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Testing of pandemic ventilators under early and agile development. 在早期和敏捷开发下测试大流行呼吸机。
Pub Date : 2022-08-16 eCollection Date: 2022-01-01 DOI: 10.3389/fmedt.2022.899328
Nikolaos Tachatos, Nicola Steffen, Mark Zander, Nikola Stankovic, Mirko Meboldt, Thomas O Erb, Jürg Hammer, Marianne Schmid Daners

Aiming to address clinical requirements subsequent to SARS-CoV-2-related pulmonary disease, multiple research groups and industry groups carried out intensive studies to develop pandemic ventilators (PDVs). In vitro testing to critically evaluate the specific performance of the developed apparatuses is an essential requirement. This study presents a test protocol which promotes a test-oriented, iterative, and agile assessment and consecutive development of such PDVs. It allows for fast identification of specific characteristics of each PDV in the individual test features. The test protocol includes an evaluation of the accuracy of control systems and instruments at changing parameters, the oxygen dynamics, and the response to trigger signals. The test environment is a mechanical lung, which allows reproducing various lung mechanics and to simulate active breathing cycles. A total of three PDVs that are under development were iteratively tested, with a Hamilton T1 as a reference. Continuous testing of the PDVs under development enables quick identification of critical application aspects that deserve further improved. Based on the present test protocol, the ventilators demonstrate a promising performance justifying continued development.

针对sars - cov -2相关肺部疾病的临床需求,多个研究小组和行业团体开展了大量研究,以开发大流行呼吸机(pdv)。体外测试以批判性地评估所开发仪器的具体性能是一项基本要求。本研究提出了一种测试协议,该协议促进了面向测试、迭代和敏捷的评估以及此类pdv的连续开发。它允许在单个测试特征中快速识别每个PDV的特定特征。测试方案包括控制系统和仪器在改变参数时的准确性评估,氧动力学和对触发信号的响应。测试环境是一个机械肺,它允许复制各种肺力学和模拟主动呼吸循环。总共有三个正在开发的pdv进行了迭代测试,以Hamilton T1作为参考。对开发中的pdv进行持续测试可以快速识别需要进一步改进的关键应用程序方面。根据目前的测试方案,呼吸机表现出良好的性能,值得继续开发。
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引用次数: 0
A system of real-time neural recording and stimulation and its potential application in blood pressure modulation. 实时神经记录和刺激系统及其在血压调节中的潜在应用。
Pub Date : 2022-08-10 eCollection Date: 2022-01-01 DOI: 10.3389/fmedt.2022.941686
Anruo Shen, Runhuan Li, Yiran Li, Jinyao Guo, Jiguang Wang, Xiaohong Sui

Hypertension is one of the most prevalent chronic diseases that affects more than 20% of the adult population worldwide, but fortunately, most of their blood pressure can be effectively controlled via drug treatment. However, there still remains 5-30% of patients clinically who do not respond well to conventional medication, while the non-drug treatments currently existing are struggling with major drawbacks like irreversible nerve damage, huge side effects, and even non-effectiveness. In this study, based on the physiological regulation mechanism of blood pressure and state-of-the-art neuromodulation technique, we worked along with the vagus nerve stimulation scheme, developed, and explored whether and how a real-time neural recording and stimulation system could provide an insight into self-adaptive modulation in the blood pressure, in the hope to crack a crevice in the closed-loop treatment for resistant hypertension. Unlike traditional neuromodulation devices, additional signal recording and real-time wireless transmission functions are added to the same device to realize the features of a dynamic monitor and modulator. The system is tested both in vitro and in vivo, showing decent electrical performance of 8 kHz sampling rate and flexible stimulation outputs which sufficiently covers our needs in manipulating neural activities of interest. A relatively stable drop in the blood pressure resulting from stimulation was observed and specific patterns in the vagus nerve signals relating to blood pressure could also be primarily identified. This laid a solid foundation for further studies on the final realization of closed-loop automatic adjustment for resistive hypertension treatment.

高血压是最普遍的慢性疾病之一,影响着全世界20%以上的成年人,但幸运的是,大多数人的血压可以通过药物治疗得到有效控制。然而,临床上仍有5-30%的患者对常规药物治疗效果不佳,而现有的非药物治疗存在神经损伤不可逆、副作用大、甚至无效等重大缺陷。本研究基于血压的生理调节机制和最先进的神经调节技术,结合迷走神经刺激方案,开发并探索神经实时记录和刺激系统是否以及如何提供血压的自适应调节,以期在顽固性高血压的闭环治疗中开辟一条新途径。与传统的神经调节设备不同,在同一设备上添加了额外的信号记录和实时无线传输功能,以实现动态监测和调制器的功能。该系统在体外和体内进行了测试,显示出良好的8 kHz采样率和灵活的刺激输出,足以满足我们操纵感兴趣的神经活动的需要。观察到刺激导致的血压相对稳定下降,迷走神经信号中与血压有关的特定模式也可以初步确定。这为最终实现抗高血压治疗闭环自动调节的进一步研究奠定了坚实的基础。
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引用次数: 0
Improving treatment for acute ischemic stroke-Clot busting innovation in the pipeline. 改善急性缺血性中风的治疗方法——血栓破裂创新正在进行中。
Pub Date : 2022-08-01 eCollection Date: 2022-01-01 DOI: 10.3389/fmedt.2022.946367
Joanna Shu Ting Liu, Yiran Ding, Simone Schoenwaelder, Xuyu Liu

Acute ischemic stroke is a consequence of disrupted blood flow to the brain, caused by thrombosis-the pathological formation of occlusive clots within blood vessels, which can embolize distally to downstream tissues and microvasculature. The highest priority of stroke treatment is the rapid removal of occlusive clots and restoration of tissue perfusion. Intravenous thrombolysis is the pharmacological standard-of-care for the dissolution of blood clots, wherein thrombolytic drugs are administered to restore vessel patency. While the introduction of recombinant tissue-plasminogen activator (rtPA) in 1996 demonstrated the benefit of acute thrombolysis for clot removal, this was countered by severe limitations in terms of patient eligibility, lytic efficacy, rethrombosis and safety implications. Development of safer and efficacious treatment strategies to improve clot lysis has not significantly progressed over many decades, due to the challenge of maintaining the necessary efficacy-safety balance for these therapies. As such, rtPA has remained the sole approved acute therapeutic for ischemic stroke for over 25 years. Attempts to improve thrombolysis with coadministration of adjunct antithrombotics has demonstrated benefit in coronary vessels, but remain contraindicated for stroke, given all currently approved antithrombotics adversely impact hemostasis, causing bleeding. This Perspective provides a brief history of stroke drug development, as well as an overview of several groups of emerging drugs which have the potential to improve thrombolytic strategies in the future. These include inhibitors of the platelet receptor glycoprotein VI and the signaling enzyme PI3-Kinase, novel anticoagulants derived from hematophagous creatures, and proteolysis-targeting chimeras.

急性缺血性中风是由血栓形成引起的脑部血流中断的结果,血栓形成是血管内闭塞的血块的病理形成,它可以远端栓塞下游组织和微血管。脑卒中治疗的首要任务是迅速清除闭塞的血块和恢复组织灌注。静脉溶栓是血块溶解的药理学标准治疗方法,其中使用溶栓药物恢复血管通畅。1996年,重组组织纤溶酶原激活剂(rtPA)的引入证明了急性溶栓去除血栓的益处,但在患者资格、溶栓效果、再血栓形成和安全性方面存在严重限制。几十年来,由于维持这些疗法的必要的有效性和安全性平衡的挑战,改善凝块溶解的更安全和有效的治疗策略的发展并没有取得重大进展。因此,rtPA在过去25年里一直是唯一被批准的缺血性中风急性治疗药物。通过联合使用抗血栓药物来改善溶栓的尝试已经证明对冠状血管有益,但由于目前批准的所有抗血栓药物都会对止血产生不利影响,导致出血,因此仍然是中风的禁忌。本展望提供了中风药物发展的简史,以及未来有可能改善溶栓策略的几组新兴药物的概述。这些药物包括血小板受体糖蛋白VI和信号酶pi3激酶的抑制剂,来自噬血生物的新型抗凝剂,以及靶向蛋白水解的嵌合体。
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引用次数: 2
Personalised 3D printed respirators for healthcare workers during the COVID-19 pandemic. 2019冠状病毒病大流行期间医护人员的个性化3D打印口罩。
Pub Date : 2022-08-01 eCollection Date: 2022-01-01 DOI: 10.3389/fmedt.2022.963541
Aidan D Roche, Alistair C McConnell, Karen Donaldson, Angus Lawson, Spring Tan, Kate Toft, Gillian Cairns, Alexandre Colle, Andrew A Coleman, Ken Stewart, Paul Digard, John Norrie, Adam A Stokes

Widespread issues in respirator availability and fit have been rendered acutely apparent by the COVID-19 pandemic. This study sought to determine whether personalized 3D printed respirators provide adequate filtration and function for healthcare workers through a Randomized Controlled Trial (RCT). Fifty healthcare workers recruited within NHS Lothian, Scotland, underwent 3D facial scanning or 3D photographic reconstruction to produce 3D printed personalized respirators. The primary outcome measure was quantitative fit-testing to FFP3 standard. Secondary measures included respirator comfort, wearing experience, and function instrument (R-COMFI) for tolerability, Modified Rhyme Test (MRT) for intelligibility, and viral decontamination on respirator material. Of the 50 participants, 44 passed the fit test with the customized respirator, not significantly different from the 38 with the control (p = 0.21). The customized respirator had significantly improved comfort over the control respirator in both simulated clinical conditions (p < 0.0001) and during longer wear (p < 0.0001). For speech intelligibility, both respirators performed equally. Standard NHS decontamination agents were able to eradicate 99.9% of viral infectivity from the 3D printed plastics tested. Personalized 3D printed respirators performed to the same level as control disposable FFP3 respirators, with clear communication and with increased comfort, wearing experience, and function. The materials used were easily decontaminated of viral infectivity and would be applicable for sustainable and reusable respirators.

COVID-19大流行使呼吸器可用性和适合性方面的普遍问题变得非常明显。本研究旨在通过随机对照试验(RCT)确定个性化3D打印口罩是否能为医护人员提供足够的过滤和功能。在苏格兰洛锡安NHS招募的50名医护人员进行了3D面部扫描或3D照片重建,以生产3D打印的个性化呼吸器。主要结局指标为FFP3标准的定量拟合检验。次要措施包括呼吸器的舒适度、佩戴经验、功能仪器(R-COMFI)的耐受性、改进的韵试验(MRT)的可理解性以及呼吸器材料的病毒去污。在50名参与者中,44名通过了定制呼吸器的匹配测试,与对照组的38名没有显著差异(p = 0.21)。在模拟临床条件下(p < 0.0001)和长时间佩戴时(p < 0.0001),定制呼吸器的舒适度都明显优于对照呼吸器。在语音清晰度方面,两种呼吸器的表现相同。标准的NHS去污剂能够从测试的3D打印塑料中根除99.9%的病毒传染性。个性化3D打印呼吸器的性能与一次性控制的FFP3呼吸器相同,具有清晰的通信,并且增加了舒适性,佩戴体验和功能。所使用的材料容易去污病毒传染性,适用于可持续和可重复使用的呼吸器。
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引用次数: 1
Editorial: Artificial intelligence technology and the application in medical imaging. 社论:人工智能技术及其在医学成像中的应用。
Pub Date : 2022-07-29 eCollection Date: 2022-01-01 DOI: 10.3389/fmedt.2022.989983
Shuaiqi Liu, Yewang Chen, Yu-Dong Zhang
COPYRIGHT © 2022 Liu, Chen and Zhang. 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. Editorial: Artificial intelligence technology and the application in medical imaging
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引用次数: 0
Review of investigational medical devices' clinical trials and regulations in Africa as a benchmark for new innovations. 审查非洲试验性医疗器械的临床试验和法规,作为创新的基准。
Pub Date : 2022-07-28 eCollection Date: 2022-01-01 DOI: 10.3389/fmedt.2022.952767
Brian Matovu, Mercy Takuwa, Charles Norman Mpaata, Fiona Denison, Noah Kiwanuka, Steff Lewis, John Norrie, Sam Ononge, Owen Muhimbise, Sharon Tuck, Maureen Dimitri Etuket, Robert T Ssekitoleko

Medical technologies present a huge potential in improving global health playing a key role toward achieving Sustainable Development Goal 3 by 2030. A number of clinicians, innovators, business entities and biomedical engineers among others have developed a number of innovative medical devices and technologies to address the healthcare challenges especially in Africa. Globally, medical devices clinical trials present the most acceptable method for determining the risks and benefits of medical device innovations with the aim of ascertaining their effectiveness and safety as compared with established medical practice. However, there are very few medical device clinical trials reported in Africa compared to other regions like USA, UK and Europe. Most of the medical device clinical trials reported in Africa are addressing challenges around HIV/AIDS, maternal health and NCDs. In this mini review, we report about some of the published medical device clinical trials in Africa PubMed and Google Scholar and their associated challenges.

医疗技术在改善全球健康方面具有巨大潜力,在到2030年实现可持续发展目标3方面发挥着关键作用。一些临床医生、创新者、商业实体和生物医学工程师等开发了一些创新的医疗设备和技术,以应对特别是在非洲的保健挑战。在全球范围内,医疗器械临床试验为确定医疗器械创新的风险和效益提供了最可接受的方法,目的是确定其与既定医疗实践相比的有效性和安全性。然而,与美国、英国和欧洲等其他地区相比,非洲报告的医疗器械临床试验很少。非洲报告的大多数医疗器械临床试验都是针对艾滋病毒/艾滋病、孕产妇保健和非传染性疾病方面的挑战。在这篇小型综述中,我们报告了在非洲PubMed和b谷歌Scholar发表的一些医疗器械临床试验及其相关挑战。
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引用次数: 0
Impact of additional HEPA filter on APAP performance and CPAP pressure level in simulated sleep apnea events. 在模拟睡眠呼吸暂停事件中,额外HEPA过滤器对APAP性能和CPAP压力水平的影响。
Pub Date : 2022-07-27 eCollection Date: 2022-01-01 DOI: 10.3389/fmedt.2022.891390
Nils Correvon, Lucas Fasquel, Pouyan Yazdani, Jean-Bernard Michotte, Jonathan Dugernier, Olivier Contal

Background: CPAP is the first line treatment of obstructive sleep apnea. Recently, the use of added filters has been debated following the field safety notice of Philips Respironics™ on potential health risks due to foam degradation used in their ventilators. However, the added resistance of filters has never been analyzed.

Objectives: The primary aim was to investigate the impact of four different filters on APAP mode performance with and without added unintentional air leaks (UIAL) with two simulated respiratory events. The secondary aim was to assess the pressure drop due to the increased filter resistance at different fixed CPAP pressure levels.

Method: This is a bench study. Performance tests were performed on a breathing simulator (ASL 5000™) with a DreamStation™ device. To assess the combined effect of UIAL, a controlled valve was added to the setup.

Results: Without UIAL, the algorithm was able to detect respiratory events and increase pressure level consequently. In the presence of UIAL, the device's response to simulated events was affected. In fixed CPAP mode, the median measured end-expiratory pressure was 6.2 to 10.0% (p < 0.001) below the set pressure with the additional filters. Additional UIAL severely impacted the delivered pressure with a median reduction up to 28.3% (p < 0.001) to the set pressure.

Conclusion: Despite a slight pressure drop, the APAP algorithm still performed with additional filters when UIAL were avoided. However, the combined effect of added filter resistance and UIAL severely impacted APAP performance and effectively delivered set pressure.

背景:CPAP是阻塞性睡眠呼吸暂停的一线治疗方法。最近,在飞利浦呼吸器™关于其呼吸机中使用的泡沫降解造成的潜在健康风险的现场安全通知之后,对添加过滤器的使用进行了讨论。然而,滤波器的附加阻力从未被分析过。目的:主要目的是研究四种不同的过滤器对APAP模式性能的影响,包括两种模拟呼吸事件,有和没有增加无意空气泄漏(UIAL)。第二个目的是评估在不同固定CPAP压力水平下由于过滤器阻力增加而引起的压降。方法:采用台式实验。性能测试在使用DreamStation™设备的呼吸模拟器(ASL 5000™)上进行。为了评估UIAL的联合效果,在设置中添加了一个控制阀。结果:在没有UIAL的情况下,该算法能够检测到呼吸事件,从而提高压力水平。在UIAL存在的情况下,设备对模拟事件的响应会受到影响。在固定CPAP模式下,测量到的呼气末压力中位数比额外过滤器设置的压力低6.2 - 10.0% (p < 0.001)。额外的UIAL严重影响了输送压力,与设定压力相比,中位数降低高达28.3% (p < 0.001)。结论:尽管有轻微的压力下降,当避免UIAL时,APAP算法仍然可以使用额外的过滤器。然而,增加的过滤器阻力和UIAL的共同作用严重影响了APAP的性能,并有效地提供了调压。
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引用次数: 0
Evaluating carbon-electrode dielectrophoresis under the ASSURED criteria. 在ASSURED标准下评估碳电极电泳术。
Pub Date : 2022-07-26 eCollection Date: 2022-01-01 DOI: 10.3389/fmedt.2022.922737
Rodrigo Martinez-Duarte, Dario Mager, Jan G Korvink, Monsur Islam

Extreme point-of-care refers to medical testing in unfavorable conditions characterized by a lack of primary resources or infrastructure. As witnessed in the recent past, considerable interest in developing devices and technologies exists for extreme point-of-care applications, for which the World Health Organization has introduced a set of encouraging and regulating guidelines. These are referred to as the ASSURED criteria, an acronym for Affordable (A), Sensitive (S), Specific (S), User friendly (U), Rapid and Robust (R), Equipment-free (E), and Delivered (D). However, the current extreme point of care devices may require an intermediate sample preparation step for performing complex biomedical analysis, including the diagnosis of rare-cell diseases and early-stage detection of sepsis. This article assesses the potential of carbon-electrode dielectrophoresis (CarbonDEP) for sample preparation competent in extreme point-of-care, following the ASSURED criteria. We first discuss the theory and utility of dielectrophoresis (DEP) and the advantages of using carbon microelectrodes for this purpose. We then critically review the literature relevant to the use of CarbonDEP for bioparticle manipulation under the scope of the ASSURED criteria. Lastly, we offer a perspective on the roadmap needed to strengthen the use of CarbonDEP in extreme point-of-care applications.

极端护理点是指在缺乏初级资源或基础设施的不利条件下进行的医学检测。正如最近所看到的那样,人们对开发用于极端护理点应用的设备和技术非常感兴趣,世界卫生组织为此推出了一套令人鼓舞和规范的准则。这些被称为ASSURED标准,是Affordable (A)、Sensitive (S)、Specific (S)、User - friendly (U)、Rapid and Robust (R)、设备free -free (E)和Delivered (D)的首字母缩写。然而,目前的极端护理设备可能需要中间的样品制备步骤来执行复杂的生物医学分析,包括罕见细胞疾病的诊断和败血症的早期检测。本文评估了碳电极电泳仪(CarbonDEP)在极端护理点的样品制备能力的潜力,遵循有保证的标准。我们首先讨论了介质电泳(DEP)的理论和应用,以及在此目的中使用碳微电极的优点。然后,我们批判性地回顾了在ASSURED标准范围内使用CarbonDEP进行生物制品操作的相关文献。最后,我们提供了加强在极端护理点应用中使用CarbonDEP所需的路线图的观点。
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引用次数: 0
Developing "MinDag" - an app to capture symptom variation and illness mechanisms in bipolar disorder. 开发一款名为 "MinDag "的应用程序,用于捕捉双相情感障碍的症状变化和疾病机制。
Pub Date : 2022-07-22 eCollection Date: 2022-01-01 DOI: 10.3389/fmedt.2022.910533
Thomas D Bjella, Margrethe Collier Høegh, Stine Holmstul Olsen, Sofie R Aminoff, Elizabeth Barrett, Torill Ueland, Romain Icick, Ole A Andreassen, Mari Nerhus, Henrik Myhre Ihler, Marthe Hagen, Cecilie Busch-Christensen, Ingrid Melle, Trine Vik Lagerberg

Introduction: The illness course of bipolar disorder (BD) is highly heterogeneous with substantial variation between individuals with the same BD subtype and within individuals over time. This heterogeneity is not well-delineated and hampers the development of more targeted treatment. Furthermore, although lifestyle-related behaviors are believed to play a role in the illness course, such mechanisms are poorly understood. To address some of these knowledge gaps, we aimed to develop an app for collection of multi-dimensional longitudinal data on BD-relevant symptoms and lifestyle-related behaviors.

Methods: An app named MinDag was developed at the Norwegian Center for Mental Disorders Research in Oslo, Norway. The app was designed to tap into selected areas: mood, sleep, functioning/activities (social, occupational, physical exercise, leisure), substance use, emotional reactivity, and psychotic experiences. Ethical, security and usability issues were highly prioritized throughout the development and for the final app solution. We conducted beta- and pilot testing to eliminate technical problems and enhance usability and acceptability.

Results: The final version of MinDag comprises six modules; three which are presented for the user once daily (the Sleep module in the morning and the Mood and Functoning/Activities modules in the evening) and three which are presented once weekly (Substance Use, Emotional Reactivity, and Psychotic Experiences modules). In general, MinDag was well received in both in the beta-testing and the pilot study, and the participants provided valuable feedback that was taken into account in the final development. MinDag is now in use as part of the research protocol at the NORMENT center and in a specialized treatment unit for BD at Oslo University Hospital in Norway.

Discussion: We believe that MinDag will generate unique longitudinal data well suited for capturing the heterogeneity of BD and clarifying important unresolved issues such as how life-style related behavior may influence BD symptoms. Also, the experiences and knowledge derived from the development of MinDag may contribute to improving the security, acceptability, and benefit of digital tools in mental health.

导言:双相情感障碍(BD)的病程具有高度异质性,同一 BD 亚型的患者之间以及患者内部随着时间的推移存在很大差异。这种异质性没有得到很好的界定,阻碍了更有针对性治疗的发展。此外,尽管与生活方式相关的行为被认为在病程中起着一定作用,但人们对这种机制还知之甚少。为了填补这些知识空白,我们开发了一款应用程序,用于收集有关 BD 相关症状和生活方式相关行为的多维纵向数据:挪威奥斯陆的挪威精神障碍研究中心开发了一款名为 MinDag 的应用程序。该应用程序的设计旨在对以下选定领域进行调查:情绪、睡眠、功能/活动(社交、职业、体育锻炼、休闲)、药物使用、情绪反应和精神病体验。在整个开发过程中以及最终的应用程序解决方案中,道德、安全和可用性问题都是高度优先考虑的问题。我们进行了测试和试点测试,以消除技术问题,提高可用性和可接受性:MinDag 的最终版本包括六个模块,其中三个模块每天向用户展示一次(早上的睡眠模块和晚上的情绪和功能/活动模块),另外三个模块每周展示一次(药物使用、情绪反应和精神病体验模块)。总的来说,MinDag 在测试和试点研究中都受到好评,参与者提供了宝贵的反馈意见,这些意见在最终的开发中都得到了考虑。MinDag 现已作为研究方案的一部分,在挪威 NORMENT 中心和奥斯陆大学医院的 BD 专科治疗病房中使用:我们相信,MinDag 将产生独特的纵向数据,非常适合捕捉 BD 的异质性,并澄清重要的未决问题,如与生活方式相关的行为可能如何影响 BD 症状。此外,从 MinDag 开发过程中获得的经验和知识可能有助于提高心理健康数字工具的安全性、可接受性和益处。
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引用次数: 0
Failure Detection in Deep Neural Networks for Medical Imaging. 用于医学成像的深度神经网络故障检测。
Pub Date : 2022-07-22 eCollection Date: 2022-01-01 DOI: 10.3389/fmedt.2022.919046
Sabeen Ahmed, Dimah Dera, Saud Ul Hassan, Nidhal Bouaynaya, Ghulam Rasool

Deep neural networks (DNNs) have started to find their role in the modern healthcare system. DNNs are being developed for diagnosis, prognosis, treatment planning, and outcome prediction for various diseases. With the increasing number of applications of DNNs in modern healthcare, their trustworthiness and reliability are becoming increasingly important. An essential aspect of trustworthiness is detecting the performance degradation and failure of deployed DNNs in medical settings. The softmax output values produced by DNNs are not a calibrated measure of model confidence. Softmax probability numbers are generally higher than the actual model confidence. The model confidence-accuracy gap further increases for wrong predictions and noisy inputs. We employ recently proposed Bayesian deep neural networks (BDNNs) to learn uncertainty in the model parameters. These models simultaneously output the predictions and a measure of confidence in the predictions. By testing these models under various noisy conditions, we show that the (learned) predictive confidence is well calibrated. We use these reliable confidence values for monitoring performance degradation and failure detection in DNNs. We propose two different failure detection methods. In the first method, we define a fixed threshold value based on the behavior of the predictive confidence with changing signal-to-noise ratio (SNR) of the test dataset. The second method learns the threshold value with a neural network. The proposed failure detection mechanisms seamlessly abstain from making decisions when the confidence of the BDNN is below the defined threshold and hold the decision for manual review. Resultantly, the accuracy of the models improves on the unseen test samples. We tested our proposed approach on three medical imaging datasets: PathMNIST, DermaMNIST, and OrganAMNIST, under different levels and types of noise. An increase in the noise of the test images increases the number of abstained samples. BDNNs are inherently robust and show more than 10% accuracy improvement with the proposed failure detection methods. The increased number of abstained samples or an abrupt increase in the predictive variance indicates model performance degradation or possible failure. Our work has the potential to improve the trustworthiness of DNNs and enhance user confidence in the model predictions.

深度神经网络(dnn)已经开始在现代医疗保健系统中发挥作用。dnn正在被开发用于各种疾病的诊断、预后、治疗计划和结果预测。随着深度神经网络在现代医疗保健中的应用越来越多,其可信度和可靠性变得越来越重要。可信度的一个重要方面是检测在医疗环境中部署的dnn的性能下降和故障。dnn产生的softmax输出值不是模型置信度的校准度量。Softmax概率数通常高于实际模型置信度。对于错误的预测和有噪声的输入,模型的置信度和准确度差距进一步增加。我们使用最近提出的贝叶斯深度神经网络(bdnn)来学习模型参数中的不确定性。这些模型同时输出预测和对预测的信心度量。通过在各种噪声条件下测试这些模型,我们表明(学习的)预测置信度是很好的校准。我们使用这些可靠的置信度值来监测dnn的性能退化和故障检测。我们提出了两种不同的故障检测方法。在第一种方法中,我们根据预测置信度随测试数据集信噪比(SNR)变化的行为定义了一个固定的阈值。第二种方法是利用神经网络学习阈值。当BDNN的置信度低于定义的阈值时,所提出的故障检测机制无缝地放弃了决策,并将决策保留给人工审查。结果表明,在未见过的测试样本上,模型的准确性得到了提高。我们在三个医学成像数据集:PathMNIST、DermaMNIST和OrganAMNIST上测试了我们提出的方法,在不同水平和类型的噪声下。测试图像噪声的增加增加了弃权样本的数量。bdnn具有固有的鲁棒性,采用所提出的故障检测方法,准确率提高了10%以上。弃权样本数量的增加或预测方差的突然增加表明模型性能下降或可能失效。我们的工作有可能提高dnn的可信度,增强用户对模型预测的信心。
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引用次数: 8
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Frontiers in Medical Technology
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