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De novo extraction of microbial strains from metagenomes reveals intra-species niche partitioning
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AbstractBackgroundWe introduceDESMANfor 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 validatedDESMANon a synthetic twenty genome community with 64 samples. We could resolve the fiveE. colistrains 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 2011E. 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.ConclusionsDESMANwill provide a provide a powerful tool forde novoresolution of fine-scale variation in microbial communities. It is available as open source software fromhttps://github.com/chrisquince/DESMAN.
Cold Spring Harbor Laboratory
Title: De novo extraction of microbial strains from metagenomes reveals intra-species niche partitioning
Description:
AbstractBackgroundWe introduceDESMANfor 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 validatedDESMANon a synthetic twenty genome community with 64 samples.
We could resolve the fiveE.
colistrains 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 2011E.
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.
ConclusionsDESMANwill provide a provide a powerful tool forde novoresolution of fine-scale variation in microbial communities.
It is available as open source software fromhttps://github.
com/chrisquince/DESMAN.
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