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Evaluation of an online SSVEP-BCI with fast system setup 评估快速系统设置的在线 SSVEP-BCI
IF 3.3 4区 医学 Pub Date : 2024-04-18 DOI: 10.1016/j.jnrt.2024.100122
Xiaodong Li , Junlin Wang , Xiang Cao , Yong Huang , Wei Huang , Feng Wan , Michael Kai-Tsun To , Sheng Quan Xie

The brain–computer interface (BCI) plays an important role in neural restoration. Current BCI systems generally require complex experimental preparation to perform well, but this time-consuming process may hinder their use in clinical applications. To explore the feasibility of simplifying the BCI system setup, a wearable BCI system based on the steady-state visual evoked potential (SSVEP) was developed and evaluated. Fifteen healthy participants were recruited to test the fast-setup system using dry and wet electrodes in a real-life scenario. In this study, the average system setup time for the dry electrode was 38.40 seconds and that for the wet electrode was 103.40 seconds, which are times appreciably shorter than those in previous BCI experiments, enabling a rapid setup of the BCI system. Although the electroencephalogram (EEG) signal quality was low in this fast-setup BCI experiment, the BCI system achieved an information transfer rate of 138.89 bits/min with an eight-channel wet electrode and an information transfer rate of 70.59 bits/min with an eight-channel dry electrode, showing that the overall performance was close to that in traditional experiments. In addition, the results suggest that the solutions of a multi-channel dry electrode or few-channel wet electrode may be suitable for the fast-setup SSEVP-BCI. This fast-setup SSVEP-BCI has the advantages of simple preparation and stable performance and is thus conducive to promoting the use of the BCI in clinical practice.

脑机接口(BCI)在神经修复中发挥着重要作用。目前的脑机接口系统通常需要复杂的实验准备工作才能良好运行,但这一耗时的过程可能会阻碍其在临床应用中的使用。为了探索简化 BCI 系统设置的可行性,我们开发并评估了基于稳态视觉诱发电位(SSVEP)的可穿戴 BCI 系统。研究人员招募了 15 名健康参与者,在真实场景中使用干电极和湿电极测试快速设置系统。在这项研究中,干电极的平均系统设置时间为 38.40 秒,湿电极的平均系统设置时间为 103.40 秒,这两个时间明显短于以往的生物识别(BCI)实验,从而实现了生物识别(BCI)系统的快速设置。虽然快速设置 BCI 实验中的脑电图(EEG)信号质量较低,但使用八通道湿电极时,BCI 系统的信息传输速率达到 138.89 比特/分钟,使用八通道干电极时,信息传输速率达到 70.59 比特/分钟,整体性能接近传统实验。此外,研究结果表明,多通道干电极或少通道湿电极的解决方案可能适用于快速设置 SSEVP-BCI。这种快速设置的 SSEVEP-BCI 具有制备简单、性能稳定等优点,因此有利于在临床实践中推广应用。
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引用次数: 0
Association of circulating adiponectin levels with the incidence of ischemic stroke: A meta-analysis 循环脂肪连接蛋白水平与缺血性中风发病率的关系:一项荟萃分析
IF 3.3 4区 医学 Pub Date : 2024-04-17 DOI: 10.1016/j.jnrt.2024.100119
Wei Yang, Juan Jin, Meifang Xie, Chibo Ai

Background

Stroke is one of the leading causes of death and disability among adults worldwide, and severely impairs the quality of life of patients. Circulating adiponectin (APN) is an endogenous bioactive protein secreted by adipocytes that may have important value in predicting ischemic stroke. In the present study, we aimed to investigate the relationship between circulating APN levels and ischemic stroke.

Methods

The PubMed, Embase, Cochrane Library, and Chinese National Knowledge Infrastructure databases (CNKI) were systematically searched for articles on ‘‘circulating APN’’ and “stroke” published from inception to December 2023. Our analysis included peer-reviewed observational and clinical trial studies reporting odds ratios (OR) and 95% confidence intervals (CI) for ischemic stroke in relation to APN levels. The meta-analysis was performed using a random-effects model to account for between-study heterogeneity. Statistical analyses were performed in STATA 16.

Results

In our analysis, 13 studies and 22,714 individuals were included. There was a significant pooled OR of 1.163 (95% CI: 1.03 to 1.32), suggesting that higher circulating APN levels are associated with an increased risk of ischemic stroke. Furthermore, subgroup analysis indicated region-specific and study design-specific variations in the association between circulating APN levels and ischemic stroke risk. Egger's test revealed no significant publication bias among the included studies (p > 0.05).

Conclusions

Our meta-analysis results suggest that elevated APN levels are associated with an increased risk of ischemic stroke, and support the possible use of APN as a biomarker in stroke prevention strategies. Future research should focus on longitudinal studies and standardized measurement approaches to better understand the potential of APN for predicting and mitigating stroke risk.

背景中风是导致全球成人死亡和残疾的主要原因之一,严重影响患者的生活质量。循环脂肪连素(APN)是一种由脂肪细胞分泌的内源性生物活性蛋白,可能对缺血性脑卒中的预测具有重要价值。方法在 PubMed、Embase、Cochrane Library 和中国国家知识基础设施(CNKI)数据库中系统检索从开始到 2023 年 12 月发表的有关 "循环 APN "和 "卒中 "的文章。我们的分析包括同行评议的观察性和临床试验研究,这些研究报告了缺血性脑卒中与 APN 水平相关的几率比 (OR) 和 95% 置信区间 (CI)。荟萃分析采用随机效应模型,以考虑研究间的异质性。统计分析在 STATA 16 中进行。汇总 OR 值为 1.163(95% CI:1.03 至 1.32),表明循环 APN 水平越高,缺血性脑卒中风险越高。此外,亚组分析表明,循环 APN 水平与缺血性中风风险之间的关系存在地区特异性和研究设计特异性差异。结论我们的荟萃分析结果表明,APN 水平升高与缺血性中风风险增加有关,并支持在中风预防策略中使用 APN 作为生物标志物。未来的研究应侧重于纵向研究和标准化测量方法,以更好地了解 APN 预测和降低中风风险的潜力。
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引用次数: 0
Influential factors for final neurorehabilitation outcome scores in patients with spinal cord injury: A longitudinal cohort study 脊髓损伤患者神经康复最终结果评分的影响因素:纵向队列研究
IF 3.3 4区 医学 Pub Date : 2024-04-10 DOI: 10.1016/j.jnrt.2024.100117
Mir Saeed Yekaninejad , Nazi Derakhshanrad , Elahe Kazemi , Asal Derakhshanrad , Hooshang Saberi

Study design

Longitudinal prospective cohort study.

Objectives

To assess the coefficient of efficacy and the influence of various demographic and neurological factors on changes in Spinal Cord Independence Measure III (SCIM-III) scores over time in traumatic spinal cord injury (TSCI) patients.

Setting

Patient recruitment and evaluations were conducted at the Brain and Spinal Injury Research Center in Imam Khomeini Hospital Complex, Tehran, Iran.

Methods

The study was performed over an 8-year period in our outpatient rehabilitation setting. Changes in SCIM-III scores were assessed in 559 TSCI patients (of 1460 enrolled patients) who fit the inclusion criteria. All included patients participated in our outpatient rehabilitation program, which consisted of a multidisciplinary education program combined with occupational therapy, physical therapy, and home nursing as a rehabilitation package for a 6-month period. Patients then received follow-up assessments every 6 months.

Results

Predictors of the SCIM-III score as a rehabilitation outcome tool, and of its change over time, included age (younger patients had better outcomes, p = 0.067), marital status (married patients had better outcomes, p = 0.031), education level (patients with university education had better outcomes, p = 0.003), occupation status (employed patients had better outcomes, p = 0.009), and neurological level of injury (patients with injuries at lower levels had better outcomes, p < 0.001). However, sex and injury severity as per the American Spinal Injury Association Impairment Scale (AIS) had no significant effects on functional outcomes (i.e., SCIM-III score changes over time).

Conclusion

Age, marital status, education level, employment, and neurological level all affected the final SCIM-III scores of SCI patients. By contrast, sex and AIS grade were not significant predictors of SCIM-III outcomes. Further studies that include additional factors may be useful for future SCIM-III models.

研究设计纵向前瞻性队列研究.目的评估创伤性脊髓损伤(TSCI)患者脊髓独立性测量 III(SCIM-III)评分随时间变化的疗效系数以及各种人口统计学和神经学因素的影响.地点伊朗德黑兰伊玛目霍梅尼综合医院脑与脊髓损伤研究中心进行了患者招募和评估.方法该研究在我们的门诊康复中心进行,为期 8 年。对符合纳入标准的 559 名 TSCI 患者(共 1460 人)的 SCIM-III 评分变化进行了评估。所有纳入的患者都参加了我们的门诊康复计划,该计划由多学科教育计划、职业疗法、物理疗法和家庭护理组成,是一个为期 6 个月的康复套餐。结果SCIM-III评分作为康复结果工具的预测因素及其随时间的变化包括年龄(年轻患者的结果更好,P = 0.067)、婚姻状况(已婚患者的结果更好,P = 0.031)、教育程度(受过大学教育的患者疗效较好,p = 0.003)、职业状况(有工作的患者疗效较好,p = 0.009)和神经损伤程度(损伤程度较轻的患者疗效较好,p <0.001)。结论 年龄、婚姻状况、教育程度、就业和神经水平都会影响 SCI 患者的 SCIM-III 最终得分。相比之下,性别和 AIS 等级对 SCIM-III 结果的预测意义不大。包含其他因素的进一步研究可能对未来的 SCIM-III 模型有用。
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引用次数: 0
Optimal range of systolic blood pressure in the emergent phase that reduces the negative outcomes of traumatic brain injury surgery 减少脑外伤手术不良后果的紧急阶段收缩压最佳范围
IF 3.3 4区 医学 Pub Date : 2024-04-10 DOI: 10.1016/j.jnrt.2024.100118
Gang Zhu , Fan Chen , Liang Wang, Wenxing Cui, Yaning Cai, Chen Yang, Zhihong Li, Yan Qu, Shunnan Ge

Background

Blood pressure management is critical for the treatment of traumatic brain injury (TBI). The purpose of this study was to determine the safe systolic blood pressure (SBP) range during the emergent phase that reduces negative outcomes after TBI surgery.

Methods

Patients with isolated TBI who received surgical treatment were enrolled. We retrospectively analyzed the outcomes of the TBI patients with different admission SBP (mmHg) ranges. In addition, the safe SBP ranges for patients in different age groups (<50 or ≥50 years old) were identified.

Results

Among the TBI patients, those with an admission SBP ranging from 100 to 140 mmHg had the lowest mortality rate: 18.97% for the 100–120-mmHg group and 19.52% for the 120–140-mmHg group. Among the patients with an admission SBP of ≥140 mmHg, the mortality rate decreased dramatically when the SBP was controlled to 100–140 mmHg during the emergent phase (22.22% vs. 37.542%, p = 0.022). However, this control had no effect on the extended Glasgow outcome scale (GOSE) score of the survivals (p = 0.920). Multivariate regression analysis further revealed that an admission SBP of 100–140 mmHg is an independent factor for favorable outcomes, but only in patients who are ≥50 years old (p = 0.017).

Conclusions

This study identified the optimal range of SBP during the emergent phase for isolated TBI patients. We emphasize the beneficial effects of reducing blood pressure before surgery in TBI, especially for patients who are ≥50 years old. The study provides new evidence for a blood pressure management target in TBI.

背景血压管理对于创伤性脑损伤(TBI)的治疗至关重要。本研究的目的是确定紧急阶段可减少创伤性脑损伤手术后不良后果的安全收缩压(SBP)范围。我们对入院 SBP(mmHg)范围不同的 TBI 患者的预后进行了回顾性分析。结果在创伤性脑损伤患者中,入院 SBP 为 100-140 mmHg 的患者死亡率最低:100-120毫米汞柱组为18.97%,120-140毫米汞柱组为19.52%。在入院 SBP≥140 mmHg 的患者中,如果在急救阶段将 SBP 控制在 100-140 mmHg,死亡率会显著下降(22.22% vs. 37.542%,p = 0.022)。然而,这种控制对存活者的格拉斯哥结果量表(GOSE)扩展评分没有影响(p = 0.920)。多变量回归分析进一步显示,入院 SBP 为 100-140 mmHg 是获得良好预后的独立因素,但仅适用于年龄≥50 岁的患者(p = 0.017)。我们强调了创伤性脑损伤患者术前降压的有益效果,尤其是对于年龄≥50 岁的患者。该研究为创伤性脑损伤患者的血压管理目标提供了新的证据。
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引用次数: 0
Criticality of an identification standard for mesenchymal stromal cells in clinical investigations 间充质基质细胞鉴定标准在临床研究中的重要性
IF 3.3 4区 医学 Pub Date : 2024-03-29 DOI: 10.1016/j.jnrt.2024.100115
Hongyun Huang, Hari Shanker Sharma, Paul R. Sanberg, Lin Chen, Ali Otom, Gustavo A. Moviglia, Anna Sarnowska
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引用次数: 0
Research progress on the diagnoses and rehabilitation for cubital tunnel syndrome: A narrative review 肘隧道综合征的诊断和康复研究进展:叙述性综述
IF 3.3 4区 医学 Pub Date : 2024-03-29 DOI: 10.1016/j.jnrt.2024.100116
Jinyan Sun, Lin Mao, Xiaohong Wu, Daming Wang, Zuobing Chen

Cubital tunnel syndrome (CTS) is a chronic condition caused by the compression of the ulnar nerve at the elbow. The ulnar nerve is susceptible to entrapment at multiple sites along its path, with the elbow joint being the most critical. Symptoms typically include numbness in the ulnar nerve distribution area, hand muscle atrophy, and weakness. Patients exhibiting mild symptoms can be treated conservatively, whereas those with moderate to severe symptoms often require surgical intervention. Extensive research has been conducted on the clinical treatment of CTS. The complex etiology of this condition, coupled with the unique anatomical structure of the ulnar nerve, has led to less-than-satisfactory clinical outcomes. Physiotherapy plays an important role in aiding nerve recovery and reducing disability rates. Initiating physiotherapy early can address the cause of the disease, mitigate nerve damage, improve functional impairment due to nerve injury, and enhance the quality of patients’ daily activities. However, definitive guidelines for the treatment and evaluation of cubital tunnel syndrome are lacking. This review compiles the various modalities and advancements in the diagnosis and rehabilitation of CTS, drawing from recent domestic and international literature. It summarizes and compares the diagnostic tools currently employed in clinical practice and offers suggestions for physicians and therapists in selecting personalized diagnostic tools for patient assessment. Additionally, the review describes various rehabilitation methods, providing fresh insights for patients with cubital tunnel syndrome who have received conservative or surgical treatment.

肘隧道综合征(CTS)是由于肘部尺神经受到压迫而引起的一种慢性疾病。尺神经在其路径上的多个部位容易受到压迫,而肘关节是最关键的部位。症状通常包括尺神经分布区麻木、手部肌肉萎缩和无力。症状轻微的患者可以接受保守治疗,而症状中重度的患者通常需要手术治疗。针对 CTS 的临床治疗进行了大量研究。由于病因复杂,加上尺神经解剖结构特殊,临床治疗效果并不理想。物理治疗在帮助神经恢复和降低致残率方面发挥着重要作用。及早开始物理治疗可以消除病因,减轻神经损伤,改善神经损伤导致的功能障碍,提高患者的日常活动质量。然而,目前尚缺乏治疗和评估肘隧道综合征的明确指南。本综述根据最新的国内外文献,汇编了诊断和康复 CTS 的各种方法和进展。它总结并比较了目前临床实践中使用的诊断工具,并为医生和治疗师选择个性化诊断工具对患者进行评估提供了建议。此外,该综述还介绍了各种康复方法,为接受过保守或手术治疗的肘隧道综合征患者提供了新的见解。
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引用次数: 0
Estimating the causal effect of air pollution on mental disorders: A two-sample Mendelian randomization study 估算空气污染对精神障碍的因果效应:双样本孟德尔随机研究
IF 3.3 4区 医学 Pub Date : 2024-03-20 DOI: 10.1016/j.jnrt.2024.100114
Yunfei Zhu , Fangzhou Hu , Xiaoling Zhou , Qun Xue

Background

Observational studies have reported a link between particulate matter 2.5 (PM2.5) and the risk of mental disorders; however, the causality is unclear.

Methods

Using publicly available genome-wide association studies, we conducted a two-sample Mendelian randomization (MR) study to assess the causal relationship between PM2.5 and six mental disorders: attention deficit hyperactivity disorder (ADHD), autism spectrum disorder (ASD), bipolar disorder (BD), major depressive disorder (MDD), schizophrenia (SCZ), and anxiety disorder (ANX). The inverse-variance weighting method was used as the main method for estimating causal effects. MR-Egger, weighted median, simple mode, weighted mode, and MR-PRESSO were applied as supplementary analyses.

Results

Using the inverse-variance weighting method, genetically predicted PM2.5 exposure increased the risk of ADHD (odds ratio [OR] = 1.52, 95% confidence interval [CI] = 1.16 to 1.99, p = 0.002), ANX (OR = 2.96, 95% CI = 1.29 to 6.81, p = 0.01), and SCZ (OR = 2.21, 95% CI = 1.40 to 3.47, p = 0.001). However, there was no evidence to suggest that genetically predicted exposure to PM2.5 increased the risk of the other three mental disorders (p > 0.05).

Conclusions

The present findings enhance our understanding of the role of PM2.5 exposure on ADHD, ANX, and SCZ risk. It may be necessary to search for novel components with neuroprotective effects to provide new preventive and therapeutic strategies for PM2.5-induced brain damage.

背景观察性研究报告了颗粒物 2.5(PM2.5)与精神障碍风险之间的联系;然而,其因果关系尚不清楚。方法利用公开的全基因组关联研究,我们进行了一项双样本孟德尔随机化(MR)研究,以评估 PM2.5 与六种精神障碍(注意缺陷多动障碍(ADHD)、自闭症谱系障碍(ASD)、双相情感障碍(BD)、重度抑郁障碍(MDD)、精神分裂症(Schizophrenia))之间的因果关系。5与六种精神疾病(注意缺陷多动障碍(ADHD)、自闭症谱系障碍(ASD)、双相情感障碍(BD)、重度抑郁障碍(MDD)、精神分裂症(SCZ)和焦虑症(ANX))之间的因果关系。反方差加权法是估计因果效应的主要方法。结果使用逆方差加权法,基因预测的 PM2.5暴露增加了多动症(ADHD)(几率比 [OR] = 1.52,95% 置信区间 [CI] = 1.16 至 1.99,p = 0.002)、ANX(OR = 2.96,95% CI = 1.29 至 6.81,p = 0.01)和 SCZ(OR = 2.21,95% CI = 1.40 至 3.47,p = 0.001)的风险。然而,没有证据表明基因预测的PM2.5暴露会增加其他三种精神障碍的风险(p >0.05)。结论本研究结果加深了我们对PM2.5暴露对ADHD、ANX和SCZ风险作用的理解。可能有必要寻找具有神经保护作用的新成分,以便为PM2.5导致的脑损伤提供新的预防和治疗策略。
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引用次数: 0
New perspectives on the role of mitochondria in Parkinson's disease 线粒体在帕金森病中作用的新视角
IF 3.3 4区 医学 Pub Date : 2024-03-16 DOI: 10.1016/j.jnrt.2024.100112
Shiyi Yin, Yongjiang Zhang, Jiannan Wu, Run Song, Mengmeng Shen, Xiaoyi Lai, Junqiang Yan

Mitochondrial dysfunction is pivotal in the occurrence and development of Parkinson's disease (PD). Interventions to increase mitochondrial biogenesis and maintain the balance in mitochondrial turnover have the potential to protect against neurological damage. In addition to their crucial role in the tricarboxylic acid cycle, mitochondria impact diverse activities, including cellular metabolism, cellular quality control, and the production of reactive oxygen species. Thus, it has become imperative to better understand the regulation and function of mitochondria in PD. With this review, we aim to stimulate research that explores mitochondria-oriented neuroprotection strategies to maintain the balance in mitochondrial turnover. First, we summarize research on newly discovered genes that regulate PD mitochondrial autophagy through PTEN-induced kinase 1 (PINK1), namely AMBRA1, SYNJ2BP, and SIAH3. Second, we review PD-related mitochondrial proteins, including STRT3 and SIRT6, and the mitochondrial unfolded protein response, covering their mechanisms of involvement in PD. Third, we emphasize the roles of the mitochondrial complex, pyroptosis, and copper-induced cell death in mitochondrial damage in PD. Finally, we present a brief overview of new therapeutic strategies to correct mitochondrial defects that may be applicable for targeting mitochondria in PD patients.

线粒体功能障碍是帕金森病(PD)发生和发展的关键因素。增加线粒体生物生成和维持线粒体周转平衡的干预措施有可能防止神经损伤。线粒体除了在三羧酸循环中发挥关键作用外,还影响着多种活动,包括细胞代谢、细胞质量控制和活性氧的产生。因此,更好地了解线粒体在帕金森病中的调控和功能已成为当务之急。通过这篇综述,我们旨在促进研究,探索以线粒体为导向的神经保护策略,以维持线粒体周转的平衡。首先,我们总结了通过 PTEN 诱导的激酶 1(PINK1)调控帕金森病线粒体自噬的新发现基因,即 AMBRA1、SYNJ2BP 和 SIAH3。其次,我们回顾了与帕金森病相关的线粒体蛋白,包括 STRT3 和 SIRT6,以及线粒体未折叠蛋白反应,涵盖了它们在帕金森病中的参与机制。第三,我们强调了线粒体复合体、热昏迷和铜诱导的细胞死亡在帕金森病线粒体损伤中的作用。最后,我们简要介绍了纠正线粒体缺陷的新治疗策略,这些策略可能适用于针对帕金森病患者的线粒体。
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引用次数: 0
Liposome-based loading enhances the distribution of nicotinamide riboside chloride into the brain and its neuroprotective effects in cerebral ischemic mice 基于脂质体的负载可增强氯化烟酰胺核苷在脑内的分布及其对脑缺血小鼠神经的保护作用
IF 3.3 4区 医学 Pub Date : 2024-03-15 DOI: 10.1016/j.jnrt.2024.100111
Xinxin Xie , Qianqian Kong , Yan Chen , Zhongzheng Yang , Zeqiang Wu , Yue Xiao , Yajun Chen , Zhiyuan Yu , Xiang Luo , Wensheng Qu

Objective

Nicotinamide riboside (NR) is neuroprotective; however, its low permeability through the blood‒brain barrier restricts its therapeutic efficacy in central nervous system diseases. Compared with oral NR administration, liposome-based NR loading is hypothesized to improve its pharmacological properties during cerebral ischemia, especially when administered intravenously.

Methods

NR chloride (NRC) was encapsulated in an optimized liposome composition and administered by bolus intravenous injection. This was followed by examination of its pharmacokinetics, organ distribution, and effects on cerebral ischemia in mice.

Results

Compared with conventional NRC solution, the liposome form led to a 2.76-fold higher Cmax and a 5.32-fold higher AUC0–24h in plasma after a bolus injection of 40 mg/kg. In healthy mouse brain, it caused a significant elevation of Cmax (2.93-fold) and AUC0.25–24h (2.68-fold). In cerebral ischemia model mice, NRC liposomes increased the drug concentration at 1 and 6 h post-ischemia, increased tissue NAD+ and ATP levels, reduced infarct volume (by a further decrease of 35.4%), ensured neuronal survival, attenuated glial activation, and significantly improved behavioral recovery compared with conventional NRC treatment.

Conclusion

Liposome loading enhances the brain distribution and therapeutic effects of NRC, which strengthens its possibility for clinical translation and neurorestoration in stroke.

目的烟酰胺核苷(NR)具有神经保护作用,但其通过血脑屏障的渗透性较低,限制了其在中枢神经系统疾病中的疗效。与口服 NR 相比,基于脂质体的 NR 负载被认为可以改善其在脑缺血时的药理特性,尤其是在静脉注射时。结果与传统的氯化萘溶液相比,脂质体形式的氯化萘在静脉注射 40 毫克/千克后,血浆中的 Cmax 高出 2.76 倍,AUC0-24h 高出 5.32 倍。在健康小鼠脑中,它可使 Cmax(2.93 倍)和 AUC0.25-24h 显著升高(2.68 倍)。在脑缺血模型小鼠中,与常规 NRC 治疗相比,NRC 脂质体增加了缺血后 1 和 6 h 的药物浓度,提高了组织中 NAD+ 和 ATP 的水平,缩小了梗死体积(进一步缩小了 35.4%),确保了神经元存活,减轻了神经胶质的激活,并显著改善了行为恢复。
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引用次数: 0
Hybrid SSVEP + P300 brain-computer interface can deal with non-stationary cerebral responses with the use of adaptive classification 混合 SSVEP + P300 脑机接口可利用自适应分类处理非稳态大脑反应
IF 3.3 4区 医学 Pub Date : 2024-03-13 DOI: 10.1016/j.jnrt.2024.100109
Deepak D. Kapgate

Introduction

The non-stationarity of electroencephalograms (EEG) has a substantial effect on the performance of classifiers in brain-computer interface (BCI) systems. To tackle this challenge, an adaptable version of the linear discriminant analysis (LDA) classifier was proposed. Accuracy is crucial when using BCIs for neurorestorative tasks or memory improvement. The accurate comprehension of brain responses facilitates more focused interventions, which may improve neurorestorative outcomes. BCIs equipped with adaptive classifiers are useful for personalizing therapies to individual requirements and for improving neurorestorative processes. Notably, neurorestorative interventions that yield consistent, accurate, and reliable outcomes are more likely to inspire trust and elicit satisfaction in users.

Methods

The proposed classifier continuously modified its parameters in accordance with EEG signals. The covariance matrix and mean values for each pair of classes were the updating parameters. The proposed classifier modified the model parameters by prioritizing current signal data over older signal history. The proposed classifier was tested using a hybrid SSVEP + P300 BCI system.

Results and conclusions

The proposed classifier had an estimated classification accuracy of 97.4%, and was more effective than pooled mean LDA and conventional multiclass LDA classifiers. Increased classification accuracy may increase the responsiveness of neurorestorative interventions and increase the usefulness of BCIs in neurorestoration.

导言脑电图(EEG)的非稳态性对脑机接口(BCI)系统中分类器的性能有很大影响。为了应对这一挑战,有人提出了线性判别分析(LDA)分类器的适应版本。在使用 BCI 执行神经恢复任务或改善记忆时,准确性至关重要。准确理解大脑反应有助于进行更有针对性的干预,从而改善神经恢复效果。配备了自适应分类器的生物识别技术有助于根据个人需求进行个性化治疗,并改善神经恢复过程。值得注意的是,能够产生一致、准确和可靠结果的神经恢复干预措施更有可能激发用户的信任感和满意度。每对类别的协方差矩阵和均值是更新参数。建议的分类器通过优先考虑当前信号数据而不是较早的信号历史数据来修改模型参数。使用混合 SSVEP + P300 BCI 系统测试了所提出的分类器。结果和结论所提出的分类器估计分类准确率为 97.4%,比集合平均 LDA 和传统多类 LDA 分类器更有效。分类准确率的提高可能会提高神经恢复干预的响应速度,并增加 BCI 在神经恢复中的实用性。
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Journal of Neurorestoratology
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