-01252-9
Ying-Dan Zhang, Dong-Dong Shi, Zhen Wang

Obsessive-compulsive disorder (OCD) is a chronic, severe psychiatric disorder that has been ranked by the World Health Organization as one of the leading causes of illness-related disability, and first-line interventions are limited in efficacy and have side-effect issues. However, the exact pathophysiology underlying this complex, heterogeneous disorder remains unknown. This scenario is now rapidly changing due to the advancement of powerful technologies that can be used to verify the function of the specific gene and dissect the neural circuits underlying the neurobiology of OCD in rodents. Genetic and circuit-specific manipulation in rodents has provided important insights into the neurobiology of OCD by identifying the molecular, cellular, and circuit events that induce OCD-like behaviors. This review will highlight recent progress specifically toward classic genetic animal models and advanced neural circuit findings, which provide theoretical evidence for targeted intervention on specific molecular, cellular, and neural circuit events.

强迫症(OCD)是一种慢性、严重的精神障碍,已被世界卫生组织列为导致疾病相关残疾的主要原因之一,而一线干预措施的疗效有限且存在副作用问题。然而,这种复杂、异质性疾病的确切病理生理学仍不为人知。现在,由于强大技术的进步,这种情况正在迅速改变,这些技术可以用来验证特定基因的功能,并剖析啮齿类动物强迫症神经生物学背后的神经回路。在啮齿类动物中进行基因和神经回路特异性操作,通过确定诱发强迫症样行为的分子、细胞和神经回路事件,为强迫症的神经生物学提供了重要的见解。本综述将重点介绍最近在经典遗传动物模型和先进神经回路研究成果方面取得的进展,这些研究成果为有针对性地干预特定分子、细胞和神经回路事件提供了理论依据。
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引用次数: 0
Neural Network Mechanisms Underlying General Anesthesia: Cortical and Subcortical Nuclei. 全身麻醉的神经网络机制:皮层和皮层下神经核
IF 5.9 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-12-01 Epub Date: 2024-08-21 DOI: 10.1007/s12264-024-01286-z
Yue Hu, Yun Wang, Lingjing Zhang, Mengqiang Luo, Yingwei Wang

General anesthesia plays a significant role in modern medicine. However, the precise mechanism of general anesthesia remains unclear, posing a key scientific challenge in anesthesiology. Advances in neuroscience techniques have enabled targeted manipulation of specific neural circuits and the capture of brain-wide neural activity at high resolution. These advances hold promise for elucidating the intricate mechanisms of action of general anesthetics. This review aims to summarize our current understanding of the role of cortical and subcortical nuclei in modulating general anesthesia, providing new evidence of cortico-cortical and thalamocortical networks in relation to anesthesia and consciousness. These insights contribute to a comprehensive understanding of the neural network mechanisms underlying general anesthesia.

全身麻醉在现代医学中发挥着重要作用。然而,全身麻醉的确切机制仍不清楚,这给麻醉学带来了关键的科学挑战。神经科学技术的进步使人们能够对特定神经回路进行有针对性的操作,并以高分辨率捕捉整个大脑的神经活动。这些进步为阐明全身麻醉药复杂的作用机制带来了希望。本综述旨在总结我们目前对皮层和皮层下神经核在调节全身麻醉中的作用的理解,提供皮层-皮层和丘脑-皮层网络与麻醉和意识相关的新证据。这些见解有助于全面了解全身麻醉的神经网络机制。
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引用次数: 0
A Novel Real-time Phase Prediction Network in EEG Rhythm. 一种新的脑电节律实时相位预测网络。
IF 5.9 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-29 DOI: 10.1007/s12264-024-01321-z
Hao Liu, Zihui Qi, Yihang Wang, Zhengyi Yang, Lingzhong Fan, Nianming Zuo, Tianzi Jiang

Closed-loop neuromodulation, especially using the phase of the electroencephalography (EEG) rhythm to assess the real-time brain state and optimize the brain stimulation process, is becoming a hot research topic. Because the EEG signal is non-stationary, the commonly used EEG phase-based prediction methods have large variances, which may reduce the accuracy of the phase prediction. In this study, we proposed a machine learning-based EEG phase prediction network, which we call EEG phase prediction network (EPN), to capture the overall rhythm distribution pattern of subjects and map the instantaneous phase directly from the narrow-band EEG data. We verified the performance of EPN on pre-recorded data, simulated EEG data, and a real-time experiment. Compared with widely used state-of-the-art models (optimized multi-layer filter architecture, auto-regress, and educated temporal prediction), EPN achieved the lowest variance and the greatest accuracy. Thus, the EPN model will provide broader applications for EEG phase-based closed-loop neuromodulation.

闭环神经调节,特别是利用脑电图节律的相位来实时评估大脑状态,优化脑刺激过程,正成为研究的热点。由于脑电信号是非平稳的,常用的基于脑电信号相位的预测方法存在较大的方差,这可能会降低相位预测的准确性。在本研究中,我们提出了一种基于机器学习的脑电相位预测网络,我们称之为脑电相位预测网络(EEG phase prediction network, EPN),以捕捉被试的整体节律分布模式,并直接从窄带脑电数据中映射瞬时相位。我们在预记录数据、模拟脑电图数据和实时实验上验证了EPN的性能。与目前广泛使用的最先进的模型(优化的多层滤波器结构、自回归和教育时间预测)相比,EPN实现了最小的方差和最高的精度。因此,EPN模型将为基于EEG相位的闭环神经调节提供更广泛的应用。
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引用次数: 0
Alpha-synuclein Fibrils Inhibit Activation of the BDNF/ERK Signaling Loop in the mPFC to Induce Parkinson's Disease-like Alterations with Depression. α -突触核蛋白原纤维抑制mPFC中BDNF/ERK信号回路的激活,诱导帕金森病样改变伴抑郁症
IF 5.9 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-28 DOI: 10.1007/s12264-024-01323-x
Zhuoran Ma, Yan Xu, Piaopiao Lian, Yi Wu, Ke Liu, Zhaoyuan Zhang, Zhicheng Tang, Xiaoman Yang, Xuebing Cao

Depression (Dep) is one of the most common concomitant symptoms of Parkinson's disease (PD), but there is a lack of detailed pathologic evidence for the occurrence of PD-Dep. Currently, the management of symptoms from both conditions using conventional pharmacological interventions remains a formidable task. In this study, we found impaired activation of extracellular signal-related kinase (ERK), reduced levels of transcription and translation, and decreased expression of brain-derived neurotrophic factor (BDNF) in the medial prefrontal cortex (mPFC) of PD-Dep rats. We demonstrated that the abnormal phosphorylation of α-synuclein (pS129) induced tropomyosin-related kinase receptor type B (TrkB) retention at the neuronal cell membrane, leading to BDNF/TrkB signaling dysfunction. We chose SEW2871 as an ameliorator to upregulate ERK phosphorylation. The results showed that PD-Dep rats exhibited improvement in behavioral manifestations of PD and depression. In addition, a reduction in pS129 was accompanied by a restoration of the function of the BDNF/ERK signaling loop in the mPFC of PD-Dep rats.

抑郁(Dep)是帕金森病(PD)最常见的伴随症状之一,但PD-Dep的发生缺乏详细的病理证据。目前,从这两种情况的症状管理使用传统的药理学干预仍然是一个艰巨的任务。在本研究中,我们发现PD-Dep大鼠内侧前额叶皮层(mPFC)细胞外信号相关激酶(ERK)激活受损,转录和翻译水平降低,脑源性神经营养因子(BDNF)表达降低。我们证明了α-突触核蛋白(pS129)的异常磷酸化诱导原肌球蛋白相关激酶受体B型(TrkB)在神经元细胞膜上的保留,导致BDNF/TrkB信号功能障碍。我们选择SEW2871作为上调ERK磷酸化的改善剂。结果显示,PD- dep大鼠PD和抑郁的行为表现均有改善。此外,pS129的减少伴随着pd - deep大鼠mPFC中BDNF/ERK信号回路功能的恢复。
{"title":"Alpha-synuclein Fibrils Inhibit Activation of the BDNF/ERK Signaling Loop in the mPFC to Induce Parkinson's Disease-like Alterations with Depression.","authors":"Zhuoran Ma, Yan Xu, Piaopiao Lian, Yi Wu, Ke Liu, Zhaoyuan Zhang, Zhicheng Tang, Xiaoman Yang, Xuebing Cao","doi":"10.1007/s12264-024-01323-x","DOIUrl":"https://doi.org/10.1007/s12264-024-01323-x","url":null,"abstract":"<p><p>Depression (Dep) is one of the most common concomitant symptoms of Parkinson's disease (PD), but there is a lack of detailed pathologic evidence for the occurrence of PD-Dep. Currently, the management of symptoms from both conditions using conventional pharmacological interventions remains a formidable task. In this study, we found impaired activation of extracellular signal-related kinase (ERK), reduced levels of transcription and translation, and decreased expression of brain-derived neurotrophic factor (BDNF) in the medial prefrontal cortex (mPFC) of PD-Dep rats. We demonstrated that the abnormal phosphorylation of α-synuclein (pS129) induced tropomyosin-related kinase receptor type B (TrkB) retention at the neuronal cell membrane, leading to BDNF/TrkB signaling dysfunction. We chose SEW2871 as an ameliorator to upregulate ERK phosphorylation. The results showed that PD-Dep rats exhibited improvement in behavioral manifestations of PD and depression. In addition, a reduction in pS129 was accompanied by a restoration of the function of the BDNF/ERK signaling loop in the mPFC of PD-Dep rats.</p>","PeriodicalId":19314,"journal":{"name":"Neuroscience bulletin","volume":" ","pages":""},"PeriodicalIF":5.9,"publicationDate":"2024-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142751432","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Associative Learning-Induced Synaptic Potentiation at the Two Major Hippocampal CA1 Inputs for Cued Memory Acquisition. 联想学习诱导海马 CA1 两大输入端突触电位增强,促进诱导记忆的获得
IF 5.9 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-27 DOI: 10.1007/s12264-024-01327-7
Bing-Ying Wang, Bo Wang, Bo Cao, Ling-Ling Gu, Jiayu Chen, Hua He, Zheng Zhao, Fujun Chen, Zhiru Wang

Learning-associated functional plasticity at hippocampal synapses remains largely unexplored. Here, in a single session of reward-based trace conditioning, we examine learning-induced synaptic plasticity in the dorsal CA1 hippocampus (dCA1). Local field-potential recording combined with selective optogenetic inhibition first revealed an increase of dCA1 synaptic responses to the conditioned stimulus (CS) induced during conditioning at both Schaffer collaterals to the stratum radiatum (Rad) and temporoammonic input to the lacunosum moleculare (LMol). At these dCA1 inputs, synaptic potentiation of CS-responding excitatory synapses was further demonstrated by locally blocking NMDA receptors during conditioning and whole-cell recording sensory-evoked synaptic responses in dCA1 neurons from naive animals. An overall similar time course of the induction of synaptic potentiation was found in the Rad and LMol by multiple-site recording; this emerged later and saturated earlier than conditioned behavioral responses. Our experiments demonstrate a cued memory-associated dCA1 synaptic plasticity induced at both Schaffer collaterals and temporoammonic pathways.

海马突触与学习相关的功能可塑性在很大程度上仍未得到研究。在这里,我们通过一次基于奖赏的痕迹条件反射,研究了学习在背侧 CA1 海马(dCA1)中诱导的突触可塑性。局部场电位记录结合选择性光遗传抑制首先发现,在条件反射(CS)诱导的条件刺激(conditioned stimulus,CS)过程中,dCA1突触反应在通向放射层(stratum radiatum,Rad)的沙弗袢和通向黑腔(lacunosum moleculare,LMol)的颞肌输入处均有所增加。在这些 dCA1 输入端,通过在调节过程中局部阻断 NMDA 受体和全细胞记录来自天真动物的 dCA1 神经元的感觉诱发的突触反应,进一步证实了 CS 反应兴奋性突触的突触电位。在 Rad 和 LMol 中通过多点记录发现,诱导突触电位的时间过程总体上相似;这比条件行为反应出现得更晚,饱和得更早。我们的实验证明了沙弗副神经和颞神经通路诱导的与提示记忆相关的 dCA1 突触可塑性。
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引用次数: 0
Ventral Hippocampal CA1 GADD45B Regulates Susceptibility to Social Stress by Influencing NMDA Receptor-Mediated Synaptic Plasticity. 腹侧海马CA1 GADD45B通过影响NMDA受体介导的突触可塑性调节对社会压力的易感性
IF 5.9 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-27 DOI: 10.1007/s12264-024-01325-9
Mengbing Huang, Jian Bao, Xiaoqing Tao, Yifan Niu, Kaiwei Li, Ji Wang, Xiaokang Gong, Rong Yang, Yuran Gui, Hongyan Zhou, Yiyuan Xia, Youhua Yang, Binlian Sun, Wei Liu, Xiji Shu

Growth arrest DNA damage-inducible protein 45 β (GADD45B) has been reported to be a regulatory factor for active DNA demethylation and is implicated in the modulation of synaptic plasticity and chronic stress-related psychopathological processes. However, its precise role and mechanism of action in stress susceptibility remain elusive. In this study, we found a significant reduction in GADD45B expression specifically in the ventral, but not the dorsal hippocampal CA1 (dCA1) of stress-susceptible mice. Furthermore, we demonstrated that GADD45B negatively regulates susceptibility to social stress and NMDA receptor-dependent long-term potentiation (LTP) in the ventral hippocampal CA1 (vCA1). Importantly, through pharmacological inhibition using the NMDA receptor antagonist MK801, we provided further evidence supporting the hypothesis that GADD45B potentially modulates susceptibility to social stress by influencing NMDA receptor-mediated LTP. Collectively, these results suggested that modulation of NMDA receptor-mediated synaptic plasticity is a pivotal mechanism underlying the regulation of susceptibility to social stress by GADD45B.

据报道,生长停滞 DNA 损伤诱导蛋白 45 β(GADD45B)是活性 DNA 去甲基化的调控因子,与突触可塑性和慢性应激相关精神病理过程的调节有关。然而,它在应激易感性中的确切作用和作用机制仍然难以捉摸。在这项研究中,我们发现 GADD45B 在应激易感性小鼠腹侧海马 CA1(dCA1)而非背侧的表达明显减少。此外,我们还证明了 GADD45B 对社会应激易感性和腹侧海马 CA1(vCA1)中 NMDA 受体依赖性长期电位(LTP)具有负向调节作用。重要的是,通过使用 NMDA 受体拮抗剂 MK801 进行药理抑制,我们提供了进一步的证据,支持 GADD45B 可能通过影响 NMDA 受体介导的 LTP 来调节对社会压力的易感性这一假设。总之,这些结果表明,对NMDA受体介导的突触可塑性的调节是GADD45B调节社会应激易感性的关键机制。
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引用次数: 0
Activation of Centromedial Amygdala GABAergic Neurons Produces Hypotension in Mice. 激活中央区杏仁核 GABA 能神经元可导致小鼠低血压
IF 5.9 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-25 DOI: 10.1007/s12264-024-01317-9
Xiaoyi Wang, Ziteng Yue, Luo Shi, Wei He, Liuqi Shao, Yuhang Liu, Jinye Zhang, Shangyu Bi, Tianjiao Deng, Fang Yuan, Sheng Wang

The central amygdala (CeA) is a crucial modulator of emotional, behavioral, and autonomic functions, including cardiovascular responses. Despite its importance, the specific circuit by which the CeA modulates blood pressure remains insufficiently explored. Our investigations demonstrate that photostimulation of GABAergic neurons in the centromedial amygdala (CeMGABA), as opposed to those in the centrolateral amygdala (CeL), produces a depressor response in both anesthetized and freely-moving mice. In addition, activation of CeMGABA axonal terminals projecting to the nucleus tractus solitarius (NTS) significantly reduces blood pressure. These CeMGABA neurons form synaptic connections with NTS neurons, allowing for the modulation of cardiovascular responses by influencing the caudal or rostral ventrolateral medulla. Furthermore, CeMGABA neurons targeting the NTS receive dense inputs from the CeL. Consequently, stimulation of CeMGABA neurons elicits hypotension through the CeM-NTS circuit, offering deeper insights into the cardiovascular responses associated with emotions and behaviors.

中央杏仁核(CeA)是情绪、行为和自律神经功能(包括心血管反应)的重要调节器。尽管杏仁核非常重要,但人们对杏仁核调节血压的具体回路仍然缺乏足够的研究。我们的研究表明,与杏仁核中央外侧(CeL)的 GABA 能神经元相比,光刺激杏仁核中央内侧(CeMGABA)的 GABA 能神经元会在麻醉和自由活动的小鼠体内产生降压反应。此外,激活投射到脊髓束核(NTS)的 CeMGABA 轴突末梢可显著降低血压。这些 CeMGABA 神经元与 NTS 神经元形成突触连接,可通过影响尾侧或喙侧腹外侧延髓来调节心血管反应。此外,以 NTS 为靶点的 CeMGABA 神经元会接受来自 CeL 的密集输入。因此,刺激 CeMGABA 神经元可通过 CeM-NTS 回路引起低血压,从而更深入地了解与情绪和行为相关的心血管反应。
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引用次数: 0
A Method for Detecting Depression in Adolescence Based on an Affective Brain-Computer Interface and Resting-State Electroencephalogram Signals. 基于情感脑机接口和静息状态脑电信号的青少年抑郁症检测方法。
IF 5.9 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-20 DOI: 10.1007/s12264-024-01319-7
Zijing Guan, Xiaofei Zhang, Weichen Huang, Kendi Li, Di Chen, Weiming Li, Jiaqi Sun, Lei Chen, Yimiao Mao, Huijun Sun, Xiongzi Tang, Liping Cao, Yuanqing Li

Depression is increasingly prevalent among adolescents and can profoundly impact their lives. However, the early detection of depression is often hindered by the time-consuming diagnostic process and the absence of objective biomarkers. In this study, we propose a novel approach for depression detection based on an affective brain-computer interface (aBCI) and the resting-state electroencephalogram (EEG). By fusing EEG features associated with both emotional and resting states, our method captures comprehensive depression-related information. The final depression detection model, derived through decision fusion with multiple independent models, further enhances detection efficacy. Our experiments involved 40 adolescents with depression and 40 matched controls. The proposed model achieved an accuracy of 86.54% on cross-validation and 88.20% on the independent test set, demonstrating the efficiency of multimodal fusion. In addition, further analysis revealed distinct brain activity patterns between the two groups across different modalities. These findings hold promise for new directions in depression detection and intervention.

抑郁症在青少年中的发病率越来越高,会对他们的生活产生深远的影响。然而,由于诊断过程耗时且缺乏客观的生物标志物,抑郁症的早期检测往往受到阻碍。在这项研究中,我们提出了一种基于情感脑机接口(aBCI)和静息状态脑电图(EEG)的新型抑郁症检测方法。通过融合与情绪和静息状态相关的脑电图特征,我们的方法能捕捉到与抑郁相关的全面信息。通过与多个独立模型进行决策融合得出的最终抑郁检测模型进一步提高了检测效率。我们的实验涉及 40 名患有抑郁症的青少年和 40 名匹配的对照组。所提出的模型在交叉验证中达到了 86.54% 的准确率,在独立测试集上达到了 88.20% 的准确率,证明了多模态融合的高效性。此外,进一步的分析还发现了两组患者在不同模态下截然不同的大脑活动模式。这些发现为抑郁症的检测和干预提供了新的方向。
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引用次数: 0
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