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Updated: Dec 30, 2025

A Practical Guide to Phylogenetics for Nonexperts
Published on: February 5, 2014
Estimating Phylogenies from Shape and Similar Multidimensional Data: Why It Is Not Reliable
Ceferino Varón-González1, Simon Whelan1,2, Christian Peter Klingenberg1
1School of Biological Sciences, University of Manchester, Michael Smith Building, Oxford Road, Manchester M13 9PT, UK.
Estimating evolutionary relationships using multidimensional data like gene expression is challenging. High dimensionality aids reliable phylogeny estimation, but phenotypic integration and stabilizing selection severely reduce accuracy.
Area of Science:
- Evolutionary Biology
- Computational Biology
- Phylogenetics
Background:
- Controversy exists regarding the use of multidimensional data (geometric morphometrics, gene expression) for phylogenetic estimation.
- Simulations are crucial for understanding factors influencing the reliability of phylogenetic inference from complex datasets.
Purpose of the Study:
- To investigate the reliability of phylogenetic estimation using multidimensional phenotype data.
- To identify key evolutionary factors impacting phylogenetic accuracy.
Main Methods:
- Simulations of evolution in multidimensional phenotype spaces with varying dimensionality and evolutionary models.
- Comparison of phylogenetic methods including squared-change parsimony, maximum likelihood, Wagner, Euclidean parsimony, neighbor-joining, and UPGMA.
- Analysis of phylogenies with 4 to 8 taxa under Brownian motion and stabilizing selection models.
Main Results:
- Squared-change parsimony and maximum likelihood outperformed other methods.
- High dimensionality under isotropic Brownian motion supports reliable phylogeny estimation.
- Phenotypic integration and stabilizing selection significantly reduce phylogenetic estimate reliability.
- Effects of dimensionality and integration extend to phylogenies with more than four taxa.
Conclusions:
- Multidimensional data can be unreliable for phylogenetic estimation under plausible evolutionary models.
- Phenotypic integration and specific evolutionary pressures (e.g., stabilizing selection) pose significant challenges.
- Careful consideration of evolutionary models and data properties is essential for accurate phylogenetic inference.
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