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Progressive promoter element combinations classify conserved orthogonal plant circadian gene expression modules

We aimed to test the proposal that progressive combinations of multiple promoter elements acting in concert may be responsible for the full range of phases observed in plant circadian output genes. In order to allow reliable selection of informative phase groupings of genes for our purpose, intrinsi...

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Detalles Bibliográficos
Autores principales: Smieszek, Sandra P., Yang, Haixuan, Paccanaro, Alberto, Devlin, Paul F.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4233729/
https://www.ncbi.nlm.nih.gov/pubmed/25142519
http://dx.doi.org/10.1098/rsif.2014.0535
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author Smieszek, Sandra P.
Yang, Haixuan
Paccanaro, Alberto
Devlin, Paul F.
author_facet Smieszek, Sandra P.
Yang, Haixuan
Paccanaro, Alberto
Devlin, Paul F.
author_sort Smieszek, Sandra P.
collection PubMed
description We aimed to test the proposal that progressive combinations of multiple promoter elements acting in concert may be responsible for the full range of phases observed in plant circadian output genes. In order to allow reliable selection of informative phase groupings of genes for our purpose, intrinsic cyclic patterns of expression were identified using a novel, non-biased method for the identification of circadian genes. Our non-biased approach identified two dominant, inherent orthogonal circadian trends underlying publicly available microarray data from plants maintained under constant conditions. Furthermore, these trends were highly conserved across several plant species. Four phase-specific modules of circadian genes were generated by projection onto these trends and, in order to identify potential combinatorial promoter elements that might classify genes into these groups, we used a Random Forest pipeline which merged data from multiple decision trees to look for the presence of element combinations. We identified a number of regulatory motifs which aggregated into coherent clusters capable of predicting the inclusion of genes within each phase module with very high fidelity and these motif combinations changed in a consistent, progressive manner from one phase module group to the next, providing strong support for our hypothesis.
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spelling pubmed-42337292014-11-24 Progressive promoter element combinations classify conserved orthogonal plant circadian gene expression modules Smieszek, Sandra P. Yang, Haixuan Paccanaro, Alberto Devlin, Paul F. J R Soc Interface Research Articles We aimed to test the proposal that progressive combinations of multiple promoter elements acting in concert may be responsible for the full range of phases observed in plant circadian output genes. In order to allow reliable selection of informative phase groupings of genes for our purpose, intrinsic cyclic patterns of expression were identified using a novel, non-biased method for the identification of circadian genes. Our non-biased approach identified two dominant, inherent orthogonal circadian trends underlying publicly available microarray data from plants maintained under constant conditions. Furthermore, these trends were highly conserved across several plant species. Four phase-specific modules of circadian genes were generated by projection onto these trends and, in order to identify potential combinatorial promoter elements that might classify genes into these groups, we used a Random Forest pipeline which merged data from multiple decision trees to look for the presence of element combinations. We identified a number of regulatory motifs which aggregated into coherent clusters capable of predicting the inclusion of genes within each phase module with very high fidelity and these motif combinations changed in a consistent, progressive manner from one phase module group to the next, providing strong support for our hypothesis. The Royal Society 2014-10-06 /pmc/articles/PMC4233729/ /pubmed/25142519 http://dx.doi.org/10.1098/rsif.2014.0535 Text en http://creativecommons.org/licenses/by/4.0/ © 2014 The Authors. Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited.
spellingShingle Research Articles
Smieszek, Sandra P.
Yang, Haixuan
Paccanaro, Alberto
Devlin, Paul F.
Progressive promoter element combinations classify conserved orthogonal plant circadian gene expression modules
title Progressive promoter element combinations classify conserved orthogonal plant circadian gene expression modules
title_full Progressive promoter element combinations classify conserved orthogonal plant circadian gene expression modules
title_fullStr Progressive promoter element combinations classify conserved orthogonal plant circadian gene expression modules
title_full_unstemmed Progressive promoter element combinations classify conserved orthogonal plant circadian gene expression modules
title_short Progressive promoter element combinations classify conserved orthogonal plant circadian gene expression modules
title_sort progressive promoter element combinations classify conserved orthogonal plant circadian gene expression modules
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4233729/
https://www.ncbi.nlm.nih.gov/pubmed/25142519
http://dx.doi.org/10.1098/rsif.2014.0535
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