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Intragenomic Matching Reveals a Huge Potential for miRNA-Mediated Regulation in Plants

microRNAs (miRNAs) are important post-transcriptional regulators, but the extent of this regulation is uncertain, both with regard to the number of miRNA genes and their targets. Using an algorithm based on intragenomic matching of potential miRNAs and their targets coupled with support vector machi...

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Detalles Bibliográficos
Autores principales: Lindow, Morten, Jacobsen, Anders, Nygaard, Sanne, Mang, Yuan, Krogh, Anders
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2007
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2098865/
https://www.ncbi.nlm.nih.gov/pubmed/18052543
http://dx.doi.org/10.1371/journal.pcbi.0030238
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author Lindow, Morten
Jacobsen, Anders
Nygaard, Sanne
Mang, Yuan
Krogh, Anders
author_facet Lindow, Morten
Jacobsen, Anders
Nygaard, Sanne
Mang, Yuan
Krogh, Anders
author_sort Lindow, Morten
collection PubMed
description microRNAs (miRNAs) are important post-transcriptional regulators, but the extent of this regulation is uncertain, both with regard to the number of miRNA genes and their targets. Using an algorithm based on intragenomic matching of potential miRNAs and their targets coupled with support vector machine classification of miRNA precursors, we explore the potential for regulation by miRNAs in three plant genomes: Arabidopsis thaliana, Populus trichocarpa, and Oryza sativa. We find that the intragenomic matching in conjunction with a supervised learning approach contains enough information to allow reliable computational prediction of miRNA candidates without requiring conservation across species. Using this method, we identify ∼1,200, ∼2,500, and ∼2,100 miRNA candidate genes capable of extensive base-pairing to potential target mRNAs in A. thaliana, P. trichocarpa, and O. sativa, respectively. This is more than five times the number of currently annotated miRNAs in the plants. Many of these candidates are derived from repeat regions, yet they seem to contain the features necessary for correct processing by the miRNA machinery. Conservation analysis indicates that only a few of the candidates are conserved between the species. We conclude that there is a large potential for miRNA-mediated regulatory interactions encoded in the genomes of the investigated plants. We hypothesize that some of these interactions may be realized under special environmental conditions, while others can readily be recruited when organisms diverge and adapt to new niches.
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spelling pubmed-20988652007-11-29 Intragenomic Matching Reveals a Huge Potential for miRNA-Mediated Regulation in Plants Lindow, Morten Jacobsen, Anders Nygaard, Sanne Mang, Yuan Krogh, Anders PLoS Comput Biol Research Article microRNAs (miRNAs) are important post-transcriptional regulators, but the extent of this regulation is uncertain, both with regard to the number of miRNA genes and their targets. Using an algorithm based on intragenomic matching of potential miRNAs and their targets coupled with support vector machine classification of miRNA precursors, we explore the potential for regulation by miRNAs in three plant genomes: Arabidopsis thaliana, Populus trichocarpa, and Oryza sativa. We find that the intragenomic matching in conjunction with a supervised learning approach contains enough information to allow reliable computational prediction of miRNA candidates without requiring conservation across species. Using this method, we identify ∼1,200, ∼2,500, and ∼2,100 miRNA candidate genes capable of extensive base-pairing to potential target mRNAs in A. thaliana, P. trichocarpa, and O. sativa, respectively. This is more than five times the number of currently annotated miRNAs in the plants. Many of these candidates are derived from repeat regions, yet they seem to contain the features necessary for correct processing by the miRNA machinery. Conservation analysis indicates that only a few of the candidates are conserved between the species. We conclude that there is a large potential for miRNA-mediated regulatory interactions encoded in the genomes of the investigated plants. We hypothesize that some of these interactions may be realized under special environmental conditions, while others can readily be recruited when organisms diverge and adapt to new niches. Public Library of Science 2007-11 2007-11-30 /pmc/articles/PMC2098865/ /pubmed/18052543 http://dx.doi.org/10.1371/journal.pcbi.0030238 Text en © 2007 Lindow 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
Lindow, Morten
Jacobsen, Anders
Nygaard, Sanne
Mang, Yuan
Krogh, Anders
Intragenomic Matching Reveals a Huge Potential for miRNA-Mediated Regulation in Plants
title Intragenomic Matching Reveals a Huge Potential for miRNA-Mediated Regulation in Plants
title_full Intragenomic Matching Reveals a Huge Potential for miRNA-Mediated Regulation in Plants
title_fullStr Intragenomic Matching Reveals a Huge Potential for miRNA-Mediated Regulation in Plants
title_full_unstemmed Intragenomic Matching Reveals a Huge Potential for miRNA-Mediated Regulation in Plants
title_short Intragenomic Matching Reveals a Huge Potential for miRNA-Mediated Regulation in Plants
title_sort intragenomic matching reveals a huge potential for mirna-mediated regulation in plants
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2098865/
https://www.ncbi.nlm.nih.gov/pubmed/18052543
http://dx.doi.org/10.1371/journal.pcbi.0030238
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