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A Canonical Model of Multistability and Scale-Invariance in Biological Systems
Multistability and scale-invariant fluctuations occur in a wide variety of biological organisms from bacteria to humans as well as financial, chemical and complex physical systems. Multistability refers to noise driven switches between multiple weakly stable states. Scale-invariant fluctuations aris...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3415415/ https://www.ncbi.nlm.nih.gov/pubmed/22912567 http://dx.doi.org/10.1371/journal.pcbi.1002634 |
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author | Freyer, Frank Roberts, James A. Ritter, Petra Breakspear, Michael |
author_facet | Freyer, Frank Roberts, James A. Ritter, Petra Breakspear, Michael |
author_sort | Freyer, Frank |
collection | PubMed |
description | Multistability and scale-invariant fluctuations occur in a wide variety of biological organisms from bacteria to humans as well as financial, chemical and complex physical systems. Multistability refers to noise driven switches between multiple weakly stable states. Scale-invariant fluctuations arise when there is an approximately constant ratio between the mean and standard deviation of a system's fluctuations. Both are an important property of human perception, movement, decision making and computation and they occur together in the human alpha rhythm, imparting it with complex dynamical behavior. Here, we elucidate their fundamental dynamical mechanisms in a canonical model of nonlinear bifurcations under stochastic fluctuations. We find that the co-occurrence of multistability and scale-invariant fluctuations mandates two important dynamical properties: Multistability arises in the presence of a subcritical Hopf bifurcation, which generates co-existing attractors, whilst the introduction of multiplicative (state-dependent) noise ensures that as the system jumps between these attractors, fluctuations remain in constant proportion to their mean and their temporal statistics become long-tailed. The simple algebraic construction of this model affords a systematic analysis of the contribution of stochastic and nonlinear processes to cortical rhythms, complementing a recently proposed biophysical model. Similar dynamics also occur in a kinetic model of gene regulation, suggesting universality across a broad class of biological phenomena. |
format | Online Article Text |
id | pubmed-3415415 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-34154152012-08-21 A Canonical Model of Multistability and Scale-Invariance in Biological Systems Freyer, Frank Roberts, James A. Ritter, Petra Breakspear, Michael PLoS Comput Biol Research Article Multistability and scale-invariant fluctuations occur in a wide variety of biological organisms from bacteria to humans as well as financial, chemical and complex physical systems. Multistability refers to noise driven switches between multiple weakly stable states. Scale-invariant fluctuations arise when there is an approximately constant ratio between the mean and standard deviation of a system's fluctuations. Both are an important property of human perception, movement, decision making and computation and they occur together in the human alpha rhythm, imparting it with complex dynamical behavior. Here, we elucidate their fundamental dynamical mechanisms in a canonical model of nonlinear bifurcations under stochastic fluctuations. We find that the co-occurrence of multistability and scale-invariant fluctuations mandates two important dynamical properties: Multistability arises in the presence of a subcritical Hopf bifurcation, which generates co-existing attractors, whilst the introduction of multiplicative (state-dependent) noise ensures that as the system jumps between these attractors, fluctuations remain in constant proportion to their mean and their temporal statistics become long-tailed. The simple algebraic construction of this model affords a systematic analysis of the contribution of stochastic and nonlinear processes to cortical rhythms, complementing a recently proposed biophysical model. Similar dynamics also occur in a kinetic model of gene regulation, suggesting universality across a broad class of biological phenomena. Public Library of Science 2012-08-09 /pmc/articles/PMC3415415/ /pubmed/22912567 http://dx.doi.org/10.1371/journal.pcbi.1002634 Text en © 2012 Freyer 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 Freyer, Frank Roberts, James A. Ritter, Petra Breakspear, Michael A Canonical Model of Multistability and Scale-Invariance in Biological Systems |
title | A Canonical Model of Multistability and Scale-Invariance in Biological Systems |
title_full | A Canonical Model of Multistability and Scale-Invariance in Biological Systems |
title_fullStr | A Canonical Model of Multistability and Scale-Invariance in Biological Systems |
title_full_unstemmed | A Canonical Model of Multistability and Scale-Invariance in Biological Systems |
title_short | A Canonical Model of Multistability and Scale-Invariance in Biological Systems |
title_sort | canonical model of multistability and scale-invariance in biological systems |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3415415/ https://www.ncbi.nlm.nih.gov/pubmed/22912567 http://dx.doi.org/10.1371/journal.pcbi.1002634 |
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