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The correlation between serum angiopoietin-2 levels and acute kidney injury (AKI): a meta-analysis. 血清血管生成素-2水平与急性肾损伤(AKI)之间的相关性:一项荟萃分析。
IF 3.8 2区 医学 Q1 Medicine Pub Date : 2024-06-26 DOI: 10.1515/cclm-2024-0365
Juncheng Zhang, Zhengjie Huang, Qin Lin, Weiping Hu, Hongbin Zhong, Fengling Zhang, Jiyi Huang

Introduction: The correlation between serum angiopoietin-2 levels and acute kidney injury (AKI) is a topic of significant clinical interest. This meta-analysis aims to provide a comprehensive evaluation of this relationship.

Content: A systematic search was conducted in PubMed, Embase, Web of Science, and Cochrane databases up to October 11, 2023. The included studies were evaluated using the Newcastle-Ottawa Scale (NOS) and Methodological Index for Non-Randomized Studies (MINORS). Weighted mean differences (WMD) and odds ratios (OR) were calculated using random-effects models. Sensitivity analysis, funnel plots, and Egger's test were used to assess the robustness and publication bias of the findings. Subgroup analyses were performed to explore potential variations between adults and children.

Summary: Eighteen studies encompassing a total of 7,453 participants were included. The analysis revealed a significant elevation in serum angiopoietin-2 levels in patients with AKI compared to those without (WMD: 4.85; 95 % CI: 0.75 to 0.27; I²=93.2 %, p<0.001). Subgroup analysis indicated significantly higher angiopoietin-2 levels in adults with AKI (WMD: 5.17; 95 % CI: 3.51 to 6.83; I²=82.6 %, p<0.001), but not in children. Additionally, high serum angiopoietin-2 levels were associated with an increased risk of AKI (OR: 1.58; 95 % CI: 1.39 to 1.8; I²=89.1 %, p<0.001). Sensitivity analysis validated the robustness of these results, showing no substantial change in the overall effect size upon the exclusion of individual studies.

Outlook: This meta-analysis supports a significant association between elevated serum angiopoietin-2 levels and increased risk of AKI. The observed differential association between adults and children highlights the need for further targeted research to understand these age-specific variations.

简介血清血管生成素-2水平与急性肾损伤(AKI)之间的相关性是一个备受临床关注的话题。本荟萃分析旨在对这一关系进行全面评估:截至 2023 年 10 月 11 日,在 PubMed、Embase、Web of Science 和 Cochrane 数据库中进行了系统检索。采用纽卡斯尔-渥太华量表(NOS)和非随机研究方法指数(MINORS)对纳入的研究进行了评估。采用随机效应模型计算加权平均差(WMD)和几率比(OR)。敏感性分析、漏斗图和 Egger 检验用于评估研究结果的稳健性和发表偏倚。研究还进行了分组分析,以探讨成人与儿童之间的潜在差异。分析结果显示,与未发生 AKI 的患者相比,AKI 患者的血清血管生成素-2 水平明显升高(WMD:4.85;95 % CI:0.75 至 0.27;I²=93.2 %,pOutlook:这项荟萃分析支持血清血管生成素-2 水平升高与 AKI 风险增加之间存在显著关联。观察到的成人和儿童之间的不同关联突出表明,有必要进一步开展有针对性的研究,以了解这些年龄特异性变化。
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引用次数: 0
Blood self-sampling devices: innovation, interpretation and implementation in total lab automation. 血液自采样装置:实验室全面自动化的创新、解释和实施。
IF 3.8 2区 医学 Q1 Medicine Pub Date : 2024-06-25 DOI: 10.1515/cclm-2024-0508
Dennis C W Poland, Christa M Cobbaert

The introduction of the vacuum tube in 1949 revolutionized blood collection, significantly improving sample quality and patient comfort. Over the past 75 years, laboratory diagnostics have evolved drastically, from manual to automated processes, reducing required test volumes by over 1,000 times. Despite these advancements, venous blood collection presents logistical challenges, including centralized scheduling and a large volume of biological waste due to the imbalance between the needed blood volume (often very little) and the collected volume (often in excess). The COVID-19 pandemic further emphasized the need for decentralized healthcare solutions and patient empowerment. Capillary blood collection, widely used in point-of-care testing, offers a promising alternative, particularly for patients facing frequently, or difficulties with, venous sampling. The Leiden University Medical Center in the Netherlands experienced a 15 % reduction in volume of laboratory tests during and after the pandemic, attributed to patient preference for local blood collection and testing. To address these challenges, self-sampling devices are emerging, empowering patients and streamlining sample logistics. However, challenges such as cost, transportation regulations, and sample volume adequacy persists. Robust devices tailored for total lab automation and sustainable practices are crucial for widespread adoption. Despite hurdles, the integration of self-sampling into diagnostic processes is inevitable, heralding a shift towards patient-centered, proactive healthcare. Practical recommendations include robust device design, ease of use, affordability, sustainability, sufficient quality and acceptability by seamless integration into laboratory workflows. Although obstacles remain, self-sampling represents the future of laboratory diagnostics, offering convenience, cost-effectiveness, interoperability and patient empowerment.

1949 年真空管的问世彻底改变了血液采集,大大提高了样本质量和患者舒适度。在过去的 75 年中,实验室诊断技术发生了翻天覆地的变化,从手工操作到自动化流程,所需的检验量减少了 1000 多倍。尽管取得了这些进步,静脉采血仍面临着后勤方面的挑战,包括集中调度和所需血量(通常很少)与采集量(通常过多)之间的不平衡造成的大量生物废物。COVID-19 大流行进一步强调了分散式医疗解决方案和增强患者能力的必要性。广泛应用于医疗点检测的毛细管采血提供了一种很有前景的替代方法,尤其是对于经常面临静脉采样困难的患者。荷兰莱顿大学医疗中心在大流行期间和之后的实验室检测量减少了 15%,这归功于患者对本地采血和检测的偏好。为应对这些挑战,自采样设备应运而生,既增强了患者的能力,又简化了样本物流。然而,成本、运输规定和样本量是否充足等挑战依然存在。为实验室全面自动化和可持续实践量身定制的强大设备是广泛采用的关键。尽管困难重重,但将自我采样整合到诊断流程中是不可避免的,这预示着向以患者为中心、积极主动的医疗保健转变。切实可行的建议包括:设备设计坚固、易于使用、经济实惠、可持续发展、足够的质量以及与实验室工作流程无缝整合的可接受性。尽管障碍依然存在,但自我采样代表了实验室诊断的未来,它提供了便利性、成本效益、互操作性和患者授权。
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引用次数: 0
A falsely elevated blood alcohol concentration (BAC) related to an intravenous administration of phenytoin sodium. 与静脉注射苯妥英钠有关的血液酒精浓度(BAC)假性升高。
IF 3.8 2区 医学 Q1 Medicine Pub Date : 2024-06-21 DOI: 10.1515/cclm-2024-0665
Laurent Leuger, Chadi Abbara, Antoine Baudriller, Xavier Dieu, Marie Briet, Guillaume Drevin
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引用次数: 0
Can we identify patients carrying targeted deleterious DPYD variants with plasma uracil and dihydrouracil? A GPCO-RNPGx retrospective analysis. 我们能否通过血浆尿嘧啶和二氢尿嘧啶来识别携带定向有害 DPYD 变体的患者?GPCO-RNPGx 回顾性分析。
IF 6.8 2区 医学 Q1 Medicine Pub Date : 2024-06-19 DOI: 10.1515/cclm-2024-0317
Manon Launay, Laure Raymond, Jérôme Guitton, Marie-Anne Loriot, Etienne Chatelut, Vincent Haufroid, Fabienne Thomas, Marie-Christine Etienne-Grimaldi

Objectives: Dihydropyrimidine dehydrogenase (DPD) deficiency is the main cause of severe fluoropyrimidine-related toxicities. The best strategy for identifying DPD-deficient patients is still not defined. The EMA recommends targeted DPYD genotyping or uracilemia (U) testing. We analyzed the concordance between both approaches.

Methods: This study included 19,376 consecutive French patients with pre-treatment plasma U, UH2 and targeted DPYD genotyping (*2A, *13, D949V, *7) analyzed at Eurofins Biomnis (2015-2022).

Results: Mean U was 9.9 ± 10.1 ng/mL (median 8.7, range 1.6-856). According to French recommendations, 7.3 % of patients were partially deficient (U 16-150 ng/mL) and 0.02 % completely deficient (U≥150 ng/mL). DPYD variant frequencies were *2A: 0.83 %, *13: 0.17 %, D949V: 1.16 %, *7: 0.05 % (2 homozygous patients with U at 22 and 856 ng/mL). Variant carriers exhibited higher U (median 13.8 vs. 8.6 ng/mL), and lower UH2/U (median 7.2 vs. 11.8) and UH2/U2 (median 0.54 vs. 1.37) relative to wild-type patients (p<0.00001). Sixty-six% of variant carriers exhibited uracilemia <16 ng/mL, challenging correct identification of DPD deficiency based on U. The sensitivity (% patients with a deficient phenotype among variant carriers) of U threshold at 16 ng/mL was 34 %. The best discriminant marker for identifying variant carriers was UH2/U2. UH2/U2<0.942 (29.7 % of patients) showed enhanced sensitivity (81 %) in identifying deleterious genotypes across different variants compared to 16 ng/mL U.

Conclusions: These results reaffirm the poor concordance between DPD phenotyping and genotyping, suggesting that both approaches may be complementary and that targeted DPYD genotyping is not sufficiently reliable to identify all patients with complete deficiency.

目的:二氢嘧啶脱氢酶(DPD)缺乏症是导致严重氟嘧啶相关毒性的主要原因。识别 DPD 缺乏症患者的最佳策略仍未确定。欧洲药品管理局(EMA)建议进行有针对性的 DPYD 基因分型或尿钙血症(U)检测。我们分析了这两种方法的一致性:本研究纳入了 19376 名连续的法国患者,他们在治疗前的血浆 U、UH2 和目标 DPYD 基因分型(*2A、*13、D949V、*7)在 Eurofins Biomnis(2015-2022 年)进行了分析:平均 U 值为 9.9 ± 10.1 纳克/毫升(中位数为 8.7,范围为 1.6-856)。根据法国的建议,7.3%的患者部分缺乏(U 16-150 ng/mL),0.02%的患者完全缺乏(U≥150 ng/mL)。DPYD 变异频率为 *2A: 0.83 %、*13: 0.17 %、D949V: 1.16 %、*7: 0.05 %(2 名同源患者的 U 值分别为 22 和 856 纳克/毫升)。与野生型患者相比,变异携带者的 U 值更高(中位数为 13.8 对 8.6 纳克/毫升),UH2/U 值(中位数为 7.2 对 11.8)和 UH2/U2 值(中位数为 0.54 对 1.37)更低(p2.UH2/U2C结论:这些结果再次证实了 DPD 表型分析与基因分型分析之间的不一致性,表明这两种方法可能是互补的,而且有针对性的 DPYD 基因分型分析还不足以可靠地识别所有完全缺乏症患者。
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引用次数: 0
Consensus statement on extracellular vesicles in liquid biopsy for advancing laboratory medicine. 关于液体活检中细胞外囊泡的共识声明,以推动实验室医学的发展。
IF 6.8 2区 医学 Q1 Medicine Pub Date : 2024-06-19 DOI: 10.1515/cclm-2024-0188
Xingli Dong, Yusheng Lin, Kai Li, Gaofeng Liang, Xiaoyi Huang, Jingxuan Pan, Lu Wang, Dongmei Zhang, Tingjiao Liu, Tong Wang, Xiaomei Yan, Long Zhang, Xiaowu Li, Xiujuan Qu, Da Jia, Yong Li, Hao Zhang

Extracellular vesicles (EVs) represent a diverse class of nanoscale membrane vesicles actively released by cells. These EVs can be further subdivided into categories like exosomes and microvesicles, based on their origins, sizes, and physical attributes. Significantly, disease-derived EVs have been detected in virtually all types of body fluids, providing a comprehensive molecular profile of their cellular origins. As a result, EVs are emerging as a valuable addition to liquid biopsy techniques. In this collective statement, the authors share their current perspectives on EV-related research and product development, with a shared commitment to translating this newfound knowledge into clinical applications for cancer and other diseases, particularly as disease biomarkers. The consensus within this document revolves around the overarching recognition of the merits, unresolved questions, and existing challenges surrounding EVs. This consensus manuscript is a collaborative effort led by the Committee of Exosomes, Society of Tumor Markers, Chinese anti-Cancer Association, aimed at expediting the cultivation of robust scientific and clinically applicable breakthroughs and propelling the field forward with greater swiftness and efficacy.

细胞外囊泡(EVs)代表了细胞主动释放的多种纳米级膜囊泡。根据其来源、大小和物理属性,这些EVs还可进一步细分为外泌体和微囊泡等类别。值得注意的是,几乎在所有类型的体液中都检测到了疾病衍生的 EVs,从而为其细胞来源提供了全面的分子特征。因此,EVs 正在成为液体活检技术的重要补充。在这份集体声明中,作者们分享了他们目前对EV相关研究和产品开发的看法,共同致力于将这些新发现的知识转化为癌症和其他疾病的临床应用,尤其是作为疾病生物标志物。本文件中的共识围绕着对 EV 优点、未解决的问题和现有挑战的总体认识。本共识书稿是由中国抗癌协会肿瘤标志物专业委员会、中国抗癌协会外泌体专业委员会牵头的合作成果,旨在加快培育科学和临床应用方面的有力突破,推动该领域更快、更有效地向前发展。
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引用次数: 0
The role of functional vitamin D deficiency and low vitamin D reservoirs in relation to cardiovascular health and mortality. 功能性维生素 D 缺乏症和低维生素 D 储库在心血管健康和死亡率中的作用。
IF 6.8 2区 医学 Q1 Medicine Pub Date : 2024-06-19 DOI: 10.1515/cclm-2024-0391
Markus Herrmann, Martin H Keppel, Sieglinde Zelzer, Nerea Alonso, Etienne Cavalier, Marcus Kleber, Dietmar Enko, Hubert Scharnagl, Stefan Pilz, Winfried März

Objectives: The role of vitamin D deficiency in cardiovascular disease (CVD) is controversial. Inherent biological and analytical limitations compromise the specificity of widely used 25-hydroxyvitamin D [25(OH)D] cut-offs. Simultaneous determination of 25(OH)D and 24,25-dihydroxyvitamin D [24,25(OH)2D] permits a functional assessment of vitamin D metabolism. The present study compared the associations of functional vitamin D deficiency and low vitamin D reservoirs with CVD mortality and CVD burden.

Methods: 25(OH)D, 24,25(OH)2D, the degree of coronary obstruction on angiography, high-sensitive cardiac troponin T (hs-cTnT), N-terminal brain natriuretic peptide (NT-proBNP), and 10-year CVD mortality were obtained from 2,456 participants of the LURIC (Ludwigshafen Risk and Cardiovascular Health) study.

Results: Neither low 25(OH)D concentrations nor functional vitamin D deficiency were associated with the number of atherosclerotic coronary arteries or the degree of coronary obstruction. Over a median follow-up of 9.9 years, 454 participants died (23.6 %) due to CVD. CVD mortality was doubled in individuals with 25(OH)D concentrations below the widely used cut-off for deficiency of <50 nmol/L [20 ng/mL] (21.6 vs. 11.5 %). In individuals with and without functional vitamin D deficiency, CVD mortality was 25.0 and 16.7 %, respectively. NT-proBNP and heart failure prevalence were also higher in vitamin D deficient individuals.

Conclusions: Vitamin D deficient individuals have markedly higher CVD mortality, but only marginally higher hs-cTnT concentrations. A higher prevalence of heart failure and higher NT-proBNP concentrations suggest a link between vitamin D deficiency and cardiac function. The traditional and metabolic assessment of vitamin D status showed comparable associations for the different parameters of cardiac health.

目的:维生素 D 缺乏在心血管疾病(CVD)中的作用存在争议。固有的生物学和分析局限性影响了广泛使用的 25-羟基维生素 D [25(OH)D] 临界值的特异性。同时测定 25(OH)D 和 24,25-二羟维生素 D [24,25(OH)2D]可以对维生素 D 代谢进行功能评估。本研究比较了功能性维生素 D 缺乏和低维生素 D 储库与心血管疾病死亡率和心血管疾病负担的关系。方法:研究人员从路德维希港风险与心血管健康(LURIC)研究的 2456 名参与者中获得了 25(OH)D、24,25(OH)2D、血管造影检查中冠状动脉阻塞程度、高敏心肌肌钙蛋白 T(hs-cTnT)、N 端脑钠肽(NT-proBNP)和 10 年心血管疾病死亡率:结果:25(OH)D浓度低或功能性维生素D缺乏与冠状动脉粥样硬化数量或冠状动脉阻塞程度均无关联。在9.9年的中位随访期间,454名参与者(23.6%)死于心血管疾病。25(OH)D 浓度低于广泛使用的缺乏结论临界值的人,心血管疾病死亡率增加了一倍:维生素 D 缺乏者的心血管疾病死亡率明显升高,但 hs-cTnT 浓度仅略有升高。心力衰竭发病率较高,NT-proBNP 浓度较高,这表明维生素 D 缺乏与心脏功能之间存在联系。对维生素 D 状态的传统和代谢评估显示,不同的心脏健康参数之间存在相似的关联。
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引用次数: 0
Ethical Checklists for Clinical Research Projects and laboratory medicine: two tools to evaluate compliance with bioethical principles in different settings. 临床研究项目和实验室医学伦理核对表:评估不同环境下生物伦理原则遵守情况的两种工具。
IF 6.8 2区 医学 Q1 Medicine Pub Date : 2024-06-18 DOI: 10.1515/cclm-2024-0604
Julián Verona, Yilmaz Gülsen, Martina Zaninotto, Sody Munsaka, Nafija Serdarevic, Sudip K Datta, Joesph Wiencek, Nilda Fink

Objectives: To develop two ethical checklists to evaluate (i) management of ethical concerns in research projects and (ii) awareness of ethical conduct of healthcare laboratory professionals.

Methods: Comprehensive discussion among the members of IFCC Task Force on Ethics based on pertinent literature.

Results: This Checklist for Clinical Research Projects should be useful to evaluate research proposals from an ethical perspective before submitting it to an IRB or its equivalent, thereby diminishing rejection rates and resulting in more time-effective projects. The checklist designed to evaluate the ethical conduct in laboratory medicine could be useful for self evaluation (internal audits) and for certification/accreditation processes performed by third parties.

Conclusions: These checklists are simple but powerful tools useful to guide professionals to adhere to ethical principles in their practice, especially in developing countries where accredited ethics committees may be difficult to find.

目的制定两份伦理检查表,以评估(i)研究项目中伦理问题的管理和(ii)医疗实验室专业人员对伦理行为的认识:方法:IFCC 伦理学特别小组成员根据相关文献进行全面讨论:本临床研究项目核对表应有助于在向 IRB 或同等机构提交研究项目之前从伦理角度对其进行评估,从而降低拒绝率并提高项目的时间效率。为评估实验室医学伦理行为而设计的核对表可用于自我评估(内部审计)和第三方执行的认证/认可程序:这些核对表虽然简单,但却是指导专业人员在实践中遵守伦理原则的有力工具,尤其是在难以找到经认可的伦理委员会的发展中国家。
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引用次数: 0
Point-of-care testing: state-of-the art and perspectives. 护理点检测:最新技术与展望。
IF 6.8 2区 医学 Q1 Medicine Pub Date : 2024-06-17 DOI: 10.1515/cclm-2024-0675
Mario Plebani, James H Nichols, Peter B Luppa, Dina Greene, Laura Sciacovelli, Julie Shaw, Adil I Khan, Paolo Carraro, Guido Freckmann, Wayne Dimech, Martina Zaninotto, Michael Spannagl, Jim Huggett, Gerald J Kost, Tommaso Trenti, Andrea Padoan, Annette Thomas, Giuseppe Banfi, Giuseppe Lippi

Point-of-care testing (POCT) is becoming an increasingly popular way to perform laboratory tests closer to the patient. This option has several recognized advantages, such as accessibility, portability, speed, convenience, ease of use, ever-growing test panels, lower cumulative healthcare costs when used within appropriate clinical pathways, better patient empowerment and engagement, and reduction of certain pre-analytical errors, especially those related to specimen transportation. On the other hand, POCT also poses some limitations and risks, namely the risk of lower accuracy and reliability compared to traditional laboratory tests, quality control and connectivity issues, high dependence on operators (with varying levels of expertise or training), challenges related to patient data management, higher costs per individual test, regulatory and compliance issues such as the need for appropriate validation prior to clinical use (especially for rapid diagnostic tests; RDTs), as well as additional preanalytical sources of error that may remain undetected in this type of testing, which is usually based on whole blood samples (i.e., presence of interfering substances, clotting, hemolysis, etc.). There is no doubt that POCT is a breakthrough innovation in laboratory medicine, but the discussion on its appropriate use requires further debate and initiatives. This collective opinion paper, composed of abstracts of the lectures presented at the two-day expert meeting "Point-Of-Care-Testing: State of the Art and Perspective" (Venice, April 4-5, 2024), aims to provide a thoughtful overview of the state-of-the-art in POCT, its current applications, advantages and potential limitations, as well as some interesting reflections on the future perspectives of this particular field of laboratory medicine.

就近进行实验室检测(POCT)正成为一种越来越流行的方式。这种方法有几个公认的优点,如可及性、便携性、速度、便利性、易用性、不断增加的检验项目、在适当的临床路径中使用时可降低累计医疗成本、更好地增强患者的能力和参与度,以及减少某些分析前错误,尤其是与标本运输有关的错误。另一方面,POCT 也存在一些局限性和风险,即与传统实验室检测相比,准确性和可靠性较低的风险、质量控制和连接问题、对操作人员的高度依赖(专业技能或培训水平参差不齐)、与患者数据管理相关的挑战、单项检测成本较高、监管和合规问题,如临床使用前需要进行适当的验证(尤其是快速诊断检测;RDT),以及在这类通常基于全血样本的检测中可能仍未被发现的其他分析前误差源(即血清样本)。e.,干扰物质、凝血、溶血等)。毋庸置疑,POCT 是检验医学的一项突破性创新,但关于其适当使用的讨论还需要进一步的讨论和倡议。本集体意见书由为期两天的 "护理点检测"(Point-Of-Care-Testing)专家会议上的演讲摘要组成:2024年4月4-5日,威尼斯)上发表的演讲摘要组成,旨在对POCT的最新进展、当前应用、优势和潜在局限性进行深思熟虑的概述,并对实验室医学这一特殊领域的未来前景进行一些有趣的思考。
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引用次数: 0
Venous blood collection systems using evacuated tubes: a systematic review focusing on safety, efficacy and economic implications of integrated vs. combined systems. 使用抽真空管的静脉采血系统:一项系统性综述,重点关注集成系统与组合系统的安全性、有效性和经济影响。
IF 6.8 2区 医学 Q1 Medicine Pub Date : 2024-06-17 DOI: 10.1515/cclm-2024-0460
Marta Rigoni, Francesco Tessarolo

Venous blood collection systems (VBCSs) are combinations of in-vitro diagnostics and medical devices, usually available as integrated set. However, purchasing and using a combination of devices from different sets is considered by clinical laboratories as an option to achieve specific sampling tasks or reduce costs. This systematic review aimed to retrieve available evidence regarding safety, efficacy, and economic aspects of VBCSs, focusing on differences between integrated and combined systems. The literature review was carried out in PubMed. Cited documents and resources made available by scientific organisations were also screened. Extracted evidence was clustered according to Quality/Efficacy/Performance, Safety, and Costs/Procurement domains and discussed in the current European regulatory framework. Twenty documents published between 2010 and 2021 were included. There was no evidence to suggest equivalence between combined and integrated VBCSs in terms of safety and efficacy. Scientific society's consensus documents and product standards report that combined VBCS can impact operators' and patients' safety. Analytical performances and overall efficacy of combined VBCSs are not guaranteed without whole system validation and verification. EU regulatory framework clearly allocates responsibilities for the validation and verification of an integrated VBCS, but not for combined VBCSs, lacking information about the management of product nonconformities and post-market surveillance. Laboratory validation of combined VBCS demands risk-benefit and cost-benefit analyses, a non-negligible organisational and economic burden, and investment in knowledge acquisition. Implications in terms of laboratory responsibility and legal liability should be part of a comprehensive assessment of safety, efficacy, and cost carried out during device procurement.

静脉采血系统(VBCS)是体外诊断和医疗设备的组合,通常以集成套件的形式提供。然而,临床实验室认为购买和使用不同套装的组合设备是实现特定采样任务或降低成本的一种选择。本系统综述旨在检索有关 VBCS 安全性、有效性和经济性方面的现有证据,重点关注集成系统和组合系统之间的差异。文献综述在 PubMed 上进行。此外,还筛选了科学组织提供的引用文件和资源。提取的证据按照质量/功效/性能、安全性和成本/采购领域进行了分类,并在当前的欧洲监管框架内进行了讨论。其中包括 2010 年至 2021 年间发表的 20 篇文献。在安全性和有效性方面,没有证据表明联合式和集成式 VBCS 之间具有等效性。科学协会的共识文件和产品标准报告称,组合式 VBCS 会影响操作人员和患者的安全。如果没有整个系统的验证和确认,组合式 VBCS 的分析性能和整体功效就无法得到保证。欧盟的监管框架明确规定了综合 VBCS 的验证和核查责任,但没有规定组合 VBCS 的责任,缺乏有关产品不合格管理和上市后监督的信息。组合式 VBCS 的实验室验证需要进行风险效益和成本效益分析,需要承担不可忽视的组织和经济负担,还需要在知识获取方面进行投资。实验室责任和法律责任方面的影响应成为设备采购过程中对安全性、有效性和成本进行全面评估的一部分。
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引用次数: 0
Expert-level detection of M-proteins in serum protein electrophoresis using machine learning. 利用机器学习对血清蛋白电泳中的 M 蛋白进行专家级检测。
IF 6.8 2区 医学 Q1 Medicine Pub Date : 2024-06-17 DOI: 10.1515/cclm-2024-0222
Eike Elfert, Wolfgang E Kaminski, Christian Matek, Gregor Hoermann, Eyvind W Axelsen, Carsten Marr, Armin P Piehler

Objectives: Serum protein electrophoresis (SPE) in combination with immunotyping (IMT) is the diagnostic standard for detecting monoclonal proteins (M-proteins). However, interpretation of SPE and IMT is weakly standardized, time consuming and investigator dependent. Here, we present five machine learning (ML) approaches for automated detection of M-proteins on SPE on an unprecedented large and well-curated data set and compare the performance with that of laboratory experts.

Methods: SPE and IMT were performed in serum samples from 69,722 individuals from Norway. IMT results were used to label the samples as M-protein present (positive, n=4,273) or absent (negative n=65,449). Four feature-based ML algorithms and one convolutional neural network (CNN) were trained on 68,722 randomly selected SPE patterns to detect M-proteins. Algorithm performance was compared to that of an expert group of clinical pathologists and laboratory technicians (n=10) on a test set of 1,000 samples.

Results: The random forest classifier showed the best performance (F1-Score 93.2 %, accuracy 99.1 %, sensitivity 89.9 %, specificity 99.8 %, positive predictive value 96.9 %, negative predictive value 99.3 %) and outperformed the experts (F1-Score 61.2 ± 16.0 %, accuracy 89.2 ± 10.2 %, sensitivity 94.3 ± 2.8 %, specificity 88.9 ± 10.9 %, positive predictive value 47.3 ± 16.2 %, negative predictive value 99.5 ± 0.2 %) on the test set. Interestingly the performance of the RFC saturated, the CNN performance increased steadily within our training set (n=68,722).

Conclusions: Feature-based ML systems are capable of automated detection of M-proteins on SPE beyond expert-level and show potential for use in the clinical laboratory.

目的:血清蛋白电泳(SPE)结合免疫分型(IMT)是检测单克隆蛋白(M 蛋白)的诊断标准。然而,SPE 和 IMT 的判读标准化程度低、耗时长且依赖于研究人员。在此,我们介绍了五种机器学习(ML)方法,用于在史无前例的大型精选数据集上自动检测 SPE 中的 M 蛋白,并将其性能与实验室专家的性能进行比较:对来自挪威 69,722 人的血清样本进行了 SPE 和 IMT 检测。IMT 结果用于将样本标记为存在 M 蛋白(阳性,n=4,273)或不存在 M 蛋白(阴性,n=65,449)。四种基于特征的 ML 算法和一种卷积神经网络 (CNN) 在 68,722 个随机选择的 SPE 模式上进行了训练,以检测 M 蛋白。在 1,000 个样本的测试集上,将算法性能与临床病理学家和实验室技术人员专家组(10 人)的性能进行了比较:结果:随机森林分类器表现最佳(F1-分数 93.2 %,准确率 99.1 %,灵敏度 89.9 %,特异性 99.8 %,阳性预测值 96.9 %,阴性预测值 99.3 %),优于临床病理学家和实验室技术人员(人数=10)。3 %),在测试集上的表现优于专家(F1-分数 61.2 ± 16.0 %,准确率 89.2 ± 10.2 %,灵敏度 94.3 ± 2.8 %,特异性 88.9 ± 10.9 %,阳性预测值 47.3 ± 16.2 %,阴性预测值 99.5 ± 0.2 %)。有趣的是,在我们的训练集(n=68,722)中,RFC 的性能趋于饱和,而 CNN 的性能则稳步上升:结论:基于特征的 ML 系统能够自动检测 SPE 上的 M 蛋白,其能力已超过专家水平,并显示出在临床实验室中使用的潜力。
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Clinical chemistry and laboratory medicine
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