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Model selection reveals control of cold signalling by evening-phased components of the plant circadian clock

Circadian clocks confer advantages by restricting biological processes to certain times of day through the control of specific phased outputs. Control of temperature signalling is an important function of the plant oscillator, but the architecture of the gene network controlling cold signalling by t...

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Detalles Bibliográficos
Autores principales: Keily, Jack, MacGregor, Dana R, Smith, Robert W, Millar, Andrew J, Halliday, Karen J, Penfield, Steven
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BlackWell Publishing Ltd 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4278413/
https://www.ncbi.nlm.nih.gov/pubmed/23909712
http://dx.doi.org/10.1111/tpj.12303
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author Keily, Jack
MacGregor, Dana R
Smith, Robert W
Millar, Andrew J
Halliday, Karen J
Penfield, Steven
author_facet Keily, Jack
MacGregor, Dana R
Smith, Robert W
Millar, Andrew J
Halliday, Karen J
Penfield, Steven
author_sort Keily, Jack
collection PubMed
description Circadian clocks confer advantages by restricting biological processes to certain times of day through the control of specific phased outputs. Control of temperature signalling is an important function of the plant oscillator, but the architecture of the gene network controlling cold signalling by the clock is not well understood. Here we use a model ensemble fitted to time-series data and a corrected Akaike Information Criterion (AICc) analysis to extend a dynamic model to include the control of the key cold-regulated transcription factors C-REPEAT BINDING FACTORs 1–3 (CBF1, CBF2, CBF3). AICc was combined with in silico analysis of genetic perturbations in the model ensemble, and selected a model that predicted mutant phenotypes and connections between evening-phased circadian clock components and CBF3 transcriptional control, but these connections were not shared by CBF1 and CBF2. In addition, our model predicted the correct gating of CBF transcription by cold only when the cold signal originated from the clock mechanism itself, suggesting that the clock has an important role in temperature signal transduction. Our data shows that model selection could be a useful method for the expansion of gene network models.
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spelling pubmed-42784132014-12-31 Model selection reveals control of cold signalling by evening-phased components of the plant circadian clock Keily, Jack MacGregor, Dana R Smith, Robert W Millar, Andrew J Halliday, Karen J Penfield, Steven Plant J Original Articles Circadian clocks confer advantages by restricting biological processes to certain times of day through the control of specific phased outputs. Control of temperature signalling is an important function of the plant oscillator, but the architecture of the gene network controlling cold signalling by the clock is not well understood. Here we use a model ensemble fitted to time-series data and a corrected Akaike Information Criterion (AICc) analysis to extend a dynamic model to include the control of the key cold-regulated transcription factors C-REPEAT BINDING FACTORs 1–3 (CBF1, CBF2, CBF3). AICc was combined with in silico analysis of genetic perturbations in the model ensemble, and selected a model that predicted mutant phenotypes and connections between evening-phased circadian clock components and CBF3 transcriptional control, but these connections were not shared by CBF1 and CBF2. In addition, our model predicted the correct gating of CBF transcription by cold only when the cold signal originated from the clock mechanism itself, suggesting that the clock has an important role in temperature signal transduction. Our data shows that model selection could be a useful method for the expansion of gene network models. BlackWell Publishing Ltd 2013-10 2013-08-05 /pmc/articles/PMC4278413/ /pubmed/23909712 http://dx.doi.org/10.1111/tpj.12303 Text en © 2013 The Authors The Plant Journal © 2013 John Wiley & Sons Ltd http://creativecommons.org/licenses/by/3.0/ This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Articles
Keily, Jack
MacGregor, Dana R
Smith, Robert W
Millar, Andrew J
Halliday, Karen J
Penfield, Steven
Model selection reveals control of cold signalling by evening-phased components of the plant circadian clock
title Model selection reveals control of cold signalling by evening-phased components of the plant circadian clock
title_full Model selection reveals control of cold signalling by evening-phased components of the plant circadian clock
title_fullStr Model selection reveals control of cold signalling by evening-phased components of the plant circadian clock
title_full_unstemmed Model selection reveals control of cold signalling by evening-phased components of the plant circadian clock
title_short Model selection reveals control of cold signalling by evening-phased components of the plant circadian clock
title_sort model selection reveals control of cold signalling by evening-phased components of the plant circadian clock
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4278413/
https://www.ncbi.nlm.nih.gov/pubmed/23909712
http://dx.doi.org/10.1111/tpj.12303
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