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Expressing an alpha diversity metric as an effective number of species

See also
 
Alpha diversity metrics
  alpha_div command
  Jost index

Suppose a given alpha diversity metric has value X for a given set of abundances. The effective number of species is then the number of species in a community with equal abundances that would give X for this metric.

This definition can be applied to any metric, regardless of whether it is expressed as a number of species or a more obscure value such as entropy.

Using an effective number of species is compelling because it has a natural interpretation and makes all metrics comparable to each other, while metrics using different units such as entropy have no obvious connection to a number of species.

For example, I found 3,268  OTUs in a soil community which had a Shannon entropy of 3.68 bits. With 39 even abundances, the Shannon entropy is 3.66 and with 40 even abundances, the entropy is 3.39, so we can see that the effective number of species should be more than 39 and less than 40. Using the math given in Chao et al. (2010), I found that the effective number of species for a Shannon entropy of 3.66 is 39.7. This indicates that while the community had many OTUs, there were relatively few high-abundance clusters that accounted for most of the reads.

See also Jost's web page discussing the concept of effective number of species.

Reference
Chao, Chui and Jost (2010)