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Supercritical Fluids: An Innovative Strategy for Drug Development. 超临界流体:药物开发的创新战略。
IF 3.8 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-04 DOI: 10.3390/bioengineering11080788
Hui Liu, Xiaoliu Liang, Yisheng Peng, Gang Liu, Hongwei Cheng

Nanotechnology plays a pivotal role in the biomedical field, especially in the synthesis and regulation of drug particle size. Reducing drug particles to the micron or nanometer scale can enhance bioavailability. Supercritical fluid technology, as a green drug development strategy, is expected to resolve the challenges of thermal degradation, uneven particle size, and organic solvent residue faced by traditional methods such as milling and crystallization. This paper provides an insight into the application of super-stable homogeneous intermix formulating technology (SHIFT) and super-table pure-nanomedicine formulation technology (SPFT) developed based on supercritical fluids for drug dispersion and micronization. These technologies significantly enhance the solubility and permeability of hydrophobic drugs by controlling the particle size and morphology, and the modified drugs show excellent therapeutic efficacy in the treatment of hepatocellular carcinoma, pathological scarring, and corneal neovascularization, and their performance and efficacy are highlighted when administered through multiple routes of administration. Overall, supercritical fluids have opened a green and efficient pathway for clinical drug development, which is expected to reduce side effects and enhance therapeutic efficacy.

纳米技术在生物医学领域发挥着举足轻重的作用,尤其是在合成和调节药物颗粒大小方面。将药物颗粒缩小到微米或纳米级可以提高生物利用度。超临界流体技术作为一种绿色药物开发战略,有望解决研磨和结晶等传统方法所面临的热降解、粒度不均和有机溶剂残留等难题。本文深入探讨了基于超临界流体开发的超稳定均相混合配制技术(SHIFT)和超表纯纳米药物配制技术(SPFT)在药物分散和微粉化方面的应用。这些技术通过控制粒径和形态,大大提高了疏水性药物的溶解度和渗透性,改造后的药物在治疗肝细胞癌、病理性瘢痕、角膜新生血管等方面显示出卓越的疗效,而且通过多种给药途径给药时,其性能和疗效更加突出。总之,超临界流体为临床药物开发开辟了一条绿色高效的途径,有望减少副作用,提高疗效。
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引用次数: 0
"BrainHeart": Pilot Study on a Novel Application for Elderly Well-Being Based on Mindfulness Acceptance and Commitment Therapy. "BrainHeart":基于 "正念接受与承诺疗法 "的老年人福祉新应用试点研究。
IF 3.8 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-03 DOI: 10.3390/bioengineering11080787
Roberta Bruschetta, Desiree Latella, Caterina Formica, Simona Campisi, Chiara Failla, Flavia Marino, Serena Iacono Isidoro, Fabio Mauro Giambò, Lilla Bonanno, Antonio Cerasa, Angelo Quartarone, Silvia Marino, Giovanni Pioggia, Rocco Salvatore Calabrò, Gennaro Tartarisco

The rising prevalence of mental illness is straining global mental health systems, particularly affecting older adults who often face deteriorating physical health and decreased autonomy and quality of life. Early detection and targeted rehabilitation are crucial in mitigating these challenges. Mindfulness acceptance and commitment therapy (ACT) holds promise for enhancing motivation and well-being among the elderly, although delivering such psychological interventions is hindered by limited access to services, prompting exploration of remote delivery options like mobile applications. In this paper, we introduce the BrainHeart App (v.1.1.8), a mobile application tailored to improve physical and mental well-being in seniors. The app features a 10-day ACT program and other sections promoting healthy lifestyle. In a pilot study involving twenty participants, individuals engaged in daily mental exercises for 10 days using the app. Clinical evaluations, including assessments of psychological flexibility, overall cognitive profile, mindfulness disposition, cognitive fusion, and heart rate collected with Polar H10, were conducted at baseline (T0) and one month post-intervention (T1). Analysis revealed significant improvements in almost all neuropsychological scores, with high usability reported (system usability scale average score: 82.3 ± 9.31). Additionally, a negative correlation was found between usability and experiential avoidance (r = -0.51; p = 0.026), and a notable difference in heart rate was observed between baseline and post-intervention (F-value = 3.06; p-value = 0.09). These findings suggest that mindfulness-ACT exercises delivered via the BrainHeart App can enhance the well-being of elderly individuals, highlighting the potential of remote interventions in addressing mental health needs in this population.

精神疾病发病率的上升正在给全球精神卫生系统造成压力,尤其是对老年人的影响,他们往往面临着身体健康状况恶化、自主能力和生活质量下降的问题。早期发现和有针对性的康复治疗对于缓解这些挑战至关重要。正念、接受和承诺疗法(ACT)有望提高老年人的积极性和幸福感,但由于获取服务的途径有限,此类心理干预措施的实施受到阻碍,这促使我们探索移动应用等远程实施方案。在本文中,我们将介绍 BrainHeart 应用程序(v.1.1.8),这是一款专为改善老年人身心健康而量身定制的移动应用程序。该应用程序包含一个为期 10 天的 ACT 计划和其他促进健康生活方式的部分。在一项有 20 名参与者参与的试点研究中,他们使用该应用程序进行了为期 10 天的日常心理练习。在基线(T0)和干预后一个月(T1)进行了临床评估,包括心理灵活性评估、整体认知概况、正念处置、认知融合和使用 Polar H10 收集的心率。分析结果表明,几乎所有神经心理学评分都有明显改善,而且可用性很高(系统可用性量表平均分:82.3 ± 9.31)。此外,还发现可用性与体验性回避之间存在负相关(r = -0.51;p = 0.026),并且观察到基线与干预后心率之间存在明显差异(F 值 = 3.06;p 值 = 0.09)。这些研究结果表明,通过 BrainHeart 应用程序提供的正念-ACT 练习可以提高老年人的幸福感,从而凸显了远程干预在满足该人群心理健康需求方面的潜力。
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引用次数: 0
A Bioreactor for Celullarised Membrane Culture and Delivery under Sterile Conditions. 在无菌条件下培养和输送玻璃化膜的生物反应器。
IF 3.8 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-02 DOI: 10.3390/bioengineering11080785
Ainitze Gereka, Uzuri Urtaza, Pablo Larreategi, Felipe Prosper, Enrique José Andreu, Ane Miren Zaldua

A novel, user-friendly bioreactor for the cultivation of cellularised membranes for tissue engineering has been successfully designed, manufactured, and validated. This bioreactor features a culture vessel and a cover, the latter equipped with one or more sidewalls to ensure airtightness in two distinct zones, thereby maintaining sterile conditions. The cover, designed to integrate seamlessly with the culture vessel, includes several ports compatible with commercial connectors. This design allows the introduction of cells and culture medium without requiring the opening of the cover, thus preserving sterility. Additionally, the cover is equipped with flanges that effectively press the membrane against the bottom surface of the culture vessel, preventing it from shrinking or shifting. This ensures that cells can properly adhere to the membrane and proliferate. Manufactured under Good Manufacturing Practice (GMP) conditions, the bioreactor supports cultivation in optimal aseptic environments, thereby preventing external contamination. This feature is critical for the safe transportation of cultivated tissue to clinical settings. Validation tests have confirmed the bioreactor's excellent performance, endorsing its suitability for intended applications in tissue engineering.

我们成功设计、制造并验证了一种用于培养组织工程细胞膜的新型、用户友好型生物反应器。这种生物反应器有一个培养容器和一个盖子,后者配有一个或多个侧壁,以确保两个不同区域的气密性,从而保持无菌条件。盖子可与培养容器无缝集成,包括几个与商用连接器兼容的端口。这种设计可以在不打开盖子的情况下引入细胞和培养基,从而保持无菌状态。此外,盖子还配有法兰,能有效地将膜压在培养皿的底面上,防止膜收缩或移位。这就确保了细胞能正常附着在膜上并进行增殖。该生物反应器在良好生产规范(GMP)条件下生产,支持在最佳无菌环境中进行培养,从而防止外部污染。这一特性对于将培养好的组织安全运输到临床环境至关重要。验证测试证实了生物反应器的卓越性能,并认可了其在组织工程中的预期应用。
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引用次数: 0
Real-World Data and Real-World Evidence in Healthcare in the United States and Europe Union. 美国和欧盟医疗保健领域的真实世界数据和真实世界证据。
IF 3.8 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-02 DOI: 10.3390/bioengineering11080784
Kelly H Zou, Marc L Berger

The use of real-world data (RWD) for healthcare decision-making is complicated by concerns regarding whether RWD is fit-for-purpose or is of sufficient validity to support the creation of credible RWE. An efficient mechanism for screening the quality of RWD is needed as regulatory agencies begin to use real-world evidence (RWE) to inform decisions about treatment effectiveness and safety. First, we provide an overview of RWD and RWE. Data quality frameworks (DQFs) in the US and EU were examined, including their dimensions and subdimensions. There is some convergence of the conceptual DQFs on specific assessment criteria. Second, we describe a list of screening criteria for assessing the quality of RWD sources. The curation and analysis of RWD will continue to evolve in light of developments in digital health and artificial intelligence (AI). In conclusion, this paper provides a perspective on the utilization of RWD and RWE in healthcare decision-making. It covers the types and uses of RWD, data quality frameworks (DQFs), regulatory landscapes, and the potential impact of RWE, as well as the challenges and opportunities for the greater leveraging of RWD to create credible RWE.

真实世界数据(RWD)在医疗保健决策中的使用因其是否符合目的或是否具有足够的有效性以支持创建可信的 RWE 而变得复杂。随着监管机构开始使用真实世界证据(RWE)为治疗有效性和安全性决策提供依据,我们需要一种有效的机制来筛选 RWD 的质量。首先,我们对真实世界证据和 RWE 进行概述。我们研究了美国和欧盟的数据质量框架 (DQF),包括其维度和子维度。概念性 DQF 在具体评估标准上有一定的趋同性。其次,我们介绍了用于评估 RWD 来源质量的筛选标准清单。鉴于数字健康和人工智能(AI)的发展,RWD 的整理和分析将继续发展。总之,本文从一个视角探讨了在医疗决策中如何利用 RWD 和 RWE。它涵盖了 RWD 的类型和用途、数据质量框架 (DQF)、监管环境和 RWE 的潜在影响,以及进一步利用 RWD 创建可信 RWE 所面临的挑战和机遇。
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引用次数: 0
Advancing Cordyceps militaris Industry: Gene Manipulation and Sustainable Biotechnological Strategies. 推进冬虫夏草产业:基因操纵和可持续生物技术战略。
IF 3.8 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-02 DOI: 10.3390/bioengineering11080783
Yan Hu, Yijian Wu, Jiayi Song, Maomao Ma, Yunzhu Xiao, Bin Zeng

Cordyceps militaris is considered to be of great medicinal potential due to its remarkable pharmacological effects, safety, and edible characteristics. With the completion of the genome sequence and the advancement of efficient gene-editing technologies, coupled with the identification of gene functions in Cordyceps militaris, this fungus is poised to emerge as an outstanding strain for medicinal engineering applications. This review focuses on the development and application of genomic editing techniques, including Agrobacterium tumefaciens-mediated transformation (ATMT), PEG-mediated protoplast transformation (PMT), and CRISPR/Cas9. Through the application of these techniques, researchers can engineer the biosynthetic pathways of valuable secondary metabolites to boost yields; such metabolites include cordycepin, polysaccharides, and ergothioneine. Furthermore, by identifying and modifying genes that influence the growth, disease resistance, and tolerance to environmental stress in Cordyceps militaris, it is possible to stimulate growth, enhance desirable traits, and increase resilience to unfavorable conditions. Finally, the green sustainable industrial development of C. militaris using agricultural waste to produce high-value-added products and the future research directions of C. militaris were discussed. This review will provide future directions for the large-scale production of bioactive ingredients, molecular breeding, and sustainable development of C. militaris.

冬虫夏草具有显著的药理作用、安全性和食用特性,被认为具有巨大的药用潜力。随着冬虫夏草基因组序列的完成和高效基因编辑技术的发展,再加上对冬虫夏草基因功能的鉴定,这种真菌有望成为药用工程应用的优秀菌株。本综述重点介绍基因组编辑技术的开发和应用,包括农杆菌介导的转化(ATMT)、PEG 介导的原生质体转化(PMT)和 CRISPR/Cas9。通过应用这些技术,研究人员可以设计有价值的次生代谢物的生物合成途径,以提高产量;此类代谢物包括虫草素、多糖和麦角硫因。此外,通过识别和改造影响冬虫夏草生长、抗病性和对环境压力耐受性的基因,有可能刺激生长,增强理想性状,提高对不利条件的适应能力。最后,讨论了利用农业废弃物生产高附加值产品的绿色可持续产业发展和未来的研究方向。本综述将为大规模生产生物活性成分、分子育种和军事茜草的可持续发展提供未来方向。
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引用次数: 0
A Review of Medical Image Registration for Different Modalities. 不同模式医学影像配准综述。
IF 3.8 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-02 DOI: 10.3390/bioengineering11080786
Fatemehzahra Darzi, Thomas Bocklitz

Medical image registration has become pivotal in recent years with the integration of various imaging modalities like X-ray, ultrasound, MRI, and CT scans, enabling comprehensive analysis and diagnosis of biological structures. This paper provides a comprehensive review of registration techniques for medical images, with an in-depth focus on 2D-2D image registration methods. While 3D registration is briefly touched upon, the primary emphasis remains on 2D techniques and their applications. This review covers registration techniques for diverse modalities, including unimodal, multimodal, interpatient, and intra-patient. The paper explores the challenges encountered in medical image registration, including geometric distortion, differences in image properties, outliers, and optimization convergence, and discusses their impact on registration accuracy and reliability. Strategies for addressing these challenges are highlighted, emphasizing the need for continual innovation and refinement of techniques to enhance the accuracy and reliability of medical image registration systems. The paper concludes by emphasizing the importance of accurate medical image registration in improving diagnosis.

近年来,随着 X 射线、超声波、核磁共振成像和 CT 扫描等各种成像模式的整合,医学图像配准已变得举足轻重,可对生物结构进行全面分析和诊断。本文全面综述了医学图像的配准技术,深入探讨了 2D-2D 图像配准方法。虽然简要介绍了三维配准,但主要重点仍然是二维技术及其应用。这篇综述涵盖了各种模式的配准技术,包括单模态、多模态、患者间和患者内配准。论文探讨了医学图像配准中遇到的挑战,包括几何失真、图像属性差异、异常值和优化收敛,并讨论了它们对配准准确性和可靠性的影响。论文强调了应对这些挑战的策略,强调需要不断创新和改进技术,以提高医学影像配准系统的准确性和可靠性。论文最后强调了准确的医学影像配准对改善诊断的重要性。
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引用次数: 0
Emotion Detection from EEG Signals Using Machine Deep Learning Models. 利用机器深度学习模型从脑电图信号中检测情感。
IF 3.8 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-02 DOI: 10.3390/bioengineering11080782
João Vitor Marques Rabelo Fernandes, Auzuir Ripardo de Alexandria, João Alexandre Lobo Marques, Débora Ferreira de Assis, Pedro Crosara Motta, Bruno Riccelli Dos Santos Silva

Detecting emotions is a growing field aiming to comprehend and interpret human emotions from various data sources, including text, voice, and physiological signals. Electroencephalogram (EEG) is a unique and promising approach among these sources. EEG is a non-invasive monitoring technique that records the brain's electrical activity through electrodes placed on the scalp's surface. It is used in clinical and research contexts to explore how the human brain responds to emotions and cognitive stimuli. Recently, its use has gained interest in real-time emotion detection, offering a direct approach independent of facial expressions or voice. This is particularly useful in resource-limited scenarios, such as brain-computer interfaces supporting mental health. The objective of this work is to evaluate the classification of emotions (positive, negative, and neutral) in EEG signals using machine learning and deep learning, focusing on Graph Convolutional Neural Networks (GCNN), based on the analysis of critical attributes of the EEG signal (Differential Entropy (DE), Power Spectral Density (PSD), Differential Asymmetry (DASM), Rational Asymmetry (RASM), Asymmetry (ASM), Differential Causality (DCAU)). The electroencephalography dataset used in the research was the public SEED dataset (SJTU Emotion EEG Dataset), obtained through auditory and visual stimuli in segments from Chinese emotional movies. The experiment employed to evaluate the model results was "subject-dependent". In this method, the Deep Neural Network (DNN) achieved an accuracy of 86.08%, surpassing SVM, albeit with significant processing time due to the optimization characteristics inherent to the algorithm. The GCNN algorithm achieved an average accuracy of 89.97% in the subject-dependent experiment. This work contributes to emotion detection in EEG, emphasizing the effectiveness of different models and underscoring the importance of selecting appropriate features and the ethical use of these technologies in practical applications. The GCNN emerges as the most promising methodology for future research.

情绪检测是一个不断发展的领域,旨在从文本、语音和生理信号等各种数据源中理解和解读人类情绪。在这些数据源中,脑电图(EEG)是一种独特而有前途的方法。脑电图是一种非侵入性监测技术,通过放置在头皮表面的电极记录大脑的电活动。它被用于临床和研究领域,以探索人脑如何对情绪和认知刺激做出反应。最近,它在实时情绪检测方面的应用引起了人们的兴趣,因为它提供了一种独立于面部表情或声音的直接方法。这在资源有限的情况下尤其有用,比如支持心理健康的脑机接口。这项工作的目的是在分析脑电信号关键属性(差分熵(DE)、功率谱密度(PSD)、差分不对称性(DASM)、理性不对称性(RASM)、不对称性(ASM)、差分因果性(DCAU))的基础上,利用机器学习和深度学习评估脑电信号中的情绪(积极、消极和中性)分类,重点是图卷积神经网络(GCNN)。研究中使用的脑电图数据集是公开的 SEED 数据集(上海交通大学情感脑电图数据集),通过中国情感电影片段中的听觉和视觉刺激获得。评估模型结果的实验采用的是 "主体依赖 "法。在这种方法中,深度神经网络(DNN)的准确率达到了 86.08%,超过了 SVM,尽管由于该算法固有的优化特性,需要大量的处理时间。GCNN 算法在受试者依赖性实验中取得了 89.97% 的平均准确率。这项工作有助于脑电图中的情绪检测,强调了不同模型的有效性,突出了选择适当特征的重要性以及在实际应用中使用这些技术的道德性。GCNN 是未来最有前途的研究方法。
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引用次数: 0
Verification and Validation of Advanced Control Systems for a Spinal Joint Wear Simulator. 脊柱关节磨损模拟器高级控制系统的验证和确认。
IF 3.8 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-01 DOI: 10.3390/bioengineering11080779
Kaushikk Ravender Iyer, David Keeling, Richard M Hall

Wear simulation aims to assess wear rates and their dependence on factors like load, kinematics, temperature, and implant orientation. Despite its significance, there is a notable gap in research concerning advancements in simulator control systems and the testing of clinically relevant waveforms. This study addresses this gap by focusing on enhancing the conventional proportional-integral-derivative (PID) controller used in joint simulators through the development of a fuzzy logic-based controller. Leveraging a single-input multiple-output (SIMO) fuzzy logic control system, this study aimed to improve displacement control, augmenting the traditional proportional-integral (PI) tuning approach. The implementation and evaluation of a novel Fuzzy-PI control algorithm were conducted on the Leeds spine wear simulator. This study also included the testing of dailyliving (DL) profiles, particularly from the hip joint, to broaden the scope of simulation scenarios. While both the conventional PI controller and the Fuzzy-PI controller met ISO tolerance criteria for the spine flexion-extension (FE) profile at 1 Hz, the Fuzzy-PI controller demonstrated superior performance at higher frequencies and with DL profiles due to its real-time adaptive tuning capability. The Fuzzy-PI controller represents a significant advancement in joint wear simulation, offering improved control functionalities and more accurate emulation of real-world physiological dynamics.

磨损模拟旨在评估磨损率及其与负荷、运动学、温度和种植体方向等因素的关系。尽管其意义重大,但在模拟器控制系统的研究进展和临床相关波形的测试方面却存在明显差距。本研究通过开发基于模糊逻辑的控制器来增强关节模拟器中使用的传统比例-积分-派生(PID)控制器,从而弥补了这一空白。本研究利用单输入多输出(SIMO)模糊逻辑控制系统,旨在改进位移控制,增强传统的比例积分(PI)调整方法。在利兹脊柱磨损模拟器上对新型模糊 PI 控制算法进行了实施和评估。这项研究还包括日常生活(DL)曲线测试,特别是髋关节曲线测试,以扩大模拟场景的范围。传统的 PI 控制器和模糊 PI 控制器在 1 Hz 的脊柱屈伸(FE)曲线测试中都达到了 ISO 容差标准,而模糊 PI 控制器由于具有实时自适应调整功能,在更高频率和 DL 曲线测试中表现更为出色。模糊 PI 控制器代表了关节磨损模拟领域的重大进步,它提供了更好的控制功能和更精确的真实世界生理动态模拟。
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引用次数: 0
User Perspectives and Psychophysiological Manifestations of Fatigue with Trunk Orthosis for Dystrophinopathy Patients. 肌营养不良症患者使用躯干矫形器时的使用者视角和疲劳的心理生理学表现。
IF 3.8 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-01 DOI: 10.3390/bioengineering11080780
Ahmad Zahid Rao, Muhammad Danish Mujib, Muhammad Abul Hasan, Ahmad O Alokaily, Tayyaba Tahira, Saad Ahmed Qazi

The chair-mounted passive trunk orthosis (CMPTO) is designed to enhance wheelchair safety for individuals with dystrophinopathy during their daily activities. Given the disease's progressive nature, it is crucial to ensure that assistive devices are carefully evaluated to prevent overexertion. This study aims to assess the CMPTO's user experience and its impact on fatigue-related psychophysiological measurements. We conducted electromyography (EMG) evaluations of four trunk muscles and assessed perceived exertion using the Borg CR-10 scale in 40 healthy subjects while they performed seated maximal reaching tasks with the CMPTO. Additionally, fifteen dystrophinopathy patients evaluated the CMPTO for usability with the System Usability Scale. Paired t-tests were employed to compare the median frequency (MDF) of EMG signals, the Wilcoxon signed-rank test for evaluating exertion, and the Mann-Whitney U test to compare the usability reported by patients to those of healthy subjects. The 4-way ANOVA revealed that MDF patterns were significantly influenced by task orientation for each muscle. The CMPTO did not cause a significant reduction in the MDF. Tasks requiring greater trunk rotation were perceived as more exhaustive. Patients reported acceptable usability with the CMPTO, with scores higher than those of healthy subjects. The CMPTO's usability was comprehensively evaluated in both healthy subjects and patients with dystrophinopathy. Our findings indicate that the CMPTO can be safely used by individuals with dystrophinopathy as an assistive device to improve seated comfort and functional abilities.

椅上被动躯干矫形器(CMPTO)旨在提高肌营养不良症患者在日常活动中使用轮椅的安全性。鉴于该疾病的渐进性,确保对辅助设备进行仔细评估以防止过度劳累至关重要。本研究旨在评估 CMPTO 的用户体验及其对疲劳相关心理生理测量的影响。我们对 40 名健康受试者进行了四块躯干肌肉的肌电图(EMG)评估,并使用 Borg CR-10 量表评估了他们在使用 CMPTO 执行坐姿最大伸手任务时的体力消耗感知。此外,15 名肌营养不良症患者使用系统可用性量表对 CMPTO 的可用性进行了评估。采用配对 t 检验比较肌电信号的中位频率(MDF),采用 Wilcoxon 符号秩检验评估用力情况,采用 Mann-Whitney U 检验比较患者与健康受试者报告的可用性。4 方方差分析显示,每块肌肉的 MDF 模式都受到任务方向的显著影响。CMPTO 并未导致 MDF 的显著降低。需要躯干旋转更多的任务被认为更耗费体力。患者对 CMPTO 的可用性表示可以接受,得分高于健康受试者。我们对健康受试者和肌营养不良症患者的 CMPTO 可用性进行了全面评估。我们的研究结果表明,肌营养不良症患者可以安全地使用 CMPTO 作为辅助设备,以提高坐姿舒适度和功能能力。
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引用次数: 0
Single-Trial Detection and Classification of Event-Related Optical Signals for a Brain-Computer Interface Application. 用于脑机接口应用的事件相关光学信号的单次检测和分类。
IF 3.8 3区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-01 DOI: 10.3390/bioengineering11080781
Nicole Chiou, Mehmet Günal, Sanmi Koyejo, David Perpetuini, Antonio Maria Chiarelli, Kathy A Low, Monica Fabiani, Gabriele Gratton

Event-related optical signals (EROS) measure fast modulations in the brain's optical properties related to neuronal activity. EROS offer a high spatial and temporal resolution and can be used for brain-computer interface (BCI) applications. However, the ability to classify single-trial EROS remains unexplored. This study evaluates the performance of neural network methods for single-trial classification of motor response-related EROS. EROS activity was obtained from a high-density recording montage covering the motor cortex during a two-choice reaction time task involving responses with the left or right hand. This study utilized a convolutional neural network (CNN) approach to extract spatiotemporal features from EROS data and perform classification of left and right motor responses. Subject-specific classifiers trained on EROS phase data outperformed those trained on intensity data, reaching an average single-trial classification accuracy of around 63%. Removing low-frequency noise from intensity data is critical for achieving discriminative classification results with this measure. Our results indicate that deep learning with high-spatial-resolution signals, such as EROS, can be successfully applied to single-trial classifications.

事件相关光学信号(EROS)测量与神经元活动有关的大脑光学特性的快速调制。EROS具有很高的空间和时间分辨率,可用于脑机接口(BCI)应用。然而,对单次试验 EROS 进行分类的能力仍有待探索。本研究评估了神经网络方法在运动反应相关EROS单次试验分类中的性能。在涉及左手或右手反应的二选一反应时间任务中,EROS 活动是从覆盖运动皮层的高密度记录蒙太奇中获得的。这项研究利用卷积神经网络(CNN)方法从EROS数据中提取时空特征,并对左右运动反应进行分类。根据EROS相位数据训练的特定受试者分类器优于根据强度数据训练的分类器,单次试验的平均分类准确率约为63%。去除强度数据中的低频噪声对于利用这种方法获得分辨力强的分类结果至关重要。我们的研究结果表明,使用 EROS 等高空间分辨率信号的深度学习可以成功应用于单次试验分类。
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引用次数: 0
期刊
Bioengineering
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