De novo extraction of microbial strains from metagenomes reveals intra-species niche partitioning
De novo extraction of microbial strains from metagenomes reveals intra-species niche partitioning
Abstract BackgroundWe introduce DESMAN for De novo Extraction of Strains from MetAgeNomes. Metagenome sequencing generates short reads from throughout the genomes of a microbial community. Increasingly large, multi-sample metagenomes, stratified in space and time are being generated from communities with thousands of species. Repeats result in fragmentary co-assemblies with potentially millions of contigs. Contigs can be binned into metagenome assembled genomes (MAGs) but strain level variation will remain. DESMAN identifies variants on core genes, then uses co-occurrence across samples to link variants into strain sequences and abundance profiles. These strain profiles are then searched for on non-core genes to determine the accessory genes present in each strain. ResultsWe validated DESMAN on a synthetic twenty genome community with 64 samples. We could resolve the five E. coli strains present with 99.58% accuracy across core gene variable sites and their gene complement with 95.7% accuracy. Similarly, on real fecal metagenomes from the 2011 E. coli (STEC) O104:H4 outbreak, the outbreak strain was reconstructed with 99.8% core sequence accuracy. Application to an anaerobic digester metagenome time series reveals that strain level variation is endemic with 16 out of 26 MAGs (61.5%) examined exhibiting two strains. In almost all cases the strain proportions were not statistically different between replicate reactors, suggesting intra-species niche partitioning. The only exception being when the two strains had almost identical gene complement and, hence, functional capability. ConclusionsDESMAN will provide a provide a powerful tool for de novo resolution of fine-scale variation in microbial communities. It is available as open source software from https://github.com/chrisquince/DESMAN.
Connelly Stephanie、Alneberg Johannes、Shin Seung Gu、Eren A. Murat、Raguideau S¨|bastien、Quince Christopher、Collins Gavin
University of GlasgowKTH Royal Institute of Technology, Science for Life Laboratory,School of Biotechnology, Division of Gene TechnologySchool of Environmental Science and Engineering, Pohang University of Science and TechnologyMarine Biological Laboratory, Josephine Bay Paul Center for Comparative Molecular Biology and Evolution||Department of Medicine, University of ChicagoFrench National Institute for Agricultural Research, Math¨|matiques et Informatique Appliqu¨|s (MIA)Warwick Medical School, University of WarwickUniversity of Glasgow||Microbial Ecophysiology Laboratory, School of Natural Sciences and Ryan Institute, National University of Ireland
微生物学生物科学研究方法、生物科学研究技术分子生物学
metagenomesstrainniche
Connelly Stephanie,Alneberg Johannes,Shin Seung Gu,Eren A. Murat,Raguideau S¨|bastien,Quince Christopher,Collins Gavin.De novo extraction of microbial strains from metagenomes reveals intra-species niche partitioning[EB/OL].(2025-03-28)[2025-05-05].https://www.biorxiv.org/content/10.1101/073825.点此复制
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