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The Limits of the Constant-rate Birth-Death Prior for Phylogenetic Tree Topology Inference
Mark P Khurana1, Neil Scheidwasser-Clow1, Matthew J Penn2
1Section of Epidemiology, Department of Public Health, University of Copenhagen, 1352 Copenhagen, Denmark.
The constant-rate birth-death (crBD) model often produces phylogenetic trees that differ from empirical data, especially in tree imbalance. While crBD priors are generally robust, they can introduce bias in datasets with low information content.
Area of Science:
- Evolutionary biology
- Phylogenetics
- Computational biology
Background:
- Birth-death models are crucial for inferring evolutionary timescales.
- Previous studies indicate discrepancies between constant-rate birth-death (crBD) model expectations and empirical phylogenetic trees, particularly in tree imbalance.
- A comprehensive understanding of these differences and the model's practical limitations is needed.
Purpose of the Study:
- To quantify the topological differences between crBD model expectations and empirically inferred phylogenies.
- To assess the practical limits and robustness of the crBD model in phylogenetic inference.
- To investigate the impact of crBD priors on tree topology inference under varying evolutionary rates and tree imbalance.
Main Methods:
- Comparison of crBD model expectations against a dataset of 1189 empirical trees using various topology indices.
- Meta-analysis of studies employing Bayesian methods with crBD priors versus non-crBD priors and non-Bayesian methods.
- Simulation of sequence data on highly imbalanced empirical tree topologies under different evolutionary rates, followed by tree re-inference using maximum likelihood and Bayesian crBD models.
Main Results:
- crBD model trees frequently exhibit topological differences compared to empirical trees.
- No significant differences in tree topology inferences were found between Bayesian crBD priors and other methods in a meta-analysis.
- Under low substitution rates, the crBD prior tends to produce overly balanced trees, a tendency that diminishes at higher substitution rates.
Conclusions:
- The crBD prior demonstrates general robustness across diverse phylogenetic inference scenarios.
- Empirically observed phylogenetic imbalance is unlikely under the crBD model, suggesting potential systematic bias in datasets with limited information.
- The crBD model's limitations are most apparent in highly imbalanced trees and low substitution rate scenarios.
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