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Platinum Wire-Embedded Culturing Device for Interior Signal Recording from Lollipop-Shaped Neural Spheroids. 用于棒棒糖形神经球体内部信号记录的铂丝嵌入式培养装置。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-03-05 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0220
Hongyong Zhang, Nan Huang, Sumin Bian, Mohamad Sawan

Three-dimensional (3D) neural cultures are increasingly recognized for their complexity and resemblance to in vivo neural microenvironments. In this paper, we present a novel 3D cell culturing and noninvasive characterization technique of neural spheroids. Based on embedded platinum wires, the cultured cells are lollipop-shaped spheroids where axons are extended and integrated around the embedded wires. Electrical microstimulation enhanced the connectivity between spheroids and demonstrated signal propagation among them. The resultant axonal elongation facilitated the formation of robust neural tracts interconnecting the neural spheroids. Variation of cells' density allows to adjust the spheroid's diameter, identifying 1 million cells as good number of cells for robust spheroid formation. Recordings of spheroid activities reveal higher-quality neural signal measurement from interior cells compared to those obtained from exterior cells. Viability assays confirmed the efficacy of the proposed culturing technique for sustained growth of neural spheroids over a 1-month period. The proposed spheroid culturing technique holds potential applications in various fields, such as development of brain organoids, which enables real-time interconnection characterization and sensing of environment conditions.

三维(3D)神经培养因其复杂性和与体内神经微环境的相似性而日益得到认可。在本文中,我们提出了一种新的神经球体的三维细胞培养和无创表征技术。在嵌入铂丝的基础上,培养出的细胞呈棒棒糖状球体,轴突在嵌入铂丝周围延伸和整合。微电刺激增强了球体之间的连通性,显示了信号在球体之间的传播。由此产生的轴突伸长促进了连接神经球体的强健神经束的形成。细胞密度的变化允许调整球体的直径,确定100万个细胞是健壮球体形成的良好细胞数量。球体活动的记录显示,与从外部细胞获得的神经信号相比,从内部细胞获得的神经信号质量更高。活力测定证实了所提出的培养技术在1个月的时间内神经球体持续生长的有效性。提出的球体培养技术在各个领域具有潜在的应用前景,例如脑类器官的开发,它可以实现实时互连表征和环境条件的感知。
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引用次数: 0
A Vascularized Multilayer Chip Reveals Shear Stress-Induced Angiogenesis in Diverse Fluid Conditions. 血管化多层芯片揭示不同流体条件下剪切应力诱导的血管生成。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-02-28 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0207
Tao Yue, Huiying Yang, Yue Wang, Ning Jiang, Hongze Yin, Xiaoqi Lu, Na Liu, Yichun Xu

Tissues larger than 400 μm in size lacking microvascular networks cannot survive for long periods of time in vitro. The development of microfluidic technology provides an efficient research tool for constructing microvascular models in vitro. However, traditional single-layer microfluidic chips faced the limitation of spatial layout and could not provide diverse fluidic environments within a single chip. In this paper, we present a novel microfluidic chip design with a 3-layer configuration that utilizes a polycarbonate (PC) porous membrane to separate the culture fluid channels from the tissue chambers, featuring flexibly designable multitissue chambers. PC porous membranes act as the capillary in the vertical direction, enabling precise hydrogel patterning and successfully constructing a microfluidic environment suitable for microvascular tissue growth. The chip demonstrates the ability to build microvascular networks of different shapes such as triangle, rectangle, and inverted triangle on a single chip for more than 10 days. The microvascular networks cultured for 12 days were successfully perfused with 70-kDa fluorescein isothiocyanate, which indicated that the generated networks had good barrier properties. A correlation between tissue chamber shape and shear stress was demonstrated using COMSOL, and a preliminary validation of the flow direction of interstitial flow and the important effect of shear stress on microvascular growth was demonstrated by vascularization experiments. This flexible and scalable design is ideal for culturing multiple vascularized organ tissues on a single microfluidic chip, as well as for studying the effects of different fluidic factors on microvascular growth.

尺寸大于400 μm且缺乏微血管网络的组织不能在体外长时间存活。微流控技术的发展为体外构建微血管模型提供了有效的研究工具。然而,传统的单层微流控芯片面临空间布局的限制,无法在单个芯片内提供多种流体环境。在本文中,我们提出了一种新型的微流控芯片设计,其具有三层结构,利用聚碳酸酯(PC)多孔膜将培养流体通道与组织腔分离,具有灵活设计的多组织腔。PC多孔膜作为垂直方向的毛细管,实现了精确的水凝胶图谱,成功构建了适合微血管组织生长的微流控环境。该芯片展示了在一个芯片上构建三角形、矩形、倒三角形等不同形状的微血管网络的能力,持续时间超过10天。用70 kda异硫氰酸荧光素成功灌注培养12天的微血管网络,表明生成的微血管网络具有良好的屏障性能。利用COMSOL验证了组织腔室形状与剪切应力之间的相关性,并通过血管化实验初步验证了间隙流的流动方向和剪切应力对微血管生长的重要影响。这种灵活和可扩展的设计非常适合在单个微流控芯片上培养多个血管化器官组织,以及研究不同流体因素对微血管生长的影响。
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引用次数: 0
Enhanced Digital Light Processing-Based One-Step 3-Dimensional Printing of Multifunctional Magnetic Soft Robot. 基于增强数字光处理的多功能磁性软机器人一步三维打印。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-02-26 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0215
Zhaoxin Li, Ding Weng, Lei Chen, Yuan Ma, Zili Wang, Jiadao Wang

Soft structures driven by magnetic fields exhibit the characteristics of being unencumbered and rapidly responsive, enabling the fabrication of various soft robots according to specific requirements. However, soft structures made from a single magnetic material cannot meet the multifunctional demands of practical scenarios, necessitating the development of soft robot fabrication technologies with composite structures of diverse materials. A novel enhanced digital light processing (DLP) 3-dimensional (3D) printing technology has been developed, capable of printing composite magnetic structures with different materials in a single step. Furthermore, a soft robot with a hard magnetic material-superparamagnetic material composite was designed and printed, demonstrating its thermal effect under high-frequency magnetic fields and the editability of the magnetic domains of the hard magnetic material. The robot exhibits a range of locomotive behaviors, including crawling, rolling, and swimming. Under the influence of a 1-Hz actuation magnetic field, the normalized velocities for these modes of motion are recorded as 0.31 body length per second for crawling, 1.88 body length per second for rolling, and 0.14 body length per second for swimming. The robot has demonstrated its capacity to navigate uneven terrain, surmount barriers, and engage in directed locomotion, along with the ability to capture and transport objects. Additionally, it has showcased swimming capabilities within environments characterized by low Reynolds numbers and high fluid viscosities, findings that corroborate simulation analyses. The multimaterial 3D printing technology introduced in this research presents extensive potential for the design and manufacturing of multifunctional soft robots.

由磁场驱动的软结构具有无阻碍和快速响应的特点,可以根据特定要求制造各种软机器人。然而,单一磁性材料制成的软结构不能满足实际场景的多功能需求,因此需要发展多种材料复合结构的软机器人制造技术。开发了一种新型的增强型数字光处理(DLP)三维打印技术,该技术能够在一步内打印不同材料的复合磁性结构。设计并打印了硬磁材料-超顺磁材料复合材料柔性机器人,验证了其在高频磁场下的热效应和硬磁材料磁畴的可编辑性。机器人表现出一系列的运动行为,包括爬行、滚动和游泳。在1hz驱动磁场的影响下,这些运动模式的归一化速度记录为爬行0.31体长/秒,滚动1.88体长/秒,游泳0.14体长/秒。该机器人已经展示了其在不平坦地形上行驶、跨越障碍、进行定向运动的能力,以及捕获和运输物体的能力。此外,它还展示了在低雷诺数和高流体粘度的环境中游泳的能力,这些发现证实了模拟分析的结果。本研究介绍的多材料3D打印技术在多功能软机器人的设计和制造方面具有广泛的潜力。
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引用次数: 0
Piezoelectric Energy Harvesting from the Thorax Vibration of Freely Flying Bees. 自由飞行蜜蜂胸部振动的压电能量收集。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-02-26 eCollection Date: 2025-01-01 DOI: 10.34133/cbsystems.0210
Zhiyun Ma, Jieliang Zhao, Li Yu, Lulu Liang, Zhong Liu, Yongxia Gu, Jianing Wu, Wenzhong Wang, Shaoze Yan

Insect cyborgs have been proposed for application in future rescue operations, environmental monitoring, and hazardous area surveys. An energy harvester for insect carrying is critical to the long-lasting life of insect cyborgs, and designing an energy harvester with superior energy output within the load capacity of tiny flying insects is very important. In this study, we measured the thorax vibration frequency of bees during loaded flight conditions. We propose a piezoelectric vibration energy harvester for bees that has a mass of only 46 mg and can achieve maximum effective output voltage and energy density of 5.66 V and 1.27 mW/cm3, respectively. The harvester has no marked effect on the bees' normal movement, which is verified by experiments of mounting the harvester on bees. These results indicate that the proposed harvester is expected to realize a self-power supply of tiny insect cyborgs.

昆虫机器人已被提出用于未来的救援行动,环境监测和危险区域调查。昆虫携带能量收集器对于昆虫机器人的长寿命至关重要,设计一种在微小昆虫承载能力范围内具有优异能量输出的能量收集器是非常重要的。在这项研究中,我们测量了蜜蜂在负重飞行条件下的胸腔振动频率。我们为蜜蜂提出了一种压电振动能量采集器,其质量仅为46 mg,最大有效输出电压和能量密度分别为5.66 V和1.27 mW/cm3。收割机对蜜蜂的正常运动没有明显的影响,通过将收割机安装在蜜蜂身上的实验证实了这一点。这些结果表明,所提出的收割机有望实现微型昆虫半机械人的自供电。
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引用次数: 0
Whole-Body Synergy-Based Balance Control for Quadruped Robots with Manipulators on Sloped Terrains. 斜坡上四足机器人的全身协同平衡控制。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2024-12-27 eCollection Date: 2024-01-01 DOI: 10.34133/cbsystems.0201
Ru Kang, Huifeng Ning, Fei Meng, Zewen He

A quadruped robot with a manipulator that combines dynamic motion and manipulation capabilities will greatly expand its application scenarios. However, the addition of the manipulator raises the center of mass of the quadruped robot, increasing complexity in motion control and posing new challenges for maintaining balance on sloped terrains. To address this, a balance control method based on whole-body synergy is proposed in this study, emphasizing adaptive adjustment of the robot system's overall balance through effective utilization of the manipulator's active motion. By establishing a mapping relationship between the manipulator and the robot's attitude angle under system equilibrium, the desired manipulator motion is guided by real-time estimates of terrain angles during motion, enhancing motion efficiency while ensuring robot balance. Furthermore, to enhance motion tracking accuracy, the optimization of system angular momentum and manipulator manipulability is incorporated into hierarchical optimization tasks, improving manipulator controllability and overall system performance. Simulation and experimental results demonstrate that the quadruped robot with a manipulator exhibits reduced velocity and attitude angle fluctuations, as well as smoother foot-end force dynamics during climbing motions with the addition of manipulator adaptive adjustment. These results validate the effectiveness and superiority of the manipulator-based adaptive adjustment strategy proposed in this paper.

四足机器人具有动态运动和操纵能力相结合的机械臂,将大大扩展其应用场景。然而,机械手的加入提高了四足机器人的重心,增加了运动控制的复杂性,并对在倾斜地形上保持平衡提出了新的挑战。为此,本研究提出了一种基于全身协同的平衡控制方法,强调通过有效利用机械手的主动运动,对机器人系统的整体平衡进行自适应调节。在系统平衡状态下,通过建立机械手与机器人姿态角的映射关系,通过对运动过程中地形角的实时估计来指导机械手的运动,在保证机器人平衡的同时提高了运动效率。此外,为了提高运动跟踪精度,将系统角动量和机械手可操纵性的优化纳入分层优化任务,提高机械手的可控性和整体系统性能。仿真和实验结果表明,在增加机械手自适应调节后,四足机器人在爬坡运动中速度和姿态角波动减小,足端力动力学更平滑。这些结果验证了本文提出的基于机械手的自适应调整策略的有效性和优越性。
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引用次数: 0
Multi-Section Magnetic Soft Robot with Multirobot Navigation System for Vasculature Intervention. 基于多机器人导航系统的多段磁软机器人血管介入研究。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2024-11-28 eCollection Date: 2024-01-01 DOI: 10.34133/cbsystems.0188
Zhengyang Li, Qingsong Xu

Magnetic soft robots have recently become a promising technology that has been applied to minimally invasive cardiovascular surgery. This paper presents the analytical modeling of a novel multi-section magnetic soft robot (MS-MSR) with multi-curvature bending, which is maneuvered by an associated collaborative multirobot navigation system (CMNS) with magnetic actuation and ultrasound guidance targeted for intravascular intervention. The kinematic and dynamic analysis of the MS-MSR's telescopic motion is performed using the optimized Cosserat rod model by considering the effect of an external heterogeneous magnetic field, which is generated by a mobile magnetic actuation manipulator to adapt to complex steering scenarios. Meanwhile, an extracorporeal mobile ultrasound navigation manipulator is exploited to track the magnetic soft robot's distal tip motion to realize a closed-loop control. We also conduct a quadratic programming-based optimization scheme to synchronize the multi-objective task-space motion of CMNS with null-space projection. It allows the formulation of a comprehensive controller with motion priority for multirobot collaboration. Experimental results demonstrate that the proposed magnetic soft robot can be successfully navigated within the multi-bifurcation intravascular environment with a shape modeling error 3.62 ± 1.28 and a tip error of 1.08 ± 0.45 mm under the actuation of a CMNS through in vitro ultrasound-guided vasculature interventional tests.

近年来,磁性软机器人已成为一项有前途的技术,已应用于微创心血管手术。本文提出了一种新型多曲率弯曲多截面磁性软机器人(MS-MSR)的分析建模方法,该机器人由磁性驱动和超声引导相关联的协同多机器人导航系统(CMNS)操纵,目标为血管内介入。考虑移动磁致动机械手产生的外部非均匀磁场的影响,采用优化的Cosserat杆模型对MS-MSR的伸缩运动进行了运动学和动力学分析,以适应复杂的转向场景。同时,开发了一种体外移动超声导航机械手,用于跟踪磁性软机器人末端运动,实现闭环控制。我们还提出了一种基于二次规划的优化方案,使CMNS的多目标任务空间运动与零空间投影同步。它允许为多机器人协作制定具有运动优先级的综合控制器。实验结果表明,在超声引导的体外血管介入试验中,所设计的磁性软机器人在CMNS驱动下可成功地在多分叉血管内环境中进行导航,其形状建模误差为3.62±1.28°,尖端误差为1.08±0.45 mm。
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引用次数: 0
Advances in Biointegrated Wearable and Implantable Optoelectronic Devices for Cardiac Healthcare. 用于心脏保健的生物集成可穿戴和植入式光电设备的进展。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2024-10-18 eCollection Date: 2024-01-01 DOI: 10.34133/cbsystems.0172
Cheng Li, Yangshuang Bian, Zhiyuan Zhao, Yunqi Liu, Yunlong Guo

With the prevalence of cardiovascular disease, it is imperative that medical monitoring and treatment become more instantaneous and comfortable for patients. Recently, wearable and implantable optoelectronic devices can be seamlessly integrated into human body to enable physiological monitoring and treatment in an imperceptible and spatiotemporally unconstrained manner, opening countless possibilities for the intelligent healthcare paradigm. To achieve biointegrated cardiac healthcare, researchers have focused on novel strategies for the construction of flexible/stretchable optoelectronic devices and systems. Here, we overview the progress of biointegrated flexible and stretchable optoelectronics for wearable and implantable cardiac healthcare devices. Firstly, the device design is addressed, including the mechanical design, interface adhesion, and encapsulation strategies. Next, the practical applications of optoelectronic devices for cardiac physiological monitoring, cardiac optogenetics, and nongenetic stimulation are presented. Finally, an outlook on biointegrated flexible and stretchable optoelectronic devices and systems for intelligent cardiac healthcare is discussed.

随着心血管疾病的流行,医疗监测和治疗必须更加即时和舒适。最近,可穿戴和植入式光电设备可以无缝集成到人体中,以不易察觉和不受时空限制的方式实现生理监测和治疗,为智能医疗模式开辟了无数可能性。为了实现生物一体化心脏医疗,研究人员重点研究了构建柔性/可伸缩光电器件和系统的新策略。在此,我们将概述用于可穿戴和植入式心脏保健设备的生物集成柔性和可拉伸光电技术的进展。首先是器件设计,包括机械设计、界面粘合和封装策略。接着,介绍了光电设备在心脏生理监测、心脏光遗传学和非遗传刺激方面的实际应用。最后,讨论了用于智能心脏保健的生物集成柔性和可拉伸光电器件和系统的前景。
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引用次数: 0
Sensors and Devices Guided by Artificial Intelligence for Personalized Pain Medicine. 人工智能引导的传感器和设备用于个性化疼痛治疗。
IF 18.1 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-13 eCollection Date: 2024-01-01 DOI: 10.34133/cbsystems.0160
Yantao Xing, Kaiyuan Yang, Albert Lu, Ken Mackie, Feng Guo

Personalized pain medicine aims to tailor pain treatment strategies for the specific needs and characteristics of an individual patient, holding the potential for improving treatment outcomes, reducing side effects, and enhancing patient satisfaction. Despite existing pain markers and treatments, challenges remain in understanding, detecting, and treating complex pain conditions. Here, we review recent engineering efforts in developing various sensors and devices for addressing challenges in the personalized treatment of pain. We summarize the basics of pain pathology and introduce various sensors and devices for pain monitoring, assessment, and relief. We also discuss advancements taking advantage of rapidly developing medical artificial intelligence (AI), such as AI-based analgesia devices, wearable sensors, and healthcare systems. We believe that these innovative technologies may lead to more precise and responsive personalized medicine, greatly improved patient quality of life, increased efficiency of medical systems, and reducing the incidence of addiction and substance use disorders.

个性化疼痛医学旨在根据个体患者的具体需求和特征定制疼痛治疗策略,从而有望改善治疗效果、减少副作用并提高患者满意度。尽管已有疼痛标记物和治疗方法,但在理解、检测和治疗复杂疼痛状况方面仍存在挑战。在此,我们回顾了最近在开发各种传感器和设备以应对个性化疼痛治疗挑战方面所做的工程努力。我们总结了疼痛病理学的基本原理,并介绍了用于疼痛监测、评估和缓解的各种传感器和设备。我们还讨论了利用快速发展的医疗人工智能(AI)取得的进展,如基于 AI 的镇痛设备、可穿戴传感器和医疗保健系统。我们相信,这些创新技术可能会带来更精确、反应更迅速的个性化医疗,大大改善患者的生活质量,提高医疗系统的效率,并降低成瘾和药物使用障碍的发病率。
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引用次数: 0
Modeling Grid Cell Distortions with a Grid Cell Calibration Mechanism. 用网格单元校准机制模拟网格单元畸变。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-12 eCollection Date: 2024-01-01 DOI: 10.34133/cbsystems.0140
Daniel Strauß, Zhenshan Bing, Genghang Zhuang, Kai Huang, Alois Knoll

The medial entorhinal cortex of rodents is known to contain grid cells that exhibit precise periodic firing patterns based on the animal's position, resulting in a distinct hexagonal pattern in space. These cells have been extensively studied due to their potential to unveil the navigational computations that occur within the mammalian brain and interesting phenomena such as so-called grid cell distortions have been observed. Previous neuronal models of grid cells assumed their firing fields were independent of environmental boundaries. However, more recent research has revealed that the grid pattern is, in fact, dependent on the environment's boundaries. When rodents are placed in nonsquare cages, the hexagonal pattern tends to become disrupted and adopts different shapes. We believe that these grid cell distortions can provide insights into the underlying neural circuitry involved in grid cell firing. To this end, a calibration circuit for grid cells is proposed. Our simulations demonstrate that this circuit is capable of reproducing grid distortions observed in several previous studies. Our model also reproduces distortions in place cells and incorporates experimentally observed distortions of speed cells, which present further opportunities for exploration. It generates several experimentally testable predictions, including an alternative behavioral description of boundary vector cells that predicts behaviors in nonsquare environments different from the current model of boundary vector cells. In summary, our study proposes a calibration circuit that reproduces observed grid distortions and generates experimentally testable predictions, aiming to provide insights into the neural mechanisms governing spatial computations in mammals.

众所周知,啮齿类动物的内侧内侧皮层含有网格细胞,这些细胞会根据动物的位置表现出精确的周期性发射模式,从而在空间中形成明显的六边形图案。由于这些细胞有可能揭示哺乳动物大脑中的导航计算,因此对它们进行了广泛的研究,并观察到了一些有趣的现象,如所谓的网格细胞扭曲。以前的网格细胞神经元模型假定它们的发射场与环境边界无关。然而,最近的研究发现,网格模式实际上依赖于环境的边界。当啮齿类动物被置于非方形笼子中时,六边形模式往往会被打乱,并采用不同的形状。我们相信,这些网格细胞的扭曲可以让我们深入了解网格细胞点燃所涉及的潜在神经回路。为此,我们提出了一种网格细胞校准电路。我们的模拟证明,该电路能够重现之前几项研究中观察到的网格失真。我们的模型还再现了位置细胞的扭曲,并结合了实验观察到的速度细胞的扭曲,这为我们提供了进一步探索的机会。我们的模型还产生了一些可通过实验检验的预测,包括对边界向量单元的另一种行为描述,这种描述可预测在非方形环境中的行为,与当前的边界向量单元模型不同。总之,我们的研究提出了一种校准电路,它能再现观察到的网格扭曲,并产生可通过实验检验的预测,旨在为哺乳动物空间计算的神经机制提供见解。
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引用次数: 0
Federated Abnormal Heart Sound Detection with Weak to No Labels. 联合异常心音检测,标记弱或无标记。
IF 10.5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2024-09-10 eCollection Date: 2024-01-01 DOI: 10.34133/cbsystems.0152
Wanyong Qiu, Chen Quan, Yongzi Yu, Eda Kara, Kun Qian, Bin Hu, Björn W Schuller, Yoshiharu Yamamoto

Cardiovascular diseases are a prominent cause of mortality, emphasizing the need for early prevention and diagnosis. Utilizing artificial intelligence (AI) models, heart sound analysis emerges as a noninvasive and universally applicable approach for assessing cardiovascular health conditions. However, real-world medical data are dispersed across medical institutions, forming "data islands" due to data sharing limitations for security reasons. To this end, federated learning (FL) has been extensively employed in the medical field, which can effectively model across multiple institutions. Additionally, conventional supervised classification methods require fully labeled data classes, e.g., binary classification requires labeling of positive and negative samples. Nevertheless, the process of labeling healthcare data is time-consuming and labor-intensive, leading to the possibility of mislabeling negative samples. In this study, we validate an FL framework with a naive positive-unlabeled (PU) learning strategy. Semisupervised FL model can directly learn from a limited set of positive samples and an extensive pool of unlabeled samples. Our emphasis is on vertical-FL to enhance collaboration across institutions with different medical record feature spaces. Additionally, our contribution extends to feature importance analysis, where we explore 6 methods and provide practical recommendations for detecting abnormal heart sounds. The study demonstrated an impressive accuracy of 84%, comparable to outcomes in supervised learning, thereby advancing the application of FL in abnormal heart sound detection.

心血管疾病是导致死亡的主要原因,因此需要及早预防和诊断。利用人工智能(AI)模型,心音分析成为评估心血管健康状况的一种无创、普遍适用的方法。然而,现实世界的医疗数据分散在各个医疗机构,由于安全原因,数据共享受到限制,形成了 "数据孤岛"。为此,联合学习(FL)被广泛应用于医疗领域,它能有效地跨多个机构建模。此外,传统的监督分类方法需要完全标记的数据类别,例如,二元分类需要标记阳性和阴性样本。然而,标注医疗数据的过程耗时耗力,可能会导致误标注阴性样本。在本研究中,我们利用天真的正向无标记(PU)学习策略验证了 FL 框架。半监督 FL 模型可以直接从有限的正向样本集和大量的未标记样本池中学习。我们的重点是纵向 FL,以加强具有不同医疗记录特征空间的机构之间的合作。此外,我们的贡献还扩展到了特征重要性分析,我们探索了 6 种方法,并为检测异常心音提供了实用建议。这项研究的准确率高达 84%,与监督学习的结果不相上下,从而推动了 FL 在异常心音检测中的应用。
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