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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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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. |
format | Online Article Text |
id | pubmed-4055573 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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