New paper on abundance-weighted measures of alpha diversity17 May 2013, by Connor
Comparisons of microbial communities are often made using measures of alpha and beta diversity.
On the beta diversity side, Weighted UniFrac has seen wide adoption as an abundance-weighted phylogenetic measure of community similarity. However, no abundance-weighted phylogenetic measure of alpha diversity has seen the same success, although several have been described.
We developed a new family of measures interpolating between traditional phylogenetic diversity (PD) and an abundance-weighted generalization, and compared them to extant alpha diversity measures. Spurred on by the recent publication of the generalized UniFrac framework (Chen et. al. 2012), we decided to write up the results.
In applying these new measures to three microbiome datasets, we find something interesting: phylogenetic and taxonomic measures perform consistently better than OTU-based measures in both predicting dysbiosis and differentiating between development stages. This is despite the fact that OTU-based measures of alpha diversity are the dominant way of assessing diversity in human microbiome studies. Our new “balance-weighted phylogenetic diversity” (BWPD) measures perform quite well, especially with an intermediate exponent, similar to the result of Chen et al.
Overall, we suggest using abundance-weighted phylogenetic diversity measures to calculate alpha diversity.
Why not give ours a spin?
BWPD and other phylogenetic measures are implemented in
fpd subcommand, and the paper is up on arXiv.