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An HMM-Based Comparative Genomic Framework for Detecting Introgression in Eukaryotes

One outcome of interspecific hybridization and subsequent effects of evolutionary forces is introgression, which is the integration of genetic material from one species into the genome of an individual in another species. The evolution of several groups of eukaryotic species has involved hybridizati...

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Autores principales: Liu, Kevin J., Dai, Jingxuan, Truong, Kathy, Song, Ying, Kohn, Michael H., Nakhleh, Luay
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4055573/
https://www.ncbi.nlm.nih.gov/pubmed/24922281
http://dx.doi.org/10.1371/journal.pcbi.1003649
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author Liu, Kevin J.
Dai, Jingxuan
Truong, Kathy
Song, Ying
Kohn, Michael H.
Nakhleh, Luay
author_facet Liu, Kevin J.
Dai, Jingxuan
Truong, Kathy
Song, Ying
Kohn, Michael H.
Nakhleh, Luay
author_sort Liu, Kevin J.
collection PubMed
description One outcome of interspecific hybridization and subsequent effects of evolutionary forces is introgression, which is the integration of genetic material from one species into the genome of an individual in another species. The evolution of several groups of eukaryotic species has involved hybridization, and cases of adaptation through introgression have been already established. In this work, we report on PhyloNet-HMM—a new comparative genomic framework for detecting introgression in genomes. PhyloNet-HMM combines phylogenetic networks with hidden Markov models (HMMs) to simultaneously capture the (potentially reticulate) evolutionary history of the genomes and dependencies within genomes. A novel aspect of our work is that it also accounts for incomplete lineage sorting and dependence across loci. Application of our model to variation data from chromosome 7 in the mouse (Mus musculus domesticus) genome detected a recently reported adaptive introgression event involving the rodent poison resistance gene Vkorc1, in addition to other newly detected introgressed genomic regions. Based on our analysis, it is estimated that about 9% of all sites within chromosome 7 are of introgressive origin (these cover about 13 Mbp of chromosome 7, and over 300 genes). Further, our model detected no introgression in a negative control data set. We also found that our model accurately detected introgression and other evolutionary processes from synthetic data sets simulated under the coalescent model with recombination, isolation, and migration. Our work provides a powerful framework for systematic analysis of introgression while simultaneously accounting for dependence across sites, point mutations, recombination, and ancestral polymorphism.
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spelling pubmed-40555732014-06-18 An HMM-Based Comparative Genomic Framework for Detecting Introgression in Eukaryotes Liu, Kevin J. Dai, Jingxuan Truong, Kathy Song, Ying Kohn, Michael H. Nakhleh, Luay PLoS Comput Biol Research Article One outcome of interspecific hybridization and subsequent effects of evolutionary forces is introgression, which is the integration of genetic material from one species into the genome of an individual in another species. The evolution of several groups of eukaryotic species has involved hybridization, and cases of adaptation through introgression have been already established. In this work, we report on PhyloNet-HMM—a new comparative genomic framework for detecting introgression in genomes. PhyloNet-HMM combines phylogenetic networks with hidden Markov models (HMMs) to simultaneously capture the (potentially reticulate) evolutionary history of the genomes and dependencies within genomes. A novel aspect of our work is that it also accounts for incomplete lineage sorting and dependence across loci. Application of our model to variation data from chromosome 7 in the mouse (Mus musculus domesticus) genome detected a recently reported adaptive introgression event involving the rodent poison resistance gene Vkorc1, in addition to other newly detected introgressed genomic regions. Based on our analysis, it is estimated that about 9% of all sites within chromosome 7 are of introgressive origin (these cover about 13 Mbp of chromosome 7, and over 300 genes). Further, our model detected no introgression in a negative control data set. We also found that our model accurately detected introgression and other evolutionary processes from synthetic data sets simulated under the coalescent model with recombination, isolation, and migration. Our work provides a powerful framework for systematic analysis of introgression while simultaneously accounting for dependence across sites, point mutations, recombination, and ancestral polymorphism. Public Library of Science 2014-06-12 /pmc/articles/PMC4055573/ /pubmed/24922281 http://dx.doi.org/10.1371/journal.pcbi.1003649 Text en © 2014 Liu et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Liu, Kevin J.
Dai, Jingxuan
Truong, Kathy
Song, Ying
Kohn, Michael H.
Nakhleh, Luay
An HMM-Based Comparative Genomic Framework for Detecting Introgression in Eukaryotes
title An HMM-Based Comparative Genomic Framework for Detecting Introgression in Eukaryotes
title_full An HMM-Based Comparative Genomic Framework for Detecting Introgression in Eukaryotes
title_fullStr An HMM-Based Comparative Genomic Framework for Detecting Introgression in Eukaryotes
title_full_unstemmed An HMM-Based Comparative Genomic Framework for Detecting Introgression in Eukaryotes
title_short An HMM-Based Comparative Genomic Framework for Detecting Introgression in Eukaryotes
title_sort hmm-based comparative genomic framework for detecting introgression in eukaryotes
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4055573/
https://www.ncbi.nlm.nih.gov/pubmed/24922281
http://dx.doi.org/10.1371/journal.pcbi.1003649
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