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Lab Medicine: Diamonds, Not Coal. 实验室医学:钻石,而非煤炭
IF 1.8 Q3 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-07-01 DOI: 10.1093/jalm/jfae060
Colleen Strain, Tricia Ravalico
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引用次数: 0
Newborn Screening: Current Practice and Our Journey over the Last 60 Years. 新生儿筛查:当前的实践和我们过去 60 年的历程。
IF 1.8 Q3 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-07-01 DOI: 10.1093/jalm/jfae020
Jing Cao, Marzia Pasquali, Patricia M Jones

Background: Inborn errors of metabolism comprise a set of more than 2000 known disorders which can result in significant morbidity and may be rapidly fatal. Diagnosing these disorders at birth and treating immediately, however, may often result in a normal to near-normal life for the affected infant. Thus, newborn screening (NBS) has saved or improved the lives of countless individuals since its inception in the 1960s.

Content: This review covers NBS, from its early beginnings up to the current day practice. We follow the evolution of NBS, as well as describe the need and how disorders are added to NBS programs, the testing and how its performance is monitored, and the follow-up to the testing. We also briefly touch on NBS outside the United States.

Summary: Newborn screening in the United States is a major public health success story and it continues to grow and evolve to cover more disorders and utilize new technological advances.

背景:先天性新陈代谢失调症包括 2000 多种已知的疾病,可导致严重的发病率,并可能迅速致命。然而,在婴儿出生时诊断出这些疾病并立即进行治疗,往往可使患儿获得正常或接近正常的生活。因此,新生儿筛查(NBS)自 20 世纪 60 年代诞生以来,已经挽救或改善了无数人的生命:这篇综述涵盖了新生儿筛查从早期到现在的实践。我们将跟踪 NBS 的发展历程,并介绍 NBS 项目的需求和如何添加疾病、检测和如何监测其性能以及检测的后续工作。我们还简要介绍了美国以外的 NBS。摘要:美国的新生儿筛查是公共卫生领域的一个重大成功案例,它在不断发展和演变,以涵盖更多的疾病并利用新的技术进步。
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引用次数: 0
Age-Related Differences in Neutralizing Antibody Responses against SARS-CoV-2 Delta and Omicron Variants in 151 SARS-CoV-2-Naïve Metropolitan Residents Boosted with BNT162b2. 用 BNT162b2 强化 151 名对 SARS-CoV-2 病毒一无所知的大都市居民体内针对 SARS-CoV-2 Delta 和 Omicron 变体的中和抗体反应的年龄差异。
IF 1.8 Q3 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-07-01 DOI: 10.1093/jalm/jfae014
Beomki Lee, Go Eun Bae, In Hwa Jeong, Jong-Hun Kim, Min-Jung Kwon, Jayoung Kim, Byoungguk Kim, June-Woo Lee, Jeong-Hyun Nam, Hee Jin Huh, Eun-Suk Kang

Background: Although age negatively correlates with vaccine-induced immune responses, whether the vaccine-induced neutralizing effect against variants of concern (VOCs) substantially differs across age remains relatively poorly explored. In addition, the utility of commercial binding assays developed with the wild-type SARS-CoV-2 for predicting the neutralizing effect against VOCs should be revalidated.

Methods: We analyzed 151 triple-vaccinated SARS-CoV-2-naïve individuals boosted with BNT162b2 (Pfizer-BioNTech). The study population was divided into young adults (age < 30), middle-aged adults (30 ≤ age < 60), and older adults (age ≥ 60). The plaque reduction neutralization test (PRNT) titers against Delta (B.1.617.2) and Omicron (B.1.1.529) variants were compared across age. Antibody titers measured with commercial binding assays were compared with PRNT titers.

Results: Age-related decline in neutralizing titers was observed for both Delta and Omicron variants. Neutralizing titers for Omicron were lower than those against Delta in all ages. The multiple linear regression model demonstrated that duration from third dose to sample collection and vaccine types were also significant factors affecting vaccine-induced immunity along with age. The correlation between commercial binding assays and PRNT was acceptable for all age groups with the Delta variant, but relatively poor for middle-aged and older adults with the Omicron variant due to low titers.

Conclusions: This study provides insights into the age-related dynamics of vaccine-induced immunity against SARS-CoV-2 VOCs, corroborating the need for age-specific vaccination strategies in the endemic era where new variants continue to evolve. Moreover, commercial binding assays should be used cautiously when estimating neutralizing titers against VOCs, particularly Omicron.

背景:虽然年龄与疫苗诱导的免疫反应呈负相关,但疫苗诱导的针对相关变异株(VOCs)的中和效应是否因年龄而有实质性差异,目前还没有很好的研究。此外,用野生型 SARS-CoV-2 开发的商业结合试验预测对 VOCs 的中和效果的实用性也应重新验证:我们分析了 151 名接种过 BNT162b2(辉瑞-生物技术公司)三联疫苗的 SARS-CoV-2 未感染者。研究人群分为青壮年(年龄小于 30 岁)、中年人(30 ≤ 年龄小于 60 岁)和老年人(年龄大于 60 岁)。比较了不同年龄段对德尔塔(B.1.617.2)和奥米克隆(B.1.1.529)变体的斑块还原中和试验(PRNT)滴度。用商业结合测定法测得的抗体滴度与 PRNT 滴度进行了比较:结果:Delta 和 Omicron 变体的中和滴度都出现了与年龄相关的下降。在所有年龄段,Omicron 的中和滴度均低于 Delta。多元线性回归模型表明,从第三次接种到样本采集的持续时间和疫苗类型与年龄一样,也是影响疫苗诱导免疫的重要因素。商业结合测定与 PRNT 之间的相关性在所有年龄组的 Delta 变异株中都是可以接受的,但在 Omicron 变异株中,由于滴度较低,中老年人的相关性相对较差:这项研究深入揭示了疫苗诱导的 SARS-CoV-2 VOCs 免疫力与年龄相关的动态变化,证实了在新变异体不断演变的地方病流行时期,有必要采取针对特定年龄段的疫苗接种策略。此外,在估算针对 VOC(尤其是 Omicron)的中和滴度时,应谨慎使用商业结合测定法。
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引用次数: 0
Evaluating User Experience and DNA Yield from Self-Collection Devices. 评估用户体验和自采集设备的 DNA 产量。
IF 1.8 Q3 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-07-01 DOI: 10.1093/jalm/jfae030
Joseph H Blommel, Matthew M Roforth, Calvin R Jerde, Carley A Karsten, Amber R Bridgeman, Jesse S Voss, Luigi Boccuto, Diana S Ivankovic, Sara M Sarasua, Benjamin R Kipp, Stephen J Murphy

Background: The COVID-19 pandemic emphasized an urgent need for devices used in the self-collection of biospecimens in an evolving patient care system. The mailing of biospecimen self-collection kits to patients, with samples returned via mail, provides a more convenient testing regimen, but could also impart patient sampling variabilities. User compliance with device directions is central to downstream testing of collected biospecimens and clear instructions are central to this goal.

Methods: Here, we performed an evaluation of 10 oral DNA collection devices involving either swab or saliva self-collection and analyzed ease of use and comfort level with a device, as well as DNA recovery quantity/quality and sample stability.

Results: We show that while these DNA quality/quantity metrics are comparable between devices, users prefer direct saliva collection over swab-based devices.

Conclusions: This information is useful in guiding future experiments including their use in human RNA, microbial, or viral sample collection/recovery and their use in clinical testing.

背景:COVID-19 大流行突显了在不断发展的病人护理系统中对用于自我采集生物样本的设备的迫切需求。向患者邮寄生物样本自助采集包,并通过邮件将样本寄回,提供了一种更方便的检测方案,但也可能造成患者采样差异。方法:在此,我们对 10 种涉及拭子或唾液自采集的口腔 DNA 采集设备进行了评估,并分析了设备的易用性和舒适度,以及 DNA 回收数量/质量和样本稳定性:结果:我们发现,虽然不同设备的 DNA 质量/数量指标相当,但用户更喜欢直接采集唾液,而不是基于拭子的设备:这些信息有助于指导未来的实验,包括用于人类 RNA、微生物或病毒样本的采集/回收,以及用于临床测试。
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引用次数: 0
Resolved Myositis, Normal Creatine Kinase, and Peaking Cardiac Troponin T. 肌炎缓解、肌酸激酶正常、心肌肌钙蛋白 T 达到峰值。
IF 1.8 Q3 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-07-01 DOI: 10.1093/jalm/jfae026
Farida Almarzooqi, Amir Karin, Andre Mattman, Alexander Easton, Christopher Lee, Anthony Gador
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引用次数: 0
When False-Positives Arise: Troubleshooting a SARS-Coronavirus-2 (SARS-CoV-2) Detection Assay on a Semi-Automated Platform. 当假阳性出现时:半自动化平台上的 SARS-Coronavirus-2 (SARS-CoV-2) 检测试验故障排除。
IF 1.8 Q3 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-07-01 DOI: 10.1093/jalm/jfae016
Kenneth J Hampel, Diana L Gerrard, Denise Francis, Jordan Armstrong, Margaret Cameron, Alexa Ostafin, Briege Mahoney, Miles Malik, Nikoletta Sidiropoulos

Background: During the COVID-19 pandemic, many molecular diagnostic laboratories performed high-throughput SARS-CoV-2 testing often with implementation of automated workflows. In parallel, vaccination campaigns resulted increasingly in specimens from fully vaccinated patients, with resultant clinical inquiries regarding positive results in this patient population. This prompted a quality improvement initiative to investigate the semi-automated testing workflow for false-positive results. The troubleshooting workflow is described and procedural improvements are outlined that serve as a resource for other molecular diagnostic laboratories that need to overcome testing anomalies in a semi-automated environment.

Methods: This workflow utilized the MagMax-96 Viral RNA kit and the CDC 2019-nCoV RT-qPCR Panel on the Agilent Bravo Liquid-Handler (Bravo). Screening of the environment, personnel, and the mechanical performance of instrumentation using low Ct checkerboard challenges was executed to identify sources of cross-contamination. Evaluation of the assay and reporting design was conducted.

Results: Specimen contamination was observed during the viral extraction process on the Bravo. Changes to the program reduced plate contamination by 50% and importantly revealed consistent hallmarks of contaminated samples. We adjusted the reporting algorithm using these indicators of false positives. False positives that were identified made up 0.11% of the 45 000+ tests conducted over the following 8 months.

Conclusions: These adjustments provided confident and quality results while maintaining turnaround time for patients and pandemic-related public health initiatives. This corrected false-positive rate is concordant with previously published studies from diagnostic laboratories utilizing automated systems and may be considered a laboratory performance standard for this type of testing.

背景:在 COVID-19 大流行期间,许多分子诊断实验室都进行了高通量的 SARS-CoV-2 检测,通常都采用了自动化工作流程。与此同时,疫苗接种活动导致越来越多的标本来自完全接种过疫苗的患者,从而导致临床上对这一患者群体的阳性结果进行询问。这促使我们采取了一项质量改进措施,对半自动化检测工作流程中的假阳性结果进行调查。本文介绍了故障排除工作流程,并概述了程序改进措施,为其他需要在半自动化环境中克服检测异常的分子诊断实验室提供参考:该工作流程在 Agilent Bravo Liquid-Handler (Bravo) 上使用 MagMax-96 病毒 RNA 试剂盒和 CDC 2019-nCoV RT-qPCR Panel。使用低ct棋盘式挑战对环境、人员和仪器的机械性能进行了筛查,以确定交叉污染源。还对检测和报告设计进行了评估:结果:在 Bravo 的病毒提取过程中观察到了样本污染。对程序的修改使平板污染减少了 50%,重要的是发现了受污染样本的一致特征。我们利用这些假阳性指标调整了报告算法。在随后 8 个月进行的 45 000 多次检测中,发现的误报率为 0.11%:这些调整提供了可靠和高质量的结果,同时保证了患者和与大流行相关的公共卫生项目的周转时间。这一校正后的假阳性率与之前发表的使用自动化系统的诊断实验室的研究结果一致,可被视为此类检测的实验室性能标准。
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引用次数: 0
Comparison of an Unlabeled Probe High-Resolution Melting Analysis Assay (HRMA) for Factor V Leiden 1691 G/A Mutation to a Fluorogenic 5' Nuclease PCR Hydrolysis Assay. 因子 V Leiden 1691 G/A 突变的无标记探针高分辨熔融分析测定 (HRMA) 与荧光 5' 核酸酶 PCR 水解测定的比较。
IF 1.8 Q3 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-07-01 DOI: 10.1093/jalm/jfae039
Heping Han, Sally Lewis

Background: The clinically significant Factor V Leiden (FVL) point mutation (1691 G/A) causes replacement of Arg with Gln (glutamine), preventing activated protein C from inactivating Factor V leading to a lengthened clotting process. Individuals with the Factor V Leiden mutations have an increased risk for venous thrombosis. The aim of this study is to compare an unlabeled probe high-resolution melting analysis (HRMA) assay for Factor V Leiden mutation to a TaqMan hydrolysis assay (fluorogenic 5' nuclease PCR hydrolysis assay). HRMA is a post-PCR, homogenous, closed-tube system for the detection of sequence variants. Post-PCR, the amplicons are heated gradually until the melting temperature is reached and the fluorescent dye unbinds from the amplicon and exhibits low fluorescence. A melt-curve analysis is generated that is characteristic of a particular sequence variant. Therefore, HRMA allows for comparison of one base changes in genetic sequences based on their differences in melting rate.

Methods: Blood samples were collected in EDTA tubes and DNA extracted using the Roche MagNaPure. Reactions of both HRMA and TaqMan were carried out on 3 controls (1691 G/G, 1691 G/A, and 1691 G/G and G/A) and 20 samples.

Results: The genotypes for 3 reference controls purchased from Coriell (F5 1691 G/G, FVL 1691 G/A, and Heterozygote 1691 G/G and G/A) were confirmed by both the HRMA and TaqMan FVL assays. All 20 samples were confirmed to be F5 1691 G/G by both HRMA and TaqMan assays.

Conclusions: Comparing the results of the unlabeled probe HRMA FVL assay with a real-time TaqMan probe end point genotyping assay resulted in 100% sensitivity and 100% specificity for both assays.

背景:具有临床意义的因子 V Leiden(FVL)点突变(1691 G/A)会导致 Arg 被 Gln(谷氨酰胺)取代,从而阻止活化蛋白 C 使因子 V 失活,导致凝血过程延长。因子 V Leiden 突变的个体罹患静脉血栓的风险会增加。本研究旨在将因子 V Leiden 突变的无标记探针高分辨熔解分析(HRMA)测定与 TaqMan 水解测定(荧光 5' 核酸酶 PCR 水解测定)进行比较。HRMA 是一种用于检测序列变异的聚合酶链反应后、均质、密闭试管系统。在 PCR 后,逐渐加热扩增子,直到达到熔融温度,荧光染料从扩增子上脱落并发出低荧光。熔融曲线分析结果是特定序列变异的特征。因此,HRMA 可以根据熔解率的差异比较基因序列中一个碱基的变化:方法:用 EDTA 管采集血样,用罗氏 MagNaPure 提取 DNA。对 3 个对照(1691 G/G、1691 G/A、1691 G/G 和 G/A)和 20 个样本进行 HRMA 和 TaqMan 反应:结果:通过 HRMA 和 TaqMan FVL 检测,确认了从 Coriell 购买的 3 个参考对照(F5 1691 G/G、FVL 1691 G/A 和杂合子 1691 G/G 和 G/A)的基因型。通过 HRMA 和 TaqMan 检测,所有 20 个样本都被确认为 F5 1691 G/G:结论:将未标记探针的HRMA FVL测定结果与实时TaqMan探针终点基因分型测定结果进行比较,两种测定的灵敏度均为100%,特异性均为100%。
{"title":"Comparison of an Unlabeled Probe High-Resolution Melting Analysis Assay (HRMA) for Factor V Leiden 1691 G/A Mutation to a Fluorogenic 5' Nuclease PCR Hydrolysis Assay.","authors":"Heping Han, Sally Lewis","doi":"10.1093/jalm/jfae039","DOIUrl":"10.1093/jalm/jfae039","url":null,"abstract":"<p><strong>Background: </strong>The clinically significant Factor V Leiden (FVL) point mutation (1691 G/A) causes replacement of Arg with Gln (glutamine), preventing activated protein C from inactivating Factor V leading to a lengthened clotting process. Individuals with the Factor V Leiden mutations have an increased risk for venous thrombosis. The aim of this study is to compare an unlabeled probe high-resolution melting analysis (HRMA) assay for Factor V Leiden mutation to a TaqMan hydrolysis assay (fluorogenic 5' nuclease PCR hydrolysis assay). HRMA is a post-PCR, homogenous, closed-tube system for the detection of sequence variants. Post-PCR, the amplicons are heated gradually until the melting temperature is reached and the fluorescent dye unbinds from the amplicon and exhibits low fluorescence. A melt-curve analysis is generated that is characteristic of a particular sequence variant. Therefore, HRMA allows for comparison of one base changes in genetic sequences based on their differences in melting rate.</p><p><strong>Methods: </strong>Blood samples were collected in EDTA tubes and DNA extracted using the Roche MagNaPure. Reactions of both HRMA and TaqMan were carried out on 3 controls (1691 G/G, 1691 G/A, and 1691 G/G and G/A) and 20 samples.</p><p><strong>Results: </strong>The genotypes for 3 reference controls purchased from Coriell (F5 1691 G/G, FVL 1691 G/A, and Heterozygote 1691 G/G and G/A) were confirmed by both the HRMA and TaqMan FVL assays. All 20 samples were confirmed to be F5 1691 G/G by both HRMA and TaqMan assays.</p><p><strong>Conclusions: </strong>Comparing the results of the unlabeled probe HRMA FVL assay with a real-time TaqMan probe end point genotyping assay resulted in 100% sensitivity and 100% specificity for both assays.</p>","PeriodicalId":46361,"journal":{"name":"Journal of Applied Laboratory Medicine","volume":null,"pages":null},"PeriodicalIF":1.8,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141076425","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Illegal Drug Use or Not-The Role of the Laboratory in Helping to Interpret Drug Test Results. 是否非法使用药物--实验室在帮助解释药物检测结果中的作用。
IF 1.8 Q3 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-07-01 DOI: 10.1093/jalm/jfae008
Jeanne Carr, Jeffrey Hurst, Larry A Broussard
{"title":"Illegal Drug Use or Not-The Role of the Laboratory in Helping to Interpret Drug Test Results.","authors":"Jeanne Carr, Jeffrey Hurst, Larry A Broussard","doi":"10.1093/jalm/jfae008","DOIUrl":"10.1093/jalm/jfae008","url":null,"abstract":"","PeriodicalId":46361,"journal":{"name":"Journal of Applied Laboratory Medicine","volume":null,"pages":null},"PeriodicalIF":1.8,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140289195","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Assessment of Preanalytical Cerebrospinal Fluid Handling and Storage Factors on Measurement of Aβ1-42, Aβ1-40, and pTau181 Using an Automated Chemiluminescent Platform. 利用自动化学发光平台评估分析前脑脊液处理和储存因素对 Aβ1-42、Aβ1-40 和 pTau181 测量的影响
IF 1.8 Q3 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-07-01 DOI: 10.1093/jalm/jfae033
Sara Ho, Jacqueline Darrow, Francesca De Simone, Amanda Calabro, Sara Gannon, Rianne Esquivel, Parmi Thakker, Kristina Khingelova, Aruna Rao, Yifan Zhang, Abhay Moghekar

Background: Standardizing cerebrospinal fluid (CSF) laboratory protocols will improve the reliability and availability of clinical biomarker testing required for prescription of novel Alzheimer disease (AD) therapies. This study evaluated several preanalytical handling and storage factors common to β-amyloid1-42 (Aβ1-42), β-amyloid1-40 (Aβ1-40), and phosphorylated tau (pTau181) concentrations including storage at different temperatures, extended cap contact, various mixing methods, and multiple freeze-thaw cycles.

Methods: Aβ1-42, Aβ1-40, and pTau181 concentrations were measured using LUMIPULSE G1200 automated assays. Samples were collected in polypropylene tubes of various volumes. Sample cap-contact was evaluated by storing samples in upright and inverted positions at either 4°C for 1 week or -80°C for 1 month. To assess mixing methods, samples were freeze-thawed and mixed by inversion, vortex, horizontal roller, or unmixed prior to assay sampling. The impact of successive freeze-thaw cycles was assessed through freezing, thawing, and analyzing CSF samples.

Results: Short-term storage at 4°C did not affect Aβ1-42, Aβ1-40, or pTau181 measurements in any tube type. Tube cap contact affected Aβ1-42 in 2.5 mL tubes and pTau181 levels in 10 mL tubes. No difference was observed between mixing methods. After 4 freeze-thaw cycles, Aβ1-42 significantly decreased but Aβ1-40 remained unchanged. Utilizing the Aβ1-42/Aβ1-40 ratio, Aβ1-42 values normalized, maintaining ratio values within ±5% of baseline measurements.

Conclusions: Storage of CSF at 4°C for 1 week or -80°C for 1 month did not significantly affect Aβ1-42, Aβ1-40, pTau181, or associated ratio measurements. Tube cap-contact impacted pTau181 and pTau181/Aβ1-42 values in larger tubes. Mixing methods are equivalent. The Aβ1-42/Aβ1-40 ratio compensates for freeze-thaw variability up to 4 cycles.

背景:脑脊液(CSF)实验室规范的标准化将提高新型阿尔茨海默病(AD)疗法处方所需的临床生物标志物检测的可靠性和可用性。本研究评估了分析前处理和储存β-淀粉样蛋白1-42(Aβ1-42)、β-淀粉样蛋白1-40(Aβ1-40)和磷酸化tau(pTau181)浓度的几个常见因素,包括在不同温度下储存、延长瓶盖接触时间、各种混合方法和多次冻融循环:方法:使用 LUMIPULSE G1200 自动分析仪测量 Aβ1-42、Aβ1-40 和 pTau181 的浓度。样品收集于不同容量的聚丙烯试管中。通过将样品直立或倒置在 4°C 下保存 1 周或 -80°C 下保存 1 个月来评估样品盖接触情况。为了评估混合方法,在化验取样前将样品冻融并通过倒置、涡流、水平滚筒或不混合进行混合。通过冷冻、解冻和分析 CSF 样品来评估连续冻融循环的影响:结果:4°C的短期储存不会影响任何管型中Aβ1-42、Aβ1-40或pTau181的测量。试管盖接触会影响 2.5 mL 试管中的 Aβ1-42 和 10 mL 试管中的 pTau181 水平。混合方法之间没有差异。经过 4 次冻融循环后,Aβ1-42 显著下降,但 Aβ1-40 保持不变。利用 Aβ1-42/Aβ1-40 比值,Aβ1-42 值趋于正常,比值保持在基线测量值的±5%范围内:将 CSF 在 4°C 下储存 1 周或在 -80°C 下储存 1 个月不会对 Aβ1-42、Aβ1-40、pTau181 或相关比值测量产生显著影响。在较大的试管中,管帽接触会影响 pTau181 和 pTau181/Aβ1-42 值。混合方法相同。Aβ1-42/Aβ1-40 比率可补偿冻融变化,最多可补偿 4 个周期。
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引用次数: 0
Using Machine Learning and miRNA for the Diagnosis of Esophageal Cancer. 利用机器学习和 miRNA 诊断食道癌。
IF 1.8 Q3 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-07-01 DOI: 10.1093/jalm/jfae037
Vishnu A Aravind, Valentina L Kouznetsova, Santosh Kesari, Igor F Tsigelny

Background: Esophageal cancer (EC) remains a global health challenge, often diagnosed at advanced stages, leading to high mortality rates. Current diagnostic tools for EC are limited in their efficacy. This study aims to harness the potential of microRNAs (miRNAs) as novel, noninvasive diagnostic biomarkers for EC. Our objective was to determine the diagnostic accuracy of miRNAs, particularly in distinguishing miRNAs associated with EC from control miRNAs.

Methods: We applied machine learning (ML) techniques in WEKA (Waikato Environment for Knowledge Analysis) and TensorFlow Keras to a dataset of miRNA sequences and gene targets, assessing the predictive power of several classifiers: naïve Bayes, multilayer perceptron, Hoeffding tree, random forest, and random tree. The data were further subjected to InfoGain feature selection to identify the most informative miRNA sequence and gene target descriptors. The ML models' abilities to distinguish between miRNA implicated in EC and control group miRNA was then tested.

Results: Of the tested WEKA classifiers, the top 3 performing ones were random forest, Hoeffding tree, and naïve Bayes. The TensorFlow Keras neural network model was subsequently trained and tested, the model's predictive power was further validated using an independent dataset. The TensorFlow Keras gave an accuracy 0.91. The WEKA best algorithm (naïve Bayes) model yielded an accuracy of 0.94.

Conclusions: The results demonstrate the potential of ML-based miRNA classifiers in diagnosing EC. However, further studies are necessary to validate these findings and explore the full clinical potential of this approach.

背景:食管癌(EC)仍是一项全球性的健康挑战,通常在晚期才被诊断出来,死亡率很高。目前的食管癌诊断工具疗效有限。本研究旨在利用微RNA(miRNA)作为食管癌新型非侵入性诊断生物标志物的潜力。我们的目标是确定 miRNAs 的诊断准确性,尤其是在区分与心血管疾病相关的 miRNAs 和对照 miRNAs 方面:我们将WEKA(Waikato Environment for Knowledge Analysis)和TensorFlow Keras中的机器学习(ML)技术应用于miRNA序列和基因靶标数据集,评估了几种分类器的预测能力:天真贝叶斯、多层感知器、Hoeffding树、随机森林和随机树。数据进一步经过 InfoGain 特征选择,以确定信息量最大的 miRNA 序列和基因靶标描述符。然后测试了 ML 模型区分与 EC 有关的 miRNA 和对照组 miRNA 的能力:结果:在测试的 WEKA 分类器中,表现最好的 3 个分类器分别是随机森林、Hoeffding 树和天真贝叶斯。随后对 TensorFlow Keras 神经网络模型进行了训练和测试,并使用独立数据集进一步验证了该模型的预测能力。TensorFlow Keras 的准确率为 0.91。WEKA 最佳算法(天真贝叶斯)模型的准确率为 0.94:研究结果证明了基于 ML 的 miRNA 分类器在诊断心血管疾病方面的潜力。不过,还需要进一步研究来验证这些发现,并探索这种方法的全部临床潜力。
{"title":"Using Machine Learning and miRNA for the Diagnosis of Esophageal Cancer.","authors":"Vishnu A Aravind, Valentina L Kouznetsova, Santosh Kesari, Igor F Tsigelny","doi":"10.1093/jalm/jfae037","DOIUrl":"10.1093/jalm/jfae037","url":null,"abstract":"<p><strong>Background: </strong>Esophageal cancer (EC) remains a global health challenge, often diagnosed at advanced stages, leading to high mortality rates. Current diagnostic tools for EC are limited in their efficacy. This study aims to harness the potential of microRNAs (miRNAs) as novel, noninvasive diagnostic biomarkers for EC. Our objective was to determine the diagnostic accuracy of miRNAs, particularly in distinguishing miRNAs associated with EC from control miRNAs.</p><p><strong>Methods: </strong>We applied machine learning (ML) techniques in WEKA (Waikato Environment for Knowledge Analysis) and TensorFlow Keras to a dataset of miRNA sequences and gene targets, assessing the predictive power of several classifiers: naïve Bayes, multilayer perceptron, Hoeffding tree, random forest, and random tree. The data were further subjected to InfoGain feature selection to identify the most informative miRNA sequence and gene target descriptors. The ML models' abilities to distinguish between miRNA implicated in EC and control group miRNA was then tested.</p><p><strong>Results: </strong>Of the tested WEKA classifiers, the top 3 performing ones were random forest, Hoeffding tree, and naïve Bayes. The TensorFlow Keras neural network model was subsequently trained and tested, the model's predictive power was further validated using an independent dataset. The TensorFlow Keras gave an accuracy 0.91. The WEKA best algorithm (naïve Bayes) model yielded an accuracy of 0.94.</p><p><strong>Conclusions: </strong>The results demonstrate the potential of ML-based miRNA classifiers in diagnosing EC. However, further studies are necessary to validate these findings and explore the full clinical potential of this approach.</p>","PeriodicalId":46361,"journal":{"name":"Journal of Applied Laboratory Medicine","volume":null,"pages":null},"PeriodicalIF":1.8,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140899774","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Journal of Applied Laboratory Medicine
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