A scalable assembly-free variable selection algorithm for biomarker discovery from metagenomes

Metagenomics holds great promises for deepening our knowledge of key bacterial driven processes, but metagenome assembly remains problematic, typically resulting in representation biases and discarding significant amounts of non-redundant sequence information.