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Optimized Seizure Detection in EEG Using Dual-Branch Feature Fusion and Machine Learning Technique 基于双分支特征融合和机器学习技术的脑电图癫痫检测优化。
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2026-01-31 DOI: 10.1002/dneu.70014
P. Hema, Vanithamani R

Epilepsy is a neurological disorder of the brain that generates seizures due to abnormal electrical activity. The diagnosis and management of the disease primarily depend on recordings of the EEG. A multistage methodology for seizure detection with enhanced accuracy and reliability is proposed in this work. Isolation of key components of the EEG signal is performed to carry out robust segmentation using CNN and RNN. Features will be extracted through DBFFN and Hjorth parameters, which obtain the optimal features after optimization through salp swarm optimization and firefly optimization algorithm. Data classification has been done using Naive Bayes and Random Forest with an accuracy of 99.47%, sensitivity of 99.78%, specificity of 99.70%, and an F1 score of 99.51%. Performances are higher in comparison with other techniques. DBFFN feature extraction methodology with firefly optimization was identified to be effective in enhancing seizure detection performance. Unlike existing single-path or handcrafted feature-based methods, the proposed DBFFN with dual metaheuristic optimization (SSO–FOA) jointly captures complementary spatial–temporal and spectral EEG features while reducing redundancy, resulting in superior accuracy, robustness, and computational efficiency. This computationally efficient system emerges as a reliable real-world seizure detection tool in epilepsy management.

癫痫是一种大脑神经紊乱,由于异常的电活动而引起癫痫发作。该病的诊断和治疗主要依靠脑电图的记录。本文提出了一种多阶段癫痫检测方法,提高了检测的准确性和可靠性。对脑电信号的关键成分进行分离,利用CNN和RNN进行鲁棒分割。通过DBFFN和Hjorth参数提取特征,通过salp swarm optimization和firefly optimization算法优化后得到最优特征。使用朴素贝叶斯和随机森林进行数据分类,准确率为99.47%,灵敏度为99.78%,特异性为99.70%,F1评分为99.51%。与其他技术相比,性能更高。采用萤火虫优化的DBFFN特征提取方法可有效提高癫痫发作检测性能。与现有的单路径或手工制作的基于特征的方法不同,采用双元启发式优化(SSO-FOA)的DBFFN在减少冗余的同时,共同捕获互补的时空和频谱EEG特征,从而获得更高的准确性、鲁棒性和计算效率。这种计算效率高的系统在癫痫管理中成为一种可靠的现实世界发作检测工具。
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引用次数: 0
Accelerated Establishment of Limbic Seizures in Aging Krushinsky–Molodkina Audiogenic Rats Is Associated With Neurodegeneration and Downregulation of the Glutamatergic Transmission in the Hippocampus 老年克鲁辛斯基-莫洛奇那听原大鼠边缘癫痫发作的加速建立与神经退行性变和海马谷氨酸传递下调有关。
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2026-01-30 DOI: 10.1002/dneu.70015
Ekaterina P. Aleksandrova, Andrey P. Ivlev, Alexey A. Kulikov, Liubov S. Nikitina, Margarita V. Glazova, Alexandra A. Naumova, Elena V. Chernigovskaya

The prevalence of epileptic disorders is notably elevated in the elderly population. Meanwhile, epilepsy in aged patients is characterized by a distinct set of characteristics. However, the pecularities of molecular mechanisms underlying senile epileptogenesis still remain to be fully elucidated. The objective of the present study was to elucidate the specificity of seizure behavior and glutamatergic transmission in the hippocampus during the development of limbic/mesial temporal lobe epilepsy (TLE) in aging (18-month-old) Krushinsky–Molodkina (KM) audiogenic rats. To reproduce TLE conditions, animals were exposed to repetitive audiogenic seizure (AGS) stimulations, audiogenic kindling, for a period of 14 days. Behavioral analysis revealed that, similar to adult KM rats, audiogenic kindling in aging animals induced a progressive increase in the duration and severity of the limbic AGS phase, post-tonic clonus. However, in contrast to adults, in aging KM rats, the severity of the brainstem AGS component decreased during kindling, while limbic seizure progression was significantly faster, indicating faster epileptization of the limbic structures, including the hippocampus. Further, a comparison of aging KM rats, exposed to 14-day kindling, with non-stimulated (naïve) controls of the same age revealed seizure-induced loss of the hippocampal cells. These alterations were accompanied by a decrease in glutaminase, vesicular glutamate transporters, and AMPA receptor subunits, suggesting a downregulation of glutamate production and glutamatergic transmission. The obtained results collectively indicate that the process of aging in KM rats is associated with accelerated TLE establishment, which is accompanied by significant alterations in the key components of the glutamatergic system in the hippocampus.

老年人群中癫痫疾病的患病率明显升高。同时,老年癫痫患者具有一系列明显的特点。然而,老年性癫痫发生的分子机制的特殊性仍有待充分阐明。本研究旨在探讨衰老(18月龄)Krushinsky-Molodkina (KM)听原性大鼠边缘/内侧颞叶癫痫(TLE)发病过程中海马中谷氨酸传递和癫痫发作行为的特异性。为了重现TLE的条件,动物暴露于重复性听源性癫痫(AGS)刺激,听源性点燃,为期14天。行为学分析显示,与成年KM大鼠相似,老龄动物的听源点燃诱导边缘AGS期(强直后耳鸣)的持续时间和严重程度逐渐增加。然而,与成人相比,衰老KM大鼠在点燃过程中脑干AGS成分的严重程度降低,而边缘癫痫发作进展明显加快,表明包括海马在内的边缘结构癫痫化更快。此外,将暴露于14天点火的衰老KM大鼠与未受刺激的同龄对照(naïve)进行比较,发现癫痫引起的海马细胞损失。这些改变伴随着谷氨酰胺酶、谷氨酸囊泡转运蛋白和AMPA受体亚基的减少,表明谷氨酸产生和谷氨酸能传递的下调。所获得的结果共同表明,KM大鼠的衰老过程与TLE的加速建立有关,并伴有海马中谷氨酸系统关键成分的显著改变。
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引用次数: 0
Channel Transformer-Based Generative Adversarial Network With Multi-Instance Attention and Nutcracker Optimization for Automatic Seizure Detection Using EEG 基于多实例关注和胡桃夹子优化的通道变压器生成对抗网络在脑电图自动检测中的应用。
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2026-01-30 DOI: 10.1002/dneu.70012
Pushpa Balakrishnan, Sultanuddin Sayed Jamal, Parul Dubey, Shavej Ali Siddiqui

The current literature on automatic seizure detection based on EEG has obtained significant accuracy, but most of them still have difficulties in processing the highly non-linear, non-stationary, and patient-specific EEG signals. Models typically need vast quantities of training data; they do not generalize to other datasets, and they are sensitive to noise and changes in channels, making them less robust and applicable in clinical practice. To overcome them, this paper will assume a channel transformer-based generative adversarial and multi-instance attention network with a nutcracker optimizer (CTGA-MinsAN-NutO) to identify seizures reliably. The suggested structure incorporates adaptive guided multi-layer side window box filter decomposition (AGM-LSWBFD) to perform well in denoising and multi-directional shearlet transform domain (MDSTD) to carry out more efficient feature extraction. The model outperforms current benchmarks and shows better robustness in identifying ictal and interictal states, achieving 99.1% accuracy and 93.5% recall when evaluated on the Bonn as well as CHB-MIT datasets.

目前基于脑电图的癫痫发作自动检测的文献已经取得了显著的准确性,但大多数文献在处理高度非线性、非平稳和患者特异性的脑电图信号方面仍然存在困难。模型通常需要大量的训练数据;它们不能推广到其他数据集,并且对噪声和通道变化敏感,这使得它们在临床实践中的鲁棒性和适用性较差。为了克服这些问题,本文将采用基于通道转换器的生成对抗和多实例注意力网络,并使用胡桃夹子优化器(CTGA-MinsAN-NutO)来可靠地识别癫痫发作。该结构结合了自适应引导多层侧窗盒滤波分解(AGM-LSWBFD)和多向shearlet变换域(MDSTD)来进行更高效的特征提取。该模型优于目前的基准测试,在识别临界状态和间歇状态方面表现出更好的鲁棒性,在波恩和CHB-MIT数据集上评估时,准确率达到99.1%,召回率达到93.5%。
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引用次数: 0
Energy-Efficient EEG-Based Autism Spectrum Disorder Detection Using a Hyperbolic Attention Neural Network 基于节能脑电图的双曲注意神经网络自闭症谱系障碍检测
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2026-01-28 DOI: 10.1002/dneu.70011
Anshad A. S, Padmanaban K, L. Guganathan, Anupama J

Long-term physiological monitoring using wearable wireless systems represents a paradigm change in next-generation e-health applications. Specifically, electroencephalography (EEG) represents a noninvasive and trustworthy way of recording brain activity and is a likely candidate for the early diagnosis of autism spectrum disorder (ASD). Yet, conventional methods involving the streaming of raw EEG signals to outside servers for classification consume significant energy and drastically shorten the operational life of wearable sensors. In response to these gaps, this research introduced an energy-aware, sensor-based scheme for ASD detection during early childhood from EEG signals. The system exploits on-node signal denoising via chaotic signal models, feature extraction by dual tree discrete wavelet transform (DT-DWT), and lightweight feature selection by parrot optimization (PO). The core detection is executed via a new Hyperbolic Cross-Head Attention-Based Neural Network (HyperCrossNet) that proposes deep reversible learning in conjunction with spatial and channel-oriented attention mechanisms. The network weights are then optimized by the Pied Kingfisher Optimization Algorithm (PKO) for improved accuracy. Experimental outcomes indicate 99.92% classification, 99.91% recall, and a 99.90% F1-score not mentioning that it has lowered considerably the amount of energy used to transmit the raw data. This effective design enables real-time wearable detection useful and applicable to long-term monitoring.

使用可穿戴无线系统的长期生理监测代表了下一代电子健康应用的范式变化。具体来说,脑电图(EEG)代表了一种无创且可靠的记录大脑活动的方法,是自闭症谱系障碍(ASD)早期诊断的可能候选方法。然而,将原始脑电图信号流式传输到外部服务器进行分类的传统方法消耗了大量能量,并大大缩短了可穿戴传感器的使用寿命。针对这些空白,本研究引入了一种能量感知、基于传感器的方案,用于从脑电图信号中检测儿童早期的ASD。该系统利用混沌信号模型进行节点上信号去噪,利用双树离散小波变换(DT-DWT)进行特征提取,利用鹦鹉优化(PO)进行轻量化特征选择。核心检测是通过一种新的基于双曲交叉头注意力的神经网络(HyperCrossNet)来执行的,该网络提出了与空间和通道导向的注意力机制相结合的深度可逆学习。然后,通过Pied Kingfisher优化算法(PKO)对网络权重进行优化,以提高准确性。实验结果表明,99.92%的分类,99.91%的召回率和99.90%的f1得分,没有提到它大大降低了用于传输原始数据的能量。这种有效的设计使实时可穿戴检测有用,适用于长期监测。
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引用次数: 0
A Daily Injection Paradigm Disrupts the Environmental-Enrichment-Induced Pruning of Miswired Axonal Projections in Developing Mice 在发育小鼠中,每日注射模式破坏了环境富集诱导的错误连接轴突的修剪。
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2026-01-13 DOI: 10.1002/dneu.70003
Lara Rogerson-Wood, Atomu Sawatari, Claire S. Goldsbury, Catherine A. Leamey

The capacity for enhanced experience, modeled as environmental enrichment (EE) in laboratory animals, to drive positive changes in brain circuitry presents a promising avenue in the development of therapies for neurodevelopmental conditions. Less understood are the underlying mechanisms, or potential interactions of EE with other therapeutic approaches. We have previously shown that early exposure to EE can drive the partial repair of miswired uncrossed retinal projections, and the concomitant rescue of a visual behavior, in the Ten-m3 knockout (KO) mouse. This was associated with a highly spatiotemporally localized upregulation of microglial reactivity in the region where the correction was occurring which peaked around postnatal day (P)25. Aiming to confirm a causal role for microglial-mediated engulfment in this process, we assessed the effect of daily injections of minocycline or vehicle saline from P18 to P24 (inclusive) on measures of microglial reactivity and anatomical corrective pruning in P25 Ten-m3 KO mice. While an effect of EE was confirmed at this timepoint, intriguingly, we found that both the vehicle- and minocycline-treated mice had a similar lack of microglial reactivity and showed a marked absence of corrective pruning of their miswired retinal projections. This suggests that the injection procedure itself disrupted the experience-induced microglial-mediated circuit repair. These results underscore the highly sensitive nature of EE-driven corrective pruning actions of microglia and the critical importance of considering and controlling for all aspects of experience.

在实验动物中模拟的环境富集(EE)增强经验的能力,推动脑回路的积极变化,为神经发育疾病治疗的发展提供了一条有前途的途径。人们对情感表达的潜在机制或与其他治疗方法的潜在相互作用了解较少。我们之前的研究表明,在Ten-m3基因敲除(KO)小鼠中,早期暴露于情感表达可以驱动错误连接的未交叉视网膜投影的部分修复,以及伴随的视觉行为的恢复。这与发生纠正的区域的小胶质细胞反应性在时空上的高度局部上调有关,这种上调在出生后25天左右达到顶峰。为了证实小胶质细胞介导的吞噬在这一过程中的因果作用,我们评估了P18至P24(含)每日注射二甲胺四环素或载药生理盐水对P25 Ten-m3 KO小鼠小胶质细胞反应性和解剖矫正修剪的影响。虽然EE的作用在这个时间点得到了证实,但有趣的是,我们发现车辆和二甲胺四环素处理的小鼠都缺乏类似的小胶质细胞反应性,并且明显缺乏对错误连接的视网膜投影的纠正性修剪。这表明注射过程本身破坏了经验诱导的小胶质细胞介导的电路修复。这些结果强调了eeg驱动的小胶质细胞纠正修剪行为的高度敏感性,以及考虑和控制经验的所有方面的重要性。
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引用次数: 0
Roles for Electrochemical Proton Gradients in Mitochondrial Energy Production and Neurosensory Processes in Health and Disease 电化学质子梯度在线粒体能量产生和健康与疾病的神经感觉过程中的作用。
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2026-01-07 DOI: 10.1002/dneu.70006
James Melrose

This study reviews the roles of proton electrochemical gradients in ubiquitous mitochondrial energy production systems in cellular activation and functions in neurosensory signaling. Proton electrochemical gradients crucially shaped the evolution of life. The emergence of the proton-motive force in mitochondria was fundamental in energy production and central to the function of eukaryotic cells. Dysfunctional mitochondria, however, result in impaired formation of proton gradients and a wide spectrum of diseases. This is particularly prominent in tissues with high energetic demands, such as muscle and nervous tissues. Oxidant stress generated by dysfunctional proton conductance in the brain results in Alzheimer's and Parkinson's disease, muscular sclerosis, amyotrophic sclerosis, and Huntington's disease. In these disorders, oxidative stress, protein misfolding, and neuroinflammation lead to dysfunctional neuronal activity, neuronal damage, and death. Advancements in nanozyme-engineered synthetic enzymes offer a promising innovative approach to the treatment of these disorders. Nanozymes target proton conductance and the oxidant species they generate, scavenging oxygen free radicals and restoring redox balance, and offer neuronal protection and functional recovery of brain tissues. Neural injury and associated neurological diseases affect almost 1 billion people globally, so there is a clear need to develop effective methods that stimulate neural repair and regeneration. Glycosaminoglycans with proton capture and transport properties regulate intercellular signaling processes, synaptic functions, and cellular communication. Electroconductive hydrogels are showing impressive results in neural repair and regeneration. Glycosaminoglycans, particularly keratan sulfate, show useful electroconductive proton capture and transport properties, suggesting they may be worth evaluation in such procedures.

本研究综述了质子电化学梯度在无处不在的线粒体能量产生系统中在细胞激活和神经感觉信号功能中的作用。质子电化学梯度至关重要地塑造了生命的进化。线粒体中质子动力的出现是能量产生的基础,也是真核细胞功能的核心。然而,功能失调的线粒体导致质子梯度的形成受损和广泛的疾病。这在高能量需求的组织中尤其突出,如肌肉和神经组织。大脑中质子传导功能失调产生的氧化应激导致阿尔茨海默病和帕金森病、肌肉硬化症、肌萎缩性硬化症和亨廷顿病。在这些疾病中,氧化应激、蛋白质错误折叠和神经炎症导致神经元活动功能障碍、神经元损伤和死亡。纳米酶工程合成酶的进展为治疗这些疾病提供了一种有希望的创新方法。纳米酶以质子电导及其产生的氧化物质为目标,清除氧自由基,恢复氧化还原平衡,并提供神经元保护和脑组织功能恢复。神经损伤和相关神经系统疾病影响全球近10亿人,因此显然需要开发有效的方法来刺激神经修复和再生。具有质子捕获和转运特性的糖胺聚糖调节细胞间信号传导过程、突触功能和细胞通讯。导电性水凝胶在神经修复和再生方面显示出令人印象深刻的效果。糖胺聚糖,特别是硫酸角蛋白聚糖,显示出有用的导电质子捕获和传输特性,表明它们可能值得在此类程序中进行评估。
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引用次数: 0
Elucidating the Neuroinflammatory Modulatory Mechanisms of Maixuekang Capsule via Network Pharmacology in Cerebral Ischemia/Reperfusion Injury Rats 脉血康胶囊对脑缺血再灌注损伤大鼠神经炎症调节机制的网络药理学研究。
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2026-01-07 DOI: 10.1002/dneu.70008
Huihui Han, Jingmian Yang, Yuexia Ma, Xiumin Zhao, Changyu Gao, Xiangjian Zhang

Ischemic stroke is a prominent cause of morbidity and mortality, affecting numerous people worldwide. The exact role of Maixuekang capsule in cerebral ischemia/reperfusion injury (CI/RI) remains elusive. The present study aimed to delve into the neuroprotective potential of Maixuekang in CI/RI rats. Utilizing the HREB database, leech ingredients were retrieved, while GeneCards, therapeutic target database (TTD), and DisGeNET databases were used to predict cerebral infarction targets. Search tool for the retrieval of interacting genes/proteins (STRING) database was adopted to identify overlapping genes, and Cytoscape 3.9.1 to analyze core targets. The gene ontology (GO)/ Kyoto encyclopedia of genes and genomes (KEGG) pathway were analyzed and neurological function was assessed via Longa scoring. The 2,3,5-triphenyltetrazolium chloride (TTC), Golgi, hematoxylin and eosin (H&E), and Nissl stains were adopted to observe cerebral infarction and pathological changes. The neuronal apoptosis, hypoxia inducible factor 1 alpha (HIF1A), myeloperoxidase (MPO) and inflammatory factors in rat were measured. Results suggested Maixuekang reduced the neurological function score and the cerebral infarction incidence in CI/RI rats. After taking Maixuekang, the number of dendritic spines of CI/RI rats increased, the neuronal damage degree in the ischemic cortical area reduced, and the neurons morphology improved. In addition, Maixuekang reduced the blood–brain barrier (BBB) damage and brain tissue water content by decreasing neuronal apoptosis rate, Bax expression, neutrophil infiltration, inflammatory factor levels, and increasing Bcl2 by decreasing HIF1A in CI/RI rat tissues. Collectively, Maixuekang could reduce neurological function, cerebral infarction rate, blood–brain barrier damage, neuroinflammation and downregulates HIF1A in tissues of CI/RI rats.

缺血性脑卒中是发病率和死亡率的重要原因,影响着全世界许多人。脉血康胶囊在脑缺血再灌注损伤(CI/RI)中的确切作用尚不清楚。本研究旨在探讨脉血康对CI/RI大鼠的神经保护作用。利用HREB数据库检索水蛭成分,同时使用GeneCards、治疗靶点数据库(TTD)和DisGeNET数据库预测脑梗死靶点。采用互作基因/蛋白检索工具(STRING)数据库进行重叠基因鉴定,使用Cytoscape 3.9.1分析核心靶点。对基因本体(GO)/京都基因基因组百科全书(KEGG)通路进行分析,并采用Longa评分法评估神经功能。采用2,3,5-三苯四氮唑(TTC)、高尔基染色、苏木精染色、伊红染色及尼氏染色观察脑梗死及病理变化。测定大鼠神经元凋亡、缺氧诱导因子1 α (HIF1A)、髓过氧化物酶(MPO)及炎症因子的变化。结果表明脉血康可降低CI/RI大鼠神经功能评分和脑梗死发生率。服用脉血康后,CI/RI大鼠树突棘数增加,皮质缺血区神经元损伤程度减轻,神经元形态改善。此外,脉血康通过降低CI/RI大鼠组织中神经元凋亡率、Bax表达、中性粒细胞浸润、炎症因子水平以及通过降低HIF1A升高Bcl2来减轻血脑屏障(BBB)损伤和脑组织含水量。综上所述,脉血康可降低CI/RI大鼠的神经功能、脑梗死率、血脑屏障损伤、神经炎症,下调组织中HIF1A的表达。
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引用次数: 0
Developmental Expression of Membrane Pumps and Ion Channels in Human Vestibular Endolymph Homeostasis. 人前庭内淋巴内平衡中膜泵和离子通道的发育表达。
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2026-01-01 DOI: 10.1002/dneu.70010
Edward S A van Beelen, Wouter H van der Valk, John C M J de Groot, Peter Paul G van Benthem, Heiko Locher

The expression patterns of key membrane pumps and ion channels involved in endolymph cycling have been studied in the rodent inner ear and the developing and adult human cochlea. However, little is known about their expression during the development of the human vestibular system. In this study, we provide a comprehensive overview of expression profiles of ion pumps, cotransporters, and exchangers in the developing human utricle and ampullae from fetal week (FW) 8 to 17. Immunohistochemistry analysis revealed that ATP1A1 and ATP1B2 co-localize at the basolateral membranes of dark cells. In addition, BSND expression was observed in transitional cells and dark cells in both the ampulla and utricle from FW10. We further characterized the expression of gap junction proteins (GJA1, GJB2, and GJB6) and found that KCNQ1 was expressed by transitional cells and dark cells starting from FW14. SLC12A2 immunostaining was detected in dark cells around FW10. Lastly, we investigated the spatiotemporal expression of pendrin. These detailed observations of protein expression during human inner ear development enhance our understanding of endolymph homeostasis.

研究了参与内淋巴循环的关键膜泵和离子通道在啮齿动物内耳和发育中及成人耳蜗中的表达模式。然而,对它们在人类前庭系统发育过程中的表达知之甚少。在这项研究中,我们提供了一个全面的概述离子泵,共转运体和交换体的表达谱在胎儿周(FW) 8至17人的子宫和壶腹发育。免疫组化分析显示,ATP1A1和ATP1B2共定位于暗细胞基底外侧膜。此外,在FW10壶腹和胞室的移行细胞和暗细胞中均观察到BSND的表达。我们进一步对间隙连接蛋白(GJA1、GJB2和GJB6)的表达进行了表征,发现KCNQ1从FW14开始在移行细胞和暗细胞中表达。在FW10周围的暗细胞中检测到SLC12A2免疫染色。最后,我们研究了pendrin的时空表达。这些对人类内耳发育过程中蛋白质表达的详细观察增强了我们对内淋巴稳态的理解。
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引用次数: 0
Differential Roles of Notch Receptors in Regulating Activation of Intact Adult Mouse Spinal Cord-Derived NSCs. Notch受体在调节完整成年小鼠脊髓源性NSCs激活中的不同作用。
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2026-01-01 DOI: 10.1002/dneu.70013
Juan Li, Fen Ju, Zhao-Yang Huang, Liang Yu, Jie Qin, Yu-Bing Yang, Wei Sun, Yu-Qiang Ji, Chen-Guang Zhao, Hua Yuan

Neural stem cells (NSCs) play a crucial role in neural regeneration following spinal cord injury (SCI) owing to their self-proliferative and multidirectional differentiation capabilities. This study examined the biological properties of adult spinal cord-derived NSCs (sp-NSCs) and the role of Notch receptors in regulating their activation. NSCs were isolated from the spinal cords of 8-week-old C57/BL6 mice, and their biological properties, including the gene expression profile of Notch receptors, were subsequently analyzed using single-cell RNA sequencing (scRNA-Seq) and bioinformatics. The NSCs were subsequently infected with lentiviral vectors encoding Notch1 shRNA, Notch2 shRNA, and a combination of Notch1 and Notch2 shRNA sequences, and evaluated using Sphere assays and EdU staining to determine their activation effects. The expression levels of downstream genes, NICD and Rbpj, in the Notch signaling pathway, as well as the related target genes, Hes1 and Hey1, were subsequently quantified using Western blot analysis. Intact adult mouse sp-NSCs predominantly existed in a quiescent state, with their population increasing significantly with age. Notch receptors served as critical regulators of adult sp-NSC activation. Notably, Notch1 expression was significantly elevated compared to Notch2 and Notch3, demonstrating its predominant role in sustaining NSC activation. In contrast, Notch2 and Notch3 were primarily responsible for maintaining NSCs in a quiescent state. Overall, both Notch1 and Notch2 signals are involved in different regulatory roles that facilitate the activation and fate determination of NSCs via NICD-Rbpj.

神经干细胞(Neural stem cells, NSCs)具有自我增殖和多向分化的能力,在脊髓损伤后的神经再生中起着至关重要的作用。本研究研究了成人脊髓源性NSCs (sp-NSCs)的生物学特性以及Notch受体在调节其激活中的作用。从8周龄C57/BL6小鼠脊髓中分离NSCs,随后利用单细胞RNA测序(scRNA-Seq)和生物信息学分析其生物学特性,包括Notch受体的基因表达谱。随后用编码Notch1 shRNA、Notch2 shRNA以及Notch1和Notch2 shRNA序列组合的慢病毒载体感染NSCs,并使用Sphere法和EdU染色法评估其激活效果。Western blot分析Notch信号通路下游基因NICD、Rbpj及相关靶基因Hes1、Hey1的表达水平。完整成年小鼠sp-NSCs主要处于静止状态,随着年龄的增长,sp-NSCs的数量显著增加。Notch受体是成人sp-NSC激活的关键调节因子。值得注意的是,与Notch2和Notch3相比,Notch1的表达显著升高,表明其在维持NSC激活中起主要作用。相反,Notch2和Notch3主要负责维持NSCs处于静止状态。总的来说,Notch1和Notch2信号都参与了不同的调节作用,通过NICD-Rbpj促进NSCs的激活和命运决定。
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引用次数: 0
Parallel Morphological and Functional Development in the Xenopus Retinotectal System 爪蟾视网膜顶系统的平行形态和功能发育。
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2025-12-31 DOI: 10.1002/dneu.70007
Vanessa J. Li, David Foubert, Anne Schohl, Edward S. Ruthazer

The retinotectal projection in Xenopus laevis is topographically organized. During the early development of the Xenopus visual system, the optic tectum increases considerably in volume, and retinotectal axons and dendrites undergo extensive activity-dependent remodeling. We have previously observed marked changes in the three-dimensional layout of the tectal retinotopic functional map over the course of a few days. This raised the question of whether such functional reorganization might be attributable to the migration and structural remodeling of tectal neurons as the brain grows. To examine changes in map topography in the context of individual tectal neuron morphology and location, we performed calcium imaging in the optic tecta of GCaMP6s-expressing tadpoles in parallel with structural imaging of tectal cells that were sparsely labeled with Alexa 594-dextran dye. We performed functional and structural imaging of the optic tectum at two developmental time points, recording the morphology of the dextran-labeled cells and quantifying the changes in their positions and the spanning volume of their dendritic fields. Comparing anatomical growth to changes in the functional retinotopic map at these early stages, we found that dendritic arbor growth kept pace with the overall growth of the optic tectum and that individual neurons continued to receive widespread visual field input, even as the tectal retinotopic map evolved markedly over time. This suggests a period of initial growth during which inputs to individual tectal neurons maintain diffuse connectivity and broad topographic integration.

非洲爪蟾的视网膜突起是有地形组织的。在爪蟾视觉系统的早期发育过程中,视顶叶的体积显著增加,视顶叶轴突和树突经历了广泛的活动依赖性重构。我们之前已经观察到,在几天的时间里,视网膜顶位功能图的三维布局发生了明显的变化。这就提出了一个问题,即这种功能重组是否可能归因于大脑生长过程中顶盖神经元的迁移和结构重塑。为了研究在个体顶盖神经元形态和位置的背景下地图地形的变化,我们在表达gcamp6s的蝌蚪的光学顶盖上进行了钙成像,同时对用Alexa 594-葡聚糖染料标记的顶盖细胞进行了结构成像。我们在两个发育时间点对视神经顶盖进行了功能和结构成像,记录了右旋糖酐标记细胞的形态,并量化了它们的位置变化和树突场的跨越体积。将解剖生长与早期功能视网膜定位图的变化进行比较,我们发现树突乔木生长与视顶盖的整体生长保持同步,并且单个神经元继续接受广泛的视野输入,即使顶盖视网膜定位图随着时间的推移而显著进化。这表明,在一个初始生长时期,对单个顶叶神经元的输入维持了弥漫性连接和广泛的地形整合。
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Developmental Neurobiology
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