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Toward Hand Gesture Recognition Using a Channel-Wise Cumulative Spike Train Image-Driven Model. 基于信道累积尖峰序列图像驱动模型的手势识别研究。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-03-21 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0219
Yang Yu, Zeyu Zhou, Yang Xu, Chen Chen, Weichao Guo, Xinjun Sheng

Recognizing hand gestures from neural control signals is essential for natural human-machine interaction, which is extensively applied to prosthesis control and rehabilitation. However, establishing associations between the neural control signals of motor units and gestures remains an open question. Here, we propose a channel-wise cumulative spike train (cw-CST) image-driven model (cwCST-CNN) for hand gesture recognition, leveraging the spatial activation patterns of motor unit firings to distinguish motor intentions. Specifically, the cw-CSTs of motor units were decomposed from high-density surface electromyography using a spatial spike detection algorithm and were further reconstructed into images according to their spatial recording positions. Then, the resultant cwCST-images were fed into a customized convolutional neural network to recognize gestures. Additionally, we conducted an experiment involving 10 gestures and 10 subjects and compared the proposed method with 2 root-mean-square (RMS)-based approaches and a cw-CST-based approach, namely, RMS-image-driven convolutional neural network classification model, RMS feature with linear discrimination analysis classifier, and cw-CST discharge rate feature with linear discrimination analysis classifier. The results demonstrated that cwCST-CNN outperformed the other 3 methods with a higher classification accuracy of 96.92% ± 1.77%. Moreover, analysis of cw-CST and RMS features showed that the former had better separability across gestures and consistency considering training and testing datasets. This study provides a new solution and enhances the accuracy of gesture recognition using neural drive signals in human-machine interaction.

从神经控制信号中识别手势是实现自然人机交互的必要条件,在假肢控制和康复中有着广泛的应用。然而,在运动单元和手势的神经控制信号之间建立联系仍然是一个悬而未决的问题。在这里,我们提出了一种用于手势识别的通道累计尖峰序列(cw-CST)图像驱动模型(cwCST-CNN),利用运动单元发射的空间激活模式来区分运动意图。具体而言,利用空间尖峰检测算法对高密度表面肌电图中运动单元的cst进行分解,并根据其空间记录位置进一步重构为图像。然后,生成的cwcst图像被输入一个定制的卷积神经网络来识别手势。此外,我们还进行了10个手势和10个被试的实验,并与2种基于均方根(RMS)的方法和一种基于cw-CST的方法进行了比较,即RMS图像驱动的卷积神经网络分类模型、RMS特征与线性判别分析分类器、cw-CST放电率特征与线性判别分析分类器。结果表明,cwCST-CNN的分类准确率为96.92%±1.77%,优于其他3种方法。此外,对cw-CST和RMS特征的分析表明,考虑到训练和测试数据集,前者在手势之间具有更好的可分离性和一致性。该研究提供了一种新的解决方案,并提高了人机交互中神经驱动信号的手势识别精度。
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引用次数: 0
Prioritized Multi-task Motion Coordination of Physically Constrained Quadruped Manipulators. 物理约束四足机器人优先多任务运动协调。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-03-19 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0203
Aizhen Xie, Xuewen Rong, Guoteng Zhang, Yibin Li, Yong Fan, Zhi Li, Teng Chen

Quadruped manipulators can use legs to mimic legged animals for crossing unstructured environments. They can also use a bionic arm to execute manipulation tasks. The increasing demands for such robots have pushed research progress. However, there remain challenging works in their usage of a high degree of freedom. To solve this redundant problem, we propose a novel motion coordination framework based on multi-task prioritization and null-space projection. The framework can adaptively generate optimal motion for different parts of the robot considering 3 prioritized tasks. The tasks include end-effector trajectory tracking, motion redistribution to meet physical constraints, and manipulability enhancement. The motion is then executed by a whole-body controller incorporating dynamics, inverse kinematics, multiobjective priorities, and force constraints. Experiments both in simulation and on the robot platform validate the advantages and effectiveness of the algorithm. The robot can finish robust and accurate operational space end-effector tracking with errors less than 3 cm.

四足操纵器可以用腿模仿有腿的动物穿越非结构化环境。他们还可以使用仿生手臂来执行操作任务。对此类机器人日益增长的需求推动了研究进展。然而,在使用高度自由方面仍然存在挑战性的作品。为了解决这一冗余问题,我们提出了一种基于多任务优先级和零空间投影的运动协调框架。该框架可以考虑3个优先任务,自适应生成机器人不同部位的最优运动。任务包括末端执行器轨迹跟踪、运动重分配以满足物理约束和可操作性增强。然后由一个全身控制器执行运动,该控制器结合了动力学、逆运动学、多目标优先级和力约束。仿真实验和机器人平台实验验证了该算法的优越性和有效性。该机器人能够在误差小于3 cm的情况下,完成鲁棒、精确的空间末端执行器跟踪。
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引用次数: 0
Earthworm-Inspired Multimodal Pneumatic Continuous Soft Robot Enhanced by Winding Transmission. 以蚯蚓为灵感的多模态气动连续软机器人。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-03-19 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0204
Jianbin Liu, Pengcheng Li, Zhihan Huang, Haitao Liu, Tian Huang

This paper presents an earthworm-inspired multimodal pneumatic continuous soft robot enhanced by wire-winding transmission. First, a derived overlapped continuous control law based on multiple peristaltic waves is introduced to effectively improve the motion performance of the robot. Second, by applying the wire-winding transmission method, the extension of one segment is simultaneously transformed into the contraction of other segments, achieving coordinated deformation and making it more similar to real earthworms. In addition, an autonomous obstacle-avoidance control strategy based on contact force sensing is developed to enhance the environmental adaptability of the robot. Based on these methods, an earthworm-inspired soft robot that can perform multimodal movements with autonomous obstacle-avoidance ability and enhanced motion efficiency is developed. A series of experiments including in- and cross-plane crawling, obstacle avoidance steering, and pipeline crawling are conducted to validate the robot's multimodal motion capabilities. The robot can achieve a speed of 6.65 mm/s (36.0 × 10-3 bl/s) during in-plane crawling movement and 1.66 mm/s (8.97 × 10-3 bl/s) during pipeline crawling movement. In terms of the in-plane crawling speed, the robot surpasses other robots of the same type. In conclusion, the robot's multimodal capabilities and enhanced motion efficiency demonstrate superior overall performance, and the robot has good potential for medical and industrial applications.

提出了一种采用绕线传动增强的蚯蚓型多模态气动连续软机器人。首先,推导了一种基于多蠕动波的重叠连续控制律,有效改善了机器人的运动性能;其次,采用绕线传动方式,将一段的伸展同时转化为其他段的收缩,实现协调变形,使其更接近真实的蚯蚓。此外,为了提高机器人的环境适应性,提出了一种基于接触式力传感的自主避障控制策略。在此基础上,研制了一种具有自主避障能力和运动效率提高的仿蚯蚓型多模式运动软机器人。通过平面内和跨平面爬行、避障转向和管道爬行等一系列实验,验证了机器人的多模态运动能力。机器人面内爬行速度可达6.65 mm/s (36.0 × 10-3 bl/s),管道爬行速度可达1.66 mm/s (8.97 × 10-3 bl/s)。在平面内爬行速度方面,该机器人超越了其他同类型机器人。综上所述,该机器人的多模态能力和增强的运动效率显示出优越的整体性能,具有良好的医疗和工业应用潜力。
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引用次数: 0
Development of Repetitive Mechanical Oscillation Needle-Free Injection through Electrically Induced Microbubbles. 电致微泡重复机械振荡无针注射的研究进展。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-03-19 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0225
Yibo Ma, Wenjing Huang, Naotomo Tottori, Yoko Yamanishi

We previously developed a novel needle-free reagent injection method based on electrically induced microbubbles. The system generates microbubbles and applies repetitive mechanical oscillation associated with microbubble dynamics to perforate tissue and introduce a reagent. In this paper, we propose improving the reagent injection depth by reflecting the shock wave through microbubble dynamics. Our results show that the developed shock wave reflection method improves the ability of the electrically induced microbubble injection system to introduce a reagent. The method extends the application potential of electrically induced microbubble needle-free injection.

我们之前开发了一种基于电诱导微泡的新型无针试剂注射方法。该系统产生微泡,并应用与微泡动力学相关的重复机械振荡来射孔组织,并引入试剂。本文提出通过微泡动力学反射激波来提高试剂注射深度。结果表明,所建立的激波反射方法提高了电诱导微泡注入系统引入试剂的能力。该方法拓展了电致微泡无针注射的应用潜力。
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引用次数: 0
Toward Cyborg: Exploring Long-Term Clinical Outcomes of a Multi-Degree-of-Freedom Myoelectric Prosthetic Hand. 迈向半机械人:探索多自由度肌电假手的长期临床效果。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-03-18 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0195
Yuki Kuroda, Yusuke Yamanoi, Hai Jiang, Yoshiko Yabuki, Yuki Inoue, Dianchun Bai, Yinlai Jiang, Jinying Zhu, Hiroshi Yokoi

Recent advancements in robotics and sensor technology have facilitated the development of myoelectric prosthetic hands (MPHs) featuring multiple degrees of freedom and heightened functionality, but their practical application has been limited. In response to this situation, formulating a control theory ensuring the hand dexterity of highly functional MPHs has garnered marked attention. Progress in this field has been directed toward employing machine-learning algorithms to process electromyogram patterns, enabling a broad spectrum of hand movements. In particular, the practical application of 5-finger-driven MPHs with such control functions to real users remains limited, and their attributes and challenges have not been thoroughly examined. In this study, we developed a 5-finger MPH equipped with pattern recognition capabilities. Through a long-term clinical trial, encompassing task assessments and subjective evaluations via questionnaires, we explored the MPH's range of applications. The task assessments revealed an expanded range of achievable tasks as the variety of motions increased. However, this enhanced adaptability was paralleled by a decrease in control reliability. Additionally, findings from the questionnaires indicated that enhancements in task performance with MPHs might be more effective in reducing workplace-related disability than in improving activities in everyday life. This study offers valuable insights into the long-term clinical prospects and constraints associated with multi-degree-of-freedom MPHs incorporating pattern recognition functionality.

机器人技术和传感器技术的最新进展促进了具有多个自由度和更高功能的肌电假肢手(MPHs)的发展,但其实际应用受到限制。针对这种情况,制定一种控制理论来确保高功能mph的手灵巧性已经引起了人们的极大关注。这一领域的进展是利用机器学习算法来处理肌电图模式,从而实现广泛的手部运动。特别是,具有此类控制功能的5指驱动mph在实际用户中的实际应用仍然有限,其属性和挑战尚未得到彻底研究。在这项研究中,我们开发了一个配备模式识别功能的五指MPH。通过一项长期的临床试验,包括任务评估和通过问卷进行的主观评估,我们探索了MPH的应用范围。任务评估显示,随着动作种类的增加,可完成任务的范围也在扩大。然而,这种增强的适应性伴随着控制可靠性的降低。此外,问卷调查结果表明,与改善日常生活活动相比,mph在减少与工作场所相关的残疾方面可能更有效。该研究为结合模式识别功能的多自由度MPHs的长期临床前景和限制提供了有价值的见解。
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引用次数: 0
Magnetic Shaftless Propeller Millirobot with Multimodal Motion for Small-Scale Fluidic Manipulation. 基于多模态运动的磁力无轴螺旋桨微机器人。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-03-12 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0235
Yaozhen Hou, Shihao Zhong, Zhiqiang Zheng, Jiabao Du, Ruhao Nie, Qing Shi, Qiang Huang, Huaping Wang

Magnetic miniature robots have shown great potential in biomedical applications in recent years. However, a challenge remains in which it is difficult for magnetic miniature robots to achieve balanced capabilities for multimodal locomotion and fluidic manipulation in various environments. Here, we report a magnetic shaftless propeller-like millirobot (MSPM) that possesses the capabilities of rotating-based multimodal 3-dimensional motion and cargo transportation with untethered manipulation. The MSPM utilizes the propulsion and pumping capabilities of the propeller structure to achieve fluidic manipulation. The shaftless propeller structures are designed to achieve omnidirectional locomotion through rolling, propelling, and tumbling. Additionally, the shaftless 3-blade propeller is used to perform a pumping function to achieve controllable transportation of fluids and particles. We anticipate that the MSPM holds great potential as a minimally invasive device for thrombosis treatment and targeted medicine delivery.

近年来,磁性微型机器人在生物医学领域显示出巨大的应用潜力。然而,磁性微型机器人在各种环境下实现多模态运动和流体操纵的平衡能力仍然是一个挑战。在这里,我们报道了一种磁性无轴螺旋桨式微机器人(MSPM),它具有基于旋转的多模式三维运动和无系绳操作的货物运输能力。MSPM利用螺旋桨结构的推进和泵送能力来实现流体操纵。无轴螺旋桨结构通过滚动、推进和翻滚实现全方位运动。此外,使用无轴三叶螺旋桨执行泵送功能,以实现流体和颗粒的可控输送。我们预计MSPM作为血栓治疗和靶向药物输送的微创设备具有很大的潜力。
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引用次数: 0
Effect of Coupled Wing Motion on the Aerodynamic Performance during Different Flight Stages of Pigeon. 耦合翼运动对鸽子不同飞行阶段气动性能的影响。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-03-11 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0200
Yishi Shen, Yi Xu, Weimin Huang, Chengrui Shang, Qing Shi

Birds achieve remarkable flight performance by flexibly morphing their wings during different flight stages. However, due to the lack of experimental data on the free morphing of wings and the complexity of coupled motion in aerodynamics studies, the intricate kinematic changes and aerodynamic mechanisms of wings during various flight stages still need to be explored. To address this issue, we collected comprehensive data on free-flight pigeons (Columba livia). We categorized the wing kinematic parameters during the takeoff, leveling flight, and landing stages into 5 kinematics parameters: flap, twist, sweep, fold, and bend. Based on this, we established a 3-dimensional pigeon wing model, defined its coupled motion using rotation matrices, and then used the computational fluid dynamics method to simulate the coupled motion in the 3 flight stages. We analyzed and compared the kinematic parameter changes, aerodynamic forces, and flow structures. It is found that, within a wingbeat cycle, pigeons during the takeoff stage cause the leading-edge vortex to attach earlier, enhancing instantaneous lift to overcome gravity and achieve ascending. During the leveling flight stage, the pigeon's average lift becomes stable, ensuring a steady flight posture. In the landing stage, the pigeon increases the wing area facing the airflow to maintain a stable landing posture, achieving a more minor, consistent average lift while increasing drag. This study enhances our understanding of birds' flight mechanisms and provides theoretical guidance for developing efficient bio-inspired flapping-wing aerial vehicles.

鸟类在不同的飞行阶段灵活地变形翅膀,从而获得卓越的飞行性能。然而,由于空气动力学研究中缺乏机翼自由变形的实验数据和耦合运动的复杂性,机翼在不同飞行阶段的复杂运动变化和气动机理仍有待探索。为了解决这个问题,我们收集了自由飞行的鸽子(Columba livia)的全面数据。我们将起飞、调平飞行和着陆阶段的机翼运动学参数分为5个运动学参数:襟翼、扭转、掠翼、折叠和弯曲。在此基础上,建立了鸽子翅膀的三维模型,利用旋转矩阵定义了鸽子翅膀的耦合运动,并用计算流体力学方法对鸽子翅膀在3个飞行阶段的耦合运动进行了仿真。我们分析和比较了运动参数的变化、气动力和流动结构。研究发现,在一个振翼周期内,鸽子在起飞阶段使前缘涡更早附着,增强瞬时升力以克服重力而实现上升。在水平飞行阶段,鸽子的平均升力变得稳定,确保了稳定的飞行姿态。在着陆阶段,鸽子增加面对气流的翅膀面积,以保持稳定的着陆姿势,在增加阻力的同时获得更小、一致的平均升力。该研究增强了我们对鸟类飞行机理的认识,为研制高效的仿生扑翼飞行器提供了理论指导。
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引用次数: 0
Application of Ultrasound Localization Microscopy in Evaluating the Type 2 Diabetes Progression. 超声定位显微镜在评估2型糖尿病进展中的应用。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-03-10 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0117
Tao Zhang, Jipeng Yan, Xinhuan Zhou, Bihan Wu, Chao Zhang, Mengxing Tang, Pintong Huang

Type 2 diabetes is considered as a chronic inflammatory disease in which the dense microvasculature reorganizes with disease progression and is highly correlated with β cell mass and islet function. In this study, we constructed rat models of type 2 diabetes and used ultrasound localization microscopy (ULM) imaging to noninvasively map the pancreatic microvasculature at microscopy resolution in vivo to reflect β cell loss and islet function deterioration, and evaluate the efficacy after anti-cytokine immunotherapy. It was unveiled that ULM morphological and hemodynamic parameters have a strong link with β cell loss and deterioration of pancreatic islet function. This correlation aligns with the observed pathological alterations in the microvessels of islet and demonstrated that ULM can effectively mirror the functionality of β cells during rapid fluctuations in blood glucose levels by observing changes in mean velocity. Furthermore, it was revealed that treatment with anti-cytokine immunotherapy enhances the function and health of β cells by restoring the microvascular environment. Remarkable improvements in vessel morphology (measured by fractal dimension) and hemodynamics (indicated by mean velocity and vessel density) were noted following the anti-cytokine immunotherapy, signifying a significant enhancement at the treatment's conclusion (P < 0.05). These observations suggested that ULM technology holds promise as a visible and efficient tool for monitoring the effectiveness of anti-cytokine immunotherapy in managing type 2 diabetes. Pancreatic microvessel-based ULM may serve as a novel noninvasive method to assess β cells, providing a valuable clinical tool for tracking the progression of type 2 diabetes.

2型糖尿病被认为是一种慢性炎症性疾病,其致密微血管随着疾病进展而重组,并与β细胞质量和胰岛功能高度相关。本研究构建2型糖尿病大鼠模型,采用超声定位显微镜(ULM)成像技术,在体内显微镜分辨率下无创绘制胰腺微血管图,反映β细胞丢失和胰岛功能恶化,并评估抗细胞因子免疫治疗后的疗效。结果表明,ULM形态学和血流动力学参数与胰岛β细胞损失和功能恶化密切相关。这种相关性与观察到的胰岛微血管的病理改变一致,并表明ULM可以通过观察平均流速的变化有效地反映血糖水平快速波动时β细胞的功能。此外,抗细胞因子免疫治疗通过修复微血管环境来增强β细胞的功能和健康。抗细胞因子免疫治疗后血管形态(分形维数测量)和血流动力学(平均流速和血管密度表示)显著改善,治疗结束时显着增强(P < 0.05)。这些观察结果表明,ULM技术有望成为监测抗细胞因子免疫治疗治疗2型糖尿病有效性的有效工具。基于胰腺微血管的ULM可能作为一种新的无创评估β细胞的方法,为跟踪2型糖尿病的进展提供了有价值的临床工具。
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引用次数: 0
Structural Optimization of Microfluidic Chips for Enhancing Droplet Manipulation and Observation via Electrodynamics Simulation. 微流控芯片的结构优化及电动力学模拟研究。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-03-06 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0217
Yanfeng Zhao, Zhiqiang Zheng, Jiaxin Liu, Xinyi Dong, Haotian Yang, Anping Wu, Qing Shi, Huaping Wang

Digital microfluidic chips (DMCs) have shown huge potential for biochemical analysis applications due to their excellent droplet manipulation capabilities. The driving force is a critical factor for characterizing and optimizing the performance of droplet manipulation. Conducting numerical analysis of the driving force is essential for DMC design, as it helps optimize the structural parameters. Despite advances in numerical analysis, evaluating driving forces in partially filled electrodes remains challenging. Here, we propose a versatile electrodynamics simulation model designed to analyze the driving forces of partially filled electrodes to optimize the structural parameters of DMCs. This model utilizes finite element analysis to determine the voltage distribution within the DMC and calculates the driving force acting on the droplets using the principles of virtual work. Using this electrodynamics simulation model, we evaluated the effects of various structural parameters, including the dielectric constant and thickness of the dielectric layer, the dielectric constant and conductivity of the droplet, and substrate spacing, on the droplet driving force. This evaluation helps to optimize the structural parameters and enhances the droplet manipulation of DMCs. Measurements of droplet acceleration demonstrated that the droplet acceleration on the partially filled electrode aligns with the simulated driving force trend, which verified the effectiveness of the proposed electrodynamics simulation model. We anticipate that the electrodynamics simulation model is capable of evaluating the driving force in partially filled electrodes within complex DMCs, offering unprecedented possibilities for future structural designs of DMCs.

数字微流控芯片(dmc)由于其出色的液滴操作能力,在生化分析方面显示出巨大的应用潜力。驱动力是表征和优化液滴操纵性能的关键因素。在DMC设计中,驱动力的数值分析有助于优化结构参数。尽管在数值分析方面取得了进步,但评估部分填充电极的驱动力仍然具有挑战性。在此,我们提出了一个通用的电动力学仿真模型,旨在分析部分填充电极的驱动力,以优化dmc的结构参数。该模型利用有限元分析来确定DMC内部的电压分布,并利用虚功原理计算作用在液滴上的驱动力。利用该电动力学仿真模型,我们评估了各种结构参数,包括介电常数和介电层厚度,液滴的介电常数和电导率以及衬底间距对液滴驱动力的影响。该评价有助于优化dmc的结构参数,提高dmc的液滴操控能力。液滴加速度测量结果表明,部分填充电极上的液滴加速度与模拟的驱动力趋势一致,验证了所建电动力学仿真模型的有效性。我们期望电动力学仿真模型能够评估复杂dmc中部分填充电极的驱动力,为未来dmc的结构设计提供前所未有的可能性。
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引用次数: 0
ODEP-Based Robotic System for Micromanipulation and In-Flow Analysis of Primary Cells. 基于odep的原代细胞微操作和流动分析机器人系统。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-03-06 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0234
Joanna Filippi, Paola Casti, Valentina Lacconi, Gianni Antonelli, Michele D'Orazio, Giorgia Curci, Carlo Ticconi, Rocco Rago, Massimiliano De Luca, Alessandro Pecora, Arianna Mencattini, Steven L Neale, Luisa Campagnolo, Eugenio Martinelli

The presence of cellular defects of multifactorial nature can be hard to characterize accurately and early due to the complex interplay of genetic, environmental, and lifestyle factors. With this study, by bridging optically-induced dielectrophoresis (ODEP), microfluidics, live-cell imaging, and machine learning, we provide the ground for devising a robotic micromanipulation and analysis system for single-cell phenotyping. Cells under the influence of nonuniform electric fields generated via ODEP can be recorded and measured. The induced responses obtained under time-variant ODEP stimulation reflect the cells' chemical, morphological, and structural characteristics in an automated, flexible, and label-free manner. By complementing the electrokinetic fingerprint of the cell centroid motion with data on the dynamics of electro-deformation and orientation, we show that subtle differences at the single-cell level can be elucidated. Specifically, here, we demonstrate, for the first time, the ability of the combined ODEP-based robotic and automatic analysis platform to discriminate between primary endometrial stromal cells obtained from fertile patients and patients with disrupted receptivity/selectivity equilibrium. When multiple cells were considered at the patient level, the performance achieved an average accuracy of 98%. Single-cell micro-operation and analysis systems may find a more general application in the clinical diagnosis and management of patients with pathological alterations at the cellular level.

由于遗传、环境和生活方式因素的复杂相互作用,多因素细胞缺陷的存在很难准确和早期地表征。在这项研究中,通过桥接光学诱导电介质电泳(ODEP),微流体,活细胞成像和机器学习,我们为设计单细胞表型的机器人微操作和分析系统提供了基础。通过ODEP产生的非均匀电场影响下的细胞可以被记录和测量。在时变ODEP刺激下获得的诱导反应以自动、灵活和无标记的方式反映了细胞的化学、形态和结构特征。通过将细胞质心运动的电动力学指纹与电变形和取向的动力学数据相补充,我们表明可以阐明单细胞水平上的细微差异。具体来说,在这里,我们首次展示了基于odep的机器人和自动分析平台的组合能力,以区分来自可生育患者和可接受性/选择性平衡被破坏的患者的原发性子宫内膜基质细胞。当在患者水平上考虑多个细胞时,性能达到了98%的平均准确率。单细胞显微操作和分析系统可能在细胞水平的病理改变患者的临床诊断和管理中有更广泛的应用。
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引用次数: 0
期刊
Cyborg and bionic systems (Washington, D.C.)
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