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Absence of Testes at Puberty Impacts Functional Development of Nigrostriatal But Not Mesoaccumbal Dopamine Terminals in a Wild-Derived Mouse. 在野生源性小鼠中,青春期睾丸缺失会影响黑质纹状体的功能发育,但不会影响伏隔中脑多巴胺终端。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-15 Print Date: 2026-01-01 DOI: 10.1523/ENEURO.0212-25.2025
Samantha Jackson, Jaewan Mun, George Prounis, Chayarndorn Phumsatitpong, Niloofar Motahari, Lance Kriegsfeld, Markita P Landry, Linda Wilbrecht

The nigrostriatal and mesoaccumbal dopamine systems are thought to contribute to changes in behavior and learning during adolescence, yet it is unclear how the rise in gonadal hormones at puberty impacts the function of these systems. We studied the impact of prepubertal gonadectomy (GDX) on later evoked dopamine release in male Mus spicilegus, a mouse whose adolescent life history has been carefully characterized in the wild and laboratory. To examine how puberty impacts dopamine neuron function in M. spicilegus males, we removed the gonads prepubertally at postnatal day (P)25 and then examined evoked dopamine release in the dorsomedial, dorsolateral (DLS), and nucleus accumbens core regions of striatal slices at P60-70 (late adolescence/early adulthood). To measure dopamine release, we used near-infrared catecholamine nanosensors which enable study of spatial distribution of dopamine release. We found that prepubertal GDX led to a significantly reduced density of dopamine release sites and reduced dopamine release at each site in the DLS nigrostriatal system compared with sham controls. In contrast, mesoaccumbal dopamine release was comparable between sham and gonadectomized groups. Our data suggest that during adolescence, the development of the nigrostriatal dopamine system is significantly affected by the rise in gonadal hormones in males, while the mesoaccumbal system shows no detectable sensitivity at this time point. These data are consistent with molecular studies in rodents that suggest nigrostriatal neurons are sensitive to androgens at puberty and extend our understanding of how gonadal hormones could impact the spatial distribution and release potential of dopamine terminals in the striatum.

黑质纹状体和中伏隔多巴胺系统被认为有助于青春期行为和学习的变化,但目前尚不清楚青春期性激素的增加如何影响这些系统的功能。我们研究了青春期前性腺切除对雄性spicilegus(一种在野外和实验室中被仔细描述了青春期生活史的小鼠)后来诱发的多巴胺释放的影响。为了研究青春期对雄性spicilegus雄性多巴胺系统的影响,我们在P25去除青春期前的性腺,然后在P60-70(青春期晚期/成年早期)检测纹状体切片背内侧、背外侧和伏隔核核心区域的多巴胺释放。为了测量多巴胺的释放,我们使用了近红外儿茶酚胺纳米传感器(nIRCats)来研究多巴胺释放的空间分布。我们发现,与假对照相比,青春期前性腺切除术导致背外侧黑质纹状体系统中每个部位的多巴胺释放密度显著降低。相比之下,假手术组和去性腺组的伏隔神经节多巴胺释放量相当。我们的数据表明,在青春期,男性的黑质纹状体多巴胺系统的发育受到性腺激素上升的显著影响,而中伏神经系统在这个时间点没有显示出可检测到的敏感性。这些数据与啮齿类动物的分子研究一致,表明黑质纹状体神经元在青春期对雄激素敏感,并扩展了我们对性激素如何影响纹状体中多巴胺末端的空间分布和释放电位的理解。在这里,我们使用一种野生衍生的物种——spicilegus来研究青少年发育。这个物种比标准的实验室老鼠更有价值,因为它更有可能表现出与扩散和其他自然行为相关的进化发育程序。利用该野生源物种和诱发多巴胺释放的空间分辨率指标,我们可以测试青春期性腺激素的上升是否在纹状体多巴胺末端功能成熟中起作用。这些发现可以帮助我们更好地理解人类在健康和疾病背景下协调青春期里程碑行为变化的发展程序。
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引用次数: 0
Neural Signatures of Engagement and Event Segmentation during Story Listening in Background Noise. 背景噪声下故事聆听过程中参与与事件分割的神经特征。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-14 Print Date: 2026-01-01 DOI: 10.1523/ENEURO.0385-25.2025
Björn Herrmann, Aysha Motala, Ryan A Panela, Ingrid S Johnsrude

Speech in everyday life is often masked by background noise, making comprehension effortful. Characterizing brain activity patterns when individuals listen to masked speech can help clarify the mechanisms underlying such effort. In the current study, we used functional magnetic resonance imaging (fMRI) in humans of either sex to investigate how neural signatures of story listening change in the presence of masking noise. We show that, as speech masking increases, spatial and temporal activation patterns in auditory regions become more idiosyncratic to each listener. In contrast, spatial activity patterns in brain networks linked to effort (e.g., cingulo-opercular network) are more similar across listeners when speech is highly masked and less intelligible, suggesting shared neural processes. Moreover, at times during stories when one meaningful event ended and another began, neural activation increased in frontal, parietal, and medial cortices. This event-boundary response appeared little affected by background noise, suggesting that listeners process meaningful units and, in turn, the gist of naturalistic, continuous speech even when it is masked somewhat by background noise. The current data may indicate that people stay engaged and cognitive processes associated with naturalistic speech processing remain intact under moderate levels of noise, whereas auditory processing becomes more idiosyncratic to each listener.

日常生活中的言语常常被背景噪音所掩盖,使理解变得困难。描述人们听蒙面讲话时的大脑活动模式有助于阐明这种努力背后的机制。在当前的研究中,我们使用功能性磁共振成像(fMRI)来研究在掩蔽噪声存在的情况下,听故事的神经特征是如何变化的。我们表明,随着言语掩蔽的增加,听觉区域的空间和时间激活模式对每个听者来说变得更加特殊。相比之下,当言语被高度掩盖且难以理解时,与努力相关的大脑网络的空间活动模式(例如扣环神经网络)在听者之间更为相似,这表明共享的神经过程。此外,在讲故事的过程中,当一个有意义的事件结束而另一个事件开始时,额叶、顶叶和内侧皮层的神经活动增加。这种事件边界反应似乎很少受到背景噪音的影响,这表明听者处理有意义的单位,反过来,即使在背景噪音的掩盖下,自然的、连续的讲话的要点也会被处理。目前的数据可能表明,在中等水平的噪音下,人们保持专注,与自然语言处理相关的认知过程保持完整,而听觉处理对每个听者来说变得更加特殊。日常聆听经常发生在嘈杂的环境中。利用脑成像技术,我们研究了人们在背景聊天中听自然故事时大脑活动的变化。我们发现,随着噪音的增加,每个人的听觉区域的大脑活动变得更加独特,而与努力相关的区域(前岛和扣带)在听者之间表现出更多相似的模式。当故事的一部分结束,另一部分开始时,大脑额顶叶和注意力网络中的大量区域会产生强烈的反应,即使在适度的噪音下,这种影响也会保持稳定。这些发现揭示了与自然语音听力相关的独特神经系统,并表明人们继续理解故事,即使单词部分被背景声音掩盖。
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引用次数: 0
Partial Deletion of Cxcl12 from Hippocampal Cajal-Retzius Cells Does Not Disrupt Dentate Gyrus Development or Neurobehaviors. 海马Cajal-Retzius细胞部分缺失Cxcl12不会破坏齿状回发育或神经行为。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-14 Print Date: 2026-01-01 DOI: 10.1523/ENEURO.0245-25.2025
Rebekah van Bruggen, Karla Manzanet Freyre, Sangeetha Vasanthkumar, Mi Wang, Qiumin Tan

The chemokine CXCL12 plays critical roles in the development of the hippocampus dentate gyrus during both embryogenesis and adulthood. While multiple cell types in the hippocampus express Cxcl12, their individual contributions to the dentate gyrus development and function remain unclear. Here, using Cxcl12 reporter mice of both sexes, we characterize Cxcl12 expression in Cajal-Retzius (CR) cells-neurons that guide dentate gyrus morphogenesis and influence hippocampal circuitry. We show that CR cells prominently express Cxcl12 during early postnatal development, although both the number and proportion of Cxcl12-expressing CR cells decline significantly in adulthood. Notably, partial deletion of Cxcl12 from hippocampal CR cells in male and female mice does not result in detectable changes in dentate gyrus architecture, adult neurogenesis, or specific behaviors. These findings suggest that CR cell-derived CXCL12 may be less critical for dentate gyrus development than previously assumed and underscore the complexity and potential redundancy of CXCL12 signaling in the hippocampus.

趋化因子CXCL12在胚胎期和成年期海马齿状回的发育中起着关键作用。虽然海马中有多种细胞类型表达Cxcl12,但它们对齿状回发育和功能的个体贡献尚不清楚。在这里,我们使用两性的Cxcl12报告小鼠,表征了Cxcl12在Cajal-Retzius (CR)细胞中的表达,CR细胞是指导齿状回形态发生和影响海马回路的神经元。我们发现,在出生后的早期发育过程中,CR细胞显著表达Cxcl12,尽管成年后表达Cxcl12的CR细胞的数量和比例都显著下降。值得注意的是,雄性和雌性小鼠海马CR细胞中Cxcl12的部分缺失不会导致齿状回结构、成年神经发生或特定行为的可检测变化。这些发现表明,CR细胞衍生的CXCL12对齿状回发育的作用可能没有之前认为的那么重要,并强调了海马中CXCL12信号的复杂性和潜在的冗余性。
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引用次数: 0
Erratum: Sachs et al., "Emotions in the Brain Are Dynamic and Contextually Dependent: Using Music to Measure Affective Transitions". 勘误:Sachs等人,“大脑中的情绪是动态的和情境依赖的:使用音乐来测量情感转换”。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-13 Print Date: 2026-01-01 DOI: 10.1523/ENEURO.0454-25.2025
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引用次数: 0
AI-Generated Scientific Papers: Crisis? What Crisis? 人工智能生成的科学论文:危机?什么危机?
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-13 Print Date: 2026-01-01 DOI: 10.1523/ENEURO.0470-25.2025
Christophe Bernard
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引用次数: 0
RetINaBox: A Hands-On Learning Tool for Experimental Neuroscience. 视网膜abox:实验神经科学的动手学习工具。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-12 Print Date: 2026-01-01 DOI: 10.1523/ENEURO.0349-25.2025
Brune Bettler, Flavia Arias Armas, Erica Cianfarano, Vanessa Bordonaro, Megan Q Liu, Matthew Loukine, Mingyu Wan, Aude Villemain, Blake A Richards, Stuart Trenholm

An exciting aspect of neuroscience is developing and testing hypotheses via experimentation. However, due to logistical and financial hurdles, the experiment and discovery component of neuroscience is generally lacking in classroom and outreach settings. To address this issue, here we introduce RetINaBox: a low-cost open-source electronic visual system simulator that provides users with a hands-on tool to discover how the visual system builds feature detectors. RetINaBox includes an LED array for generating visual stimuli and photodiodes that act as an array of model photoreceptors. Custom software on a Raspberry Pi computer reads out responses from model photoreceptors and allows users to control the polarity and delay of the signal transfer from model photoreceptors to model retinal ganglion cells. Interactive lesson plans are provided, guiding users to discover different types of visual feature detectors-including ON/OFF, center-surround, orientation-selective, and direction-selective receptive fields-as well as their underlying circuit computations.

神经科学的一个令人兴奋的方面是通过实验来发展和检验假设。然而,由于后勤和财政方面的障碍,神经科学的实验和发现部分在课堂和外展环境中普遍缺乏。为了解决这个问题,我们在这里介绍retina abox:一个低成本的开源电子视觉系统模拟器,它为用户提供了一个动手工具来发现视觉系统如何构建特征检测器。RetINaBox包括一个用于产生视觉刺激的LED阵列和一个作为模型光感受器阵列的光电二极管。树莓派电脑上的定制软件读取模型光感受器的响应,并允许用户控制从模型光感受器到模型视网膜神经节细胞的信号传输的极性和延迟。提供了交互式课程计划,指导用户发现不同类型的视觉特征检测器-包括开/关,中心环绕,定向选择和方向选择的接受场-以及它们的底层电路计算。
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引用次数: 0
Anxiety-Associated Behaviors Following Ablation of Miro1 from Cortical Excitatory Neurons. 皮质兴奋性神经元Miro1消融后的焦虑相关行为。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-12 Print Date: 2026-01-01 DOI: 10.1523/ENEURO.0436-25.2025
Abigail K Myers, Madison Sakheim, Cole Rivell, Catherine Fengler, Lindsay K Festa, Kathy M Guerra, Layla Jarrahy, Rachel Shin, Megan Case, Caroline Chapman, Leah Basel, Slade Springer, Nicholas Kern, Jennifer Gidicsin, Ginam Cho, Sungjin Kim, Mourad Tighiouart, Jeffrey A Golden

Autism spectrum disorder, schizophrenia, and bipolar disorder are neuropsychiatric conditions that manifest early in life with a wide range of phenotypes, including repetitive behavior, agitation, and anxiety ( American Psychological Association, 2013). While the etiology of these disorders is incompletely understood, recent data implicate a role for mitochondrial dysfunction ( Norkett et al., 2017; Khaliulin et al., 2025). Mitochondria translocate to intracellular compartments to support energetics and free-radical buffering; failure to achieve this localization results in cellular dysfunction ( Picard et al., 2016). Mitochondrial Rho-GTPase 1 (Miro1) resides on the outer mitochondrial membrane and facilitates microtubule-mediated mitochondrial motility ( Fransson et al., 2003). The loss of MIRO1 is reported to contribute to the onset/progression of neurodegenerative diseases, including amyotrophic lateral sclerosis, Alzheimer's disease, and Parkinson's disease ( Kay et al., 2018). We have hypothesized that MIRO1 also has a role in nervous system development ( Lin-Hendel et al., 2016). To test this, we ablated Miro1 from cortical excitatory progenitors by crossing floxed Miro1 mice with Emx1-Cre mice and studied mice of both sex. We found that mitochondrial mislocalization in migrating excitatory neurons was associated with reduced brain weight, decreased cortical volume, and subtle cortical disorganization. Adult Miro1 conditional mutants exhibit agitative-like behaviors, including decreased nesting and abnormal home cage activity. The mice exhibited anxiety-like behavior and avoided confined spaces, features that have been linked to several human behavioral disorders. Our data link MIRO1 function with mitochondrial dynamics in the pathogenesis of several neuropsychiatric disorders and implicate intracellular mitochondrial dynamics to several anxiety-like behaviors.

自闭症谱系障碍、精神分裂症和双相情感障碍是在生命早期表现出多种表型的神经精神疾病,包括重复行为、躁动和焦虑(美国心理协会,2013)。虽然这些疾病的病因尚不完全清楚,但最近的数据暗示了线粒体功能障碍的作用(Norkett等人,2017;Khaliulin等人,2025)。线粒体动态迁移到细胞内室,以支持能量和自由基缓冲;无法实现这种定位会导致细胞功能障碍(Picard et al., 2016)。线粒体Rho-GTPase 1 (Miro1)位于线粒体外膜,促进微管介导的线粒体运动和稳态(Fransson et al., 2003)。据报道,MIRO1的缺失有助于神经退行性疾病的发生/进展,包括肌萎缩侧索硬化症、阿尔茨海默病和帕金森病(Kay et al., 2018)。我们假设MIRO1也在神经系统发育和功能中发挥作用(Lin-Hendel等人,2016)。为了验证这一点,我们通过将固定的mir1小鼠与Emx1-Cre小鼠杂交,从皮质兴奋性祖细胞中去除mir1,并使用雌雄小鼠进行实验。我们发现线粒体在迁移兴奋性神经元中的错误定位与脑重量减轻、皮质体积减小和轻微的皮质紊乱有关。成年Miro1条件突变体表现出躁动样行为,包括筑巢行为减少和异常的家笼活动。这些老鼠表现出类似焦虑的行为,并避免在密闭空间活动,这些特征与几种人类行为障碍有关。我们的数据将MIRO1功能与线粒体动力学在几种神经精神疾病的发病机制中联系起来,并暗示细胞内线粒体动力学与一些焦虑样行为有关。神经心理障碍如自闭症谱系障碍、精神分裂症和双相情感障碍具有重叠的内表型。虽然这些疾病的机制尚不清楚,但最近的证据表明线粒体功能障碍和细胞错误定位起作用。线粒体支持细胞的能量需求和其他生理功能。我们实验室先前的研究表明,在发育过程中,在迁移的兴奋性和抑制性神经元中存在不同的动态定位模式。为了进一步研究线粒体定位的重要性,我们切除了兴奋性神经元中对线粒体与运动蛋白偶联很重要的蛋白MIRO1。线粒体在迁移兴奋性神经元中的错误定位与产后小鼠运动技能和焦虑样行为的减少有关。
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引用次数: 0
Spontaneous Fluctuations in Alpha Peak Frequency along the Posterior-to-Anterior Cortical Plane. 沿皮质后-前平面α峰频率的自发波动。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-09 Print Date: 2026-01-01 DOI: 10.1523/ENEURO.0118-25.2025
Vaishali Balaji, Alfons Schnitzler, Joachim Lange

Alpha peak frequency (APF) is defined as a prominent spectral peak within the 8-12 Hz frequency range. Typically, an individual's alpha frequency is regarded as a stable neurophysiological marker. A wealth of recent evidence, however, indicates that APF shifts within short timescales in relation to task demands and even spontaneously so. Further, brain stimulation studies often report shifts in APF both within and between experimental sessions, directly contradicting the idea of a stable APF. To characterize the nonstationarities in spectral parameters, we estimated APFs from 1 s epochs of resting-state magnetoencephalography (MEG) recordings from healthy adults of either sex. To enhance signal-to-noise ratio, without compromising on temporal resolution, we averaged power spectra within parcelled regions. Our findings indicate that variation in APFs exacerbates along the posterior-to-anterior cortical plane, i.e., from the occipital to the frontal cortices. Further, by comparisons with amplitude-matched simulated signals, we demonstrated that the observed gradient is not attributable to measurement noise. Across the cortex, APFs showed poor temporal reliability, raising the question of whether APFs are more like a transient state than a trait. In general, our study elucidates the dynamic characteristics of alpha oscillations and reveals systematic regional differences which are, in part, shaped by underlying signal-to-noise ratio inherent to MEG recordings.

Alpha峰值频率(APF)定义为8- 12hz频率范围内的一个显著的频谱峰。通常,一个人的α频率被认为是一个稳定的神经生理标记。然而,最近的大量证据表明,APF在与任务需求相关的短时间内发生变化,甚至是自发的。此外,脑刺激研究经常报告在实验期间和实验之间APF的变化,直接与稳定APF的观点相矛盾。为了表征频谱参数的非平稳性,我们从健康成人的静息状态脑磁图(MEG)记录的一秒周期中估计了apf。为了在不影响时间分辨率的情况下提高信噪比,我们在分组区域内平均功率谱。我们的研究结果表明,APFs的变化沿着后至前皮质平面,即从枕叶皮质到额叶皮质加剧。此外,通过与振幅匹配的模拟信号的比较,我们证明了观测到的梯度不归因于测量噪声。在整个皮层中,apf表现出较差的时间可靠性,这就提出了apf是否更像是一种短暂状态而不是一种特征的问题。总的来说,我们的研究阐明了α振荡的动态特征,并揭示了系统的区域差异,这些差异在一定程度上是由MEG记录固有的潜在信噪比形成的。脑电图/磁图记录的振荡信号在α频率范围(即APF)中表现出一个突出的峰值。人们普遍认为振荡信号的振幅和相位随行为而变化。然而,APF在实验阶段内和跨实验阶段的稳定性很少被检查。在这项研究中,我们描述了APF的变化,表明APF的波动程度从枕叶皮质到额叶皮质系统地增加,在皮质表面形成梯度。我们还确定,观察到的变化不是由潜在的噪声驱动的。我们的研究结果提出了一种可能性,即APF的动态可能是一个皮层区域的显著特征,由其潜在的结构和功能驱动。
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引用次数: 0
Different But Complementary Motor Functions Reveal an Asymmetric Recalibration of Upper Limb Bimanual Coordination. 不同但互补的运动功能揭示了上肢双手协调的不对称重新校准。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-09 Print Date: 2026-01-01 DOI: 10.1523/ENEURO.0112-25.2025
Ada Kanapskyte, Jesus Alejandro Garcia Arango, Sanjay Joshi, Stephen K Robinson, Jonathon S Schofield, Lee M Miller, Wilsaan M Joiner, Weiwei Zhou

Bimanual coordination, fundamental to human motor control, typically involves the execution of different functions by the two limbs (e.g., opening a jar). Previous research has largely investigated bimanual control through simple coordination tasks in which the limbs perform similar movements (e.g., finger tapping); however, few studies have specifically examined coordination when the two limbs perform different yet complementary functions. In the current study, participants performed point-to-point movements of a rectangular cursor, where one limb controlled cursor trajectory and the other rotated a knob to match a target orientation. Participants (N = 116, 76 female, 1 nonbinary; 92% right-handed) were divided into four groups and completed the task with a visual feedback gain perturbation (an increase or decrease) applied either to the cursor trajectory or orientation. Our results showed rapid adaptation to perturbations of visual feedback of the movement trajectory, affecting both the perturbed limb controlling the trajectory and the unperturbed limb controlling the orientation. Conversely, perturbation to the visual orientation feedback primarily only influenced the perturbed limb controlling orientation, with minimal impact on movement trajectory metrics. Importantly, these results were independent of reaching amplitude, duration, and limb dominance. In addition, we assessed the temporal coordination between the two limbs and found that perturbations in visual trajectory feedback led to significant changes in limb coordination, whereas no notable difference was observed for perturbations of orientation. These findings indicate asymmetries in bimanual motor recalibration dependent on the perturbed aspect of visual feedback (orientation vs trajectory), suggesting differences in underlying neural mechanisms and interhemispheric communication.

双手协调是人类运动控制的基础,通常涉及到用四肢执行不同的功能(例如,打开一个罐子)。以前的研究主要是通过简单的协调任务来研究双手控制,其中四肢执行类似的动作(例如,手指敲击);然而,很少有研究专门研究当两肢执行不同但互补的功能时的协调性。在目前的研究中,参与者对一个矩形光标进行点对点移动,其中一个肢体控制光标轨迹,另一个旋转旋钮以匹配目标方向。参与者(N=116, 76名女性,1名非二元,92%为右撇子)被分为四组,并在对光标轨迹或方向施加视觉反馈增益扰动(增加或减少)的情况下完成任务。实验结果表明,机器人对运动轨迹视觉反馈的扰动具有快速适应能力,受扰动肢体控制运动轨迹,而未受扰动肢体控制运动方向。相反,对视觉方向反馈的扰动主要只影响受扰动肢体控制方向,对运动轨迹指标的影响最小。重要的是,这些结果与到达振幅、持续时间和肢体优势无关。此外,我们评估了四肢之间的时间协调,发现视觉轨迹反馈的扰动导致肢体协调的显著变化,而方向的扰动没有观察到显著的差异。这些发现表明,双手运动重新校准的不对称性依赖于视觉反馈的扰动方面(方向与轨迹),这表明潜在的神经机制和半球间交流存在差异。日常生活中的双手协调通常需要上肢执行不同但互补的运动功能(例如,打开罐子)。在理解两只手如何协调控制来完成这些任务方面仍然存在差距。为了解决这个问题,我们开发了一种新的双手协调任务,需要两只手共同控制单个虚拟物体的不同方面。我们测量了任务的一个特征的扰动如何影响另一个未受扰动肢体的运动的时空特性。独立于肢体优势,我们发现我们的任务的运动学习的不对称性取决于视觉反馈的干扰方面(物体方向与轨迹),这表明潜在的神经机制和半球间交流的差异。
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引用次数: 0
Most Neuroscience Data Is Not Normally Distributed: Analyzing Your Data in a Non-normal World. 大多数神经科学数据不是正态分布:在一个非正态世界中分析你的数据。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-08 Print Date: 2026-01-01 DOI: 10.1523/ENEURO.0414-25.2025
Michael Malek-Ahmadi, Alexandra M Reed, Dylan X Guan

While the most common statistical tests assume that the error of the dependent variable follows a normal distribution, dependent variables in translational neuroscience studies often fail to meet this assumption. Common statistical tests like the t test and ANOVA are based on the normality assumption, but quite often these tests are used without checking whether the dependent variable meets the normality assumption which can lead to erroneous interpretations and conclusions about observed associations. There is a significant need for the neuroscience community to utilize nonparametric statistics, particularly for regression analyses. Neuroscientists can greatly enhance the rigor of their analyses by understanding and utilizing nonparametric regression techniques that provide robust estimates of associations when data are skewed. This commentary will discuss and demonstrate analytic techniques that can be used when data do not meet the assumption of normality.

虽然最常见的统计检验假设因变量的误差遵循正态分布,但转化神经科学研究中的因变量往往不符合这一假设。常见的统计检验,如t检验和方差分析是基于正态性假设,但这些检验通常没有检查因变量是否符合正态性假设,这可能导致对观察到的关联的错误解释和结论。神经科学领域迫切需要利用非参数统计,特别是回归分析。通过理解和利用非参数回归技术,神经科学家可以极大地提高他们分析的严谨性,当数据偏斜时,非参数回归技术可以提供可靠的关联估计。本评论将讨论并演示当数据不符合正态性假设时可以使用的分析技术。
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