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High precision variant and antimicrobial resistance calling from metagenomic Nanopore sequencing. | LitMetric

AI Article Synopsis

Article Abstract

The rise of antimicrobial-resistant 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 genomes. However, disentangling the genome from metagenomic samples and robustly identifying antimicrobial resistance determinants from error-prone Nanopore sequencing is a substantial bioinformatics challenge. Here, we show an 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 infection.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7545138PMC
http://dx.doi.org/10.1101/gr.262865.120DOI Listing

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