Here Nick Youngblut uses tree-based approaches for comparing human gut metagenomes. This is similar to using UniFrac for 16S rRNA datasets. And similarly, it works really well for discerning samples by disease, for instance.

www.biorxiv.org/content/10.1101/2020.07.16.207811v1