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A Practical Guide to Phylogenetics for Nonexperts
Published on: February 5, 2014
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Modern Phylogenomics: Building Phylogenetic Trees Using the Multispecies Coalescent Model
Liang Liu1, Christian Anderson2, Dennis Pearl3
1Department of Statistics, University of Georgia, Athens, GA, USA.
Methods in Molecular Biology (Clifton, N.J.)
|July 7, 2019
Summary
The multispecies coalescent (MSC) model aids phylogenetic tree construction from DNA data. Newer methods like MP-EST and ASTRAL offer consistent species tree estimation, even in challenging "anomaly zones."
Area of Science:
- Phylogenetics and Evolutionary Biology
- Computational Biology
- Genomics
Background:
- The multispecies coalescent (MSC) model is a key framework for inferring species phylogenies from multilocus DNA sequence data.
- Traditional MSC approaches and early implementations faced limitations, particularly in 'anomaly zones' where gene tree frequencies conflict with the true species tree.
- Concatenation and simple vote-based methods can be inconsistent, converging on incorrect species trees with increased data.
Purpose of the Study:
- To review and evaluate different implementations of the multispecies coalescent model for phylogenetic tree construction.
- To highlight the strengths and weaknesses of various MSC methods, including older and newer approaches.
- To demonstrate the utility of statistical tests, such as likelihood ratio tests, for evaluating competing species tree hypotheses.
Main Methods:
- Discussion of early MSC methods (parsimony, democratic vote, concatenation) and their inconsistencies.
- Examination of second-generation MSC models (Bayesian, likelihood-based) and their scalability issues with large datasets.
- Focus on two-step methods (MP-EST, ASTRAL) for estimating species trees from gene trees, emphasizing their consistency in anomaly zones.
- Illustration of likelihood ratio tests using MP-EST for statistical hypothesis testing of species trees.
Main Results:
- Early MSC methods are inconsistent in certain phylogenetic scenarios, notably the anomaly zone.
- Second-generation Bayesian methods are consistent but computationally intensive for large phylogenomic datasets.
- Two-step methods like MP-EST and ASTRAL are consistent in anomaly zones and handle large datasets effectively.
- MP-EST facilitates statistical tests of species trees, offering an alternative to multilocus bootstrapping.
Conclusions:
- Multispecies coalescent (MSC) models are powerful tools for inferring species phylogenies from multilocus data.
- Modern two-step methods (MP-EST, ASTRAL) provide consistent and scalable solutions for phylogenomic analysis.
- Statistical hypothesis testing using likelihood models enhances the reliability of phylogenetic inference.
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