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Noise Propagation in Gene Regulation Networks Involving Interlinked Positive and Negative Feedback Loops
It is well known that noise is inevitable in gene regulatory networks due to the low-copy numbers of molecules and local environmental fluctuations. The prediction of noise effects is a key issue in ensuring reliable transmission of information. Interlinked positive and negative feedback loops are e...
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/PMC3527455/ https://www.ncbi.nlm.nih.gov/pubmed/23284787 http://dx.doi.org/10.1371/journal.pone.0051840 |
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author | Zhang, Hui Chen, Yueling Chen, Yong |
author_facet | Zhang, Hui Chen, Yueling Chen, Yong |
author_sort | Zhang, Hui |
collection | PubMed |
description | It is well known that noise is inevitable in gene regulatory networks due to the low-copy numbers of molecules and local environmental fluctuations. The prediction of noise effects is a key issue in ensuring reliable transmission of information. Interlinked positive and negative feedback loops are essential signal transduction motifs in biological networks. Positive feedback loops are generally believed to induce a switch-like behavior, whereas negative feedback loops are thought to suppress noise effects. Here, by using the signal sensitivity (susceptibility) and noise amplification to quantify noise propagation, we analyze an abstract model of the Myc/E2F/MiR-17-92 network that is composed of a coupling between the E2F/Myc positive feedback loop and the E2F/Myc/miR-17-92 negative feedback loop. The role of the feedback loop on noise effects is found to depend on the dynamic properties of the system. When the system is in monostability or bistability with high protein concentrations, noise is consistently suppressed. However, the negative feedback loop reduces this suppression ability (or improves the noise propagation) and enhances signal sensitivity. In the case of excitability, bistability, or monostability, noise is enhanced at low protein concentrations. The negative feedback loop reduces this noise enhancement as well as the signal sensitivity. In all cases, the positive feedback loop acts contrary to the negative feedback loop. We also found that increasing the time scale of the protein module or decreasing the noise autocorrelation time can enhance noise suppression; however, the systems sensitivity remains unchanged. Taken together, our results suggest that the negative/positive feedback mechanisms in coupled feedback loop dynamically buffer noise effects rather than only suppressing or amplifying the noise. |
format | Online Article Text |
id | pubmed-3527455 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-35274552013-01-02 Noise Propagation in Gene Regulation Networks Involving Interlinked Positive and Negative Feedback Loops Zhang, Hui Chen, Yueling Chen, Yong PLoS One Research Article It is well known that noise is inevitable in gene regulatory networks due to the low-copy numbers of molecules and local environmental fluctuations. The prediction of noise effects is a key issue in ensuring reliable transmission of information. Interlinked positive and negative feedback loops are essential signal transduction motifs in biological networks. Positive feedback loops are generally believed to induce a switch-like behavior, whereas negative feedback loops are thought to suppress noise effects. Here, by using the signal sensitivity (susceptibility) and noise amplification to quantify noise propagation, we analyze an abstract model of the Myc/E2F/MiR-17-92 network that is composed of a coupling between the E2F/Myc positive feedback loop and the E2F/Myc/miR-17-92 negative feedback loop. The role of the feedback loop on noise effects is found to depend on the dynamic properties of the system. When the system is in monostability or bistability with high protein concentrations, noise is consistently suppressed. However, the negative feedback loop reduces this suppression ability (or improves the noise propagation) and enhances signal sensitivity. In the case of excitability, bistability, or monostability, noise is enhanced at low protein concentrations. The negative feedback loop reduces this noise enhancement as well as the signal sensitivity. In all cases, the positive feedback loop acts contrary to the negative feedback loop. We also found that increasing the time scale of the protein module or decreasing the noise autocorrelation time can enhance noise suppression; however, the systems sensitivity remains unchanged. Taken together, our results suggest that the negative/positive feedback mechanisms in coupled feedback loop dynamically buffer noise effects rather than only suppressing or amplifying the noise. Public Library of Science 2012-12-20 /pmc/articles/PMC3527455/ /pubmed/23284787 http://dx.doi.org/10.1371/journal.pone.0051840 Text en © 2012 Zhang 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 Zhang, Hui Chen, Yueling Chen, Yong Noise Propagation in Gene Regulation Networks Involving Interlinked Positive and Negative Feedback Loops |
title | Noise Propagation in Gene Regulation Networks Involving Interlinked Positive and Negative Feedback Loops |
title_full | Noise Propagation in Gene Regulation Networks Involving Interlinked Positive and Negative Feedback Loops |
title_fullStr | Noise Propagation in Gene Regulation Networks Involving Interlinked Positive and Negative Feedback Loops |
title_full_unstemmed | Noise Propagation in Gene Regulation Networks Involving Interlinked Positive and Negative Feedback Loops |
title_short | Noise Propagation in Gene Regulation Networks Involving Interlinked Positive and Negative Feedback Loops |
title_sort | noise propagation in gene regulation networks involving interlinked positive and negative feedback loops |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3527455/ https://www.ncbi.nlm.nih.gov/pubmed/23284787 http://dx.doi.org/10.1371/journal.pone.0051840 |
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