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Assessing group differences in biodiversity by simultaneously testing a user-defined selection of diversity indices.
Philip Pallmann1, Frank Schaarschmidt, Ludwig A Hothorn
1Institute of Biostatistics, Leibniz Universität Hannover, Hannover, Germany. pallmann@biostat.uni-hannover.de
Molecular Ecology Resources
|September 1, 2012
Summary
Biologists can now reliably compare group diversities using a new technique that transforms common diversity indices into
Area of Science:
- Ecology
- Bioinformatics
- Statistics
Background:
- Comparing diversity across ecological or metagenomic groups is common but challenging.
- Traditional diversity indices (e.g., Shannon, Simpson) have interpretation and comparison issues.
- Transforming raw indices into 'true' diversity measures can address these limitations.
Purpose of the Study:
- To introduce a novel statistical technique for comparing diversity between multiple groups.
- To enable simultaneous testing of user-selected 'true' diversity measures.
- To provide multiplicity-adjusted P-values to control false positive rates.
Main Methods:
- A resampling-based multiple testing procedure is employed.
- The method utilizes the Westfall and Young (1993) approach for P-value adjustment.
- The technique is implemented in the R package 'simboot'.
Main Results:
- The developed technique allows for robust comparison of diversity across multiple groups.
- It effectively corrects for multiple testing when evaluating various diversity indices.
- Ensures that the rate of false positives (type I error) is controlled.
Conclusions:
- This method offers a statistically sound approach to diversity comparison in biological studies.
- It overcomes limitations of traditional diversity indices, enhancing interpretability.
- The availability of the 'simboot' R package facilitates its application.
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