PeerJBioinformaticsPeer-reviewed journal article
A robust statistical framework for reconstructing genomes from metagenomic data
Abstract
We present software that reconstructs genomes from shotgun metagenomic sequences using a reference-independent approach. This method permits the identification of OTUs in large complex communities where many species are unknown. Binning reduces the complexity of a metagenomic dataset enabling many downstream analyses previously unavailable. In this study we developed MetaBAT, a robust statistical framework that integrates probabilistic distances of genome abundance with sequence composition for automatic binning. Applying MetaBAT to a human gut microbiome dataset identified 173 highly specific genomes bins including many representing previously unidentified species.
- organism: human
- assay: metagenomics
- research focus: genome assembly
- research focus: clustering
- research focus: variant calling
- approach: statistical model
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