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

是否需要读取数据?从细菌基因组组装中高精度地进行变异检测

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作者:Wick Ryan R, Judd Louise M, Stinear Timothy P, Monk Ian R
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.

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