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Convection-Enhanced Thermo-Therapy Catheter System: Microneedle Compression Strength Testing with Various Durometers 对流增强热疗导管系统:微针压缩强度测试与各种硬度计
Pub Date : 2022-04-11 DOI: 10.1115/dmd2022-1067
Brianna E. Morales, Christopher G. Rylander
The Convection-Enhanced Thermo-Therapy Catheter System (CETCS) was developed by our group at The University of Texas at Austin for the treatment of glioblastoma. This arborizing catheter is remotely operated and provides the ability to position and infuse in regions of the tumor and tumor margins to increase the dispersal volume coverage capability. The next step in developing this device is the further characterization of the materials being used in this design. Device characterization included evaluating the behavior of the microneedles under compression while they were in contact with several types of durometers (50A, 80A, 90A, and 95A). This test method was used to determine if the microneedles would experience breakage at the tip or along the microneedle. After the compression-durometer testing, it was determined the tips of the microneedles were more likely to puncture the durometer prior to experiencing any breakage. The device’s microneedles are not expected to come into contact with materials that have a higher durometer rating of 50A and will be acceptable in the current CETCS design meant for the treatment of glioblastomas.
对流增强热疗法导管系统(CETCS)是由我们在德克萨斯大学奥斯汀分校的研究小组开发的,用于治疗胶质母细胞瘤。这种穿刺导管可以远程操作,并提供在肿瘤区域和肿瘤边缘定位和灌注的能力,以增加分散体积覆盖能力。开发该装置的下一步是进一步表征该设计中使用的材料。器件特性包括评估微针在与几种类型的硬度计(50A、80A、90A和95A)接触时在压缩下的行为。该试验方法用于确定微针是否会在针尖或沿微针方向发生断裂。在压缩硬度计测试后,确定微针的尖端在经历任何破损之前更有可能刺穿硬度计。该装置的微针预计不会接触到具有50A更高硬度等级的材料,并且在目前用于治疗胶质母细胞瘤的CETCS设计中是可以接受的。
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引用次数: 0
An Anti-Fouling Airway Stent 抗污染气道支架
Pub Date : 2022-04-11 DOI: 10.1115/dmd2022-1031
Daniel Glumac, K. Kadowaki, R. Cho, G. Peterson, Ryan Hunter, Leslie A. Kent, R. MacIver, V. Pandey, Kazuhiro Tanahashi
Airway stents are used to keep airways open for those patients symptomatic from tracheobronchial disease. Tracheobronchial disease or central airway obstruction (CAO) can occur with benign or malignant disease, or complications from lung transplantation. Although stents can offer symptomatic relief for CAO, complications such as granulation tissue formation, stent fracture, and infection commonly occur after stent placement. Currently, all airway stents promote mucus buildup which can lead to stent failure and airway complications. In this paper, we demonstrate the use of special anti-fouling coatings to prevent mucus buildup. The coatings have been tested: 1) for wettability, 2) using XPS and TOF-SIMS to characterize surface properties, and 3) in the laboratory (in vitro) to study effects of mucin incubation. Findings include significant improvement in limiting mucus adhesion in a lab model.
对于有气管支气管疾病症状的患者,气道支架用于保持气道畅通。良性或恶性疾病或肺移植并发症均可发生气管支气管疾病或中央气道阻塞(CAO)。尽管支架可以缓解CAO的症状,但支架置入后通常会出现肉芽组织形成、支架断裂和感染等并发症。目前,所有的气道支架都会促进粘液积聚,从而导致支架失效和气道并发症。在本文中,我们演示了使用特殊的防污涂层来防止粘液积聚。对涂层进行了测试:1)润湿性,2)使用XPS和TOF-SIMS表征表面特性,以及3)在实验室(体外)研究粘蛋白孵育的效果。结果包括在实验室模型中限制黏液粘连的显著改善。
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引用次数: 1
Towards A Universal Device for Point-of-Care Medicine: A Custom Transducer for Long-Term Monitoring of Local Vascular Flow Via Ultrasound Imaging 面向医疗点医疗的通用设备:通过超声成像长期监测局部血管流动的定制换能器
Pub Date : 2022-04-11 DOI: 10.1115/dmd2022-1006
Haley G. Abramson, Eli Curry, K. Sampath, James P. Wissman, Griffin Mess, Rasika Thombre, Smruti Mahapatra, Fariba Aghabaglou, N. Theodore, A. Pustavoitau, A. Manbachi
Universalized point-of-care medicine demands long-term, automated, and ubiquitous solutions to monitoring patients. Ultrasound imaging can be found in nearly all fields of healthcare. Therefore, developing a platform for continuous ultrasound acquisition could transform the point-of-care arena. However, long-term monitoring using ultrasound imaging requires both the simplification of large quantities of data and a hands-free, flexible device. Here, we reduce data-heavy spectral Doppler imaging by tracking local vascular flow in vitro and in vivo as a single, clinically interpretable value over time. Imaging is performed using a novel probe designed specifically for continuous monitoring with ultrasound. This semi-conformal specialty probe was fabricated by removing the plastic casing of a commercially available probe, bending the tip of the piezoelectric transducer head at a nearly ninety-degree angle, then casting the electronic components in silicone rubber, which allowed the probe to rest comfortably on any surface. No statistically significant difference existed when comparing the Doppler fluid velocity detected by the specialty probe with two commercial probes, where velocity directly leads to calculation of vascular flow. Additionally, continuously tracked velocity over the period of an hour and during periods of fluctuating flow rates demonstrated the potential for accurate, long-term monitoring using this ultrasound device. Thus, translating this technology from bench to bedside could provide a universal solution to point-of-care medicine.
普及的即时医疗需要长期、自动化和无处不在的解决方案来监测患者。超声成像几乎可以在医疗保健的所有领域找到。因此,开发一个连续超声采集平台可以改变护理点领域。然而,使用超声成像进行长期监测,既需要简化大量数据,又需要一个免提、灵活的设备。在这里,我们通过跟踪局部体外和体内血管流动作为一个单一的、临床可解释的值,随着时间的推移,减少了数据繁重的频谱多普勒成像。成像是使用一种专门为超声连续监测而设计的新型探针进行的。这种半保形特殊探头是通过去除商用探头的塑料外壳,将压电换能器头部的尖端弯曲近90度角,然后将电子元件浇铸在硅橡胶中制成的,这使得探头可以舒适地放置在任何表面上。专业探头检测的多普勒流体速度与两种商用探头检测的多普勒流体速度比较无统计学差异,后者的速度直接导致血管流量的计算。此外,在一小时内和流量波动期间连续跟踪流速,证明了使用该超声设备进行准确、长期监测的潜力。因此,将这项技术从实验室应用到床边,可以为即时医疗提供一个通用的解决方案。
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引用次数: 2
Design And Development of a Novel Assistive Device for Laparoscopic Surgery Using Granular Jamming 基于颗粒干扰的新型腹腔镜手术辅助装置的设计与开发
Pub Date : 2022-04-11 DOI: 10.1115/dmd2022-1007
Chenan Andy Huang, Sang-Eun Song
Laparoscopic surgery has a notably high learning curve, hindering typical approaches to training. Due to unique challenges that are not present in open surgery (the hinge effect, small field of view (FoV), lack of depth perception, and small workspace), a surgical resident may be delayed in participating in laparoscopic surgery until later in residency. Having a narrow window to complete highly specialized training can lead to graduates feeling under-prepared for solo practice. Additionally, delayed introduction may expose trainees to fewer than 200 laparoscopic cases. Therefore, there is a need for surgical residents to increase both their caseload and training window without compromising patient safety. This project aims to develop and test a proof-of-concept prototype that uses granular jamming technology to controllably vary the force required to move a laparoscopic tool. By increasing tool resistance, the device helps prevents accidental injury to important nearby anatomical structures such as urinary tract, vasculature, and/or bowel. Increasing the safety of laparoscopic surgery would allow residents to begin their training earlier, gaining exposure and confidence. A device to adjust tool resistance has benefits to the experienced surgeon as well – surgeries require continuous tool adjustment and tension, resulting in fatigue. Increasing tool resistance can assist surgeons in situations requiring continuous tension and can also provide safety against sudden movements. This investigational device was prototyped using SolidWorks CAD software, then 3D printed and assessed with a laparoscopic box trainer.
腹腔镜手术具有明显的高学习曲线,阻碍了典型的培训方法。由于开放手术中不存在的独特挑战(铰链效应、小视野(FoV)、缺乏深度感知和小工作空间),外科住院医生可能会推迟参加腹腔镜手术,直到住院医生后期。完成高度专业化培训的时间很短,这可能会导致毕业生觉得自己对独立实践准备不足。此外,延迟引入可能会使受训者接触不到200例腹腔镜病例。因此,外科住院医师需要在不影响患者安全的情况下增加他们的病例量和培训窗口。该项目旨在开发和测试一个概念验证原型,该原型使用颗粒干扰技术来控制移动腹腔镜工具所需的力。通过增加工具阻力,该设备有助于防止意外伤害附近重要的解剖结构,如泌尿道、血管系统和/或肠道。提高腹腔镜手术的安全性将使住院医生更早地开始他们的培训,获得曝光和信心。一种调整工具阻力的装置对经验丰富的外科医生也有好处——手术需要不断调整工具和张力,导致疲劳。增加工具的阻力可以帮助外科医生在需要持续张力的情况下,也可以防止突然移动。该研究装置使用SolidWorks CAD软件进行原型制作,然后使用腹腔镜盒训练器进行3D打印和评估。
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引用次数: 0
Communicating Cybersecurity and Privacy Design Attributes through Privacy Labeling of Consumer Electronic Medical Devices 通过消费电子医疗设备隐私标识传达网络安全和隐私设计属性
Pub Date : 2022-04-11 DOI: 10.1115/dmd2022-1045
Monroe J. Molesky
The emergence of electronic medical devices has facilitated the integration of cybersecurity and privacy practices into the design of medical devices. An essential part of device design is the communication of the device principles to the consumers and providers that will utilize the device. The purpose of this research was to analyze the importance of health information privacy, propose a medical device privacy label and standards that can help fill these gaps for consumers, and evaluate the regulatory framework for which this proposal can be implemented. Privacy, both physical and informational, is a key pillar of American healthcare especially in our connected worlds. The threat to privacy from criminal actors and the impact that those actions of violating privacy can have on an individual’s health are serious. Evaluating previous privacy labels, which lacked in applicability to the healthcare field, this research proposes a unique, standardized consumer privacy label for the FDA to implement, mirroring the design and success of the FDA nutrition label in educating consumers in healthy decision making.
电子医疗设备的出现促进了将网络安全和隐私实践整合到医疗设备的设计中。设备设计的一个重要部分是将设备原则传达给将使用该设备的消费者和提供者。本研究的目的是分析健康信息隐私的重要性,提出一种医疗器械隐私标签和标准,可以帮助消费者填补这些空白,并评估该提案可以实施的监管框架。隐私,无论是身体上的还是信息上的,都是美国医疗保健的关键支柱,尤其是在我们这个互联的世界里。犯罪行为者对隐私的威胁以及这些侵犯隐私的行为可能对个人健康造成的影响是严重的。本研究评估了以往在医疗保健领域缺乏适用性的隐私标签,提出了一种独特的、标准化的消费者隐私标签供FDA实施,反映了FDA营养标签在教育消费者健康决策方面的设计和成功。
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引用次数: 0
Selection of Low Friction Material for Novel Single Incision, Free Motion Laparoscopic Surgical System 新型单切口自由运动腹腔镜手术系统低摩擦材料的选择
Pub Date : 2022-04-11 DOI: 10.1115/dmd2022-1021
Samson Galvin, R. Yanalitis, J. Winder, R. Haluck, P. von Lockette, J. Moore
Laparoscopic surgery is a common minimally invasive procedure typically used in intestinal surgery. Several small incisions are made to allow specialized instruments to be inserted and operated in an inflated abdomen. There is limited mobility in these procedures and additional training must be completed for surgeons to become proficient. To increase the freedom of motion and reduce the required skill for the surgeon, the novel single incision, free motion (SIFM) laparoscopic surgical system is introduced. This device will allow for free motion of the tools with a single incision inside the body, using electromagnets, hydraulic, and motor actuation. Using a low friction material, an electromagnet on the outside of the skin translates the tool inside the body. Hydraulic and motor actuation allows for further control of the tool under the skin by tilting, extending and retraction. Experimentation was performed to measure the frictional forces of different materials gliding over porcine skin tissue. The results show that of the tested materials, Teflon performed the best with high consistency and low coefficients of friction across a range of pressures. Future work will explore magnetic force and actuation to work with the low friction materials of SIFM.
腹腔镜手术是一种常见的微创手术,通常用于肠道手术。在膨胀的腹部做几个小切口,以便将专门的器械插入和操作。这些手术的灵活性有限,外科医生必须完成额外的培训才能熟练操作。为了提高手术的自由度,减少对手术技术的要求,提出了一种新型的单切口自由运动腹腔镜手术系统。该装置可以使用电磁铁、液压和马达驱动,在体内的单个切口内自由移动工具。使用低摩擦材料,皮肤外部的电磁铁将工具转换到身体内部。液压和马达驱动可以通过倾斜、伸展和收缩来进一步控制皮肤下的工具。实验测量了不同材料在猪皮肤组织上滑动的摩擦力。结果表明,在所测试的材料中,聚四氟乙烯在一定压力范围内具有高一致性和低摩擦系数的最佳性能。未来的工作将探索磁力和驱动与SIFM低摩擦材料的合作。
{"title":"Selection of Low Friction Material for Novel Single Incision, Free Motion Laparoscopic Surgical System","authors":"Samson Galvin, R. Yanalitis, J. Winder, R. Haluck, P. von Lockette, J. Moore","doi":"10.1115/dmd2022-1021","DOIUrl":"https://doi.org/10.1115/dmd2022-1021","url":null,"abstract":"\u0000 Laparoscopic surgery is a common minimally invasive procedure typically used in intestinal surgery. Several small incisions are made to allow specialized instruments to be inserted and operated in an inflated abdomen. There is limited mobility in these procedures and additional training must be completed for surgeons to become proficient. To increase the freedom of motion and reduce the required skill for the surgeon, the novel single incision, free motion (SIFM) laparoscopic surgical system is introduced. This device will allow for free motion of the tools with a single incision inside the body, using electromagnets, hydraulic, and motor actuation. Using a low friction material, an electromagnet on the outside of the skin translates the tool inside the body. Hydraulic and motor actuation allows for further control of the tool under the skin by tilting, extending and retraction. Experimentation was performed to measure the frictional forces of different materials gliding over porcine skin tissue. The results show that of the tested materials, Teflon performed the best with high consistency and low coefficients of friction across a range of pressures. Future work will explore magnetic force and actuation to work with the low friction materials of SIFM.","PeriodicalId":236105,"journal":{"name":"2022 Design of Medical Devices Conference","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133127776","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Wireless, Battery Free Wearable Electronic Nose 无线,无电池可穿戴电子鼻
Pub Date : 2022-04-11 DOI: 10.1115/dmd2022-1038
Jason Finnegan, Bridget Peterkin, Hee-Chan Han, J. Yentes, S. Rennard, Eric J. Markvicka
Volatile organic compounds (VOCs) are excreted through the skin or exhaled breath. They are end products of human metabolism, metabolism of gut microflora, and ingested or inhaled substances. VOCs can be noninvasively sampled and could be a useful marker for disease. However, medical diagnostics rarely considers the VOCs that are expelled from the body. Here, we introduce a miniature, low-cost, and battery-free electronic nose (e-nose) sensor for passively identifying chemical patterns that are excreted from the human skin or exhaled breath. The platform is composed of an array of conductive polymer filaments created with a two-layer system of multi-walled carbon nanotubes and four different, solution processable polymers. The “breathprint” signature–consisting of the resistance of each filament–can be read from the sensor using a near-field communication-enabled device, such as a smartphone. The e-nose sensor contains a system on a chip with near-field communication (NFC) functionality and a radio frequency antenna to harvest power. The sensor was tested against six common VOCs that are released from the human body.
挥发性有机化合物(VOCs)通过皮肤或呼出的气体排出。它们是人体代谢、肠道菌群代谢和摄入或吸入物质的最终产物。挥发性有机化合物可以无创取样,可以作为疾病的有用标记。然而,医学诊断很少考虑从体内排出的挥发性有机化合物。在这里,我们介绍了一种微型,低成本,无电池的电子鼻(电子鼻)传感器,用于被动识别从人体皮肤或呼出的化学模式。该平台由一系列导电聚合物长丝组成,这些长丝由多壁碳纳米管和四种不同的溶液可加工聚合物组成。“呼吸指纹”特征——由每根灯丝的电阻组成——可以通过智能手机等支持近场通信的设备从传感器上读取。电子鼻传感器包含一个具有近场通信(NFC)功能的芯片系统和一个射频天线来收集能量。该传感器针对人体释放的六种常见挥发性有机化合物进行了测试。
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引用次数: 1
Design of a Textile Sensor Embedded Shirt for Posture Monitoring 一种用于姿态监测的纺织品传感器嵌入式衬衫的设计
Pub Date : 2022-04-11 DOI: 10.1115/dmd2022-1063
Drashti Sikligar, Linda Nguessan, Diana Pham, Jesse Grupper, Alex Beaudette, Anissa Ling, C. Walsh, Holly M. Golecki
Poor posture leading to neck and back pain can be caused by long hours sitting in front of computer screens in ergonomically inadequate office furniture or in makeshift home offices. For most individuals, recognizing and correcting for poor posture is an uncommon practice. Poor seated posture is characterized by protracted scapulae, increased kyphosis, and a flexed lumbar spine. Toward a wearable system that performs continuous monitoring, we developed a textile sensor embedded garment. Using textile sensors sewn into a shirt, we test the capability of our design to read curvatures related to seated posture. First, textile sensors were evaluated for fabrication and data collection ease. Next, sensors embedded in shirt designs were evaluated for their ability to produce data that can be recognized as good or poor posture across a user’s back. Designs leveraging e-textiles and snap circuitry enable textile sensor posture readings in a wearable device that is soft and durable. Results from this proof-of-concept prototype show that such customizable garments may enable the study of specific muscle groups related to various postures in the future. Sensor technology embedded in everyday wear garments holds promise for integrating continuous postural monitoring to commercially available clothing.
在不符合人体工程学的办公家具或临时家庭办公室里长时间坐在电脑屏幕前,会导致颈部和背部疼痛。对大多数人来说,识别和纠正不良姿势是一种罕见的做法。不良坐姿的特点是肩胛骨延长,后凸增加,腰椎屈曲。为了实现连续监测的可穿戴系统,我们开发了一种嵌入服装的纺织传感器。我们使用缝在衬衫上的纺织品传感器,测试了我们的设计读取与坐姿有关的曲线的能力。首先,对纺织传感器的制造和数据采集的方便性进行了评价。接下来,研究人员评估了嵌入衬衫设计中的传感器产生数据的能力,这些数据可以识别用户背部的良好或不良姿势。利用电子纺织品和snap电路的设计使纺织传感器姿势读数在柔软耐用的可穿戴设备中。这个概念验证原型的结果表明,这种可定制的服装可以在未来研究与各种姿势相关的特定肌肉群。传感器技术嵌入到日常穿着的服装中,有望将持续的姿势监测集成到商用服装中。
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引用次数: 0
Preliminary Design of Musclae-Powered Exoskeleton for Users with Spinal Cord Injury 脊髓损伤患者肌肉动力外骨骼的初步设计
Pub Date : 2022-04-11 DOI: 10.1115/dmd2022-1013
E. Brown, Yusra Farhat Ullah, K. Gustafson, W. Durfee
The exercise methods available to individuals with spinal cord injuries are limited, increasing their risk of pressure sores, muscle atrophy, diminished bone strength, and diminished blood flow efficiency. The FES Energy Storing Exoskeleton combines the simplicity of a passive exoskeleton with functional electrical stimulation of the quadriceps muscles, enabling the user to stand and walk using their own muscles. To reduce muscle fatigue, the initial energy supplied by FES is supplemented by gas springs for energy storage and bidirectional clutch mechanisms for joint locking and control. Gas springs have superior energy storage qualities over pneumatic cylinders and elastomer bands due to their high energy-to-weight ratio and constant force properties. A qualitative analysis of joint locking mechanisms has suggested that a bidirectional clutch mechanism has the potential to overcome the sagging exhibited by the wrap springs used in previous versions of the exoskeleton. While the design of the novel clutch mechanism is the subject of a future work, the functionality and benefits of the mechanism are described in the context of the overall performance of the exoskeleton. The revised design is predicted to weigh 10.2 kg, which is 6.8 kg lighter than the previous exoskeleton design, and is significantly lighter than most commercial motorized walking exoskeletons. A detailed CAD model of the improved system has been developed and future work includes creating and validating a physical prototype.
脊髓损伤患者可用的锻炼方法有限,这增加了他们患压疮、肌肉萎缩、骨强度降低和血流效率降低的风险。FES储能外骨骼结合了被动外骨骼的简单性和对股四头肌的功能性电刺激,使用户能够使用自己的肌肉站立和行走。为了减少肌肉疲劳,FES提供的初始能量由气体弹簧补充,用于储能,双向离合器机构用于关节锁定和控制。由于其高能量重量比和恒力特性,气弹簧比气瓶和弹性体带具有优越的能量存储质量。对关节锁定机构的定性分析表明,双向离合器机构有可能克服以前版本外骨骼中使用的包裹弹簧所表现出的下垂。虽然新型离合器机构的设计是未来工作的主题,但该机构的功能和优点是在外骨骼整体性能的背景下描述的。修改后的外骨骼设计预计重10.2公斤,比以前的外骨骼设计轻6.8公斤,比大多数商业机动步行外骨骼轻得多。改进系统的详细CAD模型已经开发出来,未来的工作包括创建和验证物理原型。
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引用次数: 0
Deep Unsupervised Clustering of Sparse Echo Data to Identify Patients for Implantation of Cardioverter-Defibrillator 稀疏回波数据的深度无监督聚类识别心律转复除颤器植入术患者
Pub Date : 2022-04-11 DOI: 10.1115/dmd2022-1074
Moein Enayati, N. Farahani, Christopher G. Scott, J. Bos, Xiaoxi Yao, Che Ngufor, M. Ackerman, Adelaide M. Arruda-Olson
According to the 2020 report of the American Heart Association’s Heart & Stroke Statistics report, nearly 1,000 people are dying daily because of sudden out-of-hospital cardiac arrests and unfortunately, their survival rate is as low as 10%. Hypertrophic Cardiomyopathy (HCM), a relatively rare genetic heart disease is one of these diseases but finding the right patient for the implantation of ICD is still a research question. Implantation of cardioverter-defibrillator (ICD) can save the life of some of these patients. Due to the complexity of the identification of HCM patients, financial burdens, and the clinical risks involved in the ICD implantation procedure, HCM patients will go into a monitoring state before reaching the implantation trigger. Our study cohort shows about 82% of HCM deaths, did not have an ICD, which highlights the need to improve the pre-screening algorithms. In the current paper, we have proposed a new deep learning-based unsupervised clustering technique to facilitate the prioritization of patients to undergo ICD device implantation. This model uses over 900 echocardiographic measurements to find patients who benefit more from the ICD implantation procedure. Our model was trained and tested over 6 years of echo reports collected at Mayo Clinic. This model can be used as a decision support assistant for cardiologists in finding the right HCM patient when decision-making is hard.
根据美国心脏协会的《心脏与中风统计报告》2020年的报告,每天有近1000人死于院外心脏骤停,不幸的是,他们的存活率低至10%。肥厚性心肌病(HCM)是一种较为罕见的遗传性心脏病,但寻找合适的ICD植入患者仍然是一个研究问题。心脏转复除颤器(ICD)的植入可以挽救一些患者的生命。由于HCM患者识别的复杂性、经济负担和ICD植入过程中涉及的临床风险,HCM患者在到达植入触发点之前会进入监测状态。我们的研究队列显示,约82%的HCM死亡患者没有ICD,这突出了改进预筛查算法的必要性。在本文中,我们提出了一种新的基于深度学习的无监督聚类技术,以促进患者接受ICD装置植入的优先级。该模型使用900多个超声心动图测量来寻找从ICD植入过程中获益更多的患者。我们的模型经过了在梅奥诊所收集的6年的回声报告的训练和测试。该模型可作为心脏科医生在决策困难时寻找合适HCM患者的决策支持助手。
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引用次数: 0
期刊
2022 Design of Medical Devices Conference
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