Genetics, Bioinformatics, and Computational Biology, Virginia Tech, Blacksburg, VA, 24060, USA.
Department of Civil & Environmental Engineering, Virginia Tech, Blacksburg, VA, 24060, USA.
Sci Rep. 2021 Feb 12;11(1):3753. doi: 10.1038/s41598-021-83081-8.
In the fight to limit the global spread of antibiotic resistance, the assembly of environmental metagenomes has the potential to provide rich contextual information (e.g., taxonomic hosts, carriage on mobile genetic elements) about antibiotic resistance genes (ARG) in the environment. However, computational challenges associated with assembly can impact the accuracy of downstream analyses. This work critically evaluates the impact of assembly leveraging short reads, nanopore MinION long-reads, and a combination of the two (hybrid) on ARG contextualization for ten environmental metagenomes using seven prominent assemblers (IDBA-UD, MEGAHIT, Canu, Flye, Opera-MS, metaSpades and HybridSpades). While short-read and hybrid assemblies produced similar patterns of ARG contextualization, raw or assembled long nanopore reads produced distinct patterns. Based on an in-silico spike-in experiment using real and simulated reads, we show that low to intermediate coverage species are more likely to be incorporated into chimeric contigs across all assemblers and sequencing technologies, while more abundant species produce assemblies with a greater frequency of inversions and insertion/deletions (indels). In sum, our analyses support hybrid assembly as a valuable technique for boosting the reliability and accuracy of assembly-based analyses of ARGs and neighboring genes at environmentally-relevant coverages, provided that sufficient short-read sequencing depth is achieved.
在限制抗生素耐药性在全球传播的斗争中,环境宏基因组组装有可能提供有关环境中抗生素耐药基因(ARG)的丰富上下文信息(例如,分类宿主,移动遗传元件上的携带)。然而,与组装相关的计算挑战会影响下游分析的准确性。这项工作使用七种流行的组装程序(IDBA-UD、MEGAHIT、Canu、Flye、Opera-MS、metaSpades 和 HybridSpades),通过十个人类环境宏基因组,批判性地评估了利用短读、纳米孔 MinION 长读以及两者结合(混合)对 ARG 语境化的影响。虽然短读和混合组装产生了相似的 ARG 语境化模式,但原始或组装的长纳米孔读则产生了不同的模式。基于使用真实和模拟读的模拟插入实验,我们表明,低至中等覆盖率的物种更有可能被所有组装程序和测序技术整合到嵌合体中,而丰度更高的物种产生的组装体则具有更高的反转和插入/缺失(indels)频率。总之,我们的分析支持混合组装作为一种有价值的技术,可在与环境相关的覆盖范围内提高基于组装的 ARG 和邻近基因分析的可靠性和准确性,前提是实现了足够的短读测序深度。