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Noise Management by Molecular Networks

Fluctuations in the copy number of key regulatory macromolecules (“noise”) may cause physiological heterogeneity in populations of (isogenic) cells. The kinetics of processes and their wiring in molecular networks can modulate this molecular noise. Here we present a theoretical framework to study th...

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Detalles Bibliográficos
Autores principales: Bruggeman, Frank J., Blüthgen, Nils, Westerhoff, Hans V.
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2009
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2731877/
https://www.ncbi.nlm.nih.gov/pubmed/19763166
http://dx.doi.org/10.1371/journal.pcbi.1000506
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author Bruggeman, Frank J.
Blüthgen, Nils
Westerhoff, Hans V.
author_facet Bruggeman, Frank J.
Blüthgen, Nils
Westerhoff, Hans V.
author_sort Bruggeman, Frank J.
collection PubMed
description Fluctuations in the copy number of key regulatory macromolecules (“noise”) may cause physiological heterogeneity in populations of (isogenic) cells. The kinetics of processes and their wiring in molecular networks can modulate this molecular noise. Here we present a theoretical framework to study the principles of noise management by the molecular networks in living cells. The theory makes use of the natural, hierarchical organization of those networks and makes their noise management more understandable in terms of network structure. Principles governing noise management by ultrasensitive systems, signaling cascades, gene networks and feedback circuitry are discovered using this approach. For a few frequently occurring network motifs we show how they manage noise. We derive simple and intuitive equations for noise in molecule copy numbers as a determinant of physiological heterogeneity. We show how noise levels and signal sensitivity can be set independently in molecular networks, but often changes in signal sensitivity affect noise propagation. Using theory and simulations, we show that negative feedback can both enhance and reduce noise. We identify a trade-off; noise reduction in one molecular intermediate by negative feedback is at the expense of increased noise in the levels of other molecules along the feedback loop. The reactants of the processes that are strongly (cooperatively) regulated, so as to allow for negative feedback with a high strength, will display enhanced noise.
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spelling pubmed-27318772009-09-18 Noise Management by Molecular Networks Bruggeman, Frank J. Blüthgen, Nils Westerhoff, Hans V. PLoS Comput Biol Research Article Fluctuations in the copy number of key regulatory macromolecules (“noise”) may cause physiological heterogeneity in populations of (isogenic) cells. The kinetics of processes and their wiring in molecular networks can modulate this molecular noise. Here we present a theoretical framework to study the principles of noise management by the molecular networks in living cells. The theory makes use of the natural, hierarchical organization of those networks and makes their noise management more understandable in terms of network structure. Principles governing noise management by ultrasensitive systems, signaling cascades, gene networks and feedback circuitry are discovered using this approach. For a few frequently occurring network motifs we show how they manage noise. We derive simple and intuitive equations for noise in molecule copy numbers as a determinant of physiological heterogeneity. We show how noise levels and signal sensitivity can be set independently in molecular networks, but often changes in signal sensitivity affect noise propagation. Using theory and simulations, we show that negative feedback can both enhance and reduce noise. We identify a trade-off; noise reduction in one molecular intermediate by negative feedback is at the expense of increased noise in the levels of other molecules along the feedback loop. The reactants of the processes that are strongly (cooperatively) regulated, so as to allow for negative feedback with a high strength, will display enhanced noise. Public Library of Science 2009-09-18 /pmc/articles/PMC2731877/ /pubmed/19763166 http://dx.doi.org/10.1371/journal.pcbi.1000506 Text en Bruggeman 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
Bruggeman, Frank J.
Blüthgen, Nils
Westerhoff, Hans V.
Noise Management by Molecular Networks
title Noise Management by Molecular Networks
title_full Noise Management by Molecular Networks
title_fullStr Noise Management by Molecular Networks
title_full_unstemmed Noise Management by Molecular Networks
title_short Noise Management by Molecular Networks
title_sort noise management by molecular networks
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2731877/
https://www.ncbi.nlm.nih.gov/pubmed/19763166
http://dx.doi.org/10.1371/journal.pcbi.1000506
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