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Amplitude distribution of stochastic oscillations in biochemical networks due to intrinsic noise
Intrinsic noise is a common phenomenon in biochemical reaction networks and may affect the occurence and amplitude of sustained oscillations in the states of the network. To evaluate properties of such oscillations in the time domain, it is usually required to conduct long-term stochastic simulation...
Autores principales: | , , |
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Formato: | Texto |
Lenguaje: | English |
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BioMed Central
2009
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2796987/ https://www.ncbi.nlm.nih.gov/pubmed/19919689 http://dx.doi.org/10.1186/1757-5036-2-10 |
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author | Lang, Moritz Waldherr, Steffen Allgöwer, Frank |
author_facet | Lang, Moritz Waldherr, Steffen Allgöwer, Frank |
author_sort | Lang, Moritz |
collection | PubMed |
description | Intrinsic noise is a common phenomenon in biochemical reaction networks and may affect the occurence and amplitude of sustained oscillations in the states of the network. To evaluate properties of such oscillations in the time domain, it is usually required to conduct long-term stochastic simulations, using for example the Gillespie algorithm. In this paper, we present a new method to compute the amplitude distribution of the oscillations without the need for long-term stochastic simulations. By the derivation of the method, we also gain insight into the structural features underlying the stochastic oscillations. The method is applicable to a wide class of non-linear stochastic differential equations that exhibit stochastic oscillations. The application is exemplified for the MAPK cascade, a fundamental element of several biochemical signalling pathways. This example shows that the proposed method can accurately predict the amplitude distribution for the stochastic oscillations even when using further computational approximations. PACS Codes: 87.10.Mn, 87.18.Tt, 87.18.Vf MSC Codes: 92B05, 60G10, 65C30 |
format | Text |
id | pubmed-2796987 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2009 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-27969872009-12-23 Amplitude distribution of stochastic oscillations in biochemical networks due to intrinsic noise Lang, Moritz Waldherr, Steffen Allgöwer, Frank PMC Biophys Research article Intrinsic noise is a common phenomenon in biochemical reaction networks and may affect the occurence and amplitude of sustained oscillations in the states of the network. To evaluate properties of such oscillations in the time domain, it is usually required to conduct long-term stochastic simulations, using for example the Gillespie algorithm. In this paper, we present a new method to compute the amplitude distribution of the oscillations without the need for long-term stochastic simulations. By the derivation of the method, we also gain insight into the structural features underlying the stochastic oscillations. The method is applicable to a wide class of non-linear stochastic differential equations that exhibit stochastic oscillations. The application is exemplified for the MAPK cascade, a fundamental element of several biochemical signalling pathways. This example shows that the proposed method can accurately predict the amplitude distribution for the stochastic oscillations even when using further computational approximations. PACS Codes: 87.10.Mn, 87.18.Tt, 87.18.Vf MSC Codes: 92B05, 60G10, 65C30 BioMed Central 2009-11-17 /pmc/articles/PMC2796987/ /pubmed/19919689 http://dx.doi.org/10.1186/1757-5036-2-10 Text en Copyright ©2009 Lang et al http://creativecommons.org/licenses/by/2.0 This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research article Lang, Moritz Waldherr, Steffen Allgöwer, Frank Amplitude distribution of stochastic oscillations in biochemical networks due to intrinsic noise |
title | Amplitude distribution of stochastic oscillations in biochemical networks due to intrinsic noise |
title_full | Amplitude distribution of stochastic oscillations in biochemical networks due to intrinsic noise |
title_fullStr | Amplitude distribution of stochastic oscillations in biochemical networks due to intrinsic noise |
title_full_unstemmed | Amplitude distribution of stochastic oscillations in biochemical networks due to intrinsic noise |
title_short | Amplitude distribution of stochastic oscillations in biochemical networks due to intrinsic noise |
title_sort | amplitude distribution of stochastic oscillations in biochemical networks due to intrinsic noise |
topic | Research article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2796987/ https://www.ncbi.nlm.nih.gov/pubmed/19919689 http://dx.doi.org/10.1186/1757-5036-2-10 |
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