Are reads required? High-precision variant calling from bacterial genome assemblies.

Access microbiology Pub Date : 2025-05-28 eCollection Date: 2025-01-01 DOI:10.1099/acmi.0.001025.v3
Ryan R Wick, Louise M Judd, Timothy P Stinear, Ian R Monk
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引用次数: 0

Abstract

Accurate nucleotide variant calling is essential in microbial genomics, particularly for outbreak tracking and phylogenetics. This study evaluates variant calls derived from genome assemblies compared to traditional read-based variant-calling methods, using seven closely related Staphylococcus aureus isolates sequenced on Illumina and Oxford Nanopore Technologies platforms. By benchmarking multiple assembly and variant-calling pipelines against a ground truth dataset, we found that read-based methods consistently achieved high accuracy. Assembly-based approaches performed well in some cases but were highly dependent on assembly quality, as errors in the assembly led to false-positive variant calls. These findings underscore the need for improved assembly techniques before the potential benefits of assembly-based variant calling (such as reduced computational requirements and simpler data management) can be realized.

是否需要阅读?来自细菌基因组组装的高精度变体调用。
准确的核苷酸变异识别在微生物基因组学中是必不可少的,特别是在疫情跟踪和系统发育中。本研究利用在Illumina和Oxford Nanopore Technologies平台上测序的7株密切相关的金黄色葡萄球菌分离株,与传统的基于读取的变异召唤方法相比,评估了来自基因组组装的变异召唤。通过对多个装配和变量调用管道进行基准测试,我们发现基于读取的方法始终具有较高的准确性。基于程序集的方法在某些情况下表现良好,但高度依赖于程序集质量,因为程序集中的错误会导致误报变量调用。这些发现强调,在实现基于程序集的变量调用的潜在好处(例如减少计算需求和简化数据管理)之前,需要改进装配技术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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