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The Effect of Rosmarinic Acid on Neural Differentiation of Wartons Jelly-derived Mesenchymal Stem Cells in Two-dimensional and Three-dimensional Cultures using Chitosan-based Hydrogel. 利用壳聚糖水凝胶在二维和三维培养中迷迭香酸对Wartons Jelly衍生的间充质干细胞神经分化的影响。
IF 1.7 Q4 NEUROSCIENCES Pub Date : 2023-01-01 DOI: 10.32598/bcn.2021.2596.1
Mohsen Salmanvandi, Seyed Mohammad Amin Haramshahi, Elahe Mansouri, Akram Alizadeh

Introduction: Numerous studies have shown the positive effects of rosmarinic acid on the nervous system. Rosmarinic acid as a herbal compound with anti-inflammatory effects can prevent thedestructive effect of inflammation on the nervous system. Furthermore, various studies haveemphasized the advantages of three-dimensional (3D) culture over the two-dimensional (2D) culture of cells.

Methods: In this study, thermosensitive chitosan (CH)-based hydrogel as a 3D scaffoldwith the combination of chitosan, beta-glycerol phosphate and hydroxyl ethyl cellulose (CH-GP-HEC) loaded with rosmarinic acid was used to induce neuronal differentiation in humanWharton jelly stem cells. Also, cells were divided into eight groups to evaluate the effect of 3Dcell culture and to compare gene expression in different induction conditions.

Results: The results ofgene expression analysis showed the highest expression of neuronal markers in Whartons jelly derived mesenchymal stem cells (WJMSCs) cultured in chitosan, beta-glycerol phosphate and hydroxyl ethyl cellulose (ch-gp-hec) loaded with differentiation medium androsmarinic acid. According to the results of gene expression, rosmarinic acid alone has a positiveeffect on the induction of expression of neural markers. This positive effect is enhanced by cellculture in 3D conditions.

Conclusion: This study shows that rosmarinic acid can be considered an inexpensiveand available compound for use in neural tissue engineering. The results of this study indicatethat rosmarinic acid can be considered a cheap and available compound for use in neural tissueengineering.

引言:大量研究表明迷迭香酸对神经系统有积极作用。迷迭香酸作为一种具有抗炎作用的草药化合物,可以防止炎症对神经系统的破坏作用。此外,各种研究强调了细胞的三维(3D)培养相对于二维(2D)培养的优势。方法:本研究采用壳聚糖、β-甘油磷酸酯和羟基乙基纤维素(CH-GP-HEC)负载迷迭香酸的热敏壳聚糖水凝胶作为三维支架,诱导人沃顿果冻干细胞向神经元分化。此外,将细胞分为八组,以评估3D细胞培养的效果,并比较不同诱导条件下的基因表达。结果:基因表达分析结果显示,在壳聚糖、β-甘油磷酸酯和羟乙基纤维素(ch-gp-hec)中培养的沃顿果冻来源的间充质干细胞(WJMSC)中,神经元标记物的表达最高。根据基因表达的结果,迷迭香酸单独对神经标记物的表达诱导具有积极作用。这种积极作用通过在3D条件下的细胞培养而增强。结论:迷迭香酸是一种廉价、有效的神经组织工程化合物。该研究结果表明,迷迭香酸可以被认为是一种用于神经组织工程的廉价且可用的化合物。
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引用次数: 0
A New Nonlinear Autoregressive Exogenous (NARX)-based Intra-spinal Stimulation Approach to Decode Brain Electrical Activity for Restoration of Leg Movement in Spinally-injured Rabbits. 一种新的基于非线性自回归外源性(NARX)的脊髓内刺激方法,用于解码脊髓损伤兔腿部运动恢复的脑电活动。
IF 1.7 Q4 NEUROSCIENCES Pub Date : 2023-01-01 DOI: 10.32598/bcn.2022.1840.1
Mohamad Amin Younessi Heravi, Keivan Maghooli, Fereidoun Nowshiravan Rahatabad, Ramin Rezaee

Introduction: This study aimed at investigating the stimulation by intra-spinal signals decoded from electrocorticography (ECoG) assessments to restore the movements of the leg in an animal model of spinal cord injury (SCI).

Methods: The present work is comprised of three steps. First, ECoG signals and the associated leg joint changes (hip, knee, and ankle) in sedated healthy rabbits were recorded in different trials. Second, an appropriate set of intra-spinal electric stimuli was discovered to restore natural leg movements, using the three leg joint movements under a fuzzy-controlled strategy in spinally-injured rabbits under anesthesia. Third, a nonlinear autoregressive exogenous (NARX) neural network model was developed to produce appropriate intra-spinal stimulation developed from decoded ECoG information. The model was able to correlate the ECoG signal data to the intra-spinal stimulation data and finally, induced desired leg movements. In this study, leg movements were also developed from offline ECoG signals (deciphered from rabbits that were not injured) as well as online ECoG data (extracted from the same rabbit after SCI induction).

Results: Based on our data, the correlation coefficient was 0.74±0.15 and the normalized root means square error of the brain-spine interface was 0.22±0.10.

Conclusion: Overall, we found that using NARX, appropriate information from ECoG recordings can be extracted and used for the generation of proper intra-spinal electric stimulations for restoration of natural leg movements lost due to SCI.

引言:本研究旨在研究皮层电图(ECoG)评估解码的脊髓内信号对脊髓损伤(SCI)动物模型中腿部运动的刺激。方法:本工作由三个步骤组成。首先,在不同的试验中记录了镇静健康兔子的ECoG信号和相关的腿关节变化(髋、膝和踝)。其次,在麻醉下的脊髓损伤兔子中,在模糊控制策略下使用三个腿关节的运动,发现了一组合适的脊髓内电刺激来恢复自然的腿部运动。第三,开发了一个非线性自回归外源性(NARX)神经网络模型,以根据解码的ECoG信息产生适当的脊髓内刺激。该模型能够将ECoG信号数据与脊髓内刺激数据相关联,并最终诱导所需的腿部运动。在本研究中,还从离线ECoG信号(从未受伤的兔子身上破译)和在线ECoG数据(从SCI诱导后的同一只兔子身上提取)中开发了腿部运动。结果:基于我们的数据,相关系数为0.74±0.15,脑脊界面的归一化均方根误差为0.22±0.10。结论:总体而言,我们发现,使用NARX,可以从ECoG记录中提取适当的信息,并用于产生适当的脊髓内电刺激,以恢复因SCI而失去的自然腿部运动。
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引用次数: 0
Comparing the Diagnostic Value of Four Dementia Tests in the Amnestic and Healthy Elderly. 四种痴呆测试对老年人和健康老年人的诊断价值比较。
IF 1 Q4 NEUROSCIENCES Pub Date : 2023-01-01 DOI: 10.32598/bcn.2022.1745.1
Fatemah Khamseh, Gholamreza Hadjati, Hossein Nahvinejad, Zahra Nouparast, Masomeh Salehi, Maryam Noroozian, Mahshid Foroughan, Farshid Alaedini, Afrooz Saffarifard, Faraneh Farin, Mehrdad Khansari, Maryam Pourseid Mohammad, Zahra Ahmadi

Introduction: This study aimed to compare the diagnostic value of four questionnaires for the diagnosis of neurocognitive disorders (NCDs) in the elderly.

Methods: In this project, people older than 60 years who lived in Tehran were investigated. A total of 99 literate cases were enrolled in the study, and four questionnaires, including functional assessment staging tool (FAST), abbreviated mental test score (AMTS), mini-mental state examination (MMSE), and modified Persian test of elderly for assessment of cognition and executive function (PEACE) were completed for them. They were then referred to a neuropsychiatrist, and the status of their cognition and neurobehavior was determined. The specialists were blinded to the results of the tests.

Results: Of the 99 participants studied, 39 cases were healthy, eight cases had mild Alzheimer's disease, 38 had amnesic MCI, five cases had secondary dementia, and nine cases had mixed vascular dementia and Alzheimer's disease. The area under the ROC curve for distinguishing the healthy group from the rest of the population was 0.692, 0.629, 0.734, and 0.751 for the FAST, AMTS, MMSE, and NBCSS questionnaires, respectively.

Conclusion: MMSE and NBCSS tests had better diagnostic power than the other two tests to distinguish the healthy group from the rest of the population.

引言:本研究旨在比较四份问卷对老年人神经认知障碍(NCDs)诊断的诊断价值。方法:在该项目中,对居住在德黑兰的60岁以上的人进行了调查。本研究共招募了99名识字病例,并为他们完成了四份问卷,包括功能评估分期工具(FAST)、简略心理测试分数(AMTS)、迷你心理状态检查(MMSE)和老年人认知和执行功能评估改良波斯测试(PEACE)。然后,他们被转介给神经精神科医生,并确定他们的认知和神经行为状态。专家们对测试结果视而不见。结果:在研究的99名参与者中,39例健康,8例患有轻度阿尔茨海默病,38例患有遗忘性MCI,5例患有继发性痴呆,9例患有血管性痴呆和阿尔茨海默病。FAST、AMTS、MMSE和NBCSS问卷的ROC曲线下区分健康组和其他人群的面积分别为0.692、0.629、0.734和0.751。结论:MMSE和NBCSS测试比其他两种测试具有更好的诊断能力,可以区分健康组和其他人群。
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引用次数: 0
Reelin Signaling Pathway and Mesial Temporal Lobe Epilepsy: A Causative Link. Reelin信号通路与颞叶癫痫的因果关系。
IF 1.7 Q4 NEUROSCIENCES Pub Date : 2023-01-01 DOI: 10.32598/bcn.2021.2554.1
Tulika Gupta, Mandeep Kaur, Navneet Singla, Bishan Dass Radotra, Daisy Sahni, Parampreet Singh Kharbanda, Sunil K Gupta

Introduction: Mesial temporal lobe epilepsy (MTLE) is the most frequent form of partial epilepsy. Granule cell dispersion, resulting from aberrant neuronal migration in the hippocampus, is pathognomonic of MTLE. Reelin, a secreted neurodevelopmental glycoprotein has a crucial role in controlling the radial migration of neurons. Several animal studies have implicated Reelin in the MTLE pathogenesis Mesial temporal lobe epilepsy (MTLE) is the most frequent form of partial epilepsy. Granule cell dispersion, resulting from aberrant neuronal migration in the hippocampus, is pathognomonic of MTLE. Reelin, a secreted neurodevelopmental glycoprotein has a crucial role in controlling the radial migration of neurons. Several animal studies have implicated Reelin in the MTLE pathogenesis.

Methods: The aim of this study was to investigate the Reelin signalling pathway in the MTLE patients. Therefore, we studied each step in the Reelin signalling pathway for the gene and protein expressions, in the hippocampal tissue obtained from patients undergoing surgery for MTLE and compared it with age matched normal autopsy cases.

Results: We found statistically significant decrease (P<0.001) in the Reelin mRNA expression in MTLE patients. Among the two reelin receptors, apolipoprotein E receptor 2 (ApoER2) was significantly increased whereas very low density lipoprotein receptor (VLDLR) was decreased among the patients. Disabled 1 (Dab1), the downstream target of reelin, was found to be decreased. Dab1 in turn inhibits Cofilin, which is responsible for cytoskeletal reorganization, thus limiting aberrant neuronal migration. Statistically significant over expression of Cofilin protein was found in the patient group. Matrix metalloproteinase 9 (MMP-9) and tissue inhibitor of metalloproteases-1 (TIMP-1), both of which are involved in processing of Reelin, were down regulated in 70-85% of cases.

Conclusion: The whole pathway was found to be deranged in MTLE. These results indicate that Reelin signalling pathway is disturbed at various points in the MTLE patients and might be involved in the pathogenesis & progression of MTLE. Our results extend the existing information regarding the components of the Reelin pathway and further, establish a link between pathway disturbance and MTLE.

引言:内侧颞叶癫痫(MTLE)是部分性癫痫最常见的形式。由海马异常神经元迁移引起的颗粒细胞分散是MTLE的病理特征。Reelin是一种分泌的神经发育糖蛋白,在控制神经元的径向迁移中起着至关重要的作用。几项动物研究表明,Reelin与MTLE的发病机制有关。颞叶间叶癫痫(MTLE)是部分性癫痫最常见的形式。由海马异常神经元迁移引起的颗粒细胞分散是MTLE的病理特征。Reelin是一种分泌的神经发育糖蛋白,在控制神经元的径向迁移中起着至关重要的作用。几项动物研究表明Reelin参与MTLE的发病机制。方法:本研究旨在研究MTLE患者的Reelin信号通路。因此,我们研究了从接受MTLE手术的患者获得的海马组织中基因和蛋白质表达的Reelin信号通路的每一步,并将其与年龄匹配的正常尸检病例进行了比较。结果:我们发现有统计学意义的下降(结论:MTLE的整个通路被发现是紊乱的。这些结果表明,在MTLE患者中,Reelin信号通路在各个点受到干扰,并可能参与MTLE的发病机制和进展。我们的结果扩展了关于Reelin通路组成部分的现有信息,并进一步建立了通路紊乱与MTLE之间的联系。
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引用次数: 0
Neurostimulation as a Putative Method for the Treatment of Drug-resistant Epilepsy in Patient and Animal Models of Epilepsy. 神经刺激作为治疗癫痫患者和癫痫动物模型中耐药性癫痫的一种假定方法。
IF 1.7 Q4 NEUROSCIENCES Pub Date : 2023-01-01 DOI: 10.32598/bcn.2022.2360.4
Fatemeh Bakhtiarzadeh, Meysam Zare, Zahra Ghasemi, Samaneh Dehghan, Azam Sadeghin, Mohammad Taghi Joghataei, Nooshin Ahmadirad

A patient with epilepsy was shown to have neurobiological, psychological, cognitive, and social issues as a result of recurring seizures, which is regarded as a chronic brain disease. However, despite numerous drug treatments, approximately, 30%-40% of all patients are resistant to antiepileptic drugs. Therefore, newer therapeutic modalities are introduced into clinical practice which involve neurostimulation and direct stimulation of the brain. Hence, we review published literature on vagus nerve stimulation, trigeminal nerve stimulation, applying responsive stimulation systems, and deep brain stimulation (DBS) in animals and epileptic patient with an emphasis on drug-resistant epilepsy.

一名癫痫患者因反复发作而出现神经生物学、心理、认知和社会问题,这被视为一种慢性脑部疾病。然而,尽管有许多药物治疗,大约30%-40%的患者对抗癫痫药物有耐药性。因此,新的治疗模式被引入临床实践,包括神经刺激和直接刺激大脑。因此,我们回顾了已发表的关于动物和癫痫患者迷走神经刺激、三叉神经刺激、应用反应性刺激系统和深部脑刺激(DBS)的文献,重点是耐药癫痫。
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引用次数: 0
Enhancement of Visuospatial Working Memory by Transcranial Direct Current Stimulation on Prefrontal and Parietal Cortices. 额前皮质和顶皮质经颅直流电刺激增强视空间工作记忆。
IF 1.7 Q4 NEUROSCIENCES Pub Date : 2023-01-01 DOI: 10.32598/bcn.2021.3275.1
Yousef Moghadas Tabrizi, Meysam Yavari Kateb, Shahnaz Shahrbanian

Introduction: Previous studies have reported dorsolateral prefrontal cortex (DLPFC) and posterior parietal cortex (PPC) activation during the performance of spatial working memory (SWM), therefore this study aims to compare the effect of transcranial direct current stimulation (tDCS) between these two areas.

Methods: Fifty-four healthy right-handed students (27 women, 27 men; age=24.3±0.2 years) were randomly assigned to an anodal group (n=27) and a sham group (n=27), each of these groups was divided into F4 (representing right DLPFC) or P4 (representing right PPC) subgroups, respectively. A computerized Corsi block tapping (CBT) task was used to measure SWM. The tDCS intervention consisted of five daily sessions with a direct current of 1.5 mA for 15 minutes on the F4 or P4 area of the brain at 24-hour intervals.

Results: Significant enhancement of the SWM span as well as a faster response was observed after anodal tDCS in both the anterior and posterior direction. Moreover, stimulation of the left DLPFC induced a faster reaction time compared to the right PPC.

Conclusion: Stimulation DLPFC and PPC, as an element of the frontoparietal network, showed SWM enhancement, with the DLPFC being more affected. Our finding provides new evidence to compare the effect of stimulation on the two main activated cortical areas during visual SWM.

引言:先前的研究报道了在空间工作记忆(SWM)表现过程中背外侧前额叶皮层(DLPFC)和后顶叶皮层(PPC)的激活,因此本研究旨在比较经颅直流电刺激(tDCS)在这两个区域之间的效果。方法:54名健康的右手学生(27名女性,27名男性;年龄=24.3±0.2岁)被随机分为阳极组(n=27)和假手术组(n=2 7),每组分别分为F4(代表右侧DLPFC)或P4(代表右侧PPC)亚组。计算机化Corsi区块攻丝(CBT)任务用于测量SWM。tDCS干预包括每天5次,以1.5mA的直流电在大脑的F4或P4区域持续15分钟,间隔24小时。结果:阳极tDCS后,SWM跨度在前后方向均显著增强,反应更快。此外,与右侧PPC相比,刺激左侧DLPFC诱导的反应时间更快。结论:刺激DLPFC和PPC作为额顶顶网络的一个元素,显示出SWM增强,其中DLPFC受到的影响更大。我们的发现为比较视觉SWM过程中刺激对两个主要激活皮层区域的影响提供了新的证据。
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引用次数: 0
Human Olfactory Ecto-mesenchymal Stem Cells Displaying Schwann-cell-like Phenotypes and Promoting Neurite Outgrowth in Vitro. 体外显示雪旺细胞样表型并促进中性粒细胞生长的人嗅觉外充质干细胞。
IF 1.7 Q4 NEUROSCIENCES Pub Date : 2023-01-01 DOI: 10.32598/bcn.2021.3542.1
Maedeh Entezari, Mehrdad Bakhtiari, Fatemeh Moradi, Masoud Mozafari, Zohreh Bagher, Mansoureh Soleimani

Introduction: Strategies of Schwann cell (SC) transplantation for regeneration of peripheral nerve injury involve many limitations. Stem cells can be used as alternative cell source for differentiation into Schwann cells. Given the high potential of neural crest-derived stem cells for the generation of multiple cell lineages, in this research, we considered whether olfactory ectomesenchymal stem cells (OE-MSCs) derived from neural crest can spontaneously differentiate into SC lineage.

Methods: OE-MSCs were isolated from human nasal mucosa and characterized by the mesenchymal and neural crest markers. The cells were cultured in glial growth factors-free medium and further investigated in terms of the phenotypic and functional properties.

Results: Immunocytochemical staining and real-time PCR analysis indicated that the cultured OE-MSCs expressed SCs markers, SOX10, p75, S100, GFAP and MBP, differentiation indicative. It was found that the cells could secrete neurotrophic factors, including brain-derived neurotrophic factor (BDNF) and nerve growth factor (NGF). Furthermore, after co-cultured with PC12, the mean neurite length was enhanced by OE-MSCs.

Conclusion: The findings indicated that OE-MSCs could be differentiated spontaneously into SC-like phenotypes, suggesting their applications for transplantation in peripheral nerve injuries.

简介:施旺细胞(SC)移植治疗周围神经损伤再生的策略有很多局限性。干细胞可用作分化为施旺细胞的替代细胞源。鉴于神经嵴衍生的干细胞在产生多个细胞谱系方面的高潜力,在本研究中,我们考虑了源自神经嵴的嗅觉外充质干细胞(OE-MSCs)是否能够自发分化为SC谱系。方法:从人鼻黏膜中分离出OE-MSCs,并用间充质和神经嵴标记物对其进行表征。将细胞在不含神经胶质生长因子的培养基中培养,并进一步研究其表型和功能特性。结果:免疫细胞化学染色和实时PCR分析表明,培养的OE MSCs表达SCs标记物SOX10、p75、S100、GFAP和MBP,具有分化指示作用。研究发现,细胞可分泌神经营养因子,包括脑源性神经营养因子(BDNF)和神经生长因子(NGF)。此外,OE-MSC与PC12共培养后,平均轴突长度增加。结论:OE-MSC可自发分化为SC样表型,提示其在外周神经损伤中的移植应用。
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引用次数: 0
Datumetine Preferentially Upregulates N-methyl-D-aspartate Receptor Signalling Pathways in Different Brain Regions of Mice. Datumetine在小鼠不同脑区优先上调N-甲基-D-天冬氨酸受体信号通路。
IF 1.7 Q4 NEUROSCIENCES Pub Date : 2023-01-01 DOI: 10.32598/bcn.2021.3397.1
Azeez Olakunle Ishola, Adedeji Enitan Adetunji, Isaac Chukwunwike Abanum, Adesola Akorede Adeyemi, Caleb Kenechukwu Faleye, Jane Babale Martins, Nnenna Chimdalu Ogbe, Toluwalase Cherish Ogundipe, Karen Ezichi Okewulonu, Umo Emmanuel Okon, Deborah Irenoise Ovbude, Richard Yomi Akele, Naeemat Tolulope Omotade, Moyosore Salihu Ajao

Introduction: We previously reported that datumetine possesses binding affinity with N-methyl-D-aspartate receptor (NMDAR) and that 14-day exposure to datumetine altered NMDAR signaling by mimicking glutamate toxicity. Here, we investigated the potential neuroprotective effect of a single shot of a low dose of datumetine administration in BALB/c mice.

Methods: 30 male adult BALB/c mice were used for the study. The mice were randomly divided into three groups of ten mice each with an intraperitoneal injection of 0.1 mL of 10% DMSO for the Vehicle group, Datumetine group were administered 0.1 mg/kg body weight (bw) of datumetine and MK-801+Datumetine group were administered 0.5 mg/kg bw of MK-801 (to block NMDAR) followed by 0.1 mg/kg bw of datumetine after 30 minutes. 24 hours after administration, mice were euthanized in an isoflurane chamber followed by perfusion with 1X PBS. Brains were excised and stored at -20°C till further processing. Mice designated for IHC were further perfused with 4% PFA and brain excised and stored in 4% PFA till further processing. NMDAR signalling molecules expression was evaluated in frozen brain samples and the fixed brain samples were stained for neuron, vGlut and NMDAR subtypes.

Results: Relative to vehicle (Veh), datumetine downregulate calcium calmodulin kinase II alpha (CamKIIα) expression in the hippocampus and prefrontal cortex (PFC) but not in the cerebellum, cyclic AMP response element binding protein (CREB) was also upregulated only in the PFC but phosphorylated CREB (pCREB) was also upregulated in three brain regions observed, while brain-derived neurotrophic factor (BDNF) was only upregulated in hippocampus and PFC of Datumetine relative to vehicle (Veh). On the other hand, dizocilpine (MK-801) reversed some of the effects of datumetine in the observed brain regions. No major histological alterations were observed in the different brain regions immunohistochemically.

Conclusion: We conclude that a low dose of datumetine moderately enhances NMDAR activity. This showed the neuroprotective potentials of low datumetine exposure.

引言:我们之前报道过,达美汀与N-甲基-D-天冬氨酸受体(NMDAR)具有结合亲和力,暴露于达美汀14天通过模拟谷氨酸毒性改变NMDAR信号传导。在这里,我们研究了单次注射低剂量达美汀对BALB/c小鼠的潜在神经保护作用。方法:选用30只雄性成年BALB/c小鼠进行研究。将小鼠随机分为三组,每组10只小鼠,分别腹膜内注射0.1mL 10%二甲基亚砜作为载体组,Datumetine组给药0.1mg/kg体重(bw)的Datumet汀,MK-801+Datumetin组给药0.5mg/kg bw的MK-801(阻断NMDAR),然后在30分钟后给药0.1mmg/kg bw的Datumedine。给药24小时后,在异氟醚室中对小鼠实施安乐死,然后用1X PBS灌注。切除大脑并在-20°C下储存,直至进一步处理。指定用于IHC的小鼠用4%PFA进一步灌注,切除大脑并储存在4%PFA中直到进一步处理。在冷冻脑样品中评估NMDAR信号分子的表达,并对固定脑样品进行神经元、vGlut和NMDAR亚型染色。结果:相对于载体(Veh),达图美汀下调了海马和前额叶皮层(PFC)中钙钙调素激酶IIα(CamKIIα)的表达,但没有下调小脑中的表达,环腺苷酸反应元件结合蛋白(CREB)也仅在PFC中上调,但在三个脑区观察到磷酸化CREB(pCREB)也上调,而脑源性神经营养因子(BDNF)仅在Datumetine的海马和PFC中相对于载体(Veh)上调。另一方面,地佐西平(MK-801)在观察到的大脑区域逆转了达图美汀的一些作用。免疫组化显示,不同脑区未观察到明显的组织学改变。结论:我们得出的结论是,低剂量的达图美汀适度增强NMDAR活性。这显示了低剂量达美汀暴露的神经保护潜力。
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引用次数: 0
A Hybrid EEG-based Emotion Recognition Approach Using Wavelet Convolutional Neural Networks and Support Vector Machine. 基于小波卷积神经网络和支持向量机的混合脑电情感识别方法。
IF 1.7 Q4 NEUROSCIENCES Pub Date : 2023-01-01 DOI: 10.32598/bcn.2021.3133.1
Sara Bagherzadeh, Keivan Maghooli, Ahmad Shalbaf, Arash Maghsoudi

Introduction: Nowadays, deep learning and convolutional neural networks (CNNs) have become widespread tools in many biomedical engineering studies. CNN is an end-to-end tool, which makes the processing procedure integrated, but in some situations, this processing tool requires to be fused with machine learning methods to be more accurate.

Methods: In this paper, a hybrid approach based on deep features extracted from wavelet CNNs (WCNNs) weighted layers and multiclass support vector machine (MSVM) was proposed to improve the recognition of emotional states from electroencephalogram (EEG) signals. First, EEG signals were preprocessed and converted to Time-Frequency (T-F) color representation or scalogram using the continuous wavelet transform (CWT) method. Then, scalograms were fed into four popular pre-trained CNNs, AlexNet, ResNet-18, VGG-19, and Inception-v3 to fine-tune them. Then, the best feature layer from each one was used as input to the MSVM method to classify four quarters of the valence-arousal model. Finally, the subject-independent leave-one-subject-out criterion was used to evaluate the proposed method on DEAP and MAHNOB-HCI databases.

Results: Results showed that extracting deep features from the earlier convolutional layer of ResNet-18 (Res2a) and classifying using the MSVM increased the average accuracy, precision, and recall by about 20% and 12% for MAHNOB-HCI and DEAP databases, respectively. Also, combining scalograms from four regions of pre-frontal, frontal, parietal, and parietal-occipital and two regions of frontal and parietal achieved the higher average accuracy of 77.47% and 87.45% for MAHNOB-HCI and DEAP databases, respectively.

Conclusion: Combining CNN and MSVM increased the recognition of emotion from EEG signals and the results were comparable to state-of-the art studies.

引言:如今,深度学习和卷积神经网络(CNNs)已成为许多生物医学工程研究中广泛使用的工具。CNN是一种端到端的工具,它使处理过程集成,但在某些情况下,这种处理工具需要与机器学习方法融合才能更准确。方法:本文提出了一种基于小波神经网络(WCNN)加权层深度特征提取和多类支持向量机(MSVM)的混合方法,以提高对脑电图(EEG)信号中情绪状态的识别。首先,使用连续小波变换(CWT)方法对脑电信号进行预处理,并将其转换为时频(T-F)颜色表示或尺度图。然后,将标度图输入四个流行的预训练CNN,AlexNet、ResNet-18、VGG-19和Inception-v3,对它们进行微调。然后,使用每个特征层中的最佳特征层作为MSVM方法的输入,对价唤醒模型的四分之四进行分类。最后,在DEAP和MAHNOB-HCI数据库上使用独立于受试者的留一受试者准则对所提出的方法进行了评估。结果:结果表明,从ResNet-18(Res2a)的早期卷积层提取深层特征并使用MSVM进行分类,MAHNOB-HCI和DEAP数据库的平均准确度、精度和召回率分别提高了约20%和12%。此外,MAHNOB-HCI和DEAP数据库的前额、额、顶叶和顶叶-枕叶四个区域以及额和顶叶两个区域的鳞状图组合的平均准确率分别为77.47%和87.45%。结论:CNN和MSVM相结合提高了对EEG信号中情绪的识别,其结果与现有研究相当。
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引用次数: 0
The Effect of Aerobic Training With the Consumption of Probiotics on the Myelination of Nerve Fibers in Cuprizone-induced Demyelination Mouse Model of Multiple Sclerosis. 消耗益生菌的有氧训练对Cuprizone诱导的多发性硬化脱髓鞘小鼠模型神经纤维髓鞘形成的影响。
IF 1.7 Q4 NEUROSCIENCES Pub Date : 2023-01-01 DOI: 10.32598/bcn.2022.3104.1
Donya Sajedi, Ramin Shabani, Alireza Elmieh

Introduction: Extensive human and animal research shows that exercise has beneficial effects on multiple clinical outcomes for patients suffering from multiple sclerosis (MS). This research was conducted to examine the effect of aerobic exercise with probiotic consumption on the myelination of nerve fibers in a cuprizone-induced demyelination mouse model of MS.

Methods: Rats exposed to cuprizone (CPZ) for 13 weeks were subjected to motor and balance tests in week 5. They (5 people in each group) were assigned to five groups of control (C), MS, MS with exercise (MS+Exe), MS with probiotic (MS+Pro), and MS with probiotic and exercise (MS+Pro+Exe) randomly. The exercise groups conducted aerobic exercises 5 days a week for 60 days. The rats received probiotics by gavage. Performance and balance tests were repeated when the eight-week protocol of exercise and probiotic consumption was finished. One day after these interventions, they were sacrificed to undergo biochemical and molecular biology assays.

Results: The results showed that Myelin basic protein (MBP) was increased in the MS+Pro+Exe, MS+Pro, and MS+Exe compared to the MS group (P<0.05).The nestin mRNA showed an increase in MS+Pro+Exe, MS+Exe, and MS+Pro groups compared to the MS group, but this increase was not significant in MS+Pro+Exe and MS+Exe groups compared to the control and MS groups (P>0.05).

Conclusion: According to the results, lifestyle interventions can effectively alleviate demyelinating-inflammatory processes that happen in the brains of MS patients.

引言:广泛的人类和动物研究表明,运动对多发性硬化症(MS)患者的多种临床结果有有益影响。本研究旨在检测摄入益生菌的有氧运动对铜硫酮诱导的MS脱髓鞘小鼠模型中神经纤维髓鞘形成的影响。方法:暴露于铜硫酮(CPZ)13周的大鼠在第5周接受运动和平衡测试。他们(每组5人)被随机分为五组,即对照组(C)、MS、MS伴运动组(MS+Exe)、MS伴益生菌组(MS+Pro)和MS伴益生菌伴运动组。运动组每周进行5天有氧运动,持续60天。大鼠通过灌胃方式接受益生菌。在完成为期八周的运动和益生菌摄入方案后,重复进行性能和平衡测试。在这些干预措施后的一天,将它们处死,进行生化和分子生物学测定。结果:与MS组相比,MS+Pro+Exe、MS+Pro和MS+Exe组的髓鞘碱性蛋白(MBP)升高(P0.05)。
{"title":"The Effect of Aerobic Training With the Consumption of Probiotics on the Myelination of Nerve Fibers in Cuprizone-induced Demyelination Mouse Model of Multiple Sclerosis.","authors":"Donya Sajedi,&nbsp;Ramin Shabani,&nbsp;Alireza Elmieh","doi":"10.32598/bcn.2022.3104.1","DOIUrl":"10.32598/bcn.2022.3104.1","url":null,"abstract":"<p><strong>Introduction: </strong>Extensive human and animal research shows that exercise has beneficial effects on multiple clinical outcomes for patients suffering from multiple sclerosis (MS). This research was conducted to examine the effect of aerobic exercise with probiotic consumption on the myelination of nerve fibers in a cuprizone-induced demyelination mouse model of MS.</p><p><strong>Methods: </strong>Rats exposed to cuprizone (CPZ) for 13 weeks were subjected to motor and balance tests in week 5. They (5 people in each group) were assigned to five groups of control (C), MS, MS with exercise (MS+Exe), MS with probiotic (MS+Pro), and MS with probiotic and exercise (MS+Pro+Exe) randomly. The exercise groups conducted aerobic exercises 5 days a week for 60 days. The rats received probiotics by gavage. Performance and balance tests were repeated when the eight-week protocol of exercise and probiotic consumption was finished. One day after these interventions, they were sacrificed to undergo biochemical and molecular biology assays.</p><p><strong>Results: </strong>The results showed that Myelin basic protein (MBP) was increased in the MS+Pro+Exe, MS+Pro, and MS+Exe compared to the MS group (P<0.05).The nestin mRNA showed an increase in MS+Pro+Exe, MS+Exe, and MS+Pro groups compared to the MS group, but this increase was not significant in MS+Pro+Exe and MS+Exe groups compared to the control and MS groups (P>0.05).</p><p><strong>Conclusion: </strong>According to the results, lifestyle interventions can effectively alleviate demyelinating-inflammatory processes that happen in the brains of MS patients.</p>","PeriodicalId":8701,"journal":{"name":"Basic and Clinical Neuroscience","volume":"14 1","pages":"73-86"},"PeriodicalIF":1.7,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/29/8a/BCN-14-73.PMC10279988.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9709342","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Basic and Clinical Neuroscience
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