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Sex-Related Difference in Outcomes of Remote Ischemic Conditioning for Symptomatic Intracranial Atherosclerotic Stenosis. 症状性颅内动脉粥样硬化性狭窄的远端缺血适应结果的性别差异。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-06-06 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0275
Yuanyuan Liu, Chengbei Hou, Xiao Dong, Di Wu, Xuehong Chu, Jiaqi Luo, Wanwan Zhang, Erlan Yu, Chuanhui Li, Chen Zhou, Chuanjie Wu, Xunming Ji

Remote ischemic conditioning (RIC) is a novel and promising therapeutic intervention for symptomatic intracranial atherosclerotic stenosis (sICAS). This study aimed to evaluate sex differences in stroke recurrence among patients with sICAS and assess the efficacy of RIC in the RICA (chronic remote ischemic conditioning in patients with symptomatic intracranial atherosclerotic stenosis) trial. The RICA trial was a multicenter, randomized clinical trial conducted across 84 stroke centers in China. Patients with sICAS were randomly assigned on a 1:1 ratio to receive either RIC intervention or sham RIC intervention once daily for 12 months. The primary endpoint was ischemic stroke recurrence. The median follow-up duration was 3.5 years. Of the 3,033 patients enrolled in the RICA trial, 1,079 (35.58%) were women. Female patients were generally older (mean [SD] age 62.9 [8.8] years versus 60 [9.2] years) and had a higher prevalence of hypertension, diabetes, and a higher body mass index than male patients. No significant difference was observed in ischemic stroke recurrence risk between female and male patients during a median follow-up of 3.5 years (20.5% versus 16.6%, adjusted hazard ratio, 1.18; [95% CI, 0.97 to 1.42]). However, RIC significantly reduced the risk of ischemic stroke recurrence in male patients, while no similar effect was observed in female patients (adjusted hazard ratio, 0.88; [95% CI, 0.58 to 1.32]; P for interaction = 0.379). No significant sex-based differences were observed in ischemic stroke recurrence among patients with sICAS over the 3.5-year follow-up period. RIC may have better therapeutic benefits for male patients with good compliance.

远程缺血调节(RIC)是一种治疗症状性颅内动脉粥样硬化性狭窄(sICAS)的新方法。本研究旨在评估sICAS患者卒中复发的性别差异,并在RICA(症状性颅内动脉粥样硬化性狭窄患者的慢性远端缺血适应)试验中评估RIC的疗效。RICA试验是一项在中国84个卒中中心进行的多中心随机临床试验。sICAS患者按1:1的比例随机分配接受RIC干预或假RIC干预,每天一次,持续12个月。主要终点为缺血性卒中复发。中位随访时间为3.5年。在参加RICA试验的3033名患者中,1079名(35.58%)为女性。女性患者一般年龄较大(平均[SD]年龄62.9[8.8]岁对60[9.2]岁),高血压、糖尿病患病率和体重指数均高于男性患者。在中位随访3.5年期间,女性和男性患者的缺血性卒中复发风险无显著差异(20.5% vs 16.6%,校正风险比1.18;[95% CI, 0.97 ~ 1.42])。然而,RIC显著降低了男性患者缺血性卒中复发的风险,而在女性患者中没有观察到类似的效果(校正风险比,0.88;[95% CI, 0.58 ~ 1.32];交互作用P = 0.379)。在3.5年的随访期间,sICAS患者的缺血性卒中复发率没有明显的性别差异。对于依从性好的男性患者,RIC可能有更好的治疗效果。
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引用次数: 0
Radar-Based Control of a Helical Microswimmer in 3-Dimensional Space with Dynamic Obstacles. 三维空间有动态障碍物的螺旋微游泳者雷达控制。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-06-02 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0158
Yuezhen Liu, Yibin Wang, Kaiwen Fang, Hui Chen, Guangjun Zeng, Jiangfan Yu

Advanced control strategies critical for microrobots have been widely investigated to achieve precise locomotion. However, dynamic obstacle avoidance in 3D space is a major challenge in control that remains unsolved. In this work, a control scheme is developed for the automatic navigation of a helical microswimmer in 3-dimensional (3D) space with dynamic obstacles. A 3D hierarchical radar with a motion sphere and a detection sphere is firstly developed. Using the radar-based avoidance approach, the desired motion direction for the microswimmer to avoid obstacles can be obtained, and the coarse-to-fine search is used to decrease the computational load of the algorithm. Three navigation modes of the microswimmer in 3D space with dynamic conditions are realized by the radar-based navigation strategy that combines the global path planning algorithm and the radar-based avoidance approach. Subsequently, a motion controller is proposed to achieve precise 3D locomotion control of the microswimmer. The control scheme integrating the radar-based navigation strategy and the motion controller is developed. The experimental results of navigated locomotion of a helical microswimmer in 3D space with 8 static obstacles and 8 dynamic obstacles demonstrate the effectiveness of the control scheme, and the proposed control scheme paves the way for advanced locomotion control of helical microswimmers in complex 3D space.

为了实现机器人的精确运动,先进的控制策略已经得到了广泛的研究。然而,三维空间的动态避障是控制领域的一大难题。本文提出了一种具有动态障碍物的螺旋微游泳器在三维空间中的自动导航控制方案。首先研制了一种具有运动球和探测球的三维分层雷达。采用基于雷达的避障方法,获得微游泳者避障所需的运动方向,并采用从粗到精的搜索方法降低算法的计算量。采用结合全局路径规划算法和雷达回避方法的雷达导航策略,实现了微游泳者在三维动态空间中的三种导航模式。随后,提出了一种运动控制器来实现微游泳者的精确三维运动控制。提出了基于雷达的导航策略和运动控制器相结合的控制方案。采用8个静态障碍物和8个动态障碍物对螺旋微游泳者进行了三维空间导航运动实验,实验结果验证了该控制方案的有效性,为螺旋微游泳者在复杂三维空间的高级运动控制奠定了基础。
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引用次数: 0
Skeletal Muscle Tissue Engineering: From Tissue Regeneration to Biorobotics. 骨骼肌组织工程:从组织再生到生物机器人。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-05-15 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0279
Maira Z Cordelle, Sarah J B Snelling, Pierre-Alexis Mouthuy

With its remarkable adaptability, energy efficiency, and mechanical compliance, skeletal muscle is a powerful source of inspiration for innovations in engineering and robotics. Originally driven by the clinical need to address large irreparable muscle defects, skeletal muscle tissue engineering (SMTE) has evolved into a versatile strategy reaching beyond medical applications into the field of biorobotics. This review highlights recent advancements in SMTE, including innovations in scaffold design, cell sourcing, usage of external physicochemical cues, and bioreactor technologies. Furthermore, this article explores the emerging synergies between SMTE and robotics, focusing on the use of robotic systems to enhance bioreactor performance and the development of biohybrid devices integrating engineered muscle tissue. These interdisciplinary approaches aim to improve functional recovery outcomes while inspiring novel biohybrid technologies at the intersection of engineering and regenerative medicine.

由于其卓越的适应性、能源效率和机械顺应性,骨骼肌是工程和机器人技术创新的强大灵感来源。骨骼肌组织工程(SMTE)最初是由临床需要驱动的,以解决巨大的不可修复的肌肉缺陷,现已发展成为一种多用途的策略,从医学应用到生物机器人领域。这篇综述强调了SMTE的最新进展,包括支架设计、细胞来源、外部物理化学线索的使用和生物反应器技术的创新。此外,本文探讨了SMTE和机器人之间的新兴协同作用,重点关注机器人系统的使用,以提高生物反应器的性能和集成工程肌肉组织的生物混合装置的开发。这些跨学科的方法旨在改善功能恢复的结果,同时在工程和再生医学的交叉点激发新的生物混合技术。
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引用次数: 0
Safety Decision-Making for Autonomous Vehicles Integrating Passenger Physiological States by fNIRS. 基于fNIRS的自动驾驶汽车安全决策研究
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-05-13 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0205
Xiaofei Zhang, Haoyi Zheng, Jun Li, Zongsheng Xie, Huamu Sun, Hong Wang

In recent years, several serious traffic accidents have exposed the severity of safety issues in autonomous driving technology. Traditional decision-making methods are unable to address potential risky behaviors caused by the functional insufficiencies or machine performance limitations, and human intervention is still needed. This study proposes an intelligent safety decision-making algorithm with passengers' risk assessment by analyzing passenger physiological states online using functional near-infrared spectroscopy (fNIRS). This algorithm is developed based on twin-delayed deep deterministic policy gradient (TD3), and it can overcome the functional insufficiencies of traditional TD3 and guide TD3 using passengers' risk assessment by analyzing passenger physiological states online while confronting risky scenarios. Three experiments have been conducted in autonomous emergency braking, front vehicle cutting-in, and pedestrian crossing scenarios. The results show that the proposed algorithm demonstrates faster convergence and superior safety and comfort performance compared with traditional TD3. This study highlights the applicability of fNIRS technology in enhancing the safety and comfort of autonomous vehicles in the future.

近年来,几起严重的交通事故暴露了自动驾驶技术安全问题的严重性。传统的决策方法无法解决由于功能不足或机器性能限制而导致的潜在危险行为,仍然需要人工干预。利用功能近红外光谱(fNIRS)技术在线分析乘客生理状态,提出了一种基于乘客风险评估的智能安全决策算法。该算法基于双延迟深度确定性策略梯度(TD3),克服了传统TD3的功能不足,在面对风险场景时,通过在线分析乘客的生理状态,利用乘客的风险评估来指导TD3。在自动紧急制动、前方车辆插队和行人过街三种场景下进行了三项实验。结果表明,与传统的TD3算法相比,该算法具有更快的收敛速度和更好的安全性和舒适性。该研究强调了fNIRS技术在未来提高自动驾驶汽车安全性和舒适性方面的适用性。
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引用次数: 0
Hollow Mesoporous Carbon Nanospheres Derived from Metal-Organic Frameworks for Efficient Sono-immunotherapy against Pancreatic Cancer. 金属有机骨架制备的中空介孔碳纳米球用于胰腺癌的高效超声免疫治疗。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-05-09 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0247
Libin Chen, Haiwei Li, Jing Liu, Yunzhong Wang, Shengmin Zhang

Sono-immunotherapy is expected to effectively enhance treatment efficacy and reduce mortality in patients with pancreatic cancer. Hence, efficient applicable sono-immunotherapy systems are urgently needed for the treatment of this condition. In this study, hollow mesoporous carbon (HMC) nanoparticles were prepared using the sacrificial template method. These nanoparticles had a porphyrin-like structure and could generate singlet oxygen more efficiently than commercial TiO2. Cellular assays showed that HMC killed tumor cells in the presence of ultrasonication, primarily by inducing apoptosis. HMC could also accelerate the release of immune factors by tumor cells, thereby activating dendritic cells and enhancing the efficacy of immunotherapy. Experiments in tumor-bearing mice and in situ pancreatic cancer tests showed that HMC, in combination with the small-molecule inhibitors of programmed cell death ligand 1, could reduce tumor growth via the generation of reactive oxygen species following ultrasonication. HMC could enhance the efficacy of immunotherapy by disrupting the immunosuppressive tumor microenvironment and promoting the accumulation of immune cells. Accordingly, in vivo sono-immunotherapy was achieved, and the growth of transplanted tumors and in situ tumors could be reduced. In conclusion, this study proposes a novel method for the preparation of HMC nanoparticles and demonstrates their potential in tumor treatment. Additionally, owing to their unique structure, these HMC nanoparticles could be used for different combination therapies tailored based on specific clinical requirements.

超声免疫治疗有望有效提高胰腺癌患者的治疗效果,降低死亡率。因此,迫切需要有效适用的超声免疫治疗系统来治疗这种疾病。本研究采用牺牲模板法制备了中空介孔碳纳米颗粒。这些纳米颗粒具有类似卟啉的结构,可以比商业二氧化钛更有效地产生单线态氧。细胞实验表明,HMC在超声作用下杀死肿瘤细胞,主要是通过诱导细胞凋亡。HMC还可以加速肿瘤细胞对免疫因子的释放,从而激活树突状细胞,提高免疫治疗的效果。荷瘤小鼠实验和原位胰腺癌实验表明,HMC联合程序性细胞死亡配体1的小分子抑制剂可通过超声诱导产生活性氧来抑制肿瘤生长。HMC可以通过破坏免疫抑制的肿瘤微环境,促进免疫细胞的聚集来增强免疫治疗的疗效。因此,实现了体内超声免疫治疗,可以减少移植肿瘤和原位肿瘤的生长。总之,本研究提出了一种制备HMC纳米颗粒的新方法,并展示了其在肿瘤治疗中的潜力。此外,由于其独特的结构,这些HMC纳米颗粒可用于根据特定临床需求量身定制的不同联合疗法。
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引用次数: 0
Accelerated Molecular Transportation in the Brain Extracellular Space with 755-nm Light Attenuates Post-Stroke Cognitive Impairment in Rats. 755纳米光加速脑细胞外空间分子运输可减轻大鼠脑卒中后认知障碍。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-05-06 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0262
Liu Yang, Yajuan Gao, Leonor Serrano Lopes, Jingge Lian, Wanyi Fu, Hanbo Tan, Shuangfeng Yang, Zhaoheng Xie, Yixing Huang, Jicong Zhang, Yanye Lu, Hao Tang, Bo Xiong, Xunbin Wei, Lide Xie, Yun Peng, Xinyu Liu, Hongbin Han

Ischemic stroke exacts a heavy toll in death and disability worldwide. After ischemic stroke, the accumulation of pathobiomolecules in the brain extracellular space (ECS) will exacerbate neurological damage and cognitive impairment. Photobiomodulation (PBM) has been demonstrated to improve cognitive function in Alzheimer's disease mouse models by accelerating molecular transportation in the brain ECS. This suggests that PBM may have a potential role in the accumulation of pathobiomolecules in the brain ECS following ischemic stroke. In this study, we developed a PBM therapy apparatus with custom parameters. By evaluating the treatment effect, we identified that 755 nm was the optimal light wavelength for ischemic stroke in rats with transient middle cerebral artery occlusion/reperfusion. Extracellular diffusion and interstitial fluid (ISF) drainage were measured using a tracer-based magnetic resonance imaging method. Our results showed that PBM accelerated molecular transportation in the brain ECS and ISF drainage, promoting the clearance of pro-inflammatory cytokines and reducing the deposition of pathological proteins. Consequently, the infarct volume decreased and neurological cognitive function was improved. Besides, the acceleration of ISF drainage was achieved by reducing expression and restoring polarization of aquaporin 4 (AQP4) in the peri-infarct area. In summary, we demonstrated that PBM could alleviate ischemia-reperfusion injury and prevent post-stroke cognitive impairment by accelerating molecular transportation in the brain ECS, paving a pathway for ischemic stroke treatment via the light-ECS interaction.

缺血性中风在世界范围内造成大量死亡和残疾。缺血性卒中后,病理生物分子在脑细胞外间隙(ECS)的积累会加重神经损伤和认知功能障碍。光生物调节(PBM)已被证明通过加速脑ECS中的分子运输来改善阿尔茨海默病小鼠模型的认知功能。这表明PBM可能在缺血性卒中后脑ECS中病理生物分子的积累中具有潜在的作用。在这项研究中,我们开发了一种具有自定义参数的PBM治疗装置。通过对治疗效果的评价,我们确定755 nm为短暂性大脑中动脉闭塞/再灌注大鼠缺血性脑卒中的最佳光波长。采用基于示踪剂的磁共振成像方法测量细胞外扩散和间质液(ISF)引流。我们的研究结果表明,PBM加速脑ECS和ISF引流中的分子运输,促进促炎细胞因子的清除,减少病理蛋白的沉积。结果,梗死面积减小,神经认知功能改善。此外,通过降低梗死周围水通道蛋白4 (AQP4)的表达和恢复其极化,加速了ISF的引流。综上所述,我们证明了PBM可以通过加速脑ECS中的分子运输来减轻缺血再灌注损伤和预防脑卒中后认知障碍,为通过光-ECS相互作用治疗缺血性卒中铺平了道路。
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引用次数: 0
Electrode Arrays for Detecting and Modulating Deep Brain Neural Information in Primates: A Review. 用于检测和调制灵长类动物深部脑神经信息的电极阵列:综述。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-05-02 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0249
Siyu Zhang, Yilin Song, Shiya Lv, Luyi Jing, Mingchuan Wang, Yu Liu, Wei Xu, Peiyao Jiao, Suyi Zhang, Mixia Wang, Juntao Liu, Yirong Wu, Xinxia Cai

Primates possess a more developed central nervous system and a higher level of intelligence than rodents. Detecting and modulating deep brain activity in primates enhances our understanding of neural mechanisms, facilitates the study of major brain diseases, enables brain-computer interactions, and supports advancements in artificial intelligence. Traditional imaging methods such as magnetic resonance imaging, positron emission computed tomography, and scalp electroencephalogram are limited in spatial resolution. They cannot accurately capture deep brain signals from individual neurons. With the progress of microelectromechanical systems and other micromachining technologies, single-neuron level detection and stimulation technology in rodents based on microelectrodes has made important progress. However, compared with rodents, human and nonhuman primates have larger brain volume that needs deeper implantation depth, and the test object has higher safety and device preparation requirements. Therefore, high-resolution devices suitable for long-term detection in the brains of primates are urgently needed. This paper reviewed electrode array devices used for electrophysiological and electrochemical detections in primates' deep brains. The research progress of neural recording and stimulation technologies was introduced from the perspective of electrode type and device structures, and their potential value in neuroscience research and clinical disease treatments was discussed. Finally, it is speculated that future electrodes will have a lot of room for development in terms of flexibility, high resolution, deep brain, and high throughput. The improvements in electrode forms and preparation process will expand our understanding of deep brain neural activities, and bring new opportunities and challenges for the further development of neuroscience.

灵长类动物拥有比啮齿类动物更发达的中枢神经系统和更高水平的智力。探测和调节灵长类动物的深部脑活动增强了我们对神经机制的理解,促进了对主要脑部疾病的研究,实现了脑机交互,并支持了人工智能的进步。传统的成像方法如磁共振成像、正电子发射计算机断层扫描和头皮脑电图在空间分辨率上是有限的。它们不能准确地捕获来自单个神经元的深层大脑信号。随着微机电系统和其他微加工技术的发展,基于微电极的啮齿动物单神经元水平检测和刺激技术取得了重要进展。然而,与啮齿类动物相比,人类和非人类灵长类动物的脑容量更大,需要植入深度更深,测试对象的安全性和设备制备要求更高。因此,迫切需要适合灵长类动物大脑长期检测的高分辨率设备。本文综述了用于灵长类动物脑深部电生理和电化学检测的电极阵列装置。从电极类型和装置结构的角度介绍了神经记录和刺激技术的研究进展,并讨论了其在神经科学研究和临床疾病治疗中的潜在价值。最后,推测未来电极在灵活性、高分辨率、深脑、高通量等方面都有很大的发展空间。电极形式和制备工艺的改进将扩大我们对脑深部神经活动的认识,为神经科学的进一步发展带来新的机遇和挑战。
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引用次数: 0
Robotic Ultrasound Scanning End-Effector with Adjustable Constant Contact Force. 具有可调恒定接触力的机器人超声扫描末端执行器。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-05-02 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0251
Zehao Wu, Xianli Wang, Yuning Cao, Weijian Zhang, Qingsong Xu

In modern medical treatment, ultrasound scanning provides a radiation-free medical imaging method for the diagnosis of soft tissues via skin contact. However, the exerted contact force heavily relies on the skill and experience of the operator, which poses great inspection instability. This article reports on a robotic ultrasound scanning system with a constant-force end-effector. Its uniqueness is the introduction of a hybrid active-passive force control approach to maintaining a constant contact force between the ultrasound probe and the continually changing surface. In particular, the passive constant-force mechanism provides strong buffering to the force variation. The active force control system improves flexibility and provides long-stroke positioning. Experimental tests on both silicone models and human volunteers demonstrate the capability of the proposed robotic ultrasound scanning system for obtaining qualified ultrasound images with high repeatability. Moreover, the ease of operation of the robotic US scanning system is verified. This work provides a promising method to assist doctors in conducting better and cushier ultrasound scanning imaging.

在现代医学治疗中,超声扫描为皮肤接触软组织的诊断提供了一种无辐射的医学成像方法。然而,所施加的接触力很大程度上依赖于操作人员的技能和经验,这给检测带来了很大的不稳定性。本文报道了一种具有恒力末端执行器的机器人超声扫描系统。它的独特之处在于引入了一种混合的主被动力控制方法,以保持超声探头与不断变化的表面之间的恒定接触力。其中,被动恒力机构对力的变化具有较强的缓冲作用。主动力控制系统提高了灵活性,并提供了长行程定位。硅胶模型和人体志愿者的实验测试表明,所提出的机器人超声扫描系统能够获得高重复性的合格超声图像。此外,验证了机器人扫描系统的易用性。这项工作为帮助医生进行更好、更有效的超声扫描成像提供了一种有前途的方法。
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引用次数: 0
Lateral Walking Gait Recognition and Hip Angle Prediction Using a Dual-Task Learning Framework. 基于双任务学习框架的侧行步态识别和髋角预测。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-05-01 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0250
Mingxiang Luo, Meng Yin, Jinke Li, Ying Li, Worawarit Kobsiriphat, Hongliu Yu, Tiantian Xu, Xinyu Wu, Wujing Cao

Lateral walking exercise is beneficial for the hip abductor enhancement. Accurate gait recognition and continuous hip joint angle prediction are essential for the control of exoskeletons. We propose a dual-task learning framework, the "Twin Brother" model, which fuses convolutional neural network (CNN), long short-term memory (LSTM), neural networks (NNs), and the squeezing-elicited attention mechanism to classify the lateral gait stage and estimate the hip angle from electromyography (EMG) signals. The EMG signals of 6 muscles from 10 subjects during lateral walking were collected. Four gait phases were recognized, and the hip angles of both legs were continuously estimated. The sliding window length of 250 ms and the sliding increment of 3 ms were determined by the requirements of response time and recognition accuracy of the real-time system. We compared the performance of CNN-LSTM, CNN, LSTM, support vector machine, NN, K-nearest neighbor, and the "Twin Brother" models. The "Twin Brother" model achieved a recognition accuracy (mean ± SD) of 98.81% ± 0.14%. The model's predicted root mean square error (RMSE) for the left and right hip angles are 0.9183° ± 0.024° and 1.0511° ± 0.027°, respectively, where the R 2 are 0.9853 ± 0.006 and 0.9808 ± 0.008. The accuracy of recognition and estimation are both better than comparative models. For gait phase percentage prediction, RMSE and R 2 predicted by the model can reach 0.152° ± 0.014° and 0.986 ± 0.011, respectively. These results demonstrate that the method can be applied to lateral walking gait recognition and hip joint angle prediction.

侧行运动有利于髋关节外展肌增强。准确的步态识别和连续的髋关节角度预测是外骨骼控制的必要条件。我们提出了一种双任务学习框架,即“孪生兄弟”模型,该模型融合了卷积神经网络(CNN)、长短期记忆(LSTM)、神经网络(NNs)和挤压引起的注意机制,对侧向步态阶段进行分类,并从肌电图(EMG)信号中估计髋关节角度。收集10例受试者侧走时6块肌肉的肌电图信号。识别四种步态阶段,连续估计两条腿的髋角。根据实时系统对响应时间和识别精度的要求,确定滑动窗口长度为250 ms,滑动增量为3 ms。我们比较了CNN-LSTM、CNN、LSTM、支持向量机、NN、k近邻和“孪生兄弟”模型的性能。“孪生兄弟”模型的识别准确率(平均±SD)为98.81%±0.14%。模型预测左臀角和右臀角的均方根误差(RMSE)分别为0.9183°±0.024°和1.0511°±0.027°,r2分别为0.9853±0.006和0.9808±0.008。识别和估计的精度均优于比较模型。对于步态相位百分比预测,模型预测的RMSE和r2分别可达到0.152°±0.014°和0.986±0.011。结果表明,该方法可用于侧行步态识别和髋关节角度预测。
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引用次数: 0
Amplification-Free Electrochemiluminescent Biosensor for Ultrasensitive Detection of Fusobacterium nucleatum Using Tetrahedral DNA-Based CRISPR/Cas12a. 基于四面体dna的CRISPR/Cas12a超灵敏检测核梭杆菌的无扩增电化学发光生物传感器
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-05-01 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0266
Xindan Zhang, Minkang Wu, Haoran Shi, Soochan Kim, Shixiang Lu, Ping Wang, Jieling Qin

Fusobacterium nucleatum, a bacterium linked to colorectal cancer, possesses a specific gene called fadA that serves as an early diagnostic biomarker. The CRISPR/Cas12a system has demonstrated marked potential for nucleic acid detection due to its satisfactory selectivity and trans-cleavage ability. However, most CRISPR/Cas-based sensors suffer from problems such as probe entanglement or local aggregation, reducing the Cas enzyme efficiency. In this study, an amplification-free biosensing platform for ultrasensitive detection of F. nucleatum was developed by integrating the highly specific CRISPR/AsCas12a with an improved electrochemiluminescence (ECL) biosensor. Different from the conventional 1- or 2-dimensional probes, the platform was constructed by tetrahedral DNA nanostructure (TDN) probes conjugated with quenchers and coralliform gold (CFAu) functionalized with luminescent agents. The TDN serves as an exceptional scaffold to modulate the recognition unit, substantially enhancing the recognition and cleavage efficiency of AsCas12a toward the probes. Furthermore, the high surface area of CFAu provides extensive landing sites for the luminescent agents, thereby improving the detection sensitivity. The prepared ECL biosensor exhibited a wider linear range (10 fM to 100 nM) and was capable of detecting F. nucleatum down to 1 colony-forming unit/ml. Additionally, the high mismatch sensitivity of AsCas12a to protospacer adjacent motifs and nearby areas provides a strategy for distinguishing mutant from wild-type sequences. Finally, by designing CRISPR RNA (crRNA), this diagnostic method can also be easily modified to detect other bacteria or biomarkers for the early diagnosis of various diseases.

核梭杆菌是一种与结直肠癌有关的细菌,它拥有一种名为fadA的特殊基因,可以作为早期诊断的生物标志物。由于其令人满意的选择性和反式切割能力,CRISPR/Cas12a系统在核酸检测方面显示出显著的潜力。然而,大多数基于CRISPR/Cas的传感器都存在探针纠缠或局部聚集等问题,从而降低了Cas酶的效率。本研究通过将高特异性CRISPR/AsCas12a与改进的电化学发光(ECL)生物传感器相结合,建立了一种无扩增的超灵敏检测核仁梭菌的生物传感平台。与传统的一维或二维探针不同,该平台是由四面体DNA纳米结构(TDN)探针与猝灭剂和荧光剂功能化的珊瑚金(CFAu)偶联构建的。TDN作为一个特殊的支架来调节识别单元,大大提高了AsCas12a对探针的识别和切割效率。此外,CFAu的高表面积为发光剂提供了广泛的着陆点,从而提高了探测灵敏度。所制备的ECL生物传感器具有较宽的线性范围(10 fM ~ 100 nM),能够检测到1个集落形成单位/ml的核梭菌。此外,AsCas12a对原间隔邻近基序和附近区域的高错配敏感性为区分突变体和野生型序列提供了一种策略。最后,通过设计CRISPR RNA (crRNA),这种诊断方法也可以很容易地进行修改,以检测其他细菌或生物标志物,从而早期诊断各种疾病。
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Cyborg and bionic systems (Washington, D.C.)
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