超基因组定型管道改善了16S安普利康测序数据的分类学分类
Aubrey R Odom1,2, Tyler Faits1,2, Eduardo Castro-Nallar3,4
1Division of Computational Biomedicine, Boston University School of Medicine, Boston, MA, USA.
Scientific reports
|August 26, 2023
概括
生物信息学工具PathoScope 2和Kraken 2能够准确地识别微生物组样本中的细菌物种. 这些全基因组元基因组学工具的性能优于专门的16S rRNA基因分析软件,改善了分类学任务.
科学领域:
- 微生物学 微生物学
- 生物信息学是一种生物信息学.
- 基因组学就是基因组学.
背景情况:
- 细菌微生物组研究通常使用16S rRNA基因测序.
- 当前的生物信息学工具往往缺乏精确的属和物种级别的分类学调用.
- 准确的分类学识别对于了解微生物组的组成和功能至关重要.
研究的目的:
- 为了评估不同的生物信息管道和参考库对16S安普利康测序的准确性.
- 将专门的16S分析工具与全基因组元基因组学工具的性能进行比较.
- 确定在微生物组研究中为高质量的物种级分类学任务提供最佳工具和库.
主要方法:
- 利用来自136个模拟细菌群落的16S测序数据,复杂度各不相同.
- 评估的生物信息学工具:DADA2,QIIME 2,Mothur,Pathoscope 2和Kraken 2. 这两个工具都已经进行了评估.
- 进行比较的参考图书馆:Greengenes,SILVA,Kraken 2和RefSeq.
主要成果:
- 帕索斯科普2和克拉肯2在DADA2,QIIME2和Mothur.相比显示出更高的性能.
- SILVA和RefSeq/Kraken 2标准库提供了比Greengenes更准确的结果.
- 全基因组元基因组学工具在物种级别的分类学分配中取得了更高的准确性.
结论:
- 帕索斯科普2和克拉肯2对16S安普利康数据分析具有很高的能力,提供具有竞争力的属和物种级别分辨率.
- 这些工具也适用于全基因组测序和一般的元基因组学.
- 参考图书馆的选择显著影响了分类学赋值的准确性.
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