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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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引用次数: 0
Recent Progress of Soft and Bioactive Materials in Flexible Bioelectronics. 柔性生物电子学中软性和生物活性材料的研究进展。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-04-29 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0192
Xiaojun Wu, Yuanming Ye, Mubai Sun, Yongfeng Mei, Bowen Ji, Ming Wang, Enming Song

Materials that establish functional, stable interfaces to targeted tissues for long-term monitoring/stimulation equipped with diagnostic/therapeutic capabilities represent breakthroughs in biomedical research and clinical medicine. A fundamental challenge is the mechanical and chemical mismatch between tissues and implants that ultimately results in device failure for corrosion by biofluids and associated foreign body response. Of particular interest is in the development of bioactive materials at the level of chemistry and mechanics for high-performance, minimally invasive function, simultaneously with tissue-like compliance and in vivo biocompatibility. This review summarizes the most recent progress for these purposes, with an emphasis on material properties such as foreign body response, on integration schemes with biological tissues, and on their use as bioelectronic platforms. The article begins with an overview of emerging classes of material platforms for bio-integration with proven utility in live animal models, as high performance and stable interfaces with different form factors. Subsequent sections review various classes of flexible, soft tissue-like materials, ranging from self-healing hydrogel/elastomer to bio-adhesive composites and to bioactive materials. Additional discussions highlight examples of active bioelectronic systems that support electrophysiological mapping, stimulation, and drug delivery as treatments of related diseases, at spatiotemporal resolutions that span from the cellular level to organ-scale dimension. Envisioned applications involve advanced implants for brain, cardiac, and other organ systems, with capabilities of bioactive materials that offer stability for human subjects and live animal models. Results will inspire continuing advancements in functions and benign interfaces to biological systems, thus yielding therapy and diagnostics for human healthcare.

为长期监测/刺激目标组织建立功能稳定界面的材料具有诊断/治疗能力,代表着生物医学研究和临床医学的突破。一个基本的挑战是组织和植入物之间的机械和化学不匹配,最终导致设备因生物流体和相关的异物反应腐蚀而失效。特别感兴趣的是在化学和力学水平上开发生物活性材料,以实现高性能,微创功能,同时具有组织样顺应性和体内生物相容性。本文综述了这些领域的最新进展,重点介绍了材料特性,如异物反应,与生物组织的整合方案,以及它们作为生物电子平台的应用。本文首先概述了新兴类别的材料平台,用于生物集成,在活体动物模型中具有成熟的实用性,作为具有不同形状因素的高性能和稳定的接口。随后的章节回顾了各种类别的柔性,软组织样材料,从自修复水凝胶/弹性体到生物粘合剂复合材料和生物活性材料。其他讨论强调了主动生物电子系统的例子,这些系统支持电生理制图、刺激和药物递送,作为相关疾病的治疗,在从细胞水平到器官尺度的时空分辨率上。设想的应用包括用于大脑、心脏和其他器官系统的先进植入物,这些植入物具有生物活性材料的能力,可以为人类受试者和活体动物模型提供稳定性。结果将激发生物系统功能和良性界面的持续进步,从而为人类医疗保健提供治疗和诊断。
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引用次数: 0
Acoustic Inspired Brain-to-Sentence Decoder for Logosyllabic Language. 声学启发脑到句子解码器的符号音节语言。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-04-29 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0257
Chen Feng, Lu Cao, Di Wu, En Zhang, Ting Wang, Xiaowei Jiang, Jinbo Chen, Hui Wu, Siyu Lin, Qiming Hou, Junming Zhu, Jie Yang, Mohamad Sawan, Yue Zhang

Recent advances in brain-computer interfaces (BCIs) have demonstrated the potential to decode language from brain activity into sound or text, which has predominantly focused on alphabetic languages, such as English. However, logosyllabic languages, such as Mandarin Chinese, present marked challenges for establishing decoders that cover all characters, due to its unique syllable structures, extended character sets (e.g., over 50,000 characters for Mandarin Chinese), and complex mappings between characters and syllables, thus hindering practical applications. Here, we leverage the acoustic features of Mandarin Chinese syllables, constructing prediction models for syllable components (initials, tones, and finals), and decode speech-related stereoelectroencephalography (sEEG) signals into coherent Chinese sentences. The results demonstrate a high sentence-level offline decoding performance with a median character accuracy of 71.00% over the full spectrum of characters in the best participant. We also verified that incorporating acoustic-related features into the design of prediction models substantially enhances the accuracy of initials, tones, and finals. Moreover, our findings revealed that effective speech decoding also involves subcortical structures like the thalamus in addition to traditional language-related brain regions. Overall, we established a brain-to-sentence decoder for logosyllabic languages over full character set with a large intracranial electroencephalography dataset.

脑机接口(bci)的最新进展已经证明了将大脑活动中的语言解码为声音或文本的潜力,这主要集中在字母语言,如英语。然而,像普通话这样的符号音节语言,由于其独特的音节结构,扩展的字符集(例如,普通话超过50,000个字符)以及字符和音节之间复杂的映射,因此对建立涵盖所有字符的解码器提出了明显的挑战,从而阻碍了实际应用。在这里,我们利用汉语普通话音节的声学特征,构建音节成分(声母、声调和韵母)的预测模型,并将语音相关的立体脑电图(sEEG)信号解码成连贯的汉语句子。结果表明,在最佳参与者的全谱字符中,中位数字符准确率为71.00%,具有较高的句子级离线解码性能。我们还证实,将声学相关特征纳入预测模型的设计可以大大提高首字母、音调和韵母的准确性。此外,我们的研究结果表明,除了传统的与语言相关的大脑区域外,有效的语音解码还涉及像丘脑这样的皮层下结构。总的来说,我们建立了一个脑到句子的解码器,用于在全字符集上使用大型颅内脑电图数据集的符号音节语言。
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引用次数: 0
Restoring Somatotopic Sensory Feedback in Lower Limb Amputees through Noninvasive Nerve Stimulation. 通过无创神经刺激恢复下肢截肢者的躯体感觉反馈。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-04-29 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0243
Andrea Demofonti, Marco Germanotta, Andrea Zingaro, Gaia Bailo, Sabina Insalaco, Francesca Cordella, Irene Giovanna Aprile, Loredana Zollo

Patients with lower limb amputation experience ambulation disorders since they rely exclusively on visual information in addition to the tactile information they receive from stump-socket interface. The lack of sensory feedback in commercial lower limb prostheses is essential in their abandonment by patients with transtibial amputation (TTA) or transfemoral amputation (TFA). Recent studies have obtained promising results using invasive interfaces with peripheral nervous system presenting drawbacks related to surgery. This paper aims to (a) investigate the potential of transcutaneous electrical nerve stimulation (TENS) as noninvasive means for restoring somatotopic sensory feedback in lower limb amputees and (b) evaluate the effect of the system over a 4-week experimental protocol. The first phase of the study involved 13 participants (6 with TTA and 7 with TFA), and the second one evaluated the long-term effect of TENS on ambulation performance of 2 participants (S1 with TTA and S7 with TFA). The proposed system enhanced participant's ambulation significantly increasing the body weight distribution between legs (S1: from 134% to 143%, P < 0.0055; S7: from 66% to 72%, P < 0.0055) and gait symmetry (S1: step length symmetry index from 11% to 5%, P < 0.0055; S7: stance phase symmetry index from -4% to -2%, P < 0.0055). It led to a postamputation neuropathic pain reduction in S1 (neuropathic pain symptom inventory score diminished from 6 to 0). This demonstrates how TENS enhanced prosthesis embodiment, enabling greater load bearing and more physiological gait patterns. This study highlights TENS as noninvasive solution for restoring somatotopic sensory feedback, addressing the current limitations and paving the way for further research.

下肢截肢患者除了从残肢-承口界面接收触觉信息外,还完全依赖视觉信息,因此会出现行走障碍。商业下肢假体缺乏感觉反馈是经胫截肢(TTA)或经股截肢(TFA)患者放弃假肢的关键。最近的研究已经获得了有希望的结果,使用侵入性界面与周围神经系统,但与手术有关的缺点。本文旨在(a)研究经皮神经电刺激(TENS)作为恢复下肢截肢者体位感觉反馈的无创手段的潜力,(b)在为期4周的实验方案中评估该系统的效果。第一阶段共13名受试者(TTA组6名,TFA组7名),第二阶段评估了TENS对2名受试者(TTA组S1, TFA组S7)行走能力的长期影响。该系统增强了参与者的行走能力,显著增加了两腿之间的体重分布(S1:从134%增加到143%,P < 0.0055;S7:从66% ~ 72%,P < 0.0055)和步态对称性(S1:步长对称指数从11% ~ 5%,P < 0.0055;S7:姿态相对称指数从-4%到-2%,P < 0.0055)。它导致截肢后S1的神经性疼痛减轻(神经性疼痛症状量表评分从6降至0)。这证明了TENS如何增强假体的体现,使更大的负荷承受和更多的生理步态模式。本研究强调了TENS作为恢复体位感觉反馈的无创解决方案,解决了目前的局限性,并为进一步的研究铺平了道路。
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Cyborg and bionic systems (Washington, D.C.)
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