首页 > 最新文献

Frontiers in medical technology最新文献

英文 中文
Integrating knowledge, skills, and attitudes: professional training required for virtual reality therapists in palliative care. 整合知识、技能和态度:姑息治疗中虚拟现实治疗师所需的专业培训。
Q3 ENGINEERING, BIOMEDICAL Pub Date : 2023-10-02 eCollection Date: 2023-01-01 DOI: 10.3389/fmedt.2023.1268662
Olive K L Woo

Fully immersive virtual reality (VR) is an advanced technology increasingly studied and used in palliative care for symptom management. While the findings shed a positive light on its therapeutic potential, VR carries adverse effects, leading to ethical concerns. Based on the clinical experiences of a registered clinical psychologist who is also a certified thanatologist, we put forward a perspective on the importance of professional training for VR therapists in view of the possible risks posed by VR in palliative care. We propose professional trainings on knowledge, skills, and attitudes to ensure patients' safety while maximizing the therapeutic benefits of VR. Given the scarcity of reports on such an area, we hope this perspective article opens up discussions and contributes to current understanding and emerging future directions to ensure quality and ethical delivery of VR in palliative care.

全沉浸式虚拟现实(VR)是一种先进的技术,在姑息治疗中越来越多地被研究和使用,用于症状管理。虽然这些发现为其治疗潜力提供了积极的线索,但VR会产生不良影响,引发伦理问题。基于一位注册临床心理学家和一位注册死亡学家的临床经验,鉴于虚拟现实在姑息治疗中可能带来的风险,我们对虚拟现实治疗师的专业培训的重要性提出了看法。我们建议在知识、技能和态度方面进行专业培训,以确保患者的安全,同时最大限度地提高VR的治疗效益。鉴于缺乏关于这一领域的报告,我们希望这篇前瞻性文章能开启讨论,并有助于当前的理解和新的未来方向,以确保姑息治疗中VR的质量和道德交付。
{"title":"Integrating knowledge, skills, and attitudes: professional training required for virtual reality therapists in palliative care.","authors":"Olive K L Woo","doi":"10.3389/fmedt.2023.1268662","DOIUrl":"10.3389/fmedt.2023.1268662","url":null,"abstract":"<p><p>Fully immersive virtual reality (VR) is an advanced technology increasingly studied and used in palliative care for symptom management. While the findings shed a positive light on its therapeutic potential, VR carries adverse effects, leading to ethical concerns. Based on the clinical experiences of a registered clinical psychologist who is also a certified thanatologist, we put forward a perspective on the importance of professional training for VR therapists in view of the possible risks posed by VR in palliative care. We propose professional trainings on knowledge, skills, and attitudes to ensure patients' safety while maximizing the therapeutic benefits of VR. Given the scarcity of reports on such an area, we hope this perspective article opens up discussions and contributes to current understanding and emerging future directions to ensure quality and ethical delivery of VR in palliative care.</p>","PeriodicalId":94015,"journal":{"name":"Frontiers in medical technology","volume":"5 ","pages":"1268662"},"PeriodicalIF":0.0,"publicationDate":"2023-10-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10577415/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41242530","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Editorial: From simulation to the operating theatre: new insights in translational surgery. 社论:从模拟到手术室:转化手术的新见解。
Q3 ENGINEERING, BIOMEDICAL Pub Date : 2023-09-21 eCollection Date: 2023-01-01 DOI: 10.3389/fmedt.2023.1282248
Naci Balak, Eleni Tsianaka, Cesare Zoia, Amitendu Sekhar, Mario Ganau
COPYRIGHT © 2023 Balak, Tsianaka, Zoia, Sekhar and Ganau. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
{"title":"Editorial: From simulation to the operating theatre: new insights in translational surgery.","authors":"Naci Balak,&nbsp;Eleni Tsianaka,&nbsp;Cesare Zoia,&nbsp;Amitendu Sekhar,&nbsp;Mario Ganau","doi":"10.3389/fmedt.2023.1282248","DOIUrl":"10.3389/fmedt.2023.1282248","url":null,"abstract":"COPYRIGHT © 2023 Balak, Tsianaka, Zoia, Sekhar and Ganau. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.","PeriodicalId":94015,"journal":{"name":"Frontiers in medical technology","volume":"5 ","pages":"1282248"},"PeriodicalIF":0.0,"publicationDate":"2023-09-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10552562/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41109238","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Implications of immersive technologies in healthcare sector and its built environment. 沉浸式技术对医疗保健行业及其建筑环境的影响。
IF 2.7 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2023-09-20 eCollection Date: 2023-01-01 DOI: 10.3389/fmedt.2023.1184925
Eunsil Yang

Objectives: This research focuses on how built environment experts can contribute to the MXR-enabled digital innovation as part of the multidisciplinary team effort to ensure post-pandemic resilience in healthcare built environment. The goal of this research is to help healthcare providers, built environment experts, and policy makers respectively: (1) Advocate the benefits of MXR for innovating health and social care; (2) Spark debate across networks of expertise to create health-promoting environment; and (3) Understand the overriding priorities in making effective pathways to the implementation of MXR.

Methods: To highlight the novelty of this research, the study relies on two qualitative methodologies: exploratory literature review and semi-structured interviews. Based on the evaluation of prior works and cross-national case studies, hypotheses are formulated from three arenas: (1) Cross-sectional Initiatives for Post-pandemic Resilience; (2) Interoperability and Usability of Next-gen Medicines; and (3) Metaverse and New Forms of Value in Future Healthcare Ecosystems. To verify those hypotheses, empirical findings are derived from in-depth interviews with nine key informants.

Results: The main findings are summarized under the following three themes: (1) Synergism between Architecture and Technology; (2) Patient Empowerment and Staff Support; and (3) Scalable Health and Wellbeing in Non-hospital and Therapeutic Settings. Firstly, both built environment and healthcare sectors can benefit from the various capabilities of MXR through cross-sectional initiatives, evidence-based practices, and participatory approaches. Secondly, a confluence of knowledge and methods of HCI and HBI can increase the interoperability and usability of MXR for the patient-centered and value-based healthcare models. Thirdly, the MXR-enabled technological regime will largely affect the new forms of value in healthcare premises by fostering more decentralized, preventive, and therapeutic characteristics in the future healthcare ecosystems.

Conclusion: Whether it's virtual or physical, our healthcare systems have placed great emphasis on the rigor of evidence-based approach linking health outcome to a clinical environment. Henceforth, built environment experts should seek closer ties with the MXR ecosystems for the co-production of scalable health and wellbeing in non-hospital and therapeutic settings. Ultimately, this is to improve resource efficiency in the healthcare sector while considering the transition of health resources towards in silico status by increasing the implementation of MXR.

目标:这项研究的重点是建筑环境专家如何为MXR支持的数字创新做出贡献,作为多学科团队努力的一部分,以确保医疗建筑环境中的疫情后恢复力。本研究的目标是分别帮助医疗保健提供者、建筑环境专家和政策制定者:(1)宣传MXR对创新健康和社会护理的好处;(2) 在专业知识网络中引发辩论,以创造促进健康的环境;以及(3)了解制定实施MXR的有效途径的首要任务。方法:为了突出本研究的新颖性,本研究采用了两种定性方法:探索性文献综述和半结构化访谈。根据对先前工作的评估和跨国家的案例研究,从三个领域提出了假设:(1)跨部门的疫情后复原倡议;(2) 下一代药物的互操作性和可用性;以及(3)元宇宙和未来医疗保健生态系统中的新价值形式。为了验证这些假设,实证研究结果来自对九名关键线人的深入采访。结果:主要研究结果概括为以下三个主题:(1)建筑与技术之间的协同作用;(2) 患者授权和员工支持;以及(3)非医院和治疗环境中的可扩展健康和福祉。首先,建筑环境和医疗保健部门都可以通过跨部门举措、循证实践和参与式方法从MXR的各种能力中受益。其次,HCI和HBI的知识和方法的融合可以提高MXR在以患者为中心和基于价值的医疗保健模型中的互操作性和可用性。第三,支持MXR的技术制度将通过在未来的医疗保健生态系统中培养更分散的预防和治疗特征,在很大程度上影响医疗保健场所的新价值形式。结论:无论是虚拟的还是物理的,我们的医疗保健系统都非常重视将健康结果与临床环境联系起来的循证方法的严谨性。今后,建筑环境专家应寻求与MXR生态系统建立更紧密的联系,以便在非医院和治疗环境中共同生产可扩展的健康和福祉。最终,这是为了提高医疗保健部门的资源效率,同时考虑通过增加MXR的实施,将医疗资源向计算机状态过渡。
{"title":"Implications of immersive technologies in healthcare sector and its built environment.","authors":"Eunsil Yang","doi":"10.3389/fmedt.2023.1184925","DOIUrl":"10.3389/fmedt.2023.1184925","url":null,"abstract":"<p><strong>Objectives: </strong>This research focuses on how built environment experts can contribute to the MXR-enabled digital innovation as part of the multidisciplinary team effort to ensure post-pandemic resilience in healthcare built environment. The goal of this research is to help healthcare providers, built environment experts, and policy makers respectively: (1) Advocate the benefits of MXR for innovating health and social care; (2) Spark debate across networks of expertise to create health-promoting environment; and (3) Understand the overriding priorities in making effective pathways to the implementation of MXR.</p><p><strong>Methods: </strong>To highlight the novelty of this research, the study relies on two qualitative methodologies: exploratory literature review and semi-structured interviews. Based on the evaluation of prior works and cross-national case studies, hypotheses are formulated from three arenas: (1) Cross-sectional Initiatives for Post-pandemic Resilience; (2) Interoperability and Usability of Next-gen Medicines; and (3) Metaverse and New Forms of Value in Future Healthcare Ecosystems. To verify those hypotheses, empirical findings are derived from in-depth interviews with nine key informants.</p><p><strong>Results: </strong>The main findings are summarized under the following three themes: (1) Synergism between Architecture and Technology; (2) Patient Empowerment and Staff Support; and (3) Scalable Health and Wellbeing in Non-hospital and Therapeutic Settings. Firstly, both built environment and healthcare sectors can benefit from the various capabilities of MXR through cross-sectional initiatives, evidence-based practices, and participatory approaches. Secondly, a confluence of knowledge and methods of HCI and HBI can increase the interoperability and usability of MXR for the patient-centered and value-based healthcare models. Thirdly, the MXR-enabled technological regime will largely affect the new forms of value in healthcare premises by fostering more decentralized, preventive, and therapeutic characteristics in the future healthcare ecosystems.</p><p><strong>Conclusion: </strong>Whether it's virtual or physical, our healthcare systems have placed great emphasis on the rigor of evidence-based approach linking health outcome to a clinical environment. Henceforth, built environment experts should seek closer ties with the MXR ecosystems for the co-production of scalable health and wellbeing in non-hospital and therapeutic settings. Ultimately, this is to improve resource efficiency in the healthcare sector while considering the transition of health resources towards <i>in silico</i> status by increasing the implementation of MXR.</p>","PeriodicalId":94015,"journal":{"name":"Frontiers in medical technology","volume":"5 ","pages":"1184925"},"PeriodicalIF":2.7,"publicationDate":"2023-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10548380/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41173296","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Research and development of the sOLVe Tube™ dual lumen endobronchial tube: from concept to construct. sOLVe管的研制™ 双腔支气管内膜管:从概念到结构。
Q3 ENGINEERING, BIOMEDICAL Pub Date : 2023-09-15 eCollection Date: 2023-01-01 DOI: 10.3389/fmedt.2023.1158154
Patricia Nwajuaku, Igor Barjaktarevic, Nir Hoftman

Introduction: Dual lumen endobronchial tubes (DLTs) are frequently used for lung isolation and one lung ventilation in thoracic surgery and other specialized clinical scenarios. Modern DLTs are large and rigid, and account for half of all tracheobronchial injuries. Their 70 year old design has numerous flaws which limit their safety and clinical utility. Our research team set out to design a new and improved DLT to mitigate these shortcomings, and then test the proposed device to ensure proper function.

Methods: Using published airway anatomy data and computed tomography imaging from 195 thoracic surgery patients, we designed a new DLT with a single size/configuration that would fit into adult surgery patients. This single "Universal design" was intended to replace both left and right sided 35Fr-41Fr DLTs (8 total products), while remaining small in diameter (35Fr). Other design goals included: 1) making intubation easier and safer, 2) allowing full sized therapeutic bronchoscopes to fit into this tube, 3) making the DLT more resistant to dislodgement. After design process completion the proposed dimensions were tested against 195 patients' left and right mainstem bronchi for radiographic fit. Once production prototypes were manufactured, they were tested in large adult Yorkshire pigs and fresh human cadavers for anatomic fit and performance.

Results: The proposed design passed the radiographic fit test in all 195 patients for both left and right mainstem endobronchial placement. Intubation was successful and deemed atraumatic in all pigs and cadavers, and the device appropriately fit in both the right and left mainstem bronchi. Lung isolation was successfully achieved and the device proved resistant to axial force dislodgement.

Conclusion: We propose a new design for a novel DLT meant to replace 8 currently supplied adult configurations with a single, one size/configuration fits all product that allows for large bore bronchoscopy and resists axial force dislodgement.

简介:在胸部手术和其他专业临床场景中,双腔支气管内导管(DLT)经常用于肺部隔离和单肺通气。现代DLT体积大且坚硬,占所有气管支气管损伤的一半。他们70年的设计有许多缺陷,限制了他们的安全性和临床实用性。我们的研究团队着手设计一种新的、改进的DLT,以减轻这些缺点,然后测试所提出的设备,以确保其正常功能。方法:利用195名胸部手术患者已发表的气道解剖数据和计算机断层扫描成像,我们设计了一种新的DLT,其尺寸/配置单一,适合成人手术患者。这种单一的“通用设计”旨在取代左侧和右侧的35Fr-41Fr DLT(共8种产品),同时保持较小的直径(35Fr)。其他设计目标包括:1)使插管更容易、更安全,2)允许全尺寸治疗性支气管镜插入该管,3)使DLT更耐移位。在设计过程完成后,对195名患者的左主干和右主干支气管进行了拟议尺寸的测试,以进行放射学拟合。一旦生产原型被制造出来,它们就在约克郡的大型成年猪和新鲜的人体尸体上进行了解剖学拟合和性能测试。结果:所提出的设计在所有195名患者中均通过了左主干和右主干支气管内放置的放射学拟合测试。插管是成功的,在所有猪和尸体上都被认为是无创伤的,该装置适合右主干和左主干支气管。成功实现了肺部隔离,证明该装置能够抵抗轴向力移位。结论:我们提出了一种新型DLT的新设计,旨在用一种单一的、一刀切的产品取代目前提供的8种成人配置,该产品允许大口径支气管镜检查并抵抗轴向力移位。
{"title":"Research and development of the sOLVe Tube™ dual lumen endobronchial tube: from concept to construct.","authors":"Patricia Nwajuaku,&nbsp;Igor Barjaktarevic,&nbsp;Nir Hoftman","doi":"10.3389/fmedt.2023.1158154","DOIUrl":"https://doi.org/10.3389/fmedt.2023.1158154","url":null,"abstract":"<p><strong>Introduction: </strong>Dual lumen endobronchial tubes (DLTs) are frequently used for lung isolation and one lung ventilation in thoracic surgery and other specialized clinical scenarios. Modern DLTs are large and rigid, and account for half of all tracheobronchial injuries. Their 70 year old design has numerous flaws which limit their safety and clinical utility. Our research team set out to design a new and improved DLT to mitigate these shortcomings, and then test the proposed device to ensure proper function.</p><p><strong>Methods: </strong>Using published airway anatomy data and computed tomography imaging from 195 thoracic surgery patients, we designed a new DLT with a single size/configuration that would fit into adult surgery patients. This single \"Universal design\" was intended to replace both left and right sided 35Fr-41Fr DLTs (8 total products), while remaining small in diameter (35Fr). Other design goals included: 1) making intubation easier and safer, 2) allowing full sized therapeutic bronchoscopes to fit into this tube, 3) making the DLT more resistant to dislodgement. After design process completion the proposed dimensions were tested against 195 patients' left and right mainstem bronchi for radiographic fit. Once production prototypes were manufactured, they were tested in large adult Yorkshire pigs and fresh human cadavers for anatomic fit and performance.</p><p><strong>Results: </strong>The proposed design passed the radiographic fit test in all 195 patients for both left and right mainstem endobronchial placement. Intubation was successful and deemed atraumatic in all pigs and cadavers, and the device appropriately fit in both the right and left mainstem bronchi. Lung isolation was successfully achieved and the device proved resistant to axial force dislodgement.</p><p><strong>Conclusion: </strong>We propose a new design for a novel DLT meant to replace 8 currently supplied adult configurations with a single, one size/configuration fits all product that allows for large bore bronchoscopy and resists axial force dislodgement.</p>","PeriodicalId":94015,"journal":{"name":"Frontiers in medical technology","volume":"5 ","pages":"1158154"},"PeriodicalIF":0.0,"publicationDate":"2023-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10541992/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41175899","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
DeepNet model empowered cuckoo search algorithm for the effective identification of lung cancer nodules. DeepNet模型赋予杜鹃搜索算法以有效识别癌症结节。
Q3 ENGINEERING, BIOMEDICAL Pub Date : 2023-09-11 eCollection Date: 2023-01-01 DOI: 10.3389/fmedt.2023.1157919
Grace John M, Baskar S

Introduction: Globally, lung cancer is a highly harmful type of cancer. An efficient diagnosis system can enable pathologists to recognize the type and nature of lung nodules and the mode of therapy to increase the patient's chance of survival. Hence, implementing an automatic and reliable system to segment lung nodules from a computed tomography (CT) image is useful in the medical industry.

Methods: This study develops a novel fully convolutional deep neural network (hereafter called DeepNet) model for segmenting lung nodules from CT scans. This model includes an encoder/decoder network that achieves pixel-wise image segmentation. The encoder network exploits a Visual Geometry Group (VGG-19) model as a base architecture, while the decoder network exploits 16 upsampling and deconvolution modules. The encoder used in this model has a very flexible structural design that can be modified and trained for any resolution based on the size of input scans. The decoder network upsamples and maps the low-resolution attributes of the encoder. Thus, there is a considerable drop in the number of variables used for the learning process as the network recycles the pooling indices of the encoder for segmentation. The Thresholding method and the cuckoo search algorithm determines the most useful features when categorizing cancer nodules.

Results and discussion: The effectiveness of the intended DeepNet model is cautiously assessed on the real-world database known as The Cancer Imaging Archive (TCIA) dataset and its effectiveness is demonstrated by comparing its representation with some other modern segmentation models in terms of selected performance measures. The empirical analysis reveals that DeepNet significantly outperforms other prevalent segmentation algorithms with 0.962 ± 0.023% of volume error, 0.968 ± 0.011 of dice similarity coefficient, 0.856 ± 0.011 of Jaccard similarity index, and 0.045 ± 0.005s average processing time.

简介:在全球范围内,癌症是癌症的一种高危害类型。一个有效的诊断系统可以使病理学家识别肺结节的类型和性质,以及增加患者生存机会的治疗模式。因此,实现从计算机断层扫描(CT)图像中分割肺结节的自动且可靠的系统在医疗行业中是有用的。方法:本研究开发了一种新的全卷积深度神经网络(以下简称DeepNet)模型,用于从CT扫描中分割肺结节。该模型包括实现逐像素图像分割的编码器/解码器网络。编码器网络利用视觉几何组(VGG-19)模型作为基础架构,而解码器网络利用16个上采样和去卷积模块。该模型中使用的编码器具有非常灵活的结构设计,可以根据输入扫描的大小针对任何分辨率进行修改和训练。解码器网络对编码器的低分辨率属性进行上采样和映射。因此,随着网络回收编码器的池化索引用于分割,用于学习过程的变量数量显著下降。阈值法和布谷鸟搜索算法确定了对癌症结节进行分类时最有用的特征。结果和讨论:在被称为癌症成像档案(TCIA)数据集的真实世界数据库上谨慎评估了预期DeepNet模型的有效性,并通过将其表示与其他一些现代分割模型在所选性能指标方面进行比较来证明其有效性。实证分析表明,DeepNet以0.962的成绩显著优于其他流行的分割算法 ± 0.023%的体积误差,0.968 ± 骰子相似系数的0.011,0.856 ± Jaccard相似性指数的0.011和0.045 ± 平均处理时间0.005s。
{"title":"DeepNet model empowered cuckoo search algorithm for the effective identification of lung cancer nodules.","authors":"Grace John M,&nbsp;Baskar S","doi":"10.3389/fmedt.2023.1157919","DOIUrl":"https://doi.org/10.3389/fmedt.2023.1157919","url":null,"abstract":"<p><strong>Introduction: </strong>Globally, lung cancer is a highly harmful type of cancer. An efficient diagnosis system can enable pathologists to recognize the type and nature of lung nodules and the mode of therapy to increase the patient's chance of survival. Hence, implementing an automatic and reliable system to segment lung nodules from a computed tomography (CT) image is useful in the medical industry.</p><p><strong>Methods: </strong>This study develops a novel fully convolutional deep neural network (hereafter called DeepNet) model for segmenting lung nodules from CT scans. This model includes an encoder/decoder network that achieves pixel-wise image segmentation. The encoder network exploits a Visual Geometry Group (VGG-19) model as a base architecture, while the decoder network exploits 16 upsampling and deconvolution modules. The encoder used in this model has a very flexible structural design that can be modified and trained for any resolution based on the size of input scans. The decoder network upsamples and maps the low-resolution attributes of the encoder. Thus, there is a considerable drop in the number of variables used for the learning process as the network recycles the pooling indices of the encoder for segmentation. The Thresholding method and the cuckoo search algorithm determines the most useful features when categorizing cancer nodules.</p><p><strong>Results and discussion: </strong>The effectiveness of the intended DeepNet model is cautiously assessed on the real-world database known as The Cancer Imaging Archive (TCIA) dataset and its effectiveness is demonstrated by comparing its representation with some other modern segmentation models in terms of selected performance measures. The empirical analysis reveals that DeepNet significantly outperforms other prevalent segmentation algorithms with 0.962 ± 0.023% of volume error, 0.968 ± 0.011 of dice similarity coefficient, 0.856 ± 0.011 of Jaccard similarity index, and 0.045 ± 0.005s average processing time.</p>","PeriodicalId":94015,"journal":{"name":"Frontiers in medical technology","volume":"5 ","pages":"1157919"},"PeriodicalIF":0.0,"publicationDate":"2023-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10518616/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41150828","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Feasibility of the preparation of cochleate suspensions from naturally derived phosphatidylserines. 从天然来源的磷脂酰丝氨酸制备胭脂虫悬浮液的可行性。
Q3 ENGINEERING, BIOMEDICAL Pub Date : 2023-09-06 eCollection Date: 2023-01-01 DOI: 10.3389/fmedt.2023.1241368
Søren Kristensen, Khadeija Hassan, Nadia Skarnager Andersen, Frank Steiniger, Judith Kuntsche

Introduction: Cochleates are cylindrical particles composed of dehydrated phospholipid bilayers. They are typically prepared by addition of calcium ions to vesicles composed of negatively charged phospholipids such as phosphatidylserines (PS). Due to their high physical and chemical stability, they provide an interesting alternative over other lipid-based drug formulations for example to improve oral bioavailability or to obtain a parenteral sustained-release formulation.

Methods: In the present study, the feasibility to prepare cochleate suspensions from soy lecithin-derived phosphatidylserines (SPS) was investigated and compared to the "gold standard" dioleoyl-phosphatidylserine (DOPS) cochleates. The SPS lipids covered a large range of purities between 53 and >96% and computer-controlled mixing was evaluated for the preparation of the cochleate suspensions. Electron microscopic investigations were combined with small-angle x-ray diffraction (SAXD) and Laurdan generalized polarization (GP) analysis to characterize particle structure and lipid organization.

Results: Despite some differences in particle morphology, cochleate suspensions with similar internal lipid structure as DOPS cochleates could be prepared from SPS with high headgroup purity (≥96%). Suspensions prepared from SPS with lower purity still revealed a remarkably high degree of lipid dehydration and well-organized lamellar structure. However, the particle shape was less defined, and the typical cochleate cylinders could only be detected in suspensions prepared with higher amount of calcium ions. Finally, the study proves the feasibility to prepare suspensions of cochleates or cochleate-like particles directly from a calcium salt of soy-PS by dialysis.

简介:耳蜗是由脱水磷脂双层组成的圆柱形颗粒。它们通常是通过向由带负电荷的磷脂(如磷脂酰丝氨酸(PS))组成的囊泡中添加钙离子来制备的。由于它们具有高的物理和化学稳定性,与其他基于脂质的药物制剂相比,它们提供了一种有趣的替代品,例如提高口服生物利用度或获得胃肠外缓释制剂。方法:本研究以大豆卵磷脂衍生的磷脂酰丝氨酸(SPS)为原料制备胭脂虫悬浮液的可行性,并与“金标准”的二油酰磷脂酰基丝氨酸(DOPS)胭脂虫进行比较。SPS脂质的纯度范围很大,在53%和>96%之间,并且评估了计算机控制的混合用于制备胭脂虫悬浮液。电子显微镜研究结合小角度x射线衍射(SAXD)和Laurdan广义极化(GP)分析来表征颗粒结构和脂质组织。结果:尽管在颗粒形态上存在一些差异,但SPS可以制备出与DOPS耳蜗具有相似内部脂质结构的耳蜗悬浮液,且具有高的头基纯度(≥96%)。由较低纯度的SPS制备的悬浮液仍然显示出非常高的脂质脱水程度和良好的组织片状结构。然而,颗粒形状不太明确,典型的胭脂虫圆柱体只能在用较高量的钙离子制备的悬浮液中检测到。最后,该研究证明了通过透析直接从大豆PS的钙盐制备胭脂虫悬浮液或胭脂虫样颗粒的可行性。
{"title":"Feasibility of the preparation of cochleate suspensions from naturally derived phosphatidylserines.","authors":"Søren Kristensen,&nbsp;Khadeija Hassan,&nbsp;Nadia Skarnager Andersen,&nbsp;Frank Steiniger,&nbsp;Judith Kuntsche","doi":"10.3389/fmedt.2023.1241368","DOIUrl":"https://doi.org/10.3389/fmedt.2023.1241368","url":null,"abstract":"<p><strong>Introduction: </strong>Cochleates are cylindrical particles composed of dehydrated phospholipid bilayers. They are typically prepared by addition of calcium ions to vesicles composed of negatively charged phospholipids such as phosphatidylserines (PS). Due to their high physical and chemical stability, they provide an interesting alternative over other lipid-based drug formulations for example to improve oral bioavailability or to obtain a parenteral sustained-release formulation.</p><p><strong>Methods: </strong>In the present study, the feasibility to prepare cochleate suspensions from soy lecithin-derived phosphatidylserines (SPS) was investigated and compared to the \"gold standard\" dioleoyl-phosphatidylserine (DOPS) cochleates. The SPS lipids covered a large range of purities between 53 and >96% and computer-controlled mixing was evaluated for the preparation of the cochleate suspensions. Electron microscopic investigations were combined with small-angle x-ray diffraction (SAXD) and Laurdan generalized polarization (GP) analysis to characterize particle structure and lipid organization.</p><p><strong>Results: </strong>Despite some differences in particle morphology, cochleate suspensions with similar internal lipid structure as DOPS cochleates could be prepared from SPS with high headgroup purity (≥96%). Suspensions prepared from SPS with lower purity still revealed a remarkably high degree of lipid dehydration and well-organized lamellar structure. However, the particle shape was less defined, and the typical cochleate cylinders could only be detected in suspensions prepared with higher amount of calcium ions. Finally, the study proves the feasibility to prepare suspensions of cochleates or cochleate-like particles directly from a calcium salt of soy-PS by dialysis.</p>","PeriodicalId":94015,"journal":{"name":"Frontiers in medical technology","volume":"5 ","pages":"1241368"},"PeriodicalIF":0.0,"publicationDate":"2023-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10512065/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41160670","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Design of a syringe extension device (Chloe SED®) for low-resource settings in sub-Saharan Africa: a circular economy approach. 为撒哈拉以南非洲低资源环境设计注射器延长装置(Chloe SED®):循环经济方法。
Q3 ENGINEERING, BIOMEDICAL Pub Date : 2023-09-01 eCollection Date: 2023-01-01 DOI: 10.3389/fmedt.2023.1183179
Karlheinz Tondo Samenjo, Aparna Ramanathan, Stephen Otieno Gwer, Robert C Bailey, Fredrick Odhiambo Otieno, Erin Koksal, Benjamin Sprecher, Rebecca Anne Price, Conny Bakker, Jan Carel Diehl

Underfunded healthcare infrastructures in low-resource settings in sub-Saharan Africa have resulted in a lack of medical devices crucial to provide healthcare for all. A representative example of this scenario is medical devices to administer paracervical blocks during gynaecological procedures. Devices needed for this procedure are usually unavailable or expensive. Without these devices, providing paracervical blocks for women in need is impossible resulting in compromising the quality of care for women requiring gynaecological procedures such as loop electrosurgical excision, treatment of miscarriage, or incomplete abortion. In that perspective, interventions that can be integrated into the healthcare system in low-resource settings to provide women needing paracervical blocks remain urgent. Based on a context-specific approach while leveraging circular economy design principles, this research catalogues the development of a new medical device called Chloe SED® that can be used to support the provision of paracervical blocks. Chloe SED®, priced at US$ 1.5 per device when produced in polypropylene, US$ 10 in polyetheretherketone, and US$ 15 in aluminium, is attached to any 10-cc syringe in low-resource settings to provide paracervical blocks. The device is designed for durability, repairability, maintainability, upgradeability, and recyclability to address environmental sustainability issues in the healthcare domain. Achieving the design of Chloe SED® from a context-specific and circular economy approach revealed correlations between the material choice to manufacture the device, the device's initial cost, product durability and reuse cycle, reprocessing method and cost, and environmental impact. These correlations can be seen as interconnected conflicting or divergent trade-offs that need to be continually assessed to deliver a medical device that provides healthcare for all with limited environmental impact. The study findings are intended to be seen as efforts to make available medical devices to support women's access to reproductive health services.

撒哈拉以南非洲资源匮乏的医疗基础设施资金不足,导致缺乏为所有人提供医疗保健的关键医疗设备。这种情况的一个代表性例子是在妇科手术期间使用医疗设备进行宫颈旁阻滞。此过程所需的设备通常不可用或价格昂贵。如果没有这些设备,就不可能为有需要的妇女提供宫颈旁阻断,从而影响需要妇科手术(如环形电手术切除、流产治疗或不完全流产)的妇女的护理质量。从这个角度来看,在资源匮乏的环境中,可以将干预措施纳入医疗系统,为需要宫颈旁阻滞的妇女提供服务,这仍然是当务之急。基于特定环境的方法,同时利用循环经济设计原则,本研究对一种名为Chloe SED®的新型医疗设备的开发进行了编目,该设备可用于支持提供子宫颈旁块。Chloe SED®采用聚丙烯生产,每台售价1.5美元,聚醚醚酮售价10美元,铝售价15美元,可在低资源环境下连接到任何10毫升注射器上,以提供宫颈旁阻塞。该设备设计具有耐用性、可修复性、可维护性、可升级性和可回收性,以解决医疗保健领域的环境可持续性问题。从特定环境和循环经济的方法实现Chloe SED®的设计,揭示了制造设备的材料选择、设备的初始成本、产品耐用性和重复使用周期、再处理方法和成本以及环境影响之间的相关性。这些相关性可以被视为相互关联、冲突或分歧的权衡,需要不断评估,以提供一种医疗设备,在有限的环境影响下为所有人提供医疗保健。该研究结果旨在被视为提供医疗设备以支持妇女获得生殖健康服务的努力。
{"title":"Design of a syringe extension device (Chloe SED®) for low-resource settings in sub-Saharan Africa: a circular economy approach.","authors":"Karlheinz Tondo Samenjo,&nbsp;Aparna Ramanathan,&nbsp;Stephen Otieno Gwer,&nbsp;Robert C Bailey,&nbsp;Fredrick Odhiambo Otieno,&nbsp;Erin Koksal,&nbsp;Benjamin Sprecher,&nbsp;Rebecca Anne Price,&nbsp;Conny Bakker,&nbsp;Jan Carel Diehl","doi":"10.3389/fmedt.2023.1183179","DOIUrl":"https://doi.org/10.3389/fmedt.2023.1183179","url":null,"abstract":"<p><p>Underfunded healthcare infrastructures in low-resource settings in sub-Saharan Africa have resulted in a lack of medical devices crucial to provide healthcare for all. A representative example of this scenario is medical devices to administer paracervical blocks during gynaecological procedures. Devices needed for this procedure are usually unavailable or expensive. Without these devices, providing paracervical blocks for women in need is impossible resulting in compromising the quality of care for women requiring gynaecological procedures such as loop electrosurgical excision, treatment of miscarriage, or incomplete abortion. In that perspective, interventions that can be integrated into the healthcare system in low-resource settings to provide women needing paracervical blocks remain urgent. Based on a context-specific approach while leveraging circular economy design principles, this research catalogues the development of a new medical device called Chloe SED® that can be used to support the provision of paracervical blocks. Chloe SED®, priced at US$ 1.5 per device when produced in polypropylene, US$ 10 in polyetheretherketone, and US$ 15 in aluminium, is attached to any 10-cc syringe in low-resource settings to provide paracervical blocks. The device is designed for durability, repairability, maintainability, upgradeability, and recyclability to address environmental sustainability issues in the healthcare domain. Achieving the design of Chloe SED® from a context-specific and circular economy approach revealed correlations between the material choice to manufacture the device, the device's initial cost, product durability and reuse cycle, reprocessing method and cost, and environmental impact. These correlations can be seen as interconnected conflicting or divergent trade-offs that need to be continually assessed to deliver a medical device that provides healthcare for all with limited environmental impact. The study findings are intended to be seen as efforts to make available medical devices to support women's access to reproductive health services.</p>","PeriodicalId":94015,"journal":{"name":"Frontiers in medical technology","volume":"5 ","pages":"1183179"},"PeriodicalIF":0.0,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10505716/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41160120","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Critical Study on the Tube-to-Chip Luer Slip Connectors 管-片鲁尔滑移连接器的关键研究
Q3 ENGINEERING, BIOMEDICAL Pub Date : 2022-05-31 DOI: 10.3389/fmedt.2022.881930
L. Etxeberria, Unai Aguilera, Pablo Garcia de Madinabeitia, A. Saez, A. Zaldua, J. Vilas‐Vilela, Luis García Fernández, A. Llobera
Luer slip is one of the gold standards for chip-to-world interface in microfluidics. They have outstanding mechanical and operational robustness in a broad range of applications using water and solvent-based liquids. Still, their main drawbacks are related to their size: they have relatively large dead volumes and require a significant footprint to assure a leak-free performance. Such aspects make their integration in systems with high microchannel density challenging. To date, there has been no geometrical optimization of the Luer slips to provide a solution to the mentioned drawbacks. This work aims to provide the rules toward downscaling the Luer slips. To this effect, seven variations of the Luer slip male connectors and five variations of Luer slip female connectors have been designed and manufactured focusing on the reduction of the size of connectors and minimization of the dead volumes. In all cases, female connectors have been developed to pair with the corresponding male connector. Characterization has been performed with a tailor-made test bench in which the closure force between male and female connectors has been varied between 7.9 and 55 N. For each applied closure force, the test bench allows liquid pressures to be tested between 0.5 and 2.0 bar. Finally, the analysis of a useful life determines the number of cycles that the connectors can withstand before leakage.
鲁尔滑移是微流体中芯片与世界界面的黄金标准之一。它们在使用水和溶剂型液体的广泛应用中具有出色的机械和操作稳健性。尽管如此,它们的主要缺点还是与它们的尺寸有关:它们的死区体积相对较大,并且需要占用大量空间来确保无泄漏的性能。这些方面使得它们在具有高微通道密度的系统中的集成具有挑战性。迄今为止,还没有对鲁尔卡瓦进行几何优化,以提供解决上述缺点的方法。这项工作旨在为减小鲁尔滑动提供规则。为此,设计和制造了七种鲁尔滑动公连接器和五种鲁尔滑动母连接器,重点是减小连接器的尺寸和最小化死体积。在所有情况下,母连接器都被开发成与相应的公连接器配对。在定制的测试平台上进行了表征,其中公母连接器之间的闭合力在7.9到55n之间变化,对于每个施加的闭合力,测试平台允许在0.5到2.0 bar之间测试液体压力。最后,对使用寿命的分析确定了连接器在泄漏之前可以承受的循环次数。
{"title":"Critical Study on the Tube-to-Chip Luer Slip Connectors","authors":"L. Etxeberria, Unai Aguilera, Pablo Garcia de Madinabeitia, A. Saez, A. Zaldua, J. Vilas‐Vilela, Luis García Fernández, A. Llobera","doi":"10.3389/fmedt.2022.881930","DOIUrl":"https://doi.org/10.3389/fmedt.2022.881930","url":null,"abstract":"Luer slip is one of the gold standards for chip-to-world interface in microfluidics. They have outstanding mechanical and operational robustness in a broad range of applications using water and solvent-based liquids. Still, their main drawbacks are related to their size: they have relatively large dead volumes and require a significant footprint to assure a leak-free performance. Such aspects make their integration in systems with high microchannel density challenging. To date, there has been no geometrical optimization of the Luer slips to provide a solution to the mentioned drawbacks. This work aims to provide the rules toward downscaling the Luer slips. To this effect, seven variations of the Luer slip male connectors and five variations of Luer slip female connectors have been designed and manufactured focusing on the reduction of the size of connectors and minimization of the dead volumes. In all cases, female connectors have been developed to pair with the corresponding male connector. Characterization has been performed with a tailor-made test bench in which the closure force between male and female connectors has been varied between 7.9 and 55 N. For each applied closure force, the test bench allows liquid pressures to be tested between 0.5 and 2.0 bar. Finally, the analysis of a useful life determines the number of cycles that the connectors can withstand before leakage.","PeriodicalId":94015,"journal":{"name":"Frontiers in medical technology","volume":"28 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78707071","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: 1
Enabling Allogeneic T Cell-Based Therapies: Scalable Stirred-Tank Bioreactor Mediated Manufacturing 实现基于同种异体T细胞的治疗:可扩展的搅拌槽生物反应器介导的制造
Q3 ENGINEERING, BIOMEDICAL Pub Date : 2022-05-30 DOI: 10.3389/fmedt.2022.850565
H. Gatla, N. Uth, Y. Levinson, A. Navaei, A. Sargent, S. Ramaswamy, Inbar Friedrich Ben-Nun
Allogeneic T cells are key immune therapeutic cells to fight cancer and other clinical indications. High T cell dose per patient and increasing patient numbers result in clinical demand for a large number of allogeneic T cells. This necessitates a manufacturing platform that can be scaled up while retaining cell quality. Here we present a closed and scalable platform for T cell manufacturing to meet clinical demand. Upstream manufacturing steps of T cell activation and expansion are done in-vessel, in a stirred-tank bioreactor. T cell selection, which is necessary for CAR-T-based therapy, is done in the bioreactor itself, thus maintaining optimal culture conditions through the selection step. Platform's attributes of automation and performing the steps of T cell activation, expansion, and selection in-vessel, greatly contribute to enhancing process control, cell quality, and to the reduction of manual labor and contamination risk. In addition, the viability of integrating a closed, automated, downstream process of cell concentration, is demonstrated. The presented T cell manufacturing platform has scale-up capabilities while preserving key factors of cell quality and process control.
同种异体T细胞是对抗癌症和其他临床适应症的关键免疫治疗细胞。每个患者的高T细胞剂量和患者数量的增加导致临床对大量同种异体T细胞的需求。这就需要一个可以在保持电池质量的同时扩大规模的制造平台。在这里,我们提出了一个封闭的、可扩展的T细胞制造平台,以满足临床需求。T细胞活化和扩增的上游制造步骤是在容器中,在搅拌槽生物反应器中完成的。T细胞的选择是car -based治疗所必需的,在生物反应器中进行,从而在选择步骤中保持最佳培养条件。平台的自动化属性和在容器内完成T细胞活化、扩增和选择的步骤,极大地有助于加强过程控制,提高细胞质量,减少人工劳动和污染风险。此外,整合一个封闭的,自动化的,细胞浓缩的下游过程的可行性,被证明。所提出的T细胞制造平台具有放大能力,同时保留细胞质量和过程控制的关键因素。
{"title":"Enabling Allogeneic T Cell-Based Therapies: Scalable Stirred-Tank Bioreactor Mediated Manufacturing","authors":"H. Gatla, N. Uth, Y. Levinson, A. Navaei, A. Sargent, S. Ramaswamy, Inbar Friedrich Ben-Nun","doi":"10.3389/fmedt.2022.850565","DOIUrl":"https://doi.org/10.3389/fmedt.2022.850565","url":null,"abstract":"Allogeneic T cells are key immune therapeutic cells to fight cancer and other clinical indications. High T cell dose per patient and increasing patient numbers result in clinical demand for a large number of allogeneic T cells. This necessitates a manufacturing platform that can be scaled up while retaining cell quality. Here we present a closed and scalable platform for T cell manufacturing to meet clinical demand. Upstream manufacturing steps of T cell activation and expansion are done in-vessel, in a stirred-tank bioreactor. T cell selection, which is necessary for CAR-T-based therapy, is done in the bioreactor itself, thus maintaining optimal culture conditions through the selection step. Platform's attributes of automation and performing the steps of T cell activation, expansion, and selection in-vessel, greatly contribute to enhancing process control, cell quality, and to the reduction of manual labor and contamination risk. In addition, the viability of integrating a closed, automated, downstream process of cell concentration, is demonstrated. The presented T cell manufacturing platform has scale-up capabilities while preserving key factors of cell quality and process control.","PeriodicalId":94015,"journal":{"name":"Frontiers in medical technology","volume":"54 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83304954","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: 1
Classification of Children's Heart Sounds With Noise Reduction Based on Variational Modal Decomposition 基于变分模态分解的儿童心音降噪分类
Q3 ENGINEERING, BIOMEDICAL Pub Date : 2022-05-26 DOI: 10.3389/fmedt.2022.854382
Anqi Zhang, Jiaming Wang, Fei Qu, Zhaoming He
Purpose Children's heart sounds were denoised to improve the performance of the intelligent diagnosis. Methods A combined noise reduction method based on variational modal decomposition (VMD) and wavelet soft threshold algorithm (WST) was proposed, and used to denoise 103 phonocardiogram samples. Features were extracted after denoising and employed for an intelligent diagnosis model to verify the effect of the denoising method. Results The noise in children's phonocardiograms, especially crying noise, was suppressed. The signal-to-noise ratio obtained by the method for normal heart sounds was 14.69 dB at 5 dB Gaussian noise, which was higher than that obtained by WST only and the other VMD denoising method. Intelligent classification showed that the accuracy, sensitivity and specificity of the classification system for congenital heart diseases were 92.23, 92.42, and 91.89%, respectively and better than those with WST only. Conclusion The proposed noise reduction method effectively eliminates noise in children's phonocardiograms and improves the performance of intelligent screening for the children with congenital heart diseases.
目的对儿童心音进行降噪处理,提高智能诊断的效果。方法提出一种基于变分模态分解(VMD)和小波软阈值算法(WST)的组合降噪方法,并对103份心音图样本进行降噪处理。去噪后提取特征,并用于智能诊断模型,验证去噪方法的效果。结果患儿心音图噪声,尤其是哭闹噪声均得到抑制。在5 dB高斯噪声下,该方法获得的正常心音信噪比为14.69 dB,高于单纯WST和其他VMD去噪方法。智能分类表明,该分类系统对先天性心脏病的准确率、灵敏度和特异性分别为92.23%、92.42%和91.89%,均优于单纯WST分类。结论所提出的降噪方法有效地消除了儿童心音图中的噪声,提高了先天性心脏病儿童智能筛查的效果。
{"title":"Classification of Children's Heart Sounds With Noise Reduction Based on Variational Modal Decomposition","authors":"Anqi Zhang, Jiaming Wang, Fei Qu, Zhaoming He","doi":"10.3389/fmedt.2022.854382","DOIUrl":"https://doi.org/10.3389/fmedt.2022.854382","url":null,"abstract":"Purpose Children's heart sounds were denoised to improve the performance of the intelligent diagnosis. Methods A combined noise reduction method based on variational modal decomposition (VMD) and wavelet soft threshold algorithm (WST) was proposed, and used to denoise 103 phonocardiogram samples. Features were extracted after denoising and employed for an intelligent diagnosis model to verify the effect of the denoising method. Results The noise in children's phonocardiograms, especially crying noise, was suppressed. The signal-to-noise ratio obtained by the method for normal heart sounds was 14.69 dB at 5 dB Gaussian noise, which was higher than that obtained by WST only and the other VMD denoising method. Intelligent classification showed that the accuracy, sensitivity and specificity of the classification system for congenital heart diseases were 92.23, 92.42, and 91.89%, respectively and better than those with WST only. Conclusion The proposed noise reduction method effectively eliminates noise in children's phonocardiograms and improves the performance of intelligent screening for the children with congenital heart diseases.","PeriodicalId":94015,"journal":{"name":"Frontiers in medical technology","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-05-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72670551","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: 3
期刊
Frontiers in medical technology
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:481959085
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