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On the role of extrinsic noise in microRNA-mediated bimodal gene expression
Several studies highlighted the relevance of extrinsic noise in shaping cell decision making and differentiation in molecular networks. Bimodal distributions of gene expression levels provide experimental evidence of phenotypic differentiation, where the modes of the distribution often correspond to...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5922620/ https://www.ncbi.nlm.nih.gov/pubmed/29664903 http://dx.doi.org/10.1371/journal.pcbi.1006063 |
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author | Del Giudice, Marco Bo, Stefano Grigolon, Silvia Bosia, Carla |
author_facet | Del Giudice, Marco Bo, Stefano Grigolon, Silvia Bosia, Carla |
author_sort | Del Giudice, Marco |
collection | PubMed |
description | Several studies highlighted the relevance of extrinsic noise in shaping cell decision making and differentiation in molecular networks. Bimodal distributions of gene expression levels provide experimental evidence of phenotypic differentiation, where the modes of the distribution often correspond to different physiological states of the system. We theoretically address the presence of bimodal phenotypes in the context of microRNA (miRNA)-mediated regulation. MiRNAs are small noncoding RNA molecules that downregulate the expression of their target mRNAs. The nature of this interaction is titrative and induces a threshold effect: below a given target transcription rate almost no mRNAs are free and available for translation. We investigate the effect of extrinsic noise on the system by introducing a fluctuating miRNA-transcription rate. We find that the presence of extrinsic noise favours the presence of bimodal target distributions which can be observed for a wider range of parameters compared to the case with intrinsic noise only and for lower miRNA-target interaction strength. Our results suggest that combining threshold-inducing interactions with extrinsic noise provides a simple and robust mechanism for obtaining bimodal populations without requiring fine tuning. Furthermore, we characterise the protein distribution’s dependence on protein half-life. |
format | Online Article Text |
id | pubmed-5922620 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-59226202018-05-11 On the role of extrinsic noise in microRNA-mediated bimodal gene expression Del Giudice, Marco Bo, Stefano Grigolon, Silvia Bosia, Carla PLoS Comput Biol Research Article Several studies highlighted the relevance of extrinsic noise in shaping cell decision making and differentiation in molecular networks. Bimodal distributions of gene expression levels provide experimental evidence of phenotypic differentiation, where the modes of the distribution often correspond to different physiological states of the system. We theoretically address the presence of bimodal phenotypes in the context of microRNA (miRNA)-mediated regulation. MiRNAs are small noncoding RNA molecules that downregulate the expression of their target mRNAs. The nature of this interaction is titrative and induces a threshold effect: below a given target transcription rate almost no mRNAs are free and available for translation. We investigate the effect of extrinsic noise on the system by introducing a fluctuating miRNA-transcription rate. We find that the presence of extrinsic noise favours the presence of bimodal target distributions which can be observed for a wider range of parameters compared to the case with intrinsic noise only and for lower miRNA-target interaction strength. Our results suggest that combining threshold-inducing interactions with extrinsic noise provides a simple and robust mechanism for obtaining bimodal populations without requiring fine tuning. Furthermore, we characterise the protein distribution’s dependence on protein half-life. Public Library of Science 2018-04-17 /pmc/articles/PMC5922620/ /pubmed/29664903 http://dx.doi.org/10.1371/journal.pcbi.1006063 Text en © 2018 Del Giudice 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Del Giudice, Marco Bo, Stefano Grigolon, Silvia Bosia, Carla On the role of extrinsic noise in microRNA-mediated bimodal gene expression |
title | On the role of extrinsic noise in microRNA-mediated bimodal gene expression |
title_full | On the role of extrinsic noise in microRNA-mediated bimodal gene expression |
title_fullStr | On the role of extrinsic noise in microRNA-mediated bimodal gene expression |
title_full_unstemmed | On the role of extrinsic noise in microRNA-mediated bimodal gene expression |
title_short | On the role of extrinsic noise in microRNA-mediated bimodal gene expression |
title_sort | on the role of extrinsic noise in microrna-mediated bimodal gene expression |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5922620/ https://www.ncbi.nlm.nih.gov/pubmed/29664903 http://dx.doi.org/10.1371/journal.pcbi.1006063 |
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