首页 > 最新文献

IEEE Transactions on Neural Systems and Rehabilitation Engineering最新文献

英文 中文
Progressive Tactile Perception and Peripheral Hemodynamic Responses Induced by LIFUS on Fingertip. 指尖LIFUS诱导的渐进式触觉感知和外周血流动力学反应。
IF 5.2 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-02-13 DOI: 10.1109/TNSRE.2026.3664418
Liuni Qin, Yinshen Huang, Jin Xie, Lili Niu, Laixin Huang, Fei Li, Shichun Bao, Guanglin Li, Yanjuan Geng

Peripherally applied low-intensity focused ultrasound stimulation (LIFUS) has emerged as a new modality of tactile restoration recently. If repetitive LIFUS would cause perceptual adaptation, like transcutaneous electrical nerve stimulation (TENS) does, has been rarely investigated. To address this issue, 14 healthy volunteers received LIFUS-based fine tactile stimulation on their right index fingertip in this work. To evaluate their perceptual stability, both subjective perceptual ratings and peripheral local hemodynamic responses were deployed. The sensory-level TENS was also included for comparison. Our results showed that the LIFUS brought better perceptual acuity and perceptual stability than TENS in terms of subjective perception and judgement. Moreover, the LIFUS induced an increase of local blood perfusion volume (BPV) since stimulation onset, while the TENS caused a decrease of BPV, both followed by a slow rebound to the baseline. Notably, repetitive LIFUS didn't cause obvious progressive decrease of BPV responses with increasing dose, i.e., temporal accumulation, whereas TENS did. These findings would facilitate the development of non-invasive sensory feedback technique in multiple human-machine interaction scenarios, and shed valuable insights on neuromodulation mechanisms of peripherally applied LIFUS.

外周应用低强度聚焦超声刺激(LIFUS)是近年来发展起来的一种新的触觉修复方法。重复LIFUS是否会像经皮神经电刺激(TENS)那样引起知觉适应,这方面的研究很少。为了解决这一问题,本研究对14名健康志愿者的右手食指进行了基于liff的精细触觉刺激。为了评估他们的知觉稳定性,使用了主观知觉评分和周围局部血流动力学反应。感官水平的TENS也被纳入比较。结果表明,在主观感知和判断方面,LIFUS比TENS具有更好的感知敏锐度和感知稳定性。此外,自刺激开始以来,LIFUS诱导局部血灌注量(BPV)增加,而TENS引起BPV下降,两者都是缓慢反弹到基线。值得注意的是,重复LIFUS没有引起BPV反应随剂量增加而明显的进行性降低,即时间积累,而TENS则有。这些发现将促进非侵入性感觉反馈技术在多种人机交互场景中的发展,并为外周应用LIFUS的神经调节机制提供有价值的见解。
{"title":"Progressive Tactile Perception and Peripheral Hemodynamic Responses Induced by LIFUS on Fingertip.","authors":"Liuni Qin, Yinshen Huang, Jin Xie, Lili Niu, Laixin Huang, Fei Li, Shichun Bao, Guanglin Li, Yanjuan Geng","doi":"10.1109/TNSRE.2026.3664418","DOIUrl":"https://doi.org/10.1109/TNSRE.2026.3664418","url":null,"abstract":"<p><p>Peripherally applied low-intensity focused ultrasound stimulation (LIFUS) has emerged as a new modality of tactile restoration recently. If repetitive LIFUS would cause perceptual adaptation, like transcutaneous electrical nerve stimulation (TENS) does, has been rarely investigated. To address this issue, 14 healthy volunteers received LIFUS-based fine tactile stimulation on their right index fingertip in this work. To evaluate their perceptual stability, both subjective perceptual ratings and peripheral local hemodynamic responses were deployed. The sensory-level TENS was also included for comparison. Our results showed that the LIFUS brought better perceptual acuity and perceptual stability than TENS in terms of subjective perception and judgement. Moreover, the LIFUS induced an increase of local blood perfusion volume (BPV) since stimulation onset, while the TENS caused a decrease of BPV, both followed by a slow rebound to the baseline. Notably, repetitive LIFUS didn't cause obvious progressive decrease of BPV responses with increasing dose, i.e., temporal accumulation, whereas TENS did. These findings would facilitate the development of non-invasive sensory feedback technique in multiple human-machine interaction scenarios, and shed valuable insights on neuromodulation mechanisms of peripherally applied LIFUS.</p>","PeriodicalId":13419,"journal":{"name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","volume":"PP ","pages":""},"PeriodicalIF":5.2,"publicationDate":"2026-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146194440","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advanced Assessment of Stroke in Retinal Fundus Imaging With Deep Multi-View Learning 基于深度多视图学习的脑卒中视网膜眼底成像的高级评估。
IF 5.2 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-02-13 DOI: 10.1109/TNSRE.2026.3664786
Aysen Degerli;Mika Hilvo;Juha Pajula;Petri Huhtinen;Pekka Jäkälä
Stroke is globally a major cause of mortality and morbidity, and hence, accurate risk assessment and diagnosis of stroke are valuable. Retinal fundus imaging reveals the known markers of elevated stroke risk in the eyes, which are retinal venular widening, arteriolar narrowing, and increased tortuosity. In contrast to other imaging techniques used for stroke assessment, the acquisition of fundus images is easy, non-invasive, fast, and inexpensive. This paper examines the feasibility of utilizing retinal fundus imaging to differentiate individuals with stroke or transient ischemic attack (TIA), aiming to assess its potential for screening or diagnostic applications. Therefore, in this study, we propose a multi-view stroke network (MVS-Net) to detect stroke and TIA using retinal fundus images. Contrary to existing studies, our study proposes for the first time a solution to discriminate stroke and TIA with deep multi-view learning by proposing an end-to-end deep network, consisting of multi-view inputs of fundus images captured from both right and left eyes. Accordingly, the proposed MVS-Net defines representative features from fundus images of both eyes and determines the relation within their macula-centered and optic nerve head-centered views. Experiments performed on a dataset collected from stroke and TIA patients, in addition to healthy controls, show that the proposed framework achieves an AUC score of 0.84 for stroke and TIA detection.
中风是全球死亡和发病的主要原因,因此,准确的中风风险评估和诊断是有价值的。视网膜眼底成像显示了眼部中风风险升高的已知标志,即视网膜静脉扩大、小动脉狭窄和弯曲度增加。与其他用于脑卒中评估的成像技术相比,眼底图像的获取简单、无创、快速、廉价。本文探讨了利用视网膜眼底成像来区分脑卒中或短暂性脑缺血发作(TIA)个体的可行性,旨在评估其筛查或诊断应用的潜力。因此,在本研究中,我们提出了一种多视图脑卒中网络(MVS-Net),利用视网膜眼底图像检测脑卒中和TIA。与现有研究相反,我们的研究首次提出了一种利用深度多视图学习区分中风和TIA的解决方案,方法是提出一个端到端的深度网络,该网络由从右眼和左眼捕获的眼底图像的多视图输入组成。因此,本文提出的MVS-Net定义了双眼眼底图像的代表性特征,并确定了以黄斑为中心和视神经头为中心的眼底图像之间的关系。在从卒中和TIA患者以及健康对照中收集的数据集上进行的实验表明,所提出的框架在卒中和TIA检测方面的AUC得分为0.84。
{"title":"Advanced Assessment of Stroke in Retinal Fundus Imaging With Deep Multi-View Learning","authors":"Aysen Degerli;Mika Hilvo;Juha Pajula;Petri Huhtinen;Pekka Jäkälä","doi":"10.1109/TNSRE.2026.3664786","DOIUrl":"10.1109/TNSRE.2026.3664786","url":null,"abstract":"Stroke is globally a major cause of mortality and morbidity, and hence, accurate risk assessment and diagnosis of stroke are valuable. Retinal fundus imaging reveals the known markers of elevated stroke risk in the eyes, which are retinal venular widening, arteriolar narrowing, and increased tortuosity. In contrast to other imaging techniques used for stroke assessment, the acquisition of fundus images is easy, non-invasive, fast, and inexpensive. This paper examines the feasibility of utilizing retinal fundus imaging to differentiate individuals with stroke or transient ischemic attack (TIA), aiming to assess its potential for screening or diagnostic applications. Therefore, in this study, we propose a multi-view stroke network (MVS-Net) to detect stroke and TIA using retinal fundus images. Contrary to existing studies, our study proposes for the first time a solution to discriminate stroke and TIA with deep multi-view learning by proposing an end-to-end deep network, consisting of multi-view inputs of fundus images captured from both right and left eyes. Accordingly, the proposed MVS-Net defines representative features from fundus images of both eyes and determines the relation within their macula-centered and optic nerve head-centered views. Experiments performed on a dataset collected from stroke and TIA patients, in addition to healthy controls, show that the proposed framework achieves an AUC score of 0.84 for stroke and TIA detection.","PeriodicalId":13419,"journal":{"name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","volume":"34 ","pages":"1107-1118"},"PeriodicalIF":5.2,"publicationDate":"2026-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11396365","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146194248","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluation of s-EMG Sensor Locations for Upper-Limb Compensatory Movement Detection s-EMG传感器定位对上肢代偿性运动检测的评价。
IF 5.2 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-02-12 DOI: 10.1109/TNSRE.2026.3663991
Mahshad Berjis;Marie-Eve LeBel;Daniel J. Lizotte;Ana Luisa Trejos
Musculoskeletal rehabilitation is crucial for restoring upper limb function after elbow trauma or stroke. In unsupervised rehabilitation, patients may develop compensatory movements that hinder recovery. While wearable devices for home rehabilitation are a promising supplement to clinical therapy, they may overlook movement quality. Detecting compensatory motions in wearable systems is challenging, as placing sensors on all involved muscles reduces wearability, increases computational and power demands, and complicates sensor management. The objective of this study was to identify optimal locations for surface electromyography sensors for detecting compensatory movements. Data were collected from 40 healthy individuals performing various uniplanar and multiplanar tasks under conditions simulating both healthy and impaired movements. Sensor combinations that showed significant differences between healthy and compensatory patterns were identified through statistical analysis and feature importance techniques. The classification performance of these sensor combinations was then evaluated. Results indicate that 11 sensors placed on the upper trapezius, deltoids, biceps, triceps, latissimus dorsi, erector spinae, rectus abdominis, and external oblique muscles were key for accurate detection (accuracy = 81.43%, F1 score = 0.8549). Additionally, the number of sensors can be reduced to seven without compromising accuracy and F1 score, though performance for some tasks may drop. These findings can improve the design of wearable devices to detect and reduce compensatory movements in patients recovering from upper limb injuries.
肌肉骨骼康复是肘部外伤或中风后上肢功能恢复的关键。在无监督的康复中,患者可能会出现代偿性运动,阻碍康复。虽然用于家庭康复的可穿戴设备是临床治疗的一个有希望的补充,但它们可能会忽视运动质量。在可穿戴系统中检测补偿运动具有挑战性,因为将传感器放置在所有相关肌肉上会降低可穿戴性,增加计算和功率需求,并使传感器管理复杂化。本研究的目的是确定用于检测代偿运动的表面肌电传感器的最佳位置。数据收集自40名健康个体,他们在模拟健康和受损运动的条件下执行各种单平面和多平面任务。通过统计分析和特征重要性技术确定了在健康模式和补偿模式之间显示显着差异的传感器组合。然后评估这些传感器组合的分类性能。结果表明,在斜方肌、三角肌、二头肌、三头肌、背阔肌、竖脊肌、腹直肌和外斜肌上放置11个传感器是准确检测的关键(准确率为81.43%,F1评分为0.8549)。此外,传感器的数量可以减少到七个,而不会影响准确性和F1分数,尽管某些任务的性能可能会下降。这些发现可以改进可穿戴设备的设计,以检测和减少上肢损伤恢复期患者的代偿运动。
{"title":"Evaluation of s-EMG Sensor Locations for Upper-Limb Compensatory Movement Detection","authors":"Mahshad Berjis;Marie-Eve LeBel;Daniel J. Lizotte;Ana Luisa Trejos","doi":"10.1109/TNSRE.2026.3663991","DOIUrl":"10.1109/TNSRE.2026.3663991","url":null,"abstract":"Musculoskeletal rehabilitation is crucial for restoring upper limb function after elbow trauma or stroke. In unsupervised rehabilitation, patients may develop compensatory movements that hinder recovery. While wearable devices for home rehabilitation are a promising supplement to clinical therapy, they may overlook movement quality. Detecting compensatory motions in wearable systems is challenging, as placing sensors on all involved muscles reduces wearability, increases computational and power demands, and complicates sensor management. The objective of this study was to identify optimal locations for surface electromyography sensors for detecting compensatory movements. Data were collected from 40 healthy individuals performing various uniplanar and multiplanar tasks under conditions simulating both healthy and impaired movements. Sensor combinations that showed significant differences between healthy and compensatory patterns were identified through statistical analysis and feature importance techniques. The classification performance of these sensor combinations was then evaluated. Results indicate that 11 sensors placed on the upper trapezius, deltoids, biceps, triceps, latissimus dorsi, erector spinae, rectus abdominis, and external oblique muscles were key for accurate detection (accuracy = 81.43%, F1 score = 0.8549). Additionally, the number of sensors can be reduced to seven without compromising accuracy and F1 score, though performance for some tasks may drop. These findings can improve the design of wearable devices to detect and reduce compensatory movements in patients recovering from upper limb injuries.","PeriodicalId":13419,"journal":{"name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","volume":"34 ","pages":"1083-1094"},"PeriodicalIF":5.2,"publicationDate":"2026-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11395350","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146179433","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Synchronous integrated detection system for animal gait and cortical functional network connectivity. 动物步态与皮质功能网络连接同步集成检测系统。
IF 5.2 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-02-12 DOI: 10.1109/TNSRE.2026.3664296
Shaopo Wan, Qianqian Wang, Wei Han, Dongyang Huang, Jiaqing Yan, Hui Ji, Yanpeng Ning, Yi Yuan

Deciphering the spatiotemporal patterns of gait behavior and synchronized cortical functional networks is highly significant in neuroscience research. However, current small-animal gait analyzers cannot synchronize gait and cortical functional network connectivity (CFNC), thus limiting our understanding of CFNC dynamics under different gaits. To address this issue, we developed a small-animal gait analyzer that can synchronize gait with whole-brain local field potentials in real time. Using this device, we precisely analyzed the real-time dynamic changes in the CFNC during fine gait movements and mapped the dynamic remodeling of the CFNC during the gait cycle in real time in mouse models of neuropathic pain and ischemic stroke, directly correlating phase-specific network reorganization with motor deficits. Our results demonstrate that the device can monitor the CFNC in real time across different gaits and reveal the specificity of cortical functional networks underlying some motor dysfunctions. This device has the potential to be used to dissect neural representations of motor control and assess treatment efficacy.

破译步态行为的时空模式和同步皮质功能网络在神经科学研究中具有重要意义。然而,目前的小动物步态分析仪不能同步步态和皮质功能网络连接(CFNC),从而限制了我们对不同步态下CFNC动力学的理解。为了解决这个问题,我们开发了一种小动物步态分析仪,可以实时同步步态与全脑局部场电位。利用该装置,我们精确分析了精细步态运动中CFNC的实时动态变化,绘制了神经性疼痛和缺血性中风小鼠模型中CFNC在步态周期中的实时动态重构图,将相特异性网络重组与运动缺陷直接联系起来。我们的研究结果表明,该设备可以实时监测不同步态下的CFNC,并揭示一些运动功能障碍背后的皮质功能网络的特异性。该装置有潜力用于解剖运动控制的神经表征和评估治疗效果。
{"title":"Synchronous integrated detection system for animal gait and cortical functional network connectivity.","authors":"Shaopo Wan, Qianqian Wang, Wei Han, Dongyang Huang, Jiaqing Yan, Hui Ji, Yanpeng Ning, Yi Yuan","doi":"10.1109/TNSRE.2026.3664296","DOIUrl":"https://doi.org/10.1109/TNSRE.2026.3664296","url":null,"abstract":"<p><p>Deciphering the spatiotemporal patterns of gait behavior and synchronized cortical functional networks is highly significant in neuroscience research. However, current small-animal gait analyzers cannot synchronize gait and cortical functional network connectivity (CFNC), thus limiting our understanding of CFNC dynamics under different gaits. To address this issue, we developed a small-animal gait analyzer that can synchronize gait with whole-brain local field potentials in real time. Using this device, we precisely analyzed the real-time dynamic changes in the CFNC during fine gait movements and mapped the dynamic remodeling of the CFNC during the gait cycle in real time in mouse models of neuropathic pain and ischemic stroke, directly correlating phase-specific network reorganization with motor deficits. Our results demonstrate that the device can monitor the CFNC in real time across different gaits and reveal the specificity of cortical functional networks underlying some motor dysfunctions. This device has the potential to be used to dissect neural representations of motor control and assess treatment efficacy.</p>","PeriodicalId":13419,"journal":{"name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","volume":"PP ","pages":""},"PeriodicalIF":5.2,"publicationDate":"2026-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146179505","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Kinematic Coordination and Muscle Synergy Patterns of Grasping During Lower-Limb Locomotion 下肢运动中抓握的运动协调与肌肉协同模式。
IF 5.2 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-02-11 DOI: 10.1109/TNSRE.2026.3663964
Linxi He;Rongli Wang;Yan Huang
Human motor behaviors typically require coordination between lower-limb rhythmic tasks and upper-limb voluntary tasks. This study investigates the synergy strategies of human motion at the joint and muscle levels to explore the control mechanisms of cooperative tasks, such as grasping during walking or running. We designed novel motor experiments and analyzed kinematic characteristics, ipsilateral joint angles and EMG signals. Using principal component analysis on joint angle trajectories and non-negative matrix factorization on 16-muscle activities, we extracted kinematic primitives and muscle synergies to reveal underlying synergy mechanisms. The results demonstrate that the kinematic and muscle synergy mechanisms of cooperative tasks exhibit significant grasp-position dependence, and strong correlations exist between weight coefficients and specific kinematic characteristics. Additionally, cooperative tasks can be explained by integrating pre-existing muscle synergy patterns derived from lower-limb rhythmic and upper-limb voluntary tasks. The activation components of lower-limb locomotion are almost preserved, whereas those of grasping tasks are partially obliterated in some cases. These findings indicate that cooperative tasks induce functional coupling between lower-limb and upper-limb movements at both joint and muscle levels, exhibiting significantly stronger inter-limb coordination than individual voluntary tasks. This work introduces novel experimental paradigms to systematically study inter-limb coordination strategies, providing valuable insights into human motion control mechanisms.
人类的运动行为通常需要在下肢节律性任务和上肢自愿任务之间进行协调。本研究探讨人体运动在关节和肌肉水平上的协同策略,以探索行走或跑步时抓取等合作任务的控制机制。我们设计了新颖的运动实验,分析了运动特性、同侧关节角度和肌电信号。利用关节角轨迹的主成分分析和16块肌肉活动的非负矩阵分解,我们提取了运动学原语和肌肉协同作用,揭示了潜在的协同机制。结果表明,协作任务的运动学和肌肉协同机制表现出明显的抓位依赖性,并且权重系数与特定的运动学特征之间存在很强的相关性。此外,合作任务可以通过整合先前存在的肌肉协同模式来解释,这些模式来源于下肢节律性任务和上肢自愿任务。下肢运动的激活成分基本保留,而抓取任务的激活成分在某些情况下部分消失。这些研究结果表明,合作任务在关节和肌肉水平上诱导下肢和上肢运动之间的功能耦合,表现出比个体自愿任务更强的肢体间协调。这项工作引入了新的实验范式来系统地研究肢体间协调策略,为人类运动控制机制提供了有价值的见解。
{"title":"Kinematic Coordination and Muscle Synergy Patterns of Grasping During Lower-Limb Locomotion","authors":"Linxi He;Rongli Wang;Yan Huang","doi":"10.1109/TNSRE.2026.3663964","DOIUrl":"10.1109/TNSRE.2026.3663964","url":null,"abstract":"Human motor behaviors typically require coordination between lower-limb rhythmic tasks and upper-limb voluntary tasks. This study investigates the synergy strategies of human motion at the joint and muscle levels to explore the control mechanisms of cooperative tasks, such as grasping during walking or running. We designed novel motor experiments and analyzed kinematic characteristics, ipsilateral joint angles and EMG signals. Using principal component analysis on joint angle trajectories and non-negative matrix factorization on 16-muscle activities, we extracted kinematic primitives and muscle synergies to reveal underlying synergy mechanisms. The results demonstrate that the kinematic and muscle synergy mechanisms of cooperative tasks exhibit significant grasp-position dependence, and strong correlations exist between weight coefficients and specific kinematic characteristics. Additionally, cooperative tasks can be explained by integrating pre-existing muscle synergy patterns derived from lower-limb rhythmic and upper-limb voluntary tasks. The activation components of lower-limb locomotion are almost preserved, whereas those of grasping tasks are partially obliterated in some cases. These findings indicate that cooperative tasks induce functional coupling between lower-limb and upper-limb movements at both joint and muscle levels, exhibiting significantly stronger inter-limb coordination than individual voluntary tasks. This work introduces novel experimental paradigms to systematically study inter-limb coordination strategies, providing valuable insights into human motion control mechanisms.","PeriodicalId":13419,"journal":{"name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","volume":"34 ","pages":"1072-1082"},"PeriodicalIF":5.2,"publicationDate":"2026-02-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11393613","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146165296","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Single-electrode, Bidirectional Control of Heart Rate via Vagus Nerve Modulation in Rat Model. 迷走神经单电极双向调节大鼠心率模型。
IF 5.2 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-02-11 DOI: 10.1109/TNSRE.2026.3663907
Shane A Bender, David B Green, Varun S Thakkar, Hope L Zimmerman, Mohamed Elazab, Kevin L Kilgore, Tina L Vrabec

Electrical stimulation of somatic nerves has long been used as a treatment method for a wide range of diseases by increasing activity on a target nerve. Electrical nerve block is an emerging therapy that can provide the same targeted treatment by decreasing activity on the nerve. Here, we demonstrate that both of these techniques can be applied synergistically via a single electrode to achieve precise control of an autonomic system. Two electrodes were placed on the right-side rat vagus nerve. The vagus proximal to the electrodes was crushed, and the left side was cut to isolate the system. The proximal electrode was used to give a perturbing stimulus ramp (0 Hz → 30 Hz → 0 Hz) over 10 minutes to roughly mimic the vagal activity seen in an episode of vasovagal syncope. The distal electrode was used to apply either stimulation or kilohertz-frequency electrical nerve block (KHFAC) to the vagus to keep the heart rate at a specified setpoint. The stimulation parameters were decided by a closed-loop fuzzy logic controller. Three different gains for the controller were tried. While each gain showed success in controlling the heart rate, lower gain was sometimes not responsive enough for effective control, and high gain was seen to induce oscillations in the heart rate; a medium gain was seen to be effective without either of these issues. This demonstrates that a single electrode can deliver bimodal neuromodulation of a single nerve, providing a powerful treatment tool against autonomic dysregulation.

长期以来,电刺激躯体神经是一种通过增加目标神经的活动来治疗多种疾病的方法。电神经阻滞是一种新兴的治疗方法,可以通过减少神经活动来提供相同的靶向治疗。在这里,我们证明了这两种技术可以通过单个电极协同应用,以实现对自主神经系统的精确控制。两个电极放置在大鼠右侧迷走神经上。电极附近的迷走神经被压碎,左侧被切断以隔离系统。使用近端电极在10分钟内给予扰动刺激斜坡(0 Hz→30 Hz→0 Hz),大致模拟血管迷走神经性晕厥发作时的迷走神经活动。远端电极用于对迷走神经施加刺激或千赫兹频率电神经阻滞(KHFAC),以使心率保持在指定的设定值。激励参数由闭环模糊控制器确定。为控制器尝试了三种不同的增益。虽然每个增益都显示出控制心率的成功,但较低的增益有时不足以有效控制,高增益被认为会引起心率的振荡;中等增益被认为是有效的,没有这些问题。这表明,单个电极可以实现单个神经的双峰神经调节,为对抗自主神经失调提供了强有力的治疗工具。
{"title":"Single-electrode, Bidirectional Control of Heart Rate via Vagus Nerve Modulation in Rat Model.","authors":"Shane A Bender, David B Green, Varun S Thakkar, Hope L Zimmerman, Mohamed Elazab, Kevin L Kilgore, Tina L Vrabec","doi":"10.1109/TNSRE.2026.3663907","DOIUrl":"https://doi.org/10.1109/TNSRE.2026.3663907","url":null,"abstract":"<p><p>Electrical stimulation of somatic nerves has long been used as a treatment method for a wide range of diseases by increasing activity on a target nerve. Electrical nerve block is an emerging therapy that can provide the same targeted treatment by decreasing activity on the nerve. Here, we demonstrate that both of these techniques can be applied synergistically via a single electrode to achieve precise control of an autonomic system. Two electrodes were placed on the right-side rat vagus nerve. The vagus proximal to the electrodes was crushed, and the left side was cut to isolate the system. The proximal electrode was used to give a perturbing stimulus ramp (0 Hz → 30 Hz → 0 Hz) over 10 minutes to roughly mimic the vagal activity seen in an episode of vasovagal syncope. The distal electrode was used to apply either stimulation or kilohertz-frequency electrical nerve block (KHFAC) to the vagus to keep the heart rate at a specified setpoint. The stimulation parameters were decided by a closed-loop fuzzy logic controller. Three different gains for the controller were tried. While each gain showed success in controlling the heart rate, lower gain was sometimes not responsive enough for effective control, and high gain was seen to induce oscillations in the heart rate; a medium gain was seen to be effective without either of these issues. This demonstrates that a single electrode can deliver bimodal neuromodulation of a single nerve, providing a powerful treatment tool against autonomic dysregulation.</p>","PeriodicalId":13419,"journal":{"name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","volume":"PP ","pages":""},"PeriodicalIF":5.2,"publicationDate":"2026-02-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146165277","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Corrections to “Development of an Adaptive Serious Game System for Facial Paralysis Rehabilitation: A Facial Movement Recognition Pilot Study” 对“开发用于面瘫康复的自适应严肃游戏系统:一项面部运动识别试点研究”的更正。
IF 5.2 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-02-10 DOI: 10.1109/TNSRE.2026.3655525
Mengchen Zhang;Yiran Sun;Xing Sun
Presents corrections to the paper, Corrections to “Development of an Adaptive Serious Game System for Facial Paralysis Rehabilitation: A Facial Movement Recognition Pilot Study”.
提出对论文的更正,更正“开发用于面瘫康复的自适应严肃游戏系统:一项面部运动识别试点研究”。
{"title":"Corrections to “Development of an Adaptive Serious Game System for Facial Paralysis Rehabilitation: A Facial Movement Recognition Pilot Study”","authors":"Mengchen Zhang;Yiran Sun;Xing Sun","doi":"10.1109/TNSRE.2026.3655525","DOIUrl":"10.1109/TNSRE.2026.3655525","url":null,"abstract":"Presents corrections to the paper, Corrections to “Development of an Adaptive Serious Game System for Facial Paralysis Rehabilitation: A Facial Movement Recognition Pilot Study”.","PeriodicalId":13419,"journal":{"name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","volume":"34 ","pages":"930-930"},"PeriodicalIF":5.2,"publicationDate":"2026-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11390731","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146157003","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
ReGrid: A Highly Conformable and Ultrasound Transparent Patch for HD-sEMG Detection ReGrid:用于HD-sEMG检测的高一致性超声透明贴片。
IF 5.2 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-02-10 DOI: 10.1109/TNSRE.2026.3663330
Giacinto L. Cerone;Taian Vieira;Marco Gazzoni;Alberto Botter
This study describes a novel high-density EMG dry electrode grid (ReGrid) based on a thin-film patch highly conformable to the skin and fully ultrasound-transparent. ReGrid consists of a $15~mu $ m-thick polyurethane membrane housing silver electrodes and traces inkjet-printed on the skin-facing side. A waterproof medical-grade adhesive layer protects the outer surface, while a flexible PCB connector ensures the connection with the acquisition system. Bench tests were conducted to assess mechanical conformability and US transparency. Results showed that ReGrid conformed to curved surfaces, other than allowing for B-mode US imaging without artifacts: both the support and the electrodes resulted transparent to ultrasound. In-vivo tests on the tibialis anterior muscle confirmed low and stable electrode-skin impedance and noise levels comparable to conventional gel-based electrodes. HD-sEMG signals were recorded during isometric contractions at two force levels (10% and 20% MVC), with and without a US probe placed directly over the electrodes. Conduction velocity estimates and HD-sEMG decomposition outcomes were not significantly affected by the US probe, nor was the level of power-line interference. Thanks to its conformability, ultrasound transparency, and high signal quality, ReGrid enables combined HD-sEMG and ultrasound acquisitions from the same muscle region, supporting novel applications such as 3-D and panoramic ultrasound imaging integrated with HD-sEMG.
本研究描述了一种基于薄膜贴片的高密度肌电干电极网格(ReGrid),该贴片与皮肤高度贴合,并且完全超声透明。ReGrid由一层15 μm厚的聚氨酯膜组成,膜上包裹着银电极,并在面向皮肤的一侧喷墨打印痕迹。防水的医用级胶粘剂层保护外表面,柔性PCB连接器确保与采集系统的连接。台架试验进行评估机械一致性和美国透明度。结果表明,除了允许无伪影的b模式US成像外,ReGrid符合曲面:支架和电极对超声都是透明的。在胫骨前肌上进行的体内试验证实,电极-皮肤阻抗低而稳定,噪音水平与传统的凝胶电极相当。在两个力水平(10%和20% MVC)的等距收缩期间,在电极上直接放置或不放置US探针,记录HD-sEMG信号。传导速度估计和HD-sEMG分解结果不受美国探针的显著影响,电源线干扰水平也不受影响。由于其一致性,超声透明度和高信号质量,ReGrid可以从同一肌肉区域将HD-sEMG和超声采集结合起来,支持与HD-sEMG集成的3D和全景超声成像等新应用。
{"title":"ReGrid: A Highly Conformable and Ultrasound Transparent Patch for HD-sEMG Detection","authors":"Giacinto L. Cerone;Taian Vieira;Marco Gazzoni;Alberto Botter","doi":"10.1109/TNSRE.2026.3663330","DOIUrl":"10.1109/TNSRE.2026.3663330","url":null,"abstract":"This study describes a novel high-density EMG dry electrode grid (ReGrid) based on a thin-film patch highly conformable to the skin and fully ultrasound-transparent. ReGrid consists of a <inline-formula> <tex-math>$15~mu $ </tex-math></inline-formula>m-thick polyurethane membrane housing silver electrodes and traces inkjet-printed on the skin-facing side. A waterproof medical-grade adhesive layer protects the outer surface, while a flexible PCB connector ensures the connection with the acquisition system. Bench tests were conducted to assess mechanical conformability and US transparency. Results showed that ReGrid conformed to curved surfaces, other than allowing for B-mode US imaging without artifacts: both the support and the electrodes resulted transparent to ultrasound. In-vivo tests on the tibialis anterior muscle confirmed low and stable electrode-skin impedance and noise levels comparable to conventional gel-based electrodes. HD-sEMG signals were recorded during isometric contractions at two force levels (10% and 20% MVC), with and without a US probe placed directly over the electrodes. Conduction velocity estimates and HD-sEMG decomposition outcomes were not significantly affected by the US probe, nor was the level of power-line interference. Thanks to its conformability, ultrasound transparency, and high signal quality, ReGrid enables combined HD-sEMG and ultrasound acquisitions from the same muscle region, supporting novel applications such as 3-D and panoramic ultrasound imaging integrated with HD-sEMG.","PeriodicalId":13419,"journal":{"name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","volume":"34 ","pages":"1048-1059"},"PeriodicalIF":5.2,"publicationDate":"2026-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11390679","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146157091","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Personalized Robotic Lumbar Rehabilitation Based on Medical-Imaging-Assisted Musculoskeletal Biomechanical Modeling 基于医学成像辅助肌肉骨骼生物力学建模的个性化机器人腰椎康复。
IF 5.2 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-02-10 DOI: 10.1109/TNSRE.2026.3663395
Jinge Wang;Jiaqi Cui;Hanqiang Ouyang;Yuanyuan Zhang;Weiyi Zhao;Weishi Li;Xuefeng Wang
Low back pain often involves paraspinal muscle degeneration. Rehabilitation robots can provide high-consistency exercise therapy, but current technologies face the challenge of delivering personalized training to patients with various muscular conditions. To solve the issue, this work proposes an automated framework that translates sparse clinical magnetic resonance imaging (MRI) scans into personalized robotic lumbar rehabilitation strategies. First, a Bayesian fusion method with adaptive observation confidence is proposed to enable automatic posterior inference of the 3D paraspinal muscle geometry from sparse MRI. Key biomechanical parameters, including physiological cross-sectional area and fat infiltration, are extracted from the reconstructed muscle shapes to create a patient-specific musculoskeletal model. Based on the personalized model, a hierarchical optimization framework is developed to generate rehabilitation strategies of the combined multi-degree-of-freedom (multi-DOF) motions and dynamic interaction forces to maximize the target muscle activation. Validation on multi-center datasets demonstrates 90% dice similarity for the muscle reconstruction. Personalized validation experiments on volunteers with varying muscle fat infiltration levels revealed that conventional empirical force strategies failed to adapt to individual differences, leading to risks of activation overload or insufficient stimulation. In contrast, the proposed personalized strategy reduced the activation level variance by 60.49% compared to the empirical strategy and maintained the target activation error within 4%. The results demonstrate that the proposed framework significantly mitigates individual uncertainties, ensuring both safety and effectiveness in robotic rehabilitation.
腰痛常伴有棘旁肌变性。康复机器人可以提供高一致性的运动治疗,但目前的技术面临着为各种肌肉疾病患者提供个性化训练的挑战。为了解决这个问题,这项工作提出了一个自动化框架,将稀疏的临床磁共振成像(MRI)扫描转化为个性化的机器人腰椎康复策略。首先,提出了一种具有自适应观测置信度的贝叶斯融合方法,实现了对稀疏MRI三维棘旁肌几何形状的自动后验推断。从重建的肌肉形状中提取关键的生物力学参数,包括生理截面积和脂肪浸润,以创建患者特定的肌肉骨骼模型。在个性化模型的基础上,建立了分层优化框架,生成多自由度运动和动态相互作用力组合的康复策略,以最大限度地激活目标肌肉。在多中心数据集上的验证表明,肌肉重建的骰子相似度为90%。针对不同肌肉脂肪浸润水平的志愿者进行的个性化验证实验表明,传统的经验力策略不能适应个体差异,存在激活过载或刺激不足的风险。与经验策略相比,个性化策略的激活水平方差降低了60.49%,目标激活误差保持在4%以内。结果表明,所提出的框架显著减轻了个体不确定性,确保了机器人康复的安全性和有效性。
{"title":"Personalized Robotic Lumbar Rehabilitation Based on Medical-Imaging-Assisted Musculoskeletal Biomechanical Modeling","authors":"Jinge Wang;Jiaqi Cui;Hanqiang Ouyang;Yuanyuan Zhang;Weiyi Zhao;Weishi Li;Xuefeng Wang","doi":"10.1109/TNSRE.2026.3663395","DOIUrl":"10.1109/TNSRE.2026.3663395","url":null,"abstract":"Low back pain often involves paraspinal muscle degeneration. Rehabilitation robots can provide high-consistency exercise therapy, but current technologies face the challenge of delivering personalized training to patients with various muscular conditions. To solve the issue, this work proposes an automated framework that translates sparse clinical magnetic resonance imaging (MRI) scans into personalized robotic lumbar rehabilitation strategies. First, a Bayesian fusion method with adaptive observation confidence is proposed to enable automatic posterior inference of the 3D paraspinal muscle geometry from sparse MRI. Key biomechanical parameters, including physiological cross-sectional area and fat infiltration, are extracted from the reconstructed muscle shapes to create a patient-specific musculoskeletal model. Based on the personalized model, a hierarchical optimization framework is developed to generate rehabilitation strategies of the combined multi-degree-of-freedom (multi-DOF) motions and dynamic interaction forces to maximize the target muscle activation. Validation on multi-center datasets demonstrates 90% dice similarity for the muscle reconstruction. Personalized validation experiments on volunteers with varying muscle fat infiltration levels revealed that conventional empirical force strategies failed to adapt to individual differences, leading to risks of activation overload or insufficient stimulation. In contrast, the proposed personalized strategy reduced the activation level variance by 60.49% compared to the empirical strategy and maintained the target activation error within 4%. The results demonstrate that the proposed framework significantly mitigates individual uncertainties, ensuring both safety and effectiveness in robotic rehabilitation.","PeriodicalId":13419,"journal":{"name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","volume":"34 ","pages":"1060-1071"},"PeriodicalIF":5.2,"publicationDate":"2026-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11390717","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146156965","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Frequency-Specific and Topological Reorganization in Multilayer Corticomuscular Network Following Stroke. 脑卒中后多层皮质肌肉网络的频率特异性和拓扑重组。
IF 5.2 2区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2026-02-09 DOI: 10.1109/TNSRE.2026.3662361
Yingying Hao, Xiaoling Chen, Jian Zhang, Wenhao Hu, Min Tang, Ping Xie

Understanding the frequency dependent alterations in brain-muscle communication after stroke is crucial for advancing targeted neurorehabilitation strategies. In this study, we propose a novel multilayer corticomuscular network (MCMN) model based on functional corticomuscular coupling characteristics. Using multi-channel electrophysiological recordings acquired during a multi-joint motor task, we constructed a super-connectivity matrix by combining phase synchronization and phase-amplitude coupling across frequency bands. We then examined both local (single-layer) and global (multilayer) network properties by comparing nodal metrics between stroke patients and healthy controls in terms of functional connectivity and topological organization. The results revealed that stroke patients exhibited enhanced theta band within-frequency subnetwork relative to controls, but significantly reduced beta and gamma band subnetworks. Cross-frequency subnetworks in patients showed diminished integrative capacity compared to controls, with the exception of proximal muscle nodes in the beta-gamma subnetwork, which displayed pronounced hub properties. At the global level, patients demonstrated contralateral compensatory reorganization, whereas the contralateral hemisphere exhibited impaired cross-layer integration. The MCMN of stroke patients showed reduced algebraic connectivity, reflecting lower network robustness and information transfer efficiency. Finally, we found that node degree of gamma band and multiplex clustering coefficient of ipsilateral exhibited a linear correlation with FMA-UE scores in stroke patients. This multilayer network approach reveals frequency-specific and topological reorganization of corticomuscular interactions following stroke, providing a novel systems level framework for exploring motor network plasticity and informing precision neurorehabilitation.

了解脑卒中后脑肌通讯的频率依赖性改变对于推进有针对性的神经康复策略至关重要。在这项研究中,我们提出了一种新的多层皮质肌肉网络(MCMN)模型,该模型基于功能性皮质肌肉耦合特征。利用在多关节运动任务中获得的多通道电生理记录,我们通过结合相位同步和跨频段的相位振幅耦合构建了一个超级连接矩阵。然后,我们通过比较脑卒中患者和健康对照者在功能连通性和拓扑组织方面的节点指标,检查了局部(单层)和全局(多层)网络特性。结果显示,与对照组相比,脑卒中患者在频率子网络内表现出增强的θ波段,但显著减少的β和γ波段子网络。与对照组相比,患者的交叉频率子网络表现出较低的整合能力,但β - γ子网络中的近端肌肉节点表现出明显的中枢特性。在整体水平上,患者表现出对侧代偿性重组,而对侧半球表现出受损的跨层整合。脑卒中患者MCMN的代数连通性降低,反映了网络鲁棒性和信息传递效率的降低。最后,我们发现脑卒中患者伽马带节点度和同侧多重聚类系数与FMA-UE评分呈线性相关。这种多层网络方法揭示了脑卒中后皮质-肌肉相互作用的频率特异性和拓扑重组,为探索运动网络可塑性和精确神经康复提供了一个新的系统级框架。
{"title":"Frequency-Specific and Topological Reorganization in Multilayer Corticomuscular Network Following Stroke.","authors":"Yingying Hao, Xiaoling Chen, Jian Zhang, Wenhao Hu, Min Tang, Ping Xie","doi":"10.1109/TNSRE.2026.3662361","DOIUrl":"https://doi.org/10.1109/TNSRE.2026.3662361","url":null,"abstract":"<p><p>Understanding the frequency dependent alterations in brain-muscle communication after stroke is crucial for advancing targeted neurorehabilitation strategies. In this study, we propose a novel multilayer corticomuscular network (MCMN) model based on functional corticomuscular coupling characteristics. Using multi-channel electrophysiological recordings acquired during a multi-joint motor task, we constructed a super-connectivity matrix by combining phase synchronization and phase-amplitude coupling across frequency bands. We then examined both local (single-layer) and global (multilayer) network properties by comparing nodal metrics between stroke patients and healthy controls in terms of functional connectivity and topological organization. The results revealed that stroke patients exhibited enhanced theta band within-frequency subnetwork relative to controls, but significantly reduced beta and gamma band subnetworks. Cross-frequency subnetworks in patients showed diminished integrative capacity compared to controls, with the exception of proximal muscle nodes in the beta-gamma subnetwork, which displayed pronounced hub properties. At the global level, patients demonstrated contralateral compensatory reorganization, whereas the contralateral hemisphere exhibited impaired cross-layer integration. The MCMN of stroke patients showed reduced algebraic connectivity, reflecting lower network robustness and information transfer efficiency. Finally, we found that node degree of gamma band and multiplex clustering coefficient of ipsilateral exhibited a linear correlation with FMA-UE scores in stroke patients. This multilayer network approach reveals frequency-specific and topological reorganization of corticomuscular interactions following stroke, providing a novel systems level framework for exploring motor network plasticity and informing precision neurorehabilitation.</p>","PeriodicalId":13419,"journal":{"name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","volume":"PP ","pages":""},"PeriodicalIF":5.2,"publicationDate":"2026-02-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146149496","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
IEEE Transactions on Neural Systems and Rehabilitation Engineering
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1