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A core genome approach that enables prospective and dynamic monitoring of infectious outbreaks

机译:一种核心基因组方法可对感染爆发进行前瞻性和动态监控

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摘要

Whole-genome sequencing is increasingly adopted in clinical settings to identify pathogen transmissions, though largely as a retrospective tool. Prospective monitoring, in which samples are continuously added and compared to previous samples, can generate more actionable information. To enable prospective pathogen comparison, genomic relatedness metrics based on single-nucleotide differences must be consistent across time, efficient to compute and reliable for a large variety of samples. The choice of genomic regions to compare, i.e., the core genome, is critical to obtain a good metric. We propose a novel core genome method that selects conserved sequences in the reference genome by comparing its k-mer content to that of publicly available genome assemblies. The conserved-sequence genome is sample set-independent, which enables prospective pathogen monitoring. Based on clinical data sets of 3436 S. aureus, 1362 K. pneumoniae and 348 E. faecium samples, ROC curves demonstrate that the conserved-sequence genome disambiguates same-patient samples better than a core genome consisting of conserved genes. The conserved-sequence genome confirms outbreak samples with high sensitivity: in a set of 2335 S. aureus samples, it correctly identifies 44 out of 44 known outbreak samples, whereas the conserved-gene method confirms 38 known outbreak samples.
机译:全基因组测序在临床环境中越来越多地用于鉴定病原体传播,尽管在很大程度上是作为追溯工具。前瞻性监控(不断添加样本并将其与以前的样本进行比较)可以生成更多可操作的信息。为了进行前瞻性病原体比较,基于单核苷酸差异的基因组相关性指标必须在整个时间范围内保持一致,计算效率高且对各种样本都可靠。选择要比较的基因组区域,即核心基因组,对于获得良好的指标至关重要。我们提出了一种新颖的核心基因组方法,通过将其k-mer含量与可公开获得的基因组程序进行比较,从而在参考基因组中选择保守序列。保守序列基因组是不依赖样品组的,这使得能够进行前瞻性病原体监测。基于3436个金黄色葡萄球菌,1362个肺炎克雷伯氏菌和348个粪便大肠杆菌样品的临床数据集,ROC曲线表明,与由保守基因组成的核心基因组相比,保守序列基因组对同等患者样品的歧义性更好。保守序列基因组可以高灵敏度确认暴发样本:在2335个金黄色葡萄球菌样本中,它可以正确识别44个已知暴发样本中的44个,而保守基因方法可以确认38个已知暴发样本。

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