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The Transition between Stochastic and Deterministic Behavior in an Excitable Gene Circuit

We explore the connection between a stochastic simulation model and an ordinary differential equations (ODEs) model of the dynamics of an excitable gene circuit that exhibits noise-induced oscillations. Near a bifurcation point in the ODE model, the stochastic simulation model yields behavior dramat...

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Autores principales: Hilborn, Robert C., Brookshire, Benjamin, Mattingly, Jenna, Purushotham, Anusha, Sharma, Anuraag
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3324528/
https://www.ncbi.nlm.nih.gov/pubmed/22509317
http://dx.doi.org/10.1371/journal.pone.0034536
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author Hilborn, Robert C.
Brookshire, Benjamin
Mattingly, Jenna
Purushotham, Anusha
Sharma, Anuraag
author_facet Hilborn, Robert C.
Brookshire, Benjamin
Mattingly, Jenna
Purushotham, Anusha
Sharma, Anuraag
author_sort Hilborn, Robert C.
collection PubMed
description We explore the connection between a stochastic simulation model and an ordinary differential equations (ODEs) model of the dynamics of an excitable gene circuit that exhibits noise-induced oscillations. Near a bifurcation point in the ODE model, the stochastic simulation model yields behavior dramatically different from that predicted by the ODE model. We analyze how that behavior depends on the gene copy number and find very slow convergence to the large number limit near the bifurcation point. The implications for understanding the dynamics of gene circuits and other birth-death dynamical systems with small numbers of constituents are discussed.
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spelling pubmed-33245282012-04-16 The Transition between Stochastic and Deterministic Behavior in an Excitable Gene Circuit Hilborn, Robert C. Brookshire, Benjamin Mattingly, Jenna Purushotham, Anusha Sharma, Anuraag PLoS One Research Article We explore the connection between a stochastic simulation model and an ordinary differential equations (ODEs) model of the dynamics of an excitable gene circuit that exhibits noise-induced oscillations. Near a bifurcation point in the ODE model, the stochastic simulation model yields behavior dramatically different from that predicted by the ODE model. We analyze how that behavior depends on the gene copy number and find very slow convergence to the large number limit near the bifurcation point. The implications for understanding the dynamics of gene circuits and other birth-death dynamical systems with small numbers of constituents are discussed. Public Library of Science 2012-04-11 /pmc/articles/PMC3324528/ /pubmed/22509317 http://dx.doi.org/10.1371/journal.pone.0034536 Text en Hilborn 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
Hilborn, Robert C.
Brookshire, Benjamin
Mattingly, Jenna
Purushotham, Anusha
Sharma, Anuraag
The Transition between Stochastic and Deterministic Behavior in an Excitable Gene Circuit
title The Transition between Stochastic and Deterministic Behavior in an Excitable Gene Circuit
title_full The Transition between Stochastic and Deterministic Behavior in an Excitable Gene Circuit
title_fullStr The Transition between Stochastic and Deterministic Behavior in an Excitable Gene Circuit
title_full_unstemmed The Transition between Stochastic and Deterministic Behavior in an Excitable Gene Circuit
title_short The Transition between Stochastic and Deterministic Behavior in an Excitable Gene Circuit
title_sort transition between stochastic and deterministic behavior in an excitable gene circuit
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3324528/
https://www.ncbi.nlm.nih.gov/pubmed/22509317
http://dx.doi.org/10.1371/journal.pone.0034536
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