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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...

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Autores principales: Caravagna, Giulio, Mauri, Giancarlo, d'Onofrio, Alberto
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
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.
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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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