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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....
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society
2019
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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. |
format | Online Article Text |
id | pubmed-6769318 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT posnerrussell connectingthemolecularfunctionofmicrornastocelldifferentiationdynamics AT laubenbacherreinhard connectingthemolecularfunctionofmicrornastocelldifferentiationdynamics |