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Dehydrocorybulbine blocks the Lyn-mediated MAPK pathway to promote anti-inflammatory polarization of microglia in mice after sevoflurane anesthesia 七氟醚麻醉小鼠小胶质细胞抗炎极化脱氢桥蓝碱阻断lyn介导的MAPK通路
IF 2.6 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-11 DOI: 10.1016/j.brainres.2026.150163
Biyu Zhang , Weiqian Tian
Dehydrocorybulbine (DHCB) has demonstrated efficacy in alleviating thermally induced acute pain. The present study sought to study the impact of DHCB on postoperative cognitive dysfunction (POCD). Mice or mouse BV2 cells were exposed to sevoflurane for modeling. Behavioral tests (Morris water maze, Y-maze, and novel object recognition test) and western blot analysis of APP, p-Tau (Thr231), and Tau protein expression in mouse hippocampal tissues were conducted to analyze cognitive impairment. DHCB inhibited M1 polarization of BV2 cells and mediated anti-inflammatory M2 polarization, further alleviating inflammatory damage. DHCB also alleviated cognitive impairment in mice dose-dependently by promoting the polarization of M1 to M2 microglia in the hippocampal CA1 region. DHCB targeted and inhibited the expression of Lck/Yes-related novel protein tyrosine kinase (Lyn) protein in microglia, thereby suppressing p38 MAPK signaling transduction. Reactivating Lyn reversed the above benefits of DHCB. Similarly, p38 MAPK signal inhibitor SB 202190 opposed the proinflammatory polarization of BV2 cells and inflammatory damage mediated by Lyn overexpression. In conclusion, our study demonstrates that DHCB inhibits Lyn expression in microglia, thereby suppressing p38 MAPK signal transduction and accelerating the polarization of microglia from M1 to M2 phenotype to alleviate sevoflurane-induced POCD.
脱氢棒胞碱(DHCB)在缓解热致急性疼痛方面已被证实有效。本研究旨在研究DHCB对术后认知功能障碍(POCD)的影响。将小鼠或小鼠BV2细胞暴露于七氟醚中进行建模。通过行为学测试(Morris水迷宫、y型迷宫和新型物体识别测试)和western blot分析小鼠海马组织APP、p-Tau (Thr231)和Tau蛋白表达,分析认知障碍。DHCB抑制BV2细胞M1极化,介导抗炎M2极化,进一步减轻炎症损伤。DHCB还通过促进海马CA1区M1到M2小胶质细胞的极化,剂量依赖性地减轻了小鼠的认知障碍。DHCB靶向并抑制小胶质细胞中Lck/ yes相关的新型蛋白酪氨酸激酶(Lyn)蛋白的表达,从而抑制p38 MAPK信号转导。重新激活Lyn逆转了DHCB的上述好处。同样,p38 MAPK信号抑制剂SB 202190可抑制Lyn过表达介导的BV2细胞促炎极化和炎症损伤。综上所述,我们的研究表明,DHCB抑制小胶质细胞中Lyn的表达,从而抑制p38 MAPK信号转导,加速小胶质细胞从M1表型向M2表型的极化,从而减轻七氟醚诱导的POCD。
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引用次数: 0
EAE models of neuropathic pain in multiple sclerosis do not require pertussis toxin 多发性硬化症神经性疼痛的EAE模型不需要百日咳毒素。
IF 2.6 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-11 DOI: 10.1016/j.brainres.2026.150162
Sydney R. Lamerand , Paramita Basu , Nina E. Gakii , Skyy S. Steber , Bradley K. Taylor

Background

Experimental autoimmune encephalomyelitis (EAE) is a preclinical model of multiple sclerosis (MS), typically induced with two inoculations of myelin oligodendrocyte glycoprotein (MOG35-55) emulsified in complete Freund’s adjuvant (CFA), and supplemented with pertussis toxin (PTX). Although PTX has been considered essential, recent studies suggest that EAE pathology can develop without it.

Objectives

Indices of clinical disease and neuropathic pain were evaluated in a conventional model of EAE that included PTX (EAE-PTX) and one that lacked PTX (EAE-nPTX), as well as in multiple control groups that lacked MOG35-55 (CFA-PTX and CFA-nPTX).

Methods

A battery of behavioral tests were used to evaluate motor dysfunction and hypersensitivity to mechanical, cold, and heat stimuli with a repeated-measures design in male and female C57BL/6 mice. One month after the first EAE inoculation, fluoromyelin staining was used to evaluate demyelination in spinal cord, cortex, and peripheral nerve, while ATF3 was used as a marker of injury in sensory neurons of lumbar L4-L5 dorsal root ganglia (DRG).

Results

Compared to CFA-PTX and CFA-nPTX controls, both EAE-PTX and EAE-nPTX groups developed motor dysfunction, behavioral hypersensitivity, and demyelination in ventral spinal cord but not cortex. Spinal demyelination was greater in EAE-nPTX than in EAE-PTX. ATF3 was detected in lumbar DRG of all EAE and CFA control groups, suggesting that systemic inflammation, rather than MOG35-55-driven neuropathology, contributes to neuron damage.

Conclusions

PTX is not required for the manifestation of motor dysfunction and neuropathic pain in MOG35-55-based EAE models. Newer EAE-nPTX models have the distinct advantage of mimicking MS disease while avoiding confounding effects of pertussis toxin.
背景:实验性自身免疫性脑脊髓炎(EAE)是多发性硬化症(MS)的临床前模型,通常由两次接种髓磷脂少突胶质细胞糖蛋白(MOG35-55)在完全弗氏佐剂(CFA)中乳化,并补充百日咳毒素(PTX)诱导。虽然PTX被认为是必不可少的,但最近的研究表明,没有PTX, EAE病理也可以发展。目的:对包括PTX的常规EAE模型(EAE-PTX)和缺乏PTX的EAE模型(EAE- nptx)以及缺乏MOG35-55 (CFA-PTX和CFA-nPTX)的多个对照组的临床疾病指标和神经性疼痛进行评估。方法:采用重复测量设计,采用一系列行为测试评估雄性和雌性C57BL/6小鼠的运动功能障碍和对机械、冷和热刺激的超敏反应。第一次EAE接种1个月后,采用氟髓磷脂染色评价脊髓、皮层和周围神经的脱髓鞘,同时采用ATF3作为腰椎L4-L5背根神经节(DRG)感觉神经元损伤的标志物。结果:与CFA-PTX和CFA-nPTX对照组相比,EAE-PTX组和EAE-nPTX组均出现脊髓腹侧而非皮层运动功能障碍、行为超敏反应和脱髓鞘。脊髓脱髓鞘在EAE-nPTX组明显大于EAE-PTX组。在所有EAE和CFA对照组的腰椎DRG中均检测到ATF3,提示全身性炎症而不是mog35 -55驱动的神经病理导致神经元损伤。结论:在基于mog35 -55的EAE模型中,运动功能障碍和神经性疼痛的表现不需要PTX。较新的EAE-nPTX模型具有模仿MS疾病的明显优势,同时避免百日咳毒素的混淆效应。
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引用次数: 0
Aperiodic slope reflects glutamatergic tone in the human brain 非周期斜率反映人脑的谷氨酸能张力。
IF 2.6 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-09 DOI: 10.1016/j.brainres.2026.150161
Aislin A. Sheldon , Hannah R. Moser , Kamar S. Abdullahi , Karly D. Allison , Carter B. Mulder , Samantha A. Montoya , Scott R. Sponheim , Małgorzata Marjańska , Michael-Paul Schallmo
Excitatory and inhibitory neural processes are essential for every aspect of brain function, but current non-invasive neuroimaging methods to study these in the human brain are limited. Recent studies which separate oscillatory and aperiodic components of electrophysiological power spectra have highlighted a relationship between aperiodic activity and functional brain states. Studies in both animal models and humans suggest that the aperiodic slope of electrophysiological power spectra reflects the local balance of excitatory:inhibitory (E:I) synaptic transmission. Aperiodic slope varies across individuals, brain states, and clinical populations, which may reflect important differences in E:I balance. However, there is currently a lack of evidence linking aperiodic slope to other measures of excitation and inhibition in the human brain. Here, we show that flatter (less steep) aperiodic slopes from human electroencephalography (EEG) are associated with higher concentrations of the excitatory neural metabolite glutamate measured with 7 T magnetic resonance spectroscopy (MRS) in the occipital lobe at rest. This suggests that individual differences in aperiodic neural activity reflect cortical glutamate concentrations, providing important insight for understanding changes in neural excitation across brain states and neuropsychiatric populations (e.g., schizophrenia) where glutamatergic function may differ. Our results support the use of aperiodic slope as a non-invasive marker for excitatory tone in the human brain.
兴奋性和抑制性神经过程对于脑功能的各个方面都是必不可少的,但目前在人脑中研究这些过程的非侵入性神经成像方法是有限的。最近的研究分离了电生理功率谱的振荡和非周期成分,强调了非周期活动与脑功能状态之间的关系。动物模型和人体研究表明,电生理功率谱的非周期斜率反映了兴奋性:抑制性(E:I)突触传递的局部平衡。非周期斜率因个体、大脑状态和临床人群而异,这可能反映了E:I平衡的重要差异。然而,目前缺乏将非周期斜率与人脑中其他兴奋和抑制措施联系起来的证据。在这里,我们发现,人类脑电图(EEG)显示的更平坦(不太陡峭)的非周期斜坡与静止时枕叶中7 T磁共振波谱(MRS)测量的兴奋性神经递质谷氨酸浓度较高有关。这表明非周期性神经活动的个体差异反映了皮质谷氨酸浓度,为理解谷氨酸能功能可能不同的大脑状态和神经精神人群(如精神分裂症)的神经兴奋变化提供了重要见解。我们的研究结果支持使用非周期斜率作为人类大脑兴奋性张力的非侵入性标记。
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引用次数: 0
From truth to deception: a network control theory perspective on brain connectivity and cognitive dynamics 从真实到欺骗:脑连通性和认知动力学的网络控制理论视角。
IF 2.6 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-09 DOI: 10.1016/j.brainres.2026.150159
Ali Rahimi Saryazdi , Farnaz Ghassemi , Fatemeh Parastesh , Karthikeyan Rajagopal , Sajad Jafari
Deception represents a sophisticated mental activity that modifies the brain’s dynamic operations. Understanding how brain activity changes during deceptive behavior is important for both cognitive neuroscience and practical applications such as lie detection. Recently, network control theory (NCT) has emerged as a novel tool that combines principles from network science and control theory, offering a powerful framework for quantifying how easily the brain can transition between different cognitive states. In this study, NCT is applied for the first time to examine the effects of deception on brain functional connectivity (FC). Electroencephalogram signals are recorded from 22 participants during a visual task designed to elicit deception. The phase lag index method is then employed to construct FC networks for both truthful and deceptive conditions. The brain is modeled as a linear dynamical system, and two control metrics, average controllability and modal controllability, are computed across five frequency bands: delta, theta, alpha, beta, and gamma. The results reveal significant differences in brain dynamics between the two conditions. In the delta and beta bands, average controllability is significantly higher during truthful responses (p-value < 0.005), while in the gamma band, it is elevated during deception. Additionally, in the beta and gamma bands, modal controllability is significantly higher during deceptive responses (p-value < 0.005). It is observed that during deception, the control energy spectrum shifts from predominance in lower frequencies, which is more evident in truthful responses, toward higher frequencies where energy increases during deception. The outcomes imply that brain connectivity patterns are affected by deceptive behavior and highlight the potential of NCT in advancing deception-related investigations.
欺骗是一种复杂的心理活动,可以改变大脑的动态运作。了解欺骗行为中大脑活动的变化对认知神经科学和诸如测谎等实际应用都很重要。最近,网络控制理论(NCT)作为一种结合网络科学和控制理论原理的新工具出现,为量化大脑在不同认知状态之间转换的容易程度提供了一个强大的框架。在这项研究中,NCT首次应用于研究欺骗对脑功能连接(FC)的影响。研究人员记录了22名参与者在进行一项视觉任务时的脑电图信号。然后采用相位滞后指数法构建真实和欺骗条件下的FC网络。大脑被建模为一个线性动力系统,两个控制指标,平均可控性和模态可控性,在五个频带上计算:delta, theta, alpha, beta和gamma。结果揭示了两种情况下大脑动力学的显著差异。在δ和β波段,真实反应期间的平均可控性显著较高(p值)
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引用次数: 0
K-means++ guided multi-view CNN with channel attention for EEG emotion recognition 基于k -means++的多视点CNN通道关注脑电情感识别
IF 2.6 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-09 DOI: 10.1016/j.brainres.2026.150160
Yi Zhou, Ruiwen Jiang, Jingxiang Zhang
The use of artificial intelligence for emotion recognition is the focus of improving human–computer interaction. Recently, deep learning has been widely used in the study of emotion recognition. However, how to correctly identify emotions still faces a huge challenge. We propose a multi-view deep CNN based on channel attention (MVACNN) for EEG emotion recognition. MVACNN first clustered the channels and divided the channels with high similarity into the same view. Channels within the same view have highly similar patterns of neural activity, which can extract the synergistic features of specific brain regions more intensively and reduce the interference of irrelevant noise. To extract more discriminative features, MVACNN integrates channel attention into each view. Channel attention gives different channel weights to effectively learn the importance of different channels. In addition, MVACNN uses residual blocks to learn the residual variation to better represent the relationship between input and output. The residual structure preserves the original information, improving feature utilization and thus maintaining performance. Experimental results show that MVACNN achieves good results on different datasets.
利用人工智能进行情感识别是改善人机交互的重点。近年来,深度学习在情绪识别研究中得到了广泛的应用。然而,如何正确识别情绪仍然面临着巨大的挑战。提出了一种基于信道注意的多视点深度CNN (MVACNN)用于脑电情感识别。MVACNN首先对信道进行聚类,并将相似度高的信道划分到同一视图中。同一视点内的通道具有高度相似的神经活动模式,可以更密集地提取特定脑区的协同特征,减少无关噪声的干扰。为了提取更多的判别特征,MVACNN将通道注意力集成到每个视图中。渠道注意通过赋予不同的渠道权重,有效地了解不同渠道的重要性。此外,MVACNN使用残差块来学习残差变化,以更好地表示输入和输出之间的关系。残差结构保留了原始信息,提高了特征利用率,从而保持了性能。实验结果表明,MVACNN在不同的数据集上都取得了较好的效果。
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引用次数: 0
The mechanism of Calhm2 regulating the expression of CaMKIIα in spinal dorsal horn involved in the pathogenesis of bone cancer pain Calhm2调控脊髓背角CaMKIIα表达参与骨癌疼痛发病的机制
IF 2.6 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-09 DOI: 10.1016/j.brainres.2026.150158
Mengyuan Xiong , Xiaohui Li , Shanchun Su , Xueqin Xu , Jiaqi Yu , Wei Tian , Linhan Wang , Changbin Ke
Bone cancer pain (BCP) is one of the most common and debilitating types of pain in cancer patients, severely impairing the quality of life in advanced stages of the disease. However, its underlying mechanisms remain poorly understood, highlighting the urgent need to clarify its pathogenesis and identify novel therapeutic targets. Increasing evidence suggests that altered excitability of spinal dorsal horn neurons is a prerequisite for pain generation. The dynamic balance of intracellular and extracellular calcium ion concentrations is critical for maintaining normal neuronal excitability. In this study, we investigated the role of calcium homeostasis modulator 2 (Calhm2) in BCP. In BCP mice, the expression of Calhm2 in the spinal dorsal horn was significantly upregulated, accompanied by a concomitant increase in calcium/calmodulin-dependent protein kinase II α (CaMKIIα). Lentiviral-mediated knockdown of Calhm2 in the spinal dorsal horn reduced CaMKIIα expression, alleviated mechanical allodynia, and decreased c-fos expression. These findings suggest that Calhm2 regulates CaMKIIα to promote neuronal activation in the spinal dorsal horn, thereby contributing to the development of bone cancer pain. Calhm2 may represent a promising target for therapeutic intervention in BCP.
骨癌疼痛(BCP)是癌症患者中最常见和使人衰弱的疼痛类型之一,严重损害了疾病晚期的生活质量。然而,其潜在的机制仍然知之甚少,强调迫切需要澄清其发病机制和确定新的治疗靶点。越来越多的证据表明,脊髓背角神经元兴奋性的改变是疼痛产生的先决条件。细胞内和细胞外钙离子浓度的动态平衡对于维持正常的神经元兴奋性至关重要。在这项研究中,我们研究了钙稳态调节剂2 (Calhm2)在BCP中的作用。在BCP小鼠中,脊髓背角Calhm2的表达显著上调,同时钙/钙调素依赖性蛋白激酶IIα (CaMKIIα)升高。慢病毒介导的脊髓背角Calhm2的下调降低了CaMKIIα的表达,减轻了机械异常性痛,降低了c-fos的表达。这些发现表明,Calhm2调节CaMKIIα促进脊髓背角神经元的激活,从而促进骨癌疼痛的发展。Calhm2可能是BCP治疗干预的一个有希望的靶点。
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引用次数: 0
Elevated FKBP5 expression associates with epilepsy-related molecular changes and promotes neuronal hyperexcitability FKBP5表达升高与癫痫相关的分子变化有关,并促进神经元的高兴奋性。
IF 2.6 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-08 DOI: 10.1016/j.brainres.2026.150157
Meng Cai , Shuyang Wang , Mingsu Liu , Bin Lai , Chen Chen , Jing Ding , Xin Wang

Objective

Epilepsy is one of the neurological disorders, characterized by recurrent, spontaneous seizures arising from neuronal hyperexcitability and hypersynchrony in the brain. The mechanisms of epilepsy are intricate and remain elusive. FKBP5 has emerged as a significant protein implicated in neurological disorders such as Alzheimer’s disease (AD) and Parkinson’s disease (PD). This study aims to investigate the role of FKBP5 in a kainic acid (KA)-induced intrahippocampal epilepsy model and assessed how FKBP5 gain-of-function and FKBP51 inhibition influence neurotransmitter dynamics and neuronal excitability.

Methods

We examined the expression of FKBP5 in the hippocampus of the kainic acid (KA)-induced epilepsy model. To explore the impact of FKBP5 on neuronal activity, we overexpressed FKBP5 in primary cortical neurons and astrocytes, assessing extracellular glutamate levels in neuron–astrocytes co-cultures with or without the FKBP51-selective inhibitor SAFit2 (250 nM). Intrinsic excitability, voltage-gated Na+ currents, and network activity were evaluated using whole-cell patch-clamp recordings and high-density microelectrode arrays (HD-MEAs).

Results

We observed an elevated level of FKBP5 in the hippocampus of a kainic acid (KA)-induced chronic epilepsy mouse model, whereas cortical FKBP5 did not show clear changes across the examined post-insult time points.. Moreover, FKBP5 overexpression induced a remarkable increase in the extracellular glutamate level in co-cultured primary cortical neurons and astrocytes. Intriguingly, FKBP5 overexpression modifies the electrophysiological properties of primary neurons, resulting in increased intrinsic excitability and enhanced Na+ currents. Additionally, the network activity exhibits hyperexcitability with FKBP5 overexpression. Notably, SAFit2 treatment was also associated with elevated extracellular glutamate in the co-culture system, while intracellular FKBP5 and EAAT2 protein levels showed no significant group differences in the current dataset.

Conclusion

These findings suggested that FKBP5 played a significant role in regulating neuronal excitability and extracellular glutamate homeostasis. However, due to discrete sampling and the lack of continuous seizure monitoring, the present in vivo data do not establish a definitive causal contribution of FKBP5 to epileptogenesis, warranting future studies integrating longitudinal EEG and cell-type-specific manipulations.
目的:癫痫是一种神经系统疾病,其特征是由大脑神经元的高兴奋性和高同步性引起的反复、自发发作。癫痫的机制是复杂的,仍然难以捉摸。FKBP5是一种与阿尔茨海默病(AD)和帕金森病(PD)等神经系统疾病有关的重要蛋白。本研究旨在探讨FKBP5在kainic acid (KA)诱导的海马内癫痫模型中的作用,并评估FKBP5的功能获得和FKBP51的抑制如何影响神经递质动力学和神经元兴奋性。方法:检测kainic acid (KA)诱导癫痫模型海马中FKBP5的表达。为了探索FKBP5对神经元活性的影响,我们在原代皮质神经元和星形胶质细胞中过表达FKBP5,评估在有或没有fkbp51选择性抑制剂SAFit2(250 nM)的情况下,神经元-星形胶质细胞共培养的细胞外谷氨酸水平。使用全细胞膜片钳记录和高密度微电极阵列(hd - mea)来评估固有兴奋性、电压门控Na+电流和网络活性。结果:我们观察到kainic酸(KA)诱导的慢性癫痫小鼠模型海马中FKBP5水平升高,而皮质FKBP5在检查后损伤时间点没有显示出明显的变化。此外,FKBP5过表达诱导共培养皮层神经元和星形胶质细胞的胞外谷氨酸水平显著升高。有趣的是,FKBP5过表达改变了初级神经元的电生理特性,导致内在兴奋性增加和Na+电流增强。此外,FKBP5过表达时,网络活动表现出高兴奋性。值得注意的是,在共培养系统中,SAFit2处理也与细胞外谷氨酸升高有关,而细胞内FKBP5和EAAT2蛋白水平在当前数据集中没有显着的组差异。结论:FKBP5在调节神经元兴奋性和细胞外谷氨酸稳态中发挥重要作用。然而,由于离散采样和缺乏连续的癫痫监测,目前的体内数据并不能确定FKBP5与癫痫发生的明确因果关系,因此未来的研究需要结合纵向脑电图和细胞类型特异性操作。
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引用次数: 0
Role of the dentate gyrus of hippocampus on acute pain modulation: Investigating of dopaminergic-opioidergic interactions in pain-related behaviors in the tail-flick test 海马齿状回在急性疼痛调节中的作用:甩尾实验中疼痛相关行为中多巴胺能-阿片能相互作用的研究。
IF 2.6 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-07 DOI: 10.1016/j.brainres.2026.150155
Sahar Sadeghzadeh Sotoudeh , Shima Abtin , Roghayeh Mozafari , Abbas Haghparast
Previous studies have shown that injections of opioid and dopamine agonists alone into the dentate gyrus (DG) increase the threshold for acute pain responses. Therefore, this study aimed to investigate whether the opioid and D1-like dopamine receptor (D1R) interact to modulate acute pain in DG. One hundred and forty-seven adult male Wistar rats were cannulated unilaterally in the DG. Separate groups of animals received different doses of SCH23390 (6, 12, and 24 mmol/0.5 μL), a D1R antagonist, before injection of an effective dose of morphine (25 mmol/0.5 μL). In another experiment, animals received different naloxone (5, 15, and 45 mmol/0.5 μL) dose, an opioid receptor antagonist, before administering the effective dose of SKF38393 (6 mmol/0.5 μL). Acute pain threshold was assessed using the tail-flick test. Behavioral data analysis indicated that blockade of D1R in the DG significantly attenuated morphine-induced antinociception (P < 0.001). Furthermore, the antinociceptive effects of SKF38393 were significantly reduced by blocking opioid receptors in the DG (P < 0.01). Interestingly, the effect of SCH23390 in reducing the antinociceptive effects of morphine (η2 = 0.65) was numerically higher than the effect of naloxone in reducing the antinociceptive effects of SKF38393 (η2 = 0.46). The results suggest a strong interaction between opioidergic and dopaminergic systems in the DG in modulating acute pain. These findings can be used to reveal the precise mechanisms of pain modulation in brain circuits and to develop new strategies in pain management with greater efficacy and fewer side effects.
先前的研究表明,单独向齿状回(DG)注射阿片类药物和多巴胺激动剂会增加急性疼痛反应的阈值。因此,本研究旨在探讨阿片样物质和d1样多巴胺受体(D1R)是否相互作用以调节DG急性疼痛。将147只成年雄性Wistar大鼠单侧置入DG。在注射有效剂量的吗啡(25 mmol/0.5 μL)之前,各组动物分别注射不同剂量的D1R拮抗剂SCH23390(6、12和24 mmol/0.5 μL)。在另一项实验中,动物在给予有效剂量SKF38393(6 mmol/0.5 μL)之前,分别给予不同剂量的阿片受体拮抗剂纳洛酮(5、15和45 mmol/0.5 μL)。用甩尾试验评估急性痛阈。行为学数据分析表明,阻断DG中的D1R可显著减弱吗啡诱导的抗痛觉性(P
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引用次数: 0
Diffusion spectrum imaging-based machine learning for temporal lobe epilepsy lateralization 基于扩散谱成像的颞叶癫痫侧化机器学习。
IF 2.6 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-06 DOI: 10.1016/j.brainres.2026.150154
Zhen-Ming Wang , Yaqin Hou , Chunxue Wu , Miao Zhang , Jie Lu

Objective

Accurate preoperative lateralization of temporal lobe epilepsy (TLE) remains challenging, particularly in cases with subtle or MRI-negative lesions. This study aimed to overcome limitations of conventional MRI by developing a diffusion spectrum imaging (DSI)-based machine learning approach for noninvasive TLE lateralization.

Methods

We retrospectively analyzed DSI scans from 49 unilateral TLE patients (29 left, 20 right) and 25 healthy controls (HC). Local connectome fingerprints and quantitative anisotropy (QA) features were extracted. A support vector machine (SVM) was trained to classify patients from controls and to identify the epileptogenic hemisphere. Model performance was evaluated using 10-fold stratified cross-validation, with feature selection and dimensionality reduction performed within each training fold.

Results

The DSI-based SVM achieved high accuracy in distinguishing TLE from HC. With fingerprint features, accuracy was 97.3% (sensitivity 0.959, specificity 1.000); QA features yielded the same accuracy 97.3% (sensitivity 0.980, specificity 0.960). For lateralization among patients, the fingerprint model reached 100% accuracy versus 91.8% for QA. In the three-class classification task (left TLE, right TLE and HC), the models achieved accuracies of 78.4% (fingerprint) and 73.0% (QA). The fingerprint-based classifier yielded F1-scores of 0.943 for HC, 0.727 for LTLE, and 0.650 for RTLE; QA achieved F1-scores of 0.875, 0.677, and 0.632, respectively. DeLong’s test found no significant AUC differences.

Conclusion

DSI-derived metrics combined with machine learning enable accurate, noninvasive lateralization of TLE. This approach addresses clinical necessities by reliably detecting epileptogenic zones, including cases with subtle structural abnormalities, offering significant potential to enhance presurgical decision-making and patient outcomes.
目的:准确的颞叶癫痫术前侧化(TLE)仍然具有挑战性,特别是在细微或mri阴性病变的情况下。本研究旨在通过开发一种基于扩散谱成像(DSI)的机器学习方法来克服传统MRI的局限性。方法:回顾性分析49例单侧TLE患者(29例左侧,20例右侧)和25例健康对照(HC)的DSI扫描结果。提取局部连接组指纹和定量各向异性特征。训练支持向量机(SVM)对患者和对照组进行分类,并对致痫半球进行识别。模型性能使用10倍分层交叉验证进行评估,在每个训练层中进行特征选择和降维。结果:基于dsi的支持向量机对TLE和HC的鉴别准确率较高。结合指纹特征,准确率为97.3%(灵敏度0.959,特异度1.000);QA特征的准确度为97.3%(灵敏度0.980,特异性0.960)。对于患者侧化,指纹模型的准确率达到100%,而QA准确率为91.8%。在三类分类任务(左TLE、右TLE和HC)中,模型的准确率分别为78.4%(指纹)和73.0% (QA)。基于指纹图谱的分类器对HC、LTLE和RTLE的f1评分分别为0.943、0.727和0.650;QA的f1得分分别为0.875、0.677、0.632。DeLong的测试没有发现显著的AUC差异。结论:dsi衍生指标与机器学习相结合,可以实现准确、无创的TLE侧化。该方法通过可靠地检测癫痫区,包括具有细微结构异常的病例,解决了临床需要,为提高术前决策和患者预后提供了巨大的潜力。
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引用次数: 0
Identification of the disulfidptosis-related gene IQGAP1 as a potential diagnostic biomarker in Parkinson’s disease 二硫中毒相关基因IQGAP1作为帕金森病潜在诊断生物标志物的鉴定
IF 2.6 4区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-06 DOI: 10.1016/j.brainres.2026.150153
Jianlin Li , Jianhang You , Zaipu Li , Jing Zang , Lin Wu , Tao Zhao

Background

Parkinson’s disease is the second most common and fastest-growing neurodegenerative disorder worldwide. However, its complex pathogenic mechanisms remain incompletely understood, and effective therapeutic strategies are still lacking. Disulfidptosis is a newly identified form of regulated cell death that has been shown to be closely associated with multiple diseases; nevertheless, its role in Parkinson’s disease has not yet been elucidated. In this study, we systematically investigated the expression patterns and potential functions of disulfidptosis-related differentially expressed genes that are significantly associated with Parkinson’s disease risk, using bulk transcriptomic data and single-cell RNA sequencing analyses.

Methods

We integrated single-cell RNA sequencing data with large-scale transcriptomic datasets to construct a disulfidptosis-related diagnostic model for Parkinson’s disease. First, twenty-five known disulfidptosis-related genes were collected from published literature and public databases. Differential expression analysis of GEO datasets was then performed to identify significantly differentially expressed genes between Parkinson’s disease and healthy control samples, which were subsequently used to build an initial diagnostic model. The expression profiles of key genes were further validated in external cohorts to enhance the robustness and reliability of the model. Next, single-cell RNA sequencing data from patients with Parkinson’s disease were incorporated to refine the identification of DRGs that were significantly associated with disease risk. Finally, quantitative real-time reverse transcription PCR was employed to experimentally validate the expression of the critical genes.

Results

We identified four DRGs in total. Using least absolute shrinkage and selection operator regression and random forest algorithms, three hub genes with diagnostic potential were further screened. After validation in external datasets and at the single-cell level, IQGAP1 was ultimately confirmed as the key gene by quantitative real-time reverse transcription PCR, showing significantly upregulated expression in Parkinson’s disease samples.

Conclusion

This study provides the first evidence suggesting that disulfidptosis-related genes may be involved in the pathogenesis of Parkinson’s disease and highlights IQGAP1 as a key molecule with potential value in Parkinson’s disease risk assessment and diagnosis. These findings not only offer a new perspective for elucidating the molecular mechanisms underlying Parkinson’s disease, but also provide a theoretical basis for identifying potential biomarkers and optimizing individualized therapeutic strategies, thereby further promoting the application of precision medicine in the field of Parkinson’s disease.
背景:帕金森病是全球第二大最常见和增长最快的神经退行性疾病。然而,其复杂的致病机制尚不完全清楚,缺乏有效的治疗策略。双曲下垂是一种新发现的调节细胞死亡形式,已被证明与多种疾病密切相关;然而,它在帕金森病中的作用尚未被阐明。在这项研究中,我们利用大量转录组数据和单细胞RNA测序分析,系统地研究了与帕金森病风险显著相关的双硫化物相关差异表达基因的表达模式和潜在功能。方法:将单细胞RNA测序数据与大规模转录组学数据集相结合,构建帕金森病二硫嘧啶相关诊断模型。首先,从已发表的文献和公共数据库中收集了25个已知的二硫分解相关基因。然后对GEO数据集进行差异表达分析,以确定帕金森病和健康对照样本之间显著差异表达的基因,随后将其用于构建初始诊断模型。在外部队列中进一步验证关键基因的表达谱,以增强模型的鲁棒性和可靠性。接下来,研究人员将帕金森病患者的单细胞RNA测序数据纳入其中,以完善与疾病风险显著相关的DRGs的鉴定。最后,采用实时定量反转录PCR对关键基因的表达进行实验验证。结果:共鉴定出4种DRGs。利用最小绝对收缩、选择算子回归和随机森林算法,进一步筛选出3个具有诊断潜力的枢纽基因。经过外部数据集和单细胞水平的验证,IQGAP1最终通过实时定量反转录PCR证实为关键基因,在帕金森病样本中表达显著上调。结论:本研究首次提供了二硫塌陷相关基因可能参与帕金森病发病机制的证据,并突出了IQGAP1作为帕金森病风险评估和诊断的关键分子的潜在价值。这些发现不仅为阐明帕金森病的分子机制提供了新的视角,也为识别潜在的生物标志物和优化个体化治疗策略提供了理论依据,从而进一步推动精准医学在帕金森病领域的应用。
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引用次数: 0
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Brain Research
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