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Ageing and brain research networks in Norway 挪威老龄化与脑研究网络
Pub Date : 2024-11-05 DOI: 10.1016/j.bosn.2024.11.001
Evandro F. Fang , Asgeir Kobro-Flatmoen , Linda Hildegard Bergersen , Hilde Nilsen , Jon Storm-Mathisen
The global population is ageing rapidly with over 1.6 billion people forecast to be over 65 by 2050. While this ‘crisis of ageing’ builds, medical research is rushing to prepare to meet the expected increase in the number of patients, especially those with dementia, including Alzheimer’s disease. With the growth of the digital world, sharing of information and resources has come into focus as one way to help meet the crisis through creating positive collaborative working environments. In Norway, particularly two networks on ageing research have grown through the need for connectivity and collaboration, NO-Age and NO-AD. Their growth, and the growth of international collaborative environments, will help researchers seek for the keys to longer, healthier lives for older people around the world.
全球人口正在迅速老龄化,预计到 2050 年将有超过 16 亿人超过 65 岁。在这场 "老龄化危机 "日益加剧的同时,医学研究也在加紧准备,以应对预计增加的患者人数,尤其是包括阿尔茨海默病在内的痴呆症患者。随着数字世界的发展,信息和资源共享已成为通过创造积极合作的工作环境来帮助应对危机的一种方式。在挪威,两个老龄化研究网络,即 "NO-Age "和 "NO-AD",尤其是通过对连接和合作的需求而发展起来的。这两个网络的发展以及国际合作环境的发展,将有助于研究人员为全世界老年人寻找更长寿、更健康生活的关键。
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引用次数: 0
StressMatic: Bridging innovation and reliability in animal models of stress StressMatic:应激动物模型创新与可靠性的桥梁
Pub Date : 2024-11-05 DOI: 10.1016/j.bosn.2024.11.002
Joana Martins-Macedo , Eduardo D. Gomes , João F. Oliveira , Patrícia Patrício , Luísa Pinto
Preclinical research involving animal models of stress exposure typically rely on traditional manual protocols, which are laborious and time-consuming and may compromise reproducibility and the effective translation of findings into clinical applications. StressMatic is an automated stress exposure system (auCMS), designed to improve the standardization and reproducibility of stress-induction methodologies. The auCMS demonstrated consistent efficacy, with animals subjected to automated stressors displaying similar responses to those exposed to conventional manual methods, thus confirming its validity as a reliable tool. While some stressors still require human involvement, the automation of key processes has markedly enhanced efficiency and minimized operational time. This innovative approach reduces the introduction of human error, increases precision, and standardizes experimental workflows, resulting in a more robust preclinical research platform. By streamlining repetitive tasks, the auCMS promotes adaptability in experimental design, particularly in the study of mood disorders. Ultimately, this automated protocol not only enhances the reliability of pharmaceutical screening processes but also strengthens the drug discovery pipeline, facilitating deeper insights into behavioral outcomes and informing therapeutic strategies.
涉及应激暴露动物模型的临床前研究通常依赖于传统的手工操作方案,这些方案费时费力,可能会影响可重复性以及将研究结果有效转化为临床应用。StressMatic 是一种自动应激暴露系统(auCMS),旨在提高应激诱导方法的标准化和可重复性。auCMS 具有一致的功效,接受自动应激源的动物与接受传统人工方法的动物表现出相似的反应,从而证实了其作为可靠工具的有效性。虽然某些应激仍需要人工参与,但关键流程的自动化已显著提高了效率,并最大限度地缩短了操作时间。这种创新方法减少了人为错误,提高了精确度,并实现了实验工作流程的标准化,从而打造了一个更强大的临床前研究平台。通过简化重复性任务,auCMS 提高了实验设计的适应性,尤其是在情绪障碍研究中。最终,这种自动化方案不仅提高了药物筛选过程的可靠性,还加强了药物发现管道,有助于深入了解行为结果并为治疗策略提供信息。
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引用次数: 0
Harmony in the brain: A narrative review on the shared neural substrates of emotion regulation and creativity 大脑中的和谐:关于情绪调节和创造力的共同神经基质的叙述性综述
Pub Date : 2024-10-28 DOI: 10.1016/j.bosn.2024.10.002
A.I. Ladas , T. Gravalas , C. Katsoridou , C.A. Frantzidis
The contribution of creativity in overall well-being through regulating emotions has sparkled research interest in employing artistic interventions recently for the improvement of mental health. Although the behavioural links between emotion regulation and creativity have been established, the neural networks reflecting these relations are yet to be investigated. In this mini review, we describe the neural underpinnings of all forms of creativity and of the emotion regulation strategies. Given the complexity of both of these constructs, we separate creativity in its various forms and report the regions and the neural networks involved. Similarly, we distinguish between the differential emotion regulation strategies and describe the relevant brain areas and networks. We then proceed to a critical exploration of common regions of interest and of neural pathways among these important functions. The studies included in this review point towards certain brain regions that are shared among creativity and affective control, such as the prefrontal cortex, the anterior cingulate cortex, the dorsolateral prefrontal cortex, the medial temporal lobe and the inferior parietal lobule. The common neural networks of emotion regulation and creativity mainly focus on the default mode, the executive control and the salience networks. We then suggest a shared neural mechanism that may underlie emotion regulation and creativity, involving both control and affective processing. Drawing on the limitations of the studies reviewed, directions for future research are suggested that could significantly inform the field.
创造力通过调节情绪对整体健康的贡献激发了研究人员对采用艺术干预来改善心理健康的兴趣。尽管情绪调节与创造力之间的行为联系已经确立,但反映这些关系的神经网络仍有待研究。在这篇小型综述中,我们将描述各种形式的创造力和情绪调节策略的神经基础。鉴于这两个概念的复杂性,我们将创造力分为不同的形式,并报告所涉及的区域和神经网络。同样,我们区分了不同的情绪调节策略,并描述了相关的脑区和网络。然后,我们将对这些重要功能之间的共同兴趣区域和神经通路进行深入探讨。本综述中的研究指出了创造力和情绪控制之间的某些共同脑区,如前额叶皮层、前扣带回皮层、背外侧前额叶皮层、内侧颞叶和下顶叶。情绪调节和创造力的共同神经网络主要集中在默认模式、执行控制和显著性网络。然后,我们提出了一种可能是情绪调节和创造力的共同神经机制,其中涉及控制和情感处理。根据所回顾研究的局限性,我们提出了未来研究的方向,这将为该领域提供重要信息。
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引用次数: 0
Unravelling neuroinflammation-mediated mitochondrial dysfunction in mild cognitive impairment: Insights from targeted metabolomics 揭示轻度认知障碍中神经炎症介导的线粒体功能障碍:靶向代谢组学的启示
Pub Date : 2024-10-16 DOI: 10.1016/j.bosn.2024.10.001
Rimjhim Trivedi , Smita Singh , Vivek Singh , Sachin Yadav , Avinash Chandra Singh , Anup Singh , Rameshwar Nath Chaurasia , Abhai Kumar , Dinesh Kumar

Background

The prevalence of Type-2 Diabetes Mellitus (T2DM) is rising rapidly among the elderly due to age-related metabolic changes. Older adults with T2DM have a 50–65 % increased risk of developing cognitive impairment, particularly mild cognitive impairment (MCI), which may progress to neurodegenerative conditions like Alzheimer's disease (AD). Recent studies underscore the significant roles of mitochondrial dysfunction, disrupted glutamate-glutamine cycling, hyperglycemia, and hyperprolinemia in cognitive decline. These interconnected metabolites—glucose, glutamine, glutamate, and proline—are potential targets for understanding the relationship between T2DM and cognitive impairment.

Material and method

The present targeted NMR based metabolomics study aims to compare the blood plasma/serum metabolic profiles of these four metabolites in age and sex matched MCI (N = 27) and T2DM patients (N = 38) with respect to normal control (NC, N = 23) subjects. The metabolic profiling was performed using 1 H NMR spectroscopy.

Results

Compared to NC group, both T2DM and MCI groups exhibited elevated glucose levels. Circulatory glucose and glutamine levels were significantly higher in T2DM subjects than in MCI and NC subjects, while glutamate levels followed a similar trend in both T2DM and MCI groups. However, in MCI patients, circulatory levels of proline, proline-to-glutamine (PQR) and glutamate-to-glutamine ratio (EQR) were significantly elevated compared to T2DM, while circulatory glutamine was significantly reduced.

Conclusion

The decreased circulatory levels of glutamine and PQR demonstrated statistically significant correlation with the severity of the cognitive impairment as assessed based on Mini Mental State Examination (MMSE) score suggested augmented utilization of glutamine in MCI patients and accumulation of proline due to active neuro-inflammatory processes and impaired mitochondrial functioning in MCI brain.
背景由于与年龄有关的新陈代谢变化,2 型糖尿病(T2DM)在老年人中的发病率迅速上升。患有 T2DM 的老年人罹患认知功能障碍,尤其是轻度认知功能障碍(MCI)的风险增加了 50-65%,而轻度认知功能障碍可能会发展为阿尔茨海默病(AD)等神经退行性疾病。最近的研究强调了线粒体功能障碍、谷氨酸-谷氨酰胺循环紊乱、高血糖和高脯氨酸血症在认知功能下降中的重要作用。这些相互关联的代谢物--葡萄糖、谷氨酰胺、谷氨酸和脯氨酸--是了解 T2DM 与认知障碍之间关系的潜在靶标。材料和方法本项基于 NMR 的靶向代谢组学研究旨在比较年龄和性别匹配的 MCI(N = 27)和 T2DM 患者(N = 38)与正常对照组(NC,N = 23)中这四种代谢物的血浆/血清代谢谱。结果与 NC 组相比,T2DM 组和 MCI 组都表现出葡萄糖水平升高。T2DM 组的循环葡萄糖和谷氨酰胺水平明显高于 MCI 组和 NC 组,而 T2DM 组和 MCI 组的谷氨酸水平变化趋势相似。然而,与 T2DM 相比,MCI 患者循环中的脯氨酸、脯氨酸与谷氨酰胺的比率(PQR)和谷氨酸与谷氨酰胺的比率(EQR)明显升高,而循环中的谷氨酰胺则明显降低。结论 循环中谷氨酰胺和 PQR 水平的降低与根据迷你精神状态检查(MMSE)评分评估的认知功能障碍的严重程度存在统计学上的显著相关性,这表明 MCI 患者对谷氨酰胺的利用增加,以及由于神经炎症过程活跃和 MCI 大脑线粒体功能受损导致的脯氨酸积累。
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引用次数: 0
Modeling Alzheimer's disease using cerebral organoids: Current challenges and prospects 利用脑器质性组织模拟阿尔茨海默病:当前挑战与前景
Pub Date : 2024-09-18 DOI: 10.1016/j.bosn.2024.09.001
Ayodeji Zabdiel Abijo , Sunday Yinka Olatunji , Stephen Taiye Adelodun , Moses Oluwasegun Asamu , Noah Adavize Omeiza
“Brain organoids”, “cerebral organoids” or “mini-brains” are the terms that have been frequently used to describe self-organizing 3D structures which could be derived from embryonic stem cells (ESCs), adult stem cells, or induced pluripotent stem cells (iPSCs). The fact that certain cell types could be reprogrammed to study some aspects of brain development and certain disease conditions has advanced our understanding of brain development in health and disease. Human brain development is somewhat intriguing, however, complex, sharing close similarities with both primate and rodent brain development, despite species heterogeneity. The in-vivo and in-vitro models have been used over time to study the development of the brain in health and disease states. The in-vitro system being a monolayer system is unable to recapitulate some essential aspects of human brain development and even certain disease conditions like microcephaly, Alzheimer's disease (AD), and Frontotemporal dementia (FTD) to mention a few, because of the complex pathophysiology of these diseases. Based on this premise, recent studies are now beginning to examine the role of patient-derived human tissues reprogrammed into stem cells with the ability to organize into 3D cerebral organoids in studying and understanding the complex nature of neurodegenerative diseases which have been difficult to model in-vitro and in-vivo. Here, we highlight evidence of patient-derived brain organoids in modeling Alzheimer’s disease, providing evidence on the current challenges and prospects in growing cerebral organoids and some approaches that have been developed to overcome these challenges.
"脑器质性组织"、"脑器质性组织 "或 "微型脑 "是描述自组织三维结构的常用术语,这些结构可能来自胚胎干细胞(ESC)、成体干细胞或诱导多能干细胞(iPSC)。事实上,某些细胞类型可以通过重新编程来研究大脑发育的某些方面和某些疾病状况,这促进了我们对健康和疾病中大脑发育的了解。人类的大脑发育虽然具有物种异质性,但与灵长类动物和啮齿类动物的大脑发育有着密切的相似之处。长期以来,人们一直使用体内和体外模型来研究健康和疾病状态下的大脑发育。体外系统是一个单层系统,无法再现人类大脑发育的某些重要方面,甚至无法再现某些疾病,如小头畸形、阿尔茨海默病(AD)和前颞叶痴呆(FTD)等,因为这些疾病的病理生理学非常复杂。基于这一前提,最近的研究开始探讨将患者来源的人体组织重编程为干细胞,使其具有组织成三维脑组织的能力,在研究和了解神经退行性疾病的复杂性方面所起的作用。在此,我们将重点介绍患者来源的脑器官组织在阿尔茨海默病建模中的应用,并提供证据说明目前在培育脑器官组织方面所面临的挑战和前景,以及为克服这些挑战而开发的一些方法。
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引用次数: 0
Mapping brain networks and cognitive functioning after stroke: A systematic review 脑卒中后大脑网络与认知功能的映射:系统综述
Pub Date : 2024-08-15 DOI: 10.1016/j.bosn.2024.08.001
Anna Tsiakiri , Christos Giantsios , Pinelopi Vlotinou , Anna Nikolaidou , John Atanbori , Behnaz Sohani , Aliyu Aliyu , Anastasia Mournou , Eleni Peristeri , Christos Frantzidis

Stroke, the second leading cause of death, exhibits no significant sex differences and primarily affects the elderly, with sociodemographic and income factors playing a role. Lifestyle patterns, including elevated blood pressure, weight, glucose levels, air pollution exposure, smoking, and nutrition, contribute to stroke risk. Stroke's impact on the brain's functional and structural integrity leads to cognitive deficits and challenges in daily activities. Rehabilitation is crucial for functional recovery. This review explores the association between brain networks and behavioral deficits post-stroke, aiming to establish a cartographic approach for predicting rehabilitation outcomes. Methodologically, a systematic review following PRISMA-ScR guidelines was conducted, searching PUBMED and SCOPUS for relevant studies from 2003 to 2023. The synthesis of 29 studies reveals insights into language, comprehension, general cognition, praxis, and complex cognitive abilities after stroke. Language recovery involves networks like the presupplementary motor area, Default Mode Network, and sensorimotor integration. Comprehension deficits result from focal lesions and left hemisphere stroke, with connectivity training showing potential. General cognition studies emphasize the role of working memory, connectivity patterns predicting ischemic attacks, and cognitive impairment post-subtentorial strokes. Praxis studies highlight the importance of spared left hemisphere regions, interhemispheric connectivity, and cognitive mechanisms in complex figure copying tasks. The intricate relationship between complex cognitive abilities and brain networks is explored, revealing the impact of damage on verbal creativity, mental state judgments, affordance-based processing, and beta-band phase synchronization in memory retrieval. Strengths include a systematic search strategy and inclusion of original English studies. Limitations include the lack of statistical analysis due to heterogeneity and varying methodologies. The synthesis underscores the shift toward understanding brain function through network perspectives, combining neuroimaging with neuropsychological assessments. The integration of artificial intelligence offers promise in processing complex datasets. Future implications involve standardizing methodologies, interdisciplinary collaboration, and leveraging AI for personalized interventions, with broad applications in clinical, research, and policy domains.

中风是导致死亡的第二大原因,没有明显的性别差异,主要影响老年人,社会人口和收入因素也有一定影响。生活方式,包括血压升高、体重、血糖水平、空气污染暴露、吸烟和营养,都会导致中风风险。中风对大脑功能和结构完整性的影响导致认知障碍和日常活动困难。康复对功能恢复至关重要。本综述探讨了脑卒中后大脑网络与行为障碍之间的关联,旨在建立一种预测康复结果的制图方法。在方法论上,我们按照 PRISMA-ScR 指南进行了系统综述,检索了 PUBMED 和 SCOPUS 2003 年至 2023 年的相关研究。29 项研究的综述揭示了中风后的语言、理解、一般认知、实践和复杂认知能力。语言的恢复涉及前补充运动区、默认模式网络和感觉运动整合等网络。局灶性病变和左半球中风会导致理解能力缺失,而连接性训练则显示出其潜力。一般认知研究强调工作记忆的作用、预测缺血性发作的连接模式以及亚脑卒中后的认知障碍。实践研究强调了左半球区域、半球间连通性和认知机制在复杂图形复制任务中的重要性。该研究探讨了复杂认知能力与大脑网络之间错综复杂的关系,揭示了损伤对语言创造力、心理状态判断、基于承受力的处理以及记忆检索中的β波段相位同步的影响。优点是采用了系统的检索策略,并纳入了原创的英文研究。不足之处包括由于异质性和方法的不同而缺乏统计分析。综述强调了通过网络视角了解大脑功能的转变,将神经影像学与神经心理学评估相结合。人工智能的整合为处理复杂的数据集带来了希望。未来的影响涉及方法标准化、跨学科合作,以及利用人工智能进行个性化干预,并在临床、研究和政策领域广泛应用。
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引用次数: 0
Studying estrogen effects in an in vitro-model of traumatic brain injury (TBI) 在创伤性脑损伤(TBI)体外模型中研究雌激素的作用
Pub Date : 2024-07-26 DOI: 10.1016/j.bosn.2024.07.001
Houman Hemmat , Lisanne Bongarts , Paula Meiringer , Roland A. Bender

In traumatic brain injury (TBI), mechanical forces trigger a series of detrimental processes in the affected brain, which eventually result in substantial neuronal death. TBI has thus become a leading cause of death and disability worldwide. Here we utilized organotypic hippocampal slice cultures from mice to simulate mild diffuse TBI, the most common type, in vitro. We specifically used this model to examine the potential of 17β-estradiol (E2), which is considered to be neuroprotective, to influence injury-induced events, such as astrocyte and microglia activation, and to reduce cell death, if applied acutely after TBI. We found that established consequences of mechanical brain injury are replicated in the model, as increased apoptosis was observed 8 h and PI-uptake was significantly enhanced 24 h after in vitro TBI in CA1 pyramidal layer. GFAP expression was not overall increased, but correlated with cell death, indicating a confined activation of astrocytes associated with cell injury. Similarly, no general increase of microglia was detected, but activated microglia was observed in the vicinity of dying cells. Notably, application of E2 (20 nM) increased GFAP expression after 48 h, but did not significantly reduce cell death at any of the studied time points. We conclude that the presented in vitro TBI model is generally suited to study processes triggered by diffuse mechanical forces acting on brain tissue. Our data further support a stimulating effect of E2 on GFAP expression in astrocytes, but they do not confirm a neuroprotective role of E2 in the early phase of TBI.

在创伤性脑损伤(TBI)中,机械力会在受影响的大脑中引发一系列有害过程,最终导致大量神经元死亡。因此,创伤性脑损伤已成为全球死亡和残疾的主要原因。在这里,我们利用小鼠海马切片的器官型培养物在体外模拟最常见的轻度弥漫性创伤性脑损伤。17β-雌二醇(E2)被认为具有神经保护作用,如果在创伤性脑损伤后急性应用,可影响损伤诱导的事件,如星形胶质细胞和小胶质细胞的活化,并减少细胞死亡。我们发现,机械性脑损伤的既定后果在该模型中得到了复制,因为在体外 TBI 24 小时后,在 CA1 锥体层观察到细胞凋亡增加,PI 摄取显著增强。GFAP 的表达没有整体增加,但与细胞死亡相关,表明星形胶质细胞的局限性活化与细胞损伤有关。同样,未检测到小胶质细胞普遍增加,但在死亡细胞附近观察到活化的小胶质细胞。值得注意的是,应用 E2(20 nM)在 48 小时后增加了 GFAP 的表达,但在研究的任何时间点都没有显著减少细胞死亡。我们得出的结论是,所介绍的体外创伤性脑损伤模型一般适合研究作用于脑组织的弥散机械力所引发的过程。我们的数据进一步证实了 E2 对星形胶质细胞中 GFAP 表达的刺激作用,但并不能证实 E2 在创伤性脑损伤的早期阶段具有神经保护作用。
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引用次数: 0
Exploring motor cortex functional connectivity in Parkinson's disease using fNIRS 利用 fNIRS 探索帕金森病的运动皮层功能连通性
Pub Date : 2024-04-19 DOI: 10.1016/j.bosn.2024.04.001
Edgar Guevara , Eleazar Samuel Kolosovas-Machuca , Ildefonso Rodríguez-Leyva

This work proposes using functional Near-Infrared Spectroscopy (fNIRS) as a non-invasive alternative to study the motor cortex's functional connectivity in Parkinson’s Disease (PD). The bilateral motor regions were covered with the fNIRS probe, and graph theoretical network analysis and network-based statistics were applied to investigate differences in network topology and specific sub-networks between groups. Small-world properties like clustering coefficient, characteristic path length, and small-world index were computed and compared between PD patients and controls across various sparsity thresholds. PD patients exhibited a lower clustering coefficient and small-world index than controls. Network-based statistics identified a disconnected, mostly bilateral subnetwork in the PD group comprising nine edges and ten nodes. Mean functional connectivity was positively correlated with both groups' clustering coefficient and small world index, albeit this correlation was greater in the control group. A strong coupling between these two properties suggests that greater functional connectivity within the subnetwork may cause a more effective functional motor network in controls. The results provide insights into alterations in functional connectivity and network organization in the motor cortex of individuals with PD, demonstrating the potential of fNIRS for studying the neural basis of symptoms in this disease.

本研究提出使用功能性近红外光谱(fNIRS)作为研究帕金森病(PD)运动皮层功能连接的非侵入性替代方法。fNIRS 探头覆盖了双侧运动区,并应用图论网络分析和基于网络的统计方法研究了不同组间网络拓扑结构和特定子网络的差异。计算并比较了帕金森病患者和对照组在不同稀疏阈值下的小世界属性,如聚类系数、特征路径长度和小世界指数。与对照组相比,帕金森病患者的聚类系数和小世界指数较低。基于网络的统计在帕金森氏症组中发现了一个断开的、主要是双侧的子网络,由九条边和十个节点组成。平均功能连通性与两组的聚类系数和小世界指数呈正相关,但对照组的相关性更大。这两个属性之间的强耦合表明,子网络内更强的功能连通性可能会导致对照组的运动功能网络更加有效。这些结果提供了对帕金森病患者运动皮层功能连通性和网络组织改变的见解,证明了 fNIRS 在研究该疾病症状的神经基础方面的潜力。
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引用次数: 0
Personalized user authentication system using wireless EEG headset and machine learning 使用无线脑电图耳机和机器学习的个性化用户认证系统
Pub Date : 2024-04-01 DOI: 10.1016/j.bosn.2024.03.003
Tron Baraku , Christos Stergiadis , Simos Veloudis , Manousos A. Klados

In the realm of authentication, biometric verification has gained widespread adoption, especially within high-security user authentication systems. Although convenient, existing biometric systems are susceptible to a number of security vulnerabilities, including spoofing tools such as gummy fingers for fingerprint systems and voice coders for voice recognition systems. In this regard, brainwave-based authentication has emerged as a novel form of biometric scheme that has the potential to overcome the security limitations of existing systems while facilitating additional capabilities, such as continuous user authentication. In this study, we focus on a data-driven approach to Electroencephalography (EEG)-based authentication, guided by the power of machine learning algorithms. Our methodology addresses the fundamental challenge of distinguishing real users from intruders by training classification algorithms to the unique EEG signatures of every individual. The system is characterized by its convenience, ensuring real-time applicability without compromising its efficiency. By employing a commercially available single-channel EEG sensor and extracting a set of 8 power spectral features (delta [0–4 Hz], theta [4–8 Hz], low alpha [8–10 Hz], high alpha [10–12 Hz], low beta [12–20 Hz], high beta [20–30 Hz], low gamma [30–60 Hz], high gamma [60–100 Hz]), a commendable mean accuracy of 85.4% was achieved.

在身份验证领域,生物识别验证已得到广泛采用,特别是在高安全性用户身份验证系统中。现有的生物识别系统虽然方便,但容易受到一些安全漏洞的影响,包括欺骗工具,如指纹系统中的软手指和语音识别系统中的语音编码器。在这方面,基于脑电波的身份验证已成为一种新型的生物识别方案,它有可能克服现有系统的安全限制,同时促进附加功能的实现,如持续的用户身份验证。在本研究中,我们将重点放在基于脑电图(EEG)认证的数据驱动方法上,并以机器学习算法的强大功能为指导。我们的方法针对每个人独特的脑电图特征训练分类算法,从而解决了区分真实用户和入侵者的基本挑战。该系统的特点是方便快捷,在确保实时适用性的同时不降低效率。通过采用市售的单通道脑电图传感器并提取一组 8 个功率谱特征(δ[0-4 Hz]、θ[4-8 Hz]、低α[8-10 Hz]、高α[10-12 Hz]、低β[12-20 Hz]、高β[20-30 Hz]、低γ[30-60 Hz]、高γ[60-100 Hz]),达到了值得称道的 85.4% 的平均准确率。
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引用次数: 0
Charting paths to recovery: Navigating traumatic brain injury comorbidities through graph theory–exploring benefits and challenges 绘制康复之路:通过图表理论探索创伤性脑损伤并发症--探索益处与挑战
Pub Date : 2024-03-30 DOI: 10.1016/j.bosn.2024.03.002
Shyam Kumar Sudhakar, Kaustav Mehta

Traumatic brain injuries (TBIs) are characterized by widespread complications that exert a debilitating effect on the well-being of the affected individual. TBIs are associated with a multitude of psychiatric and medical comorbidities over the long term. Furthermore, no medications prevent secondary injuries associated with a primary insult. In this perspective article, we propose applying graph theory via the construction of disease comorbidity networks to identify high-risk patient groups, offer preventive care to affected populations, and reduce the disease burden. We describe the challenges associated with monitoring the development of comorbidities in TBI subjects and explain how disease comorbidity networks can reduce disease burden by preventing disease-related complications. We further discuss the various methods used to construct disease comorbidity networks and explain how features derived from a network can help identify subjects who might be at risk of developing post-traumatic comorbidities. Lastly, we address the potential challenges of using graph theory to successfully manage comorbidities following a TBI.

创伤性脑损伤(TBIs)的特点是具有广泛的并发症,会对受影响者的福祉造成削弱性影响。从长远来看,创伤性脑损伤与多种精神和医疗并发症有关。此外,没有任何药物可以预防与原发性损伤相关的继发性损伤。在这篇透视文章中,我们建议通过构建疾病合并症网络来应用图论,以识别高风险患者群体,为受影响人群提供预防性护理,并减轻疾病负担。我们描述了与监测创伤性脑损伤受试者合并症发展相关的挑战,并解释了疾病合并症网络如何通过预防疾病相关并发症来减轻疾病负担。我们进一步讨论了用于构建疾病并发症网络的各种方法,并解释了从网络中得出的特征如何帮助识别可能有患创伤后并发症风险的受试者。最后,我们探讨了利用图论成功管理创伤后并发症可能面临的挑战。
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Brain Organoid and Systems Neuroscience Journal
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