Preliminary clinical performance of a Cas13a-based lateral flow assay for detecting Neisseria gonorrhoeae in urine specimens.

IF 3.7 2区 生物学 Q2 MICROBIOLOGY mSphere Pub Date : 2025-01-28 Epub Date: 2024-12-17 DOI:10.1128/msphere.00677-24
Lao-Tzu Allan-Blitz, Gordon Adams, Gabriela Sanders, Palak Shah, Krithik Ramesh, Jana Jarolimova, Kevin L Ard, John A Branda, Jeffrey D Klausner, Pardis C Sabeti, Jacob E Lemieux
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Abstract

Nucleic acid amplification testing (NAAT) for N. gonorrhoeae is unavailable in resource-limited settings. We previously developed a CRISPR-based lateral flow assay for detecting N. gonorrhoeae. We aimed to pair that assay with point-of-care DNA extraction, assess performance in clinical urine specimens, and optimize assay kinetics. We collected urine specimens among men presenting with urethritis enrolling in a clinical trial at the Massachusetts General Hospital Sexual Health Clinic. We assessed the quantified DNA yield of detergent-based extractions with and without heat. We selected one detergent for extracting all specimens, paired with isothermal recombinase polymerase amplification for 90 minutes and lateral flow Cas13a detection, interpreted via pixel intensity analysis. We also trained a smartphone-based machine-learning model on 1,008 images to classify lateral flow results. We used the model to interpret lateral flow results from the clinical specimens. We also tested a modified amplification chemistry with a second forward primer lacking the T7-promoter to accelerate reaction kinetics. Extraction with 0.02% Triton X resulted in an average DNA yield of 2.6 × 106 copies/µL (SD ± 6.7 × 105). We treated 40 urine specimens (n = 12 positive) with 0.02% Triton X, and using quantified pixel intensity analysis, the Cas13a-based assay correctly classified all specimens (100% agreement; 95% CI 91.2%-100%). The machine-learning model correctly classified 45/45 strips in the validation data set and all 40 lateral flow strips from clinical specimens. Including the second forward primer reduced incubation time to 60 minutes. Using point-of-care DNA extraction, our Cas13a-based lateral flow N. gonorrhoeae assay demonstrated promising performance among clinical urine specimens.IMPORTANCEUsing a CRISPR-based assay we previously developed for Neisseria gonorrhoeae detection, we developed new techniques to facilitate point-of-care use. We then demonstrated the promising performance of that assay in clinical specimens. Furthermore, we developed a smartphone-based machine learning application for assisting interpretation of lateral flow strip results. Such an assay has the potential to transform the care of sexually transmitted infections in low-resource settings where diagnostic tests are unavailable. A point-of-care pathogen-specific assay, paired with the connectivity offered by a smartphone application, can also support public health surveillance efforts in such areas.

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基于cas13的尿标本淋病奈瑟菌侧流检测的初步临床表现
在资源有限的环境中无法获得淋病奈瑟菌的核酸扩增检测(NAAT)。我们之前开发了一种基于crispr的检测淋病奈瑟菌的横向流动试验。我们的目标是将该分析与即时DNA提取配对,评估临床尿液标本的性能,并优化分析动力学。我们收集了在马萨诸塞州总医院性健康诊所参加临床试验的男性尿道炎患者的尿液标本。我们评估了在加热和不加热的情况下,以洗涤剂为基础的提取的定量DNA产量。我们选择了一种清洁剂来提取所有标本,并进行等温重组酶聚合酶扩增90分钟和横向流动Cas13a检测,通过像素强度分析进行解释。我们还在1008张图像上训练了一个基于智能手机的机器学习模型来对横向流动结果进行分类。我们使用该模型来解释临床标本的侧流结果。我们还测试了一种改良的扩增化学,该化学使用了第二个缺少t7启动子的前引物来加速反应动力学。0.02% Triton X萃取平均DNA产率为2.6 × 106拷贝/µL (SD±6.7 × 105)。我们用0.02% Triton X处理了40份尿液标本(n = 12例阳性),并使用量化像素强度分析,基于cas13的检测方法正确分类了所有标本(100%一致;95% ci 91.2%-100%)。机器学习模型正确地分类了验证数据集中的45/45条条带和来自临床标本的所有40条侧流条带。包括第二个正向引物将孵育时间缩短到60分钟。使用即时DNA提取,我们基于cas13的淋病奈瑟菌横向流动检测在临床尿液样本中表现出良好的性能。利用我们之前开发的用于淋病奈瑟菌检测的基于crispr的检测方法,我们开发了促进护理点使用的新技术。然后,我们在临床标本中展示了该测定的有希望的性能。此外,我们还开发了一款基于智能手机的机器学习应用程序,以协助解释横向流动条带结果。这种检测有可能改变在缺乏诊断检测的低资源环境中对性传播感染的护理。通过智能手机应用程序提供的连接,即时检测特定病原体也可以支持这些地区的公共卫生监测工作。
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来源期刊
mSphere
mSphere Immunology and Microbiology-Microbiology
CiteScore
8.50
自引率
2.10%
发文量
192
审稿时长
11 weeks
期刊介绍: mSphere™ is a multi-disciplinary open-access journal that will focus on rapid publication of fundamental contributions to our understanding of microbiology. Its scope will reflect the immense range of fields within the microbial sciences, creating new opportunities for researchers to share findings that are transforming our understanding of human health and disease, ecosystems, neuroscience, agriculture, energy production, climate change, evolution, biogeochemical cycling, and food and drug production. Submissions will be encouraged of all high-quality work that makes fundamental contributions to our understanding of microbiology. mSphere™ will provide streamlined decisions, while carrying on ASM''s tradition for rigorous peer review.
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