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Bayesian Estimation of Ancestral Character States on Phylogenies
Abstract
Biologists frequently attempt to infer the character states at ancestral nodes of a phylogeny from the distribution of traits observed in contemporary organisms. Because phylogenies are normally inferences from data, it is desirable to account for the uncertainty in estimates of the tree and its branch lengths when making inferences about ancestral states or other comparative parameters. Here we present a general Bayesian approach for testing comparative hypotheses across statistically justified samples of phylogenies, focusing on the specific issue of reconstructing ancestral states. The method uses Markov chain Monte Carlo techniques for sampling phylogenetic trees and for investigating the parameters of a statistical model of trait evolution. We describe how to combine information about the uncertainty of the phylogeny with uncertainty in the estimate of the ancestral state. Our approach does not constrain the sample of trees only to those that contain the ancestral node or nodes of interest, and we show how to reconstruct ancestral states of uncertain nodes using a most-recent-common-ancestor approach. We illustrate the methods with data on ribonuclease evolution in the Artiodactyla. Software implementing the methods (BayesMultiState) is available from the authors.
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Self-citation
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Cited by
Pagel, M., & Meade, A. (2006) · The American Naturalist · doi:10.1086/503444 · Cited by 920
Self-citationSelecting optimal partitioning schemes for phylogenomic datasets
Lanfear, R., Calcott, B., Kainer, D., Mayer, C., & Stamatakis, A. (2014) · BMC Evolutionary Biology · doi:10.1186/1471-2148-14-82 · Cited by 762
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Tempo and Mode of Genome Evolution in the Budding Yeast Subphylum
Shen, X.-X., Opulente, D. A., Kominek, J., Zhou, X., Steenwyk, J. L., Buh, K. V., Haase, M. A. B., Wisecaver, J. H., Wang, M., Doering, D. T., et al. (2018) · Cell · doi:10.1016/j.cell.2018.10.023 · Cited by 619
Horizontal Transfer, Not Duplication, Drives the Expansion of Protein Families in Prokaryotes
Treangen, T. J., & Rocha, E. P. C. (2011) · PLoS Genetics · doi:10.1371/journal.pgen.1001284 · Cited by 509
“Using the BayesTraits ancestral state information [33], we calculated the age of expansions as the distance from the leaf node (genome currently containing the paralog or xenolog) to the ancestral node where the gene expansion event occurred (with respect to the root).”
MethodInfluential
Metadata
- Authors
- Pagel, M., Meade, A., & Barker, D.
- Venue
- Systematic Biology
- Publisher
- Oxford University Press (OUP)
- Published
- 2004-10-01
- Volume
- 53
- Issue
- 5
- Pages
- 673-684
- ISSN
- 1063-5157 (ISSN-L)
- 1076-836X
- OpenAlex
- W2096484952
- Cited by
- 1,370
- References
- 6
- FWCI
- 23.16
- Type
- journal article
- Language
- en
- Open access
- closed
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