【2h】

High precision

机译:高精准度

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摘要

The rise of antimicrobial-resistant Neisseria gonorrhoeae is a significant public health concern. Against this background, rapid culture-independent diagnostics may allow targeted treatment and prevent onward transmission. We have previously shown metagenomic sequencing of urine samples from men with urethral gonorrhea can recover near-complete N. gonorrhoeae genomes. However, disentangling the N. gonorrhoeae genome from metagenomic samples and robustly identifying antimicrobial resistance determinants from error-prone Nanopore sequencing is a substantial bioinformatics challenge. Here, we show an N. gonorrhoeae diagnostic workflow for analysis of metagenomic sequencing data obtained from clinical samples using R9.4.1 Nanopore sequencing. We compared results from simulated and clinical infections with data from known reference strains and Illumina sequencing of isolates cultured from the same patients. We evaluated three Nanopore variant callers and developed a random forest classifier to filter called SNPs. Clair was the most suitable variant caller after SNP filtering. A minimum depth of 20× reads was required to confidently identify resistant determinants over the entire genome. Our findings show that metagenomic Nanopore sequencing can provide reliable diagnostic information in N. gonorrhoeae infection.
机译:抗菌性抗菌淋病淋病的兴起是一个重要的公共卫生问题。在此背景下,快速的文化无关的诊断可以允许有针对性的处理并防止向上传输。我们之前已经显示了来自尿道淋病的男性的尿液样本的Metagenomic测序可以恢复接近完整的N.淋病基因组。然而,从易受易受误差的纳米孔测序中解开来自偏见样品的N.淋病淋病基因组并稳健地识别来自易受误差的纳米孔测序的抗微生物抗性决定簇是一种实质性的生物信息学攻击。在这里,我们展示了使用R9.4.1纳米孔测序从临床样品获得的临床样品中获得的分析数据的N.淋病诊断工作流程。我们将模拟和临床感染的结果与来自同一患者培养的分离株的已知参考菌株和Illumina测序的数据进行比较。我们评估了三个纳米孔变体呼叫者,并开发了一个随机林分类器来过滤称为SNP。 Clair是SNP滤波后最合适的变体呼叫者。需要最小的20×读取需要自信地识别整个基因组上的抗性决定簇。我们的研究结果表明,Metagenomic Nanopore测序可以在N.淋病感染中提供可靠的诊断信息。

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