Predicting environments and host phenotypes from 16S rRNA gene sequencing using a k-mer based representation of shallow sub-samples |
![](http://llp.studentorg.berkeley.edu/wp-content/uploads/2018/01/Micropheno_v2-226x300.png) |
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.
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16S rRNA gene sequencing Deep learning Environment prediction Host phenotype prediction