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Unified Modeling of Gene Duplication, Loss, and Coalescence Using a Locus Tree

Author(s)
Rasmussen, Matthew D.; Kellis, Manolis
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Abstract
Gene phylogenies provide a rich source of information about the way evolution shapes genomes, populations, and phenotypes. In addition to substitutions, evolutionary events such as gene duplication and loss (as well as horizontal transfer) play a major role in gene evolution, and many phylogenetic models have been developed in order to reconstruct and study these events. However, these models typically make the simplifying assumption that population-related effects such as incomplete lineage sorting (ILS) are negligible. While this assumption may have been reasonable in some settings, it has become increasingly problematic as increased genome sequencing has led to denser phylogenies, where effects such as ILS are more prominent. To address this challenge, we present a new probabilistic model, DLCoal, that defines gene duplication and loss in a population setting, such that coalescence and ILS can be directly addressed. Interestingly, this model implies that in addition to the usual gene tree and species tree, there exists a third tree, the locus tree, which will likely have many applications. Using this model, we develop the first general reconciliation method that accurately infers gene duplications and losses in the presence of ILS, and we show its improved inference of orthologs, paralogs, duplications, and losses for a variety of clades, including flies, fungi, and primates. Also, our simulations show that gene duplications increase the frequency of ILS, further illustrating the importance of a joint model. Going forward, we believe that this unified model can offer insights to questions in both phylogenetics and population genetics.
Date issued
2012-01
URI
http://hdl.handle.net/1721.1/72152
Department
Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory; Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Journal
Genome Research
Publisher
Cold Spring Harbor Laboratory Press
Citation
Rasmussen, M. D., and M. Kellis. “Unified Modeling of Gene Duplication, Loss, and Coalescence Using a Locus Tree.” Genome Research 22.4 (2012): 755–765. Copyright © 2012 by Cold Spring Harbor Laboratory Press
Version: Final published version
ISSN
1088-9051
1088-9051

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