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Reconciliation and local gene tree rearrangement can be of mutual profit
BACKGROUND: Reconciliation methods compare gene trees and species trees to recover evolutionary events such as duplications, transfers and losses explaining the history and composition of genomes. It is well-known that gene trees inferred from molecular sequences can be partly erroneous due to incor...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3871789/ https://www.ncbi.nlm.nih.gov/pubmed/23566548 http://dx.doi.org/10.1186/1748-7188-8-12 |
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author | Nguyen, Thi Hau Ranwez, Vincent Pointet, Stéphanie Chifolleau, Anne-Muriel Arigon Doyon, Jean-Philippe Berry, Vincent |
author_facet | Nguyen, Thi Hau Ranwez, Vincent Pointet, Stéphanie Chifolleau, Anne-Muriel Arigon Doyon, Jean-Philippe Berry, Vincent |
author_sort | Nguyen, Thi Hau |
collection | PubMed |
description | BACKGROUND: Reconciliation methods compare gene trees and species trees to recover evolutionary events such as duplications, transfers and losses explaining the history and composition of genomes. It is well-known that gene trees inferred from molecular sequences can be partly erroneous due to incorrect sequence alignments as well as phylogenetic reconstruction artifacts such as long branch attraction. In practice, this leads reconciliation methods to overestimate the number of evolutionary events. Several methods have been proposed to circumvent this problem, by collapsing the unsupported edges and then resolving the obtained multifurcating nodes, or by directly rearranging the binary gene trees. Yet these methods have been defined for models of evolution accounting only for duplications and losses, i.e. can not be applied to handle prokaryotic gene families. RESULTS: We propose a reconciliation method accounting for gene duplications, losses and horizontal transfers, that specifically takes into account the uncertainties in gene trees by rearranging their weakly supported edges. Rearrangements are performed on edges having a low confidence value, and are accepted whenever they improve the reconciliation cost. We prove useful properties on the dynamic programming matrix used to compute reconciliations, which allows to speed-up the tree space exploration when rearrangements are generated by Nearest Neighbor Interchanges (NNI) edit operations. Experiments on synthetic data show that gene trees modified by such NNI rearrangements are closer to the correct simulated trees and lead to better event predictions on average. Experiments on real data demonstrate that the proposed method leads to a decrease in the reconciliation cost and the number of inferred events. Finally on a dataset of 30 k gene families, this reconciliation method shows a ranking of prokaryotic phyla by transfer rates identical to that proposed by a different approach dedicated to transfer detection [BMCBIOINF 11:324, 2010, PNAS 109(13):4962–4967, 2012]. CONCLUSIONS: Prokaryotic gene trees can now be reconciled with their species phylogeny while accounting for the uncertainty of the gene tree. More accurate and more precise reconciliations are obtained with respect to previous parsimony algorithms not accounting for such uncertainties [LNCS 6398:93–108, 2010, BIOINF 28(12): i283–i291, 2012]. A software implementing the method is freely available at http://www.atgc-montpellier.fr/Mowgli/. |
format | Online Article Text |
id | pubmed-3871789 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-38717892013-12-27 Reconciliation and local gene tree rearrangement can be of mutual profit Nguyen, Thi Hau Ranwez, Vincent Pointet, Stéphanie Chifolleau, Anne-Muriel Arigon Doyon, Jean-Philippe Berry, Vincent Algorithms Mol Biol Research BACKGROUND: Reconciliation methods compare gene trees and species trees to recover evolutionary events such as duplications, transfers and losses explaining the history and composition of genomes. It is well-known that gene trees inferred from molecular sequences can be partly erroneous due to incorrect sequence alignments as well as phylogenetic reconstruction artifacts such as long branch attraction. In practice, this leads reconciliation methods to overestimate the number of evolutionary events. Several methods have been proposed to circumvent this problem, by collapsing the unsupported edges and then resolving the obtained multifurcating nodes, or by directly rearranging the binary gene trees. Yet these methods have been defined for models of evolution accounting only for duplications and losses, i.e. can not be applied to handle prokaryotic gene families. RESULTS: We propose a reconciliation method accounting for gene duplications, losses and horizontal transfers, that specifically takes into account the uncertainties in gene trees by rearranging their weakly supported edges. Rearrangements are performed on edges having a low confidence value, and are accepted whenever they improve the reconciliation cost. We prove useful properties on the dynamic programming matrix used to compute reconciliations, which allows to speed-up the tree space exploration when rearrangements are generated by Nearest Neighbor Interchanges (NNI) edit operations. Experiments on synthetic data show that gene trees modified by such NNI rearrangements are closer to the correct simulated trees and lead to better event predictions on average. Experiments on real data demonstrate that the proposed method leads to a decrease in the reconciliation cost and the number of inferred events. Finally on a dataset of 30 k gene families, this reconciliation method shows a ranking of prokaryotic phyla by transfer rates identical to that proposed by a different approach dedicated to transfer detection [BMCBIOINF 11:324, 2010, PNAS 109(13):4962–4967, 2012]. CONCLUSIONS: Prokaryotic gene trees can now be reconciled with their species phylogeny while accounting for the uncertainty of the gene tree. More accurate and more precise reconciliations are obtained with respect to previous parsimony algorithms not accounting for such uncertainties [LNCS 6398:93–108, 2010, BIOINF 28(12): i283–i291, 2012]. A software implementing the method is freely available at http://www.atgc-montpellier.fr/Mowgli/. BioMed Central 2013-04-08 /pmc/articles/PMC3871789/ /pubmed/23566548 http://dx.doi.org/10.1186/1748-7188-8-12 Text en Copyright © 2013 Nguyen et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Nguyen, Thi Hau Ranwez, Vincent Pointet, Stéphanie Chifolleau, Anne-Muriel Arigon Doyon, Jean-Philippe Berry, Vincent Reconciliation and local gene tree rearrangement can be of mutual profit |
title | Reconciliation and local gene tree rearrangement can be of mutual profit |
title_full | Reconciliation and local gene tree rearrangement can be of mutual profit |
title_fullStr | Reconciliation and local gene tree rearrangement can be of mutual profit |
title_full_unstemmed | Reconciliation and local gene tree rearrangement can be of mutual profit |
title_short | Reconciliation and local gene tree rearrangement can be of mutual profit |
title_sort | reconciliation and local gene tree rearrangement can be of mutual profit |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3871789/ https://www.ncbi.nlm.nih.gov/pubmed/23566548 http://dx.doi.org/10.1186/1748-7188-8-12 |
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