Sensorimotor Cortex

感觉运动皮质
  • 文章类型: Journal Article
    LSD是一种具有复杂神经生物学和行为效应的致幻剂。这些影响的基础是脑神经可塑性的变化。这是第一项追踪青春期LSD暴露后大脑结构和功能发育变化的研究。我们假设在神经可塑性增强的时期给予LSD,特别是在前脑,会影响认知和情绪行为以及相关的潜在神经解剖学和神经电路。给予雌性和雄性小鼠媒介物,从出生后第51天开始,通过口服管饲法单次或多次治疗3.3µgLSD。在出生后第90-120天之间对小鼠进行成像并测试认知和运动行为。MRI数据来自基于体素的形态测量,弥散加权成像,和BOLD静息状态功能连接被记录到小鼠3DMRI图谱中,该图谱具有139个大脑区域,提供了实验组之间整体大脑结构和功能连接的特定部位差异。运动行为和认知表现不受青春期暴露LSD的影响。对于139个大脑区域中的任何一个,实验组之间的大脑体积差异很少,并且没有集中在任何特定的大脑区域。多次暴露于LSD显着改变了大脑大部分区域的灰质微结构。这些变化主要与丘脑有关,感觉和运动皮质,和基底神经节.前脑嗅觉系统、前额叶皮质、后脑小脑和脑干未受影响。多剂量LSD暴露可降低前脑白质束与感觉运动皮质和海马之间的功能连接。在青春期后期暴露于LSD是否会对大脑发育产生持久影响?通过多剂量LSD组中74个大脑区域的DWI值的变化可以看出我们的大部分重要发现。大脑大部分各向异性指数的明显变化表明灰质微结构和神经可塑性发生了变化。当动物被评估为90-120日龄的年轻人时,没有证据表明LSD对认知或运动行为具有相应的影响。实验条件之间特定大脑区域的体积也没有任何差异。前脑白质束与多剂量LSD的连接减少以及感觉运动和海马脑区周围的巩固需要一系列测试来了解这些变化对行为的影响。
    LSD is a hallucinogen with complex neurobiological and behavioral effects. Underlying these effects are changes in brain neuroplasticity. This is the first study to follow the developmental changes in brain structure and function following LSD exposure in periadolescence. We hypothesized LSD given during a time of heightened neuroplasticity, particularly in the forebrain, would affect cognitive and emotional behavior and the associated underlying neuroanatomy and neurocircuitry. Female and male mice were given vehicle, single or multiple treatments of 3.3 µg of LSD by oral gavage starting on postnatal day 51. Between postnatal days 90-120 mice were imaged and tested for cognitive and motor behavior. MRI data from voxel-based morphometry, diffusion weighted imaging, and BOLD resting state functional connectivity were registered to a mouse 3D MRI atlas with 139 brain regions providing site-specific differences in global brain structure and functional connectivity between experimental groups. Motor behavior and cognitive performance were unaffected by periadolescent exposure to LSD. Differences across experimental groups in brain volume for any of the 139 brain areas were few in number and not focused on any specific brain region. Multiple exposures to LSD significantly altered gray matter microarchitecture across much of the brain. These changes were primary associated with the thalamus, sensory and motor cortices, and basal ganglia. The forebrain olfactory system and prefrontal cortex and hindbrain cerebellum and brainstem were unaffected. The functional connectivity between forebrain white matter tracts and sensorimotor cortices and hippocampus was reduced with multidose LSD exposure. Does exposure to LSD in late adolescence have lasting effects on brain development? The bulk of our significant findings were seen through changes is DWI values across 74 brain areas in the multi-dose LSD group. The pronounced changes in indices of anisotropy across much of the brain would suggest altered gray matter microarchitecture and neuroplasticity. There was no evidence of LSD having consequential effects on cognitive or motor behavior when animal were evaluated as young adults 90-120 days of age. Neither were there any differences in the volume of specific brain areas between experimental conditions. The reduction in connectivity in forebrain white matter tracts with multidose LSD and consolidation around sensorimotor and hippocampal brain areas requires a battery of tests to understand the consequences of these changes on behavior.
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  • 文章类型: Journal Article
    背景:抑制性神经递质γ-氨基丁酸(GABA)区域水平的变化可能表明对影响上肢的中风的治疗具有良好反应的潜力。通过在训练期间选择性地改变GABA水平,我们可以诱导长期增强和调节兴奋/抑制平衡(E/I平衡)。然而,这种改变的影响可能受到神经损伤或衰老的限制。有氧运动已被证明可以增加感觉运动皮层中的GABA水平,并通过扩大E/I平衡的动态范围来改善运动学习。横断面项目,急性运动对衰老和慢性中风(EASE)中GABA功能磁共振波谱测量的影响,旨在评估急性有氧运动前后感觉运动皮层中GABA浓度变化的功能相关性。
    方法:EASE将招募30名参与者,其中包括健康的年轻成年人(18-35岁;n=10),老年人(60岁以上;n=10),和慢性中风患者(n=10)影响上肢远端功能。我们将使用静息磁共振波谱来测量所有参与者在有氧运动前后休息时的GABA水平。此外,我们将在健康成年人中使用运动技能获取和回忆任务来使用功能磁共振波谱学。我们假设急性有氧运动会增加静息感觉运动GABA浓度,并且较高的GABA静息水平将预测在磁铁内部和外部采取的措施中更好的运动学习表现。我们还假设,在健康成年人中基于任务的光谱学过程中,GABA的更高动态范围将预测更好的运动技能获取和回忆。
    结论:EASE项目将评估急性运动对GABA水平的影响,作为两个人群(老年成年人和慢性中风患者)上肢运动技能学习的生物标志物。我们预测急性运动,更高的感觉运动GABA水平,和更广泛的动态范围将与更好的运动技能获得有关。
    BACKGROUND: Changes in regional levels of the inhibitory neurotransmitter gamma-aminobutyric acid (GABA) may indicate the potential for favorable responses to the treatment of stroke affecting the upper extremity. By selectively altering GABA levels during training, we may induce long-term potentiation and adjust excitatory/inhibitory balance (E/I balance). However, the impact of this alteration may be limited by neural damage or aging. Aerobic exercise has been shown to increase GABA levels in the sensorimotor cortex and improve motor learning by widening the dynamic range of E/I balance. The cross-sectional project, Effects of Acute Exercise on Functional Magnetic Resonance Spectroscopy Measures of GABA in Aging and Chronic Stroke (EASE), is designed to assess the functional relevance of changes in GABA concentration within the sensorimotor cortex before and after an acute aerobic exercise session.
    METHODS: EASE will enroll 30 participants comprised of healthy younger adults (18-35 years; n = 10), older adults (60+ years; n = 10), and persons with chronic stroke (n = 10) affecting distal upper extremity function. We will use resting magnetic resonance spectroscopy to measure all participants\' GABA levels at rest before and after aerobic exercise. In addition, we will employ functional magnetic resonance spectroscopy using motor skill acquisition and recall tasks in healthy adults. We hypothesize that acute aerobic exercise will increase resting sensorimotor GABA concentration and that higher GABA resting levels will predict better motor learning performance on measures taken both inside and outside the magnet. We also hypothesize that a higher dynamic range of GABA during task-based spectroscopy in healthy adults will predict better motor skill acquisition and recall.
    CONCLUSIONS: The EASE project will evaluate the effect of acute exercise on GABA levels as a biomarker of upper extremity motor skill learning with two populations (aging adults and those with chronic stroke). We predict that acute exercise, higher sensorimotor GABA levels, and broader dynamic range will be related to better motor skill acquisition.
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  • 文章类型: Journal Article
    无论是表演艺术,运动,或日常环境,当我们看着别人移动,我们倾向于享受身体同步运动。我们对身体运动的乐趣通过我们自己先前进行这些运动的经验进一步增强,或者我们的“具体体验”。运动同步与享受之间的关系,以及具体的体验和运动享受,众所周知。运动的乐趣之间的相互作用,同步,和实施方式不太清楚,并且可能是开发丰富社会互动的新方法的核心。为了检查运动享受之间的相互作用,同步,和实施例,我们要求参与者尽可能准确地复制另一个人的动作,从而获得运动序列的具体经验。然后,参与者查看同步执行相同或不同序列的其他对偶,我们评估了参与者对执行这些序列的认识,以及他们对每个动作序列的享受。我们使用功能近红外光谱来测量在参与者进行和观察运动时额颞部感觉运动区域的皮层激活。我们发现,当参与者反映了序列并认识到它时,享受是最大的,这表明意识到实施可能是享受同步运动的核心。对皮层激活与享受和识别之间关系的探索性分析涉及感觉运动皮层,这有利于行动观察和审美加工。这些发现对寻求促进成功的社交互动的临床研究和疗法具有重要意义。
    Whether in performing arts, sporting, or everyday contexts, when we watch others move, we tend to enjoy bodies moving in synchrony. Our enjoyment of body movements is further enhanced by our own prior experience with performing those movements, or our \'embodied experience\'. The relationships between movement synchrony and enjoyment, as well as embodied experience and movement enjoyment, are well known. The interaction between enjoyment of movements, synchrony, and embodiment is less well understood, and may be central for developing new approaches for enriching social interaction. To examine the interplay between movement enjoyment, synchrony, and embodiment, we asked participants to copy another person\'s movements as accurately as possible, thereby gaining embodied experience of movement sequences. Participants then viewed other dyads performing the same or different sequences synchronously, and we assessed participants\' recognition of having performed these sequences, as well as their enjoyment of each movement sequence. We used functional near-infrared spectroscopy to measure cortical activation over frontotemporal sensorimotor regions while participants performed and viewed movements. We found that enjoyment was greatest when participants had mirrored the sequence and recognised it, suggesting that awareness of embodiment may be central to enjoyment of synchronous movements. Exploratory analyses of relationships between cortical activation and enjoyment and recognition implicated the sensorimotor cortices, which subserve action observation and aesthetic processing. These findings hold implications for clinical research and therapies seeking to foster successful social interaction.
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  • 文章类型: Journal Article
    目的:各种神经影像学技术的探索已成为神经科学研究领域的重点。基于光泵浦磁力计(OPM-MEG)的脑磁图已显示出成为下一代功能神经成像的巨大潜力,具有高信号强度和灵活的传感器布置的优点。在这项研究中,我们构建了一个31通道的OPM-MEG系统,并初步比较了OPM-MEG测量的磁响应与功能磁共振成像(fMRI)在抓取任务期间检测到的血氧水平相关信号之间的时空关系.
    方法:对于OPM-MEG,β波段(15-30Hz)振荡活动可以在多个受试者和多个会话运行中可靠地检测到。为了有效地定位抑制性振荡活动,提出了一种基于源功率谱比的成像方法。这种方法与传统的源成像方法进行了比较,如最小范数类型和波束形成器方法,并应用于OPM-MEG源分析。随后,分析了OPM-MEG和fMRI在源水平的空间和时间响应。
    结果:与基准方法相比,通过仿真证实了所提出方法的有效性。我们的演示显示,四个受试者的OPM-MEG和fMRI定位结果之间的平均空间间隔为10.57±4.41mm。此外,fMRI约束的OPM-MEG定位结果表明成像范围更集中.
    结论:综合来看,OPM-MEG表现出的性能将其定位为功能性手术评估的潜在工具.
    OBJECTIVE: The exploration of various neuroimaging techniques have become focal points within the field of neuroscience research. Magnetoencephalography based on optically pumped magnetometers (OPM-MEG) has shown significant potential to be the next generation of functional neuroimaging with the advantages of high signal intensity and flexible sensor arrangement. In this study, we constructed a 31-channel OPM-MEG system and performed a preliminary comparison of the temporal and spatial relationship between magnetic responses measured by OPM-MEG and blood-oxygen-level-dependent signals detected by functional magnetic resonance imaging (fMRI) during a grasping task.
    METHODS: For OPM-MEG, the β-band (15-30 Hz) oscillatory activities can be reliably detected across multiple subjects and multiple session runs. To effectively localize the inhibitory oscillatory activities, a source power-spectrum ratio-based imaging method was proposed. This approach was compared with conventional source imaging methods, such as minimum norm-type and beamformer methods, and was applied in OPM-MEG source analysis. Subsequently, the spatial and temporal responses at the source-level between OPM-MEG and fMRI were analyzed.
    RESULTS: The effectiveness of the proposed method was confirmed through simulations compared to benchmark methods. Our demonstration revealed an average spatial separation of 10.57 ± 4.41 mm between the localization results of OPM-MEG and fMRI across four subjects. Furthermore, the fMRI-constrained OPM-MEG localization results indicated a more focused imaging extent.
    CONCLUSIONS: Taken together, the performance exhibited by OPM-MEG positions it as a potential instrument for functional surgery assessment.
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  • 文章类型: Journal Article
    在轨道和地面实验中,已经证明,电离辐射(IR)可以刺激啮齿动物的运动和探索活动,但这种现象的潜在机制仍未公开。这里,我们研究了组合IR(0.4Gyγ射线和0.14Gy碳-12核)对大鼠运动和探索活动的影响,并在照射后1周和7个月通过基于磁共振成像的形态计量学评估感觉运动皮质体积。对感觉运动皮质组织进行处理,以确定行为和形态效应是否与神经营养蛋白含量的变化有关。受照射的大鼠的特征是运动和探索活动增加,以及寻求新奇的行为,在照射后3天。同时,只有未经照射的大鼠在7个月时感觉运动皮质体积显着减少。虽然在1周时没有显着差异,7个月时,受照射的大鼠的特征是感觉运动皮质中神经营养蛋白3和神经营养蛋白4含量较高。因此,IR可防止与年龄相关的感觉运动皮质体积减少,这与神经营养和神经源性变化有关。同时,IR诱导的运动活动增加可能是观察到的变化的原因。
    In orbital and ground-based experiments, it has been demonstrated that ionizing radiation (IR) can stimulate the locomotor and exploratory activity of rodents, but the underlying mechanism of this phenomenon remains undisclosed. Here, we studied the effect of combined IR (0.4 Gy γ-rays and 0.14 Gy carbon-12 nuclei) on the locomotor and exploratory activity of rats, and assessed the sensorimotor cortex volume by magnetic resonance imaging-based morphometry at 1 week and 7 months post-irradiation. The sensorimotor cortex tissues were processed to determine whether the behavioral and morphologic effects were associated with changes in neurotrophin content. The irradiated rats were characterized by increased locomotor and exploratory activity, as well as novelty-seeking behavior, at 3 days post-irradiation. At the same time, only unirradiated rats experienced a significant decrease in the sensorimotor cortex volume at 7 months. While there were no significant differences at 1 week, at 7 months, the irradiated rats were characterized by higher neurotrophin-3 and neurotrophin-4 content in the sensorimotor cortex. Thus, IR prevents the age-associated decrease in the sensorimotor cortex volume, which is associated with neurotrophic and neurogenic changes. Meanwhile, IR-induced increases in locomotor activity may be the cause of the observed changes.
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  • 文章类型: Journal Article
    闭环神经反馈训练利用诸如头皮脑电图(EEG)的神经信号来操纵特定的神经活动和相关的行为表现。使用卷积神经网络的高密度全头部头皮EEG的时空滤波器可以克服信号源的模糊性,因为每个EEG信号都包括有关远程区域的信息。我们在基于脑机接口(BCI)的神经反馈训练期间同时采集了人类的EEG和功能磁共振图像,并比较了感觉运动网络的重建和建模的血液动力学响应。用卷积神经网络构建的滤波器捕获目标网络中的活动,其空间精度和特异性优于用基于BCI的神经反馈范例中使用的标准管道预处理的EEG信号。检查训练模型的中间层以表征有助于重建的神经元振荡特征。对空间卷积层的分析揭示了分布式皮层电路对重建的贡献,包括额顶和感觉运动区域,以及成功重建血液动力学响应函数的时间卷积层。采用时空滤波器并利用在我们的中间层分析中确定的感觉运动兴奋性的电生理特征将有助于进一步有效的神经反馈干预的发展。
    Closed-loop neurofeedback training utilizes neural signals such as scalp electroencephalograms (EEG) to manipulate specific neural activities and the associated behavioral performance. A spatiotemporal filter for high-density whole-head scalp EEG using a convolutional neural network can overcome the ambiguity of the signaling source because each EEG signal includes information on the remote regions. We simultaneously acquired EEG and functional magnetic resonance images in humans during the brain-computer interface (BCI) based neurofeedback training and compared the reconstructed and modeled hemodynamic responses of the sensorimotor network. Filters constructed with a convolutional neural network captured activities in the targeted network with spatial precision and specificity superior to those of the EEG signals preprocessed with standard pipelines used in BCI-based neurofeedback paradigms. The middle layers of the trained model were examined to characterize the neuronal oscillatory features that contributed to the reconstruction. Analysis of the layers for spatial convolution revealed the contribution of distributed cortical circuitries to reconstruction, including the frontoparietal and sensorimotor areas, and those of temporal convolution layers that successfully reconstructed the hemodynamic response function. Employing a spatiotemporal filter and leveraging the electrophysiological signatures of the sensorimotor excitability identified in our middle layer analysis would contribute to the development of a further effective neurofeedback intervention.
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  • 文章类型: Journal Article
    自适应运动行为取决于分布在大脑中的多个神经系统的协调活动。虽然感觉运动皮层在运动学习中的作用已经得到了很好的确立,高阶大脑系统如何与感觉运动皮层相互作用来指导学习还不太清楚。用功能性核磁共振,我们在基于奖励的运动任务中检查了人脑活动,在该任务中,受试者学会了通过强化反馈来塑造他们的手轨迹。我们将皮质和纹状体功能连接的模式投影到低维流形空间上,并检查了区域在学习过程中如何沿流形扩展和收缩。在早期学习中,我们发现,背侧注意网络中的几个感觉运动区域与显著性/腹侧注意网络区域的协方差增加,与默认模式网络(DMN)区域的协方差降低.在学习后期,这些影响逆转了,感觉运动区域现在与DMN区域的协方差增加。然而,后内侧皮质区域在整个学习阶段表现出相反的模式,它的连通性表明,随着时间的推移,在协调不同网络之间的活动方面发挥了作用。我们的结果建立了支持基于奖励的运动学习的神经变化,并在适应行为时识别了感觉运动与跨模态皮层的功能耦合的不同转变。
    Adaptive motor behavior depends on the coordinated activity of multiple neural systems distributed across the brain. While the role of sensorimotor cortex in motor learning has been well established, how higher-order brain systems interact with sensorimotor cortex to guide learning is less well understood. Using functional MRI, we examined human brain activity during a reward-based motor task where subjects learned to shape their hand trajectories through reinforcement feedback. We projected patterns of cortical and striatal functional connectivity onto a low-dimensional manifold space and examined how regions expanded and contracted along the manifold during learning. During early learning, we found that several sensorimotor areas in the dorsal attention network exhibited increased covariance with areas of the salience/ventral attention network and reduced covariance with areas of the default mode network (DMN). During late learning, these effects reversed, with sensorimotor areas now exhibiting increased covariance with DMN areas. However, areas in posteromedial cortex showed the opposite pattern across learning phases, with its connectivity suggesting a role in coordinating activity across different networks over time. Our results establish the neural changes that support reward-based motor learning and identify distinct transitions in the functional coupling of sensorimotor to transmodal cortex when adapting behavior.
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  • 文章类型: Journal Article
    人类以复杂的方式使用武器,通常需要双手协调。神经系统条件限制了人类运动系统的这一令人印象深刻的特征。了解神经调节技术如何改变双向协调的神经机制是设计有效康复干预措施的重要一步。通过非侵入性激活脊髓,经皮脊髓刺激(tSCS)促进脊髓损伤后运动功能的恢复。大量的研究已经尝试使用各种电生理工具来捕获这些效应的潜在神经机制,但是tSCS对通过脑电图记录的皮层节律的影响仍然知之甚少,尤其是在双动作期间。我们招募了12名神经系统完整的参与者,以研究宫颈tSCS对感觉运动皮质振荡的影响。我们检查了tSCS应用过程中运动运动学的变化,以及在执行代表日常生活活动的单手和双手手臂运动过程中的皮层激活水平和半球间连通性。运动的行为评估表明,当tSCS交付时,在双思路共同目标运动期间,运动时间和误差得到了改善。但是在应用tSCS的情况下,单意和双目标运动的表现没有差异。在阿尔法波段,在单手和双手双目标运动期间,在初级运动皮层和单手运动期间,在体感皮层中,用tSCS沿同步方向调制光谱功率。在贝塔乐队,在进行双向共同目标和单向运动期间,tSCS显着增加了主要运动和体感皮质的光谱功率。仅在存在tSCS的情况下,在单手任务中观察到α带中初级运动皮层的半球间连通性显着增加。我们的观察提供,第一次,有关tSCS作为一种神经调节技术在执行双向和单向手臂运动期间应用于脊髓的脊髓上作用的信息。他们还证实了先前研究中报道的tSCS在皮质水平上的抑制作用。这些发现可能会指导将来使用tSCS改善上肢功能恢复的康复干预措施的设计。
    Humans use their arms in complex ways that often demand two-handed coordination. Neurological conditions limit this impressive feature of the human motor system. Understanding how neuromodulatory techniques may alter neural mechanisms of bimanual coordination is a vital step towards designing efficient rehabilitation interventions. By non-invasively activating the spinal cord, transcutaneous spinal cord stimulation (tSCS) promotes recovery of motor function after spinal cord injury. A multitude of research studies have attempted to capture the underlying neural mechanisms of these effects using a variety of electrophysiological tools, but the influence of tSCS on cortical rhythms recorded via electroencephalography remains poorly understood, especially during bimanual actions. We recruited 12 neurologically intact participants to investigate the effect of cervical tSCS on sensorimotor cortical oscillations. We examined changes in the movement kinematics during the application of tSCS as well as the cortical activation level and interhemispheric connectivity during the execution of unimanual and bimanual arm reaching movements that represent activities of daily life. Behavioral assessment of the movements showed improvement of movement time and error during a bimanual common-goal movement when tSCS was delivered, but no difference was found in the performance of unimanual and bimanual dual-goal movements with the application of tSCS. In the alpha band, spectral power was modulated with tSCS in the direction of synchronization in the primary motor cortex during unimanual and bimanual dual-goal movements and in the somatosensory cortex during unimanual movements. In the beta band, tSCS significantly increased spectral power in the primary motor and somatosensory cortices during the performance of bimanual common-goal and unimanual movements. A significant increase in interhemispheric connectivity in the primary motor cortex in the alpha band was only observed during unimanual tasks in the presence of tSCS. Our observations provide, for the first time, information regarding the supra-spinal effects of tSCS as a neuromodulatory technique applied to the spinal cord during the execution of bi- and unimanual arm movements. They also corroborate the suppressive effect of tSCS at the cortical level reported in previous studies. These findings may guide the design of improved rehabilitation interventions using tSCS for the recovery of upper-limb function in the future.
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  • 文章类型: Journal Article
    本研究旨在研究胶质瘤患者大脑感觉运动区域的结构重组,区分那些受损和未受损的力量。使用基于体素的形态测量(VBM)和感兴趣区域(ROI)分析,比较了主运动回的灰质体积(GMV),初级感觉回,电机前区域,双侧辅助电机区,和内侧Brodmann区域8(BA8)。结果显示,在右半球胶质瘤患者中,受损组的右侧内侧BA8体积明显大于未受损组,两组均超过16个健康对照(HCs)的体积。在左半球胶质瘤患者中,与未受损组相比,受损组的右辅助运动区(SMA)更为明显,两组均大于HCs。此外,两个受损组的右侧内侧BA8体积均大于HC.运动前区域的手和躯干相关皮质的灰质对侧扩张,中央前回,与HCs相比,观察到中央后回。此外,在手医学研究理事会(MRC)评分与对侧SMA和双侧内侧BA8体积之间呈负相关.值得注意的是,我们的研究结果揭示了两种分析方法在确定感觉运动皮层内显著的结构重组方面的一致结果.这些一致的发现强调了神经胶质瘤存在的适应性神经可塑性反应,强调进一步神经外科计划和康复策略的潜在兴趣领域。
    This study aims to investigate the structural reorganization in the sensorimotor area of the brain in patients with gliomas, distinguishing between those with impaired and unimpaired strength. Using voxel-based morphometry (VBM) and region of interest (ROI) analysis, gray matter volumes (GMV) were compared in the contralesional primary motor gyrus, primary sensory gyrus, premotor area, bilateral supplementary motor area, and medial Brodmann area 8 (BA8). The results revealed that in patients with right hemisphere gliomas, the right medial BA8 volume was significantly larger in the impaired group than in the unimpaired group, with both groups exceeding the volume in 16 healthy controls (HCs). In patients with left hemisphere gliomas, the right supplementary motor area (SMA) was more pronounced in the impaired group compared to the unimpaired group, and both groups were greater than HCs. Additionally, the volumes of the right medial BA8 in both the impaired group were greater than HCs. Contralateral expansions in the gray matter of hand- and trunk-related cortices of the premotor area, precentral gyrus, and postcentral gyrus were observed compared to HCs. Furthermore, a negative correlation was found between hand Medical Research Council (MRC) score and volumes of the contralateral SMA and bilateral medial BA8. Notably, our findings reveal consistent results across both analytical approaches in identifying significant structural reorganizations within the sensorimotor cortex. These consistent findings underscore the adaptive neuroplastic responses to glioma presence, highlighting potential areas of interest for further neurosurgical planning and rehabilitation strategies.
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  • 文章类型: Journal Article
    动物对自己的身体有很好的控制,允许他们执行各种各样的行为。大脑如何实施这种控制,然而,尚不清楚。推进我们的理解需要能够将控制原则与行为动物的神经活动结构联系起来的模型。为了促进这一点,我们建立了一个“虚拟啮齿动物”,其中人工神经网络在物理模拟器2中启动大鼠1的生物力学逼真模型。我们使用深度强化学习3-5训练虚拟主体模仿自由移动大鼠的行为,因此,我们可以将真实大鼠中记录的神经活动与模仿其行为的虚拟啮齿动物的网络活动进行比较。我们发现,虚拟啮齿动物的网络活动比真实大鼠运动的任何特征更好地预测了感觉运动纹状体和运动皮层中的神经活动,与实施逆动力学的两个区域一致6。此外,网络的潜在变异性预测了跨行为的神经变异性的结构,并以符合最优反馈控制7的最小干预原则的方式提供了鲁棒性。这些结果表明,生物力学逼真的虚拟动物的物理模拟如何帮助解释行为中神经活动的结构,并将其与运动控制的理论原理联系起来。
    Animals have exquisite control of their bodies, allowing them to perform a diverse range of behaviours. How such control is implemented by the brain, however, remains unclear. Advancing our understanding requires models that can relate principles of control to the structure of neural activity in behaving animals. Here, to facilitate this, we built a \'virtual rodent\', in which an artificial neural network actuates a biomechanically realistic model of the rat1 in a physics simulator2. We used deep reinforcement learning3-5 to train the virtual agent to imitate the behaviour of freely moving rats, thus allowing us to compare neural activity recorded in real rats to the network activity of a virtual rodent mimicking their behaviour. We found that neural activity in the sensorimotor striatum and motor cortex was better predicted by the virtual rodent\'s network activity than by any features of the real rat\'s movements, consistent with both regions implementing inverse dynamics6. Furthermore, the network\'s latent variability predicted the structure of neural variability across behaviours and afforded robustness in a way consistent with the minimal intervention principle of optimal feedback control7. These results demonstrate how physical simulation of biomechanically realistic virtual animals can help interpret the structure of neural activity across behaviour and relate it to theoretical principles of motor control.
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