Department CIBIO, University of Trento, Trento, Italy.
Harvard T.H. Chan School of Public Health, Boston, United States.
Elife. 2021 May 4;10:e65088. doi: 10.7554/eLife.65088.
Culture-independent analyses of microbial communities have progressed dramatically in the last decade, particularly due to advances in methods for biological profiling via shotgun metagenomics. Opportunities for improvement continue to accelerate, with greater access to multi-omics, microbial reference genomes, and strain-level diversity. To leverage these, we present bioBakery 3, a set of integrated, improved methods for taxonomic, strain-level, functional, and phylogenetic profiling of metagenomes newly developed to build on the largest set of reference sequences now available. Compared to current alternatives, MetaPhlAn 3 increases the accuracy of taxonomic profiling, and HUMAnN 3 improves that of functional potential and activity. These methods detected novel disease-microbiome links in applications to CRC (1262 metagenomes) and IBD (1635 metagenomes and 817 metatranscriptomes). Strain-level profiling of an additional 4077 metagenomes with StrainPhlAn 3 and PanPhlAn 3 unraveled the phylogenetic and functional structure of the common gut microbe , previously described by only 15 isolate genomes. With open-source implementations and cloud-deployable reproducible workflows, the bioBakery 3 platform can help researchers deepen the resolution, scale, and accuracy of multi-omic profiling for microbial community studies.
在过去的十年中,微生物群落的无培养分析取得了巨大的进展,特别是由于通过高通量宏基因组学进行生物剖析方法的进步。随着更多的多组学、微生物参考基因组和菌株水平多样性的出现,改进的机会继续加速。为了利用这些机会,我们提出了 bioBakery 3,这是一套集成的、经过改进的方法,用于对宏基因组进行分类、菌株水平、功能和系统发育剖析,这些方法是为了利用现有的最大参考序列集而新开发的。与当前的替代方法相比,MetaPhlAn 3 提高了分类剖析的准确性,而 HUMAnN 3 提高了功能潜力和活性的准确性。这些方法在对 CRC(1262 个宏基因组)和 IBD(1635 个宏基因组和 817 个宏转录组)的应用中检测到了新的疾病微生物组联系。使用 StrainPhlAn 3 和 PanPhlAn 3 对另外 4077 个宏基因组进行菌株水平剖析,揭示了先前仅由 15 个分离基因组描述的常见肠道微生物的系统发育和功能结构。通过开源实现和可在云端部署的可重复工作流程,bioBakery 3 平台可以帮助研究人员深化微生物群落研究的多组学剖析的分辨率、规模和准确性。