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Connecting the molecular function of microRNAs to cell differentiation dynamics

MicroRNAs form a class of short, non-coding RNA molecules which are essential for proper development in tissue-based plants and animals. To help explain their role in gene regulation, a number of mathematical and computational studies have demonstrated the potential canalizing effects of microRNAs....

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Autores principales: Posner, Russell, Laubenbacher, Reinhard
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6769318/
https://www.ncbi.nlm.nih.gov/pubmed/31551049
http://dx.doi.org/10.1098/rsif.2019.0437
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author Posner, Russell
Laubenbacher, Reinhard
author_facet Posner, Russell
Laubenbacher, Reinhard
author_sort Posner, Russell
collection PubMed
description MicroRNAs form a class of short, non-coding RNA molecules which are essential for proper development in tissue-based plants and animals. To help explain their role in gene regulation, a number of mathematical and computational studies have demonstrated the potential canalizing effects of microRNAs. However, such studies have typically focused on the effects of microRNAs on only one or a few target genes. Consequently, it remains unclear how these small-scale effects add up to the experimentally observed developmental outcomes resulting from microRNA perturbation at the whole-genome level. To answer this question, we built a general computational model of cell differentiation to study the effect of microRNAs in genome-scale gene regulatory networks. Our experiments show that in large gene regulatory networks, microRNAs can control differentiation time without significantly changing steady-state gene expression profiles. This temporal regulatory role cannot be naturally replicated using protein-based transcription factors alone. While several microRNAs have been shown to regulate differentiation time in vivo, our findings provide a new explanation of how the cumulative molecular actions of individual microRNAs influence genome-scale cellular dynamics. Taken together, these results may help explain why tissue-based organisms exclusively depend on miRNA-mediated regulation, while their more primitive counterparts do not.
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spelling pubmed-67693182019-10-03 Connecting the molecular function of microRNAs to cell differentiation dynamics Posner, Russell Laubenbacher, Reinhard J R Soc Interface Life Sciences–Mathematics interface MicroRNAs form a class of short, non-coding RNA molecules which are essential for proper development in tissue-based plants and animals. To help explain their role in gene regulation, a number of mathematical and computational studies have demonstrated the potential canalizing effects of microRNAs. However, such studies have typically focused on the effects of microRNAs on only one or a few target genes. Consequently, it remains unclear how these small-scale effects add up to the experimentally observed developmental outcomes resulting from microRNA perturbation at the whole-genome level. To answer this question, we built a general computational model of cell differentiation to study the effect of microRNAs in genome-scale gene regulatory networks. Our experiments show that in large gene regulatory networks, microRNAs can control differentiation time without significantly changing steady-state gene expression profiles. This temporal regulatory role cannot be naturally replicated using protein-based transcription factors alone. While several microRNAs have been shown to regulate differentiation time in vivo, our findings provide a new explanation of how the cumulative molecular actions of individual microRNAs influence genome-scale cellular dynamics. Taken together, these results may help explain why tissue-based organisms exclusively depend on miRNA-mediated regulation, while their more primitive counterparts do not. The Royal Society 2019-09 2019-09-25 /pmc/articles/PMC6769318/ /pubmed/31551049 http://dx.doi.org/10.1098/rsif.2019.0437 Text en © 2019 The Authors. http://creativecommons.org/licenses/by/4.0/ 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 Life Sciences–Mathematics interface
Posner, Russell
Laubenbacher, Reinhard
Connecting the molecular function of microRNAs to cell differentiation dynamics
title Connecting the molecular function of microRNAs to cell differentiation dynamics
title_full Connecting the molecular function of microRNAs to cell differentiation dynamics
title_fullStr Connecting the molecular function of microRNAs to cell differentiation dynamics
title_full_unstemmed Connecting the molecular function of microRNAs to cell differentiation dynamics
title_short Connecting the molecular function of microRNAs to cell differentiation dynamics
title_sort connecting the molecular function of micrornas to cell differentiation dynamics
topic Life Sciences–Mathematics interface
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6769318/
https://www.ncbi.nlm.nih.gov/pubmed/31551049
http://dx.doi.org/10.1098/rsif.2019.0437
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