Predicting environments and host phenotypes from 16S rRNA gene sequencing using a k-mer based representation of shallow sub-samples MicroPheno is a reference- and alignment-free approach for predicting the environment or host phenotype from microbial community samples based on k-mer distributions in shallow sub-samples of 16S rRNA data. MicroPheno’s Project page