Metagenomic operational taxonomic units (mOTUs) allow for the quantification of known (sequenced) and unknown microorganisms at species-level resolution from shotgun sequencing data. The method clusters single-copy phylogenetic marker gene sequences from metagenomes and reference genomes into mOTUs to profile their abundances in shotgun metagenomic samples.