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Functional conservation of sequence determinants at rapidly evolving regulatory regions across mammals

Recent advances in epigenomics have made it possible to map genome-wide regulatory regions using empirical methods. Subsequent comparative epigenomic studies have revealed that regulatory regions diverge rapidly between genome of different species, and that the divergence is more pronounced in enhan...

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Autores principales: Huh, Iksoo, Mendizabal, Isabel, Park, Taesung, Yi, Soojin V.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6192654/
https://www.ncbi.nlm.nih.gov/pubmed/30289877
http://dx.doi.org/10.1371/journal.pcbi.1006451
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author Huh, Iksoo
Mendizabal, Isabel
Park, Taesung
Yi, Soojin V.
author_facet Huh, Iksoo
Mendizabal, Isabel
Park, Taesung
Yi, Soojin V.
author_sort Huh, Iksoo
collection PubMed
description Recent advances in epigenomics have made it possible to map genome-wide regulatory regions using empirical methods. Subsequent comparative epigenomic studies have revealed that regulatory regions diverge rapidly between genome of different species, and that the divergence is more pronounced in enhancers than in promoters. To understand genomic changes underlying these patterns, we investigated if we can identify specific sequence fragments that are over-enriched in regulatory regions, thus potentially contributing to regulatory functions of such regions. Here we report numerous sequence fragments that are statistically over-enriched in enhancers and promoters of different mammals (which we refer to as ‘sequence determinants’). Interestingly, the degree of statistical enrichment, which presumably is associated with the degree of regulatory impacts of the specific sequence determinant, was significantly higher for promoter sequence determinants than enhancer sequence determinants. We further used a machine learning method to construct prediction models using sequence determinants. Remarkably, prediction models constructed from one species could be used to predict regulatory regions of other species with high accuracy. This observation indicates that even though the precise locations of regulatory regions diverge rapidly during evolution, the functional potential of sequence determinants underlying regulatory sequences may be conserved between species.
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spelling pubmed-61926542018-11-05 Functional conservation of sequence determinants at rapidly evolving regulatory regions across mammals Huh, Iksoo Mendizabal, Isabel Park, Taesung Yi, Soojin V. PLoS Comput Biol Research Article Recent advances in epigenomics have made it possible to map genome-wide regulatory regions using empirical methods. Subsequent comparative epigenomic studies have revealed that regulatory regions diverge rapidly between genome of different species, and that the divergence is more pronounced in enhancers than in promoters. To understand genomic changes underlying these patterns, we investigated if we can identify specific sequence fragments that are over-enriched in regulatory regions, thus potentially contributing to regulatory functions of such regions. Here we report numerous sequence fragments that are statistically over-enriched in enhancers and promoters of different mammals (which we refer to as ‘sequence determinants’). Interestingly, the degree of statistical enrichment, which presumably is associated with the degree of regulatory impacts of the specific sequence determinant, was significantly higher for promoter sequence determinants than enhancer sequence determinants. We further used a machine learning method to construct prediction models using sequence determinants. Remarkably, prediction models constructed from one species could be used to predict regulatory regions of other species with high accuracy. This observation indicates that even though the precise locations of regulatory regions diverge rapidly during evolution, the functional potential of sequence determinants underlying regulatory sequences may be conserved between species. Public Library of Science 2018-10-05 /pmc/articles/PMC6192654/ /pubmed/30289877 http://dx.doi.org/10.1371/journal.pcbi.1006451 Text en © 2018 Huh 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Huh, Iksoo
Mendizabal, Isabel
Park, Taesung
Yi, Soojin V.
Functional conservation of sequence determinants at rapidly evolving regulatory regions across mammals
title Functional conservation of sequence determinants at rapidly evolving regulatory regions across mammals
title_full Functional conservation of sequence determinants at rapidly evolving regulatory regions across mammals
title_fullStr Functional conservation of sequence determinants at rapidly evolving regulatory regions across mammals
title_full_unstemmed Functional conservation of sequence determinants at rapidly evolving regulatory regions across mammals
title_short Functional conservation of sequence determinants at rapidly evolving regulatory regions across mammals
title_sort functional conservation of sequence determinants at rapidly evolving regulatory regions across mammals
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6192654/
https://www.ncbi.nlm.nih.gov/pubmed/30289877
http://dx.doi.org/10.1371/journal.pcbi.1006451
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