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The Interplay of Intrinsic and Extrinsic Bounded Noises in Biomolecular Networks
After being considered as a nuisance to be filtered out, it became recently clear that biochemical noise plays a complex role, often fully functional, for a biomolecular network. The influence of intrinsic and extrinsic noises on biomolecular networks has intensively been investigated in last ten ye...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3578938/ https://www.ncbi.nlm.nih.gov/pubmed/23437034 http://dx.doi.org/10.1371/journal.pone.0051174 |
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author | Caravagna, Giulio Mauri, Giancarlo d'Onofrio, Alberto |
author_facet | Caravagna, Giulio Mauri, Giancarlo d'Onofrio, Alberto |
author_sort | Caravagna, Giulio |
collection | PubMed |
description | After being considered as a nuisance to be filtered out, it became recently clear that biochemical noise plays a complex role, often fully functional, for a biomolecular network. The influence of intrinsic and extrinsic noises on biomolecular networks has intensively been investigated in last ten years, though contributions on the co-presence of both are sparse. Extrinsic noise is usually modeled as an unbounded white or colored gaussian stochastic process, even though realistic stochastic perturbations are clearly bounded. In this paper we consider Gillespie-like stochastic models of nonlinear networks, i.e. the intrinsic noise, where the model jump rates are affected by colored bounded extrinsic noises synthesized by a suitable biochemical state-dependent Langevin system. These systems are described by a master equation, and a simulation algorithm to analyze them is derived. This new modeling paradigm should enlarge the class of systems amenable at modeling. We investigated the influence of both amplitude and autocorrelation time of a extrinsic Sine-Wiener noise on: [Image: see text] the Michaelis-Menten approximation of noisy enzymatic reactions, which we show to be applicable also in co-presence of both intrinsic and extrinsic noise, [Image: see text] a model of enzymatic futile cycle and [Image: see text] a genetic toggle switch. In [Image: see text] and [Image: see text] we show that the presence of a bounded extrinsic noise induces qualitative modifications in the probability densities of the involved chemicals, where new modes emerge, thus suggesting the possible functional role of bounded noises. |
format | Online Article Text |
id | pubmed-3578938 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-35789382013-02-22 The Interplay of Intrinsic and Extrinsic Bounded Noises in Biomolecular Networks Caravagna, Giulio Mauri, Giancarlo d'Onofrio, Alberto PLoS One Research Article After being considered as a nuisance to be filtered out, it became recently clear that biochemical noise plays a complex role, often fully functional, for a biomolecular network. The influence of intrinsic and extrinsic noises on biomolecular networks has intensively been investigated in last ten years, though contributions on the co-presence of both are sparse. Extrinsic noise is usually modeled as an unbounded white or colored gaussian stochastic process, even though realistic stochastic perturbations are clearly bounded. In this paper we consider Gillespie-like stochastic models of nonlinear networks, i.e. the intrinsic noise, where the model jump rates are affected by colored bounded extrinsic noises synthesized by a suitable biochemical state-dependent Langevin system. These systems are described by a master equation, and a simulation algorithm to analyze them is derived. This new modeling paradigm should enlarge the class of systems amenable at modeling. We investigated the influence of both amplitude and autocorrelation time of a extrinsic Sine-Wiener noise on: [Image: see text] the Michaelis-Menten approximation of noisy enzymatic reactions, which we show to be applicable also in co-presence of both intrinsic and extrinsic noise, [Image: see text] a model of enzymatic futile cycle and [Image: see text] a genetic toggle switch. In [Image: see text] and [Image: see text] we show that the presence of a bounded extrinsic noise induces qualitative modifications in the probability densities of the involved chemicals, where new modes emerge, thus suggesting the possible functional role of bounded noises. Public Library of Science 2013-02-21 /pmc/articles/PMC3578938/ /pubmed/23437034 http://dx.doi.org/10.1371/journal.pone.0051174 Text en © 2013 Caravagna 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Caravagna, Giulio Mauri, Giancarlo d'Onofrio, Alberto The Interplay of Intrinsic and Extrinsic Bounded Noises in Biomolecular Networks |
title | The Interplay of Intrinsic and Extrinsic Bounded Noises in Biomolecular Networks |
title_full | The Interplay of Intrinsic and Extrinsic Bounded Noises in Biomolecular Networks |
title_fullStr | The Interplay of Intrinsic and Extrinsic Bounded Noises in Biomolecular Networks |
title_full_unstemmed | The Interplay of Intrinsic and Extrinsic Bounded Noises in Biomolecular Networks |
title_short | The Interplay of Intrinsic and Extrinsic Bounded Noises in Biomolecular Networks |
title_sort | interplay of intrinsic and extrinsic bounded noises in biomolecular networks |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3578938/ https://www.ncbi.nlm.nih.gov/pubmed/23437034 http://dx.doi.org/10.1371/journal.pone.0051174 |
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