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Stability and Robustness of Unbalanced Genetic Toggle Switches in the Presence of Scarce Resources
While the vision of synthetic biology is to create complex genetic systems in a rational fashion, system-level behaviors are often perplexing due to the context-dependent dynamics of modules. One major source of context-dependence emerges due to the limited availability of shared resources, coupling...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8064337/ https://www.ncbi.nlm.nih.gov/pubmed/33805212 http://dx.doi.org/10.3390/life11040271 |
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author | Yong, Chentao Gyorgy, Andras |
author_facet | Yong, Chentao Gyorgy, Andras |
author_sort | Yong, Chentao |
collection | PubMed |
description | While the vision of synthetic biology is to create complex genetic systems in a rational fashion, system-level behaviors are often perplexing due to the context-dependent dynamics of modules. One major source of context-dependence emerges due to the limited availability of shared resources, coupling the behavior of disconnected components. Motivated by the ubiquitous role of toggle switches in genetic circuits ranging from controlling cell fate differentiation to optimizing cellular performance, here we reveal how their fundamental dynamic properties are affected by competition for scarce resources. Combining a mechanistic model with nullcline-based stability analysis and potential landscape-based robustness analysis, we uncover not only the detrimental impacts of resource competition, but also how the unbalancedness of the switch further exacerbates them. While in general both of these factors undermine the performance of the switch (by pushing the dynamics toward monostability and increased sensitivity to noise), we also demonstrate that some of the unwanted effects can be alleviated by strategically optimized resource competition. Our results provide explicit guidelines for the context-aware rational design of toggle switches to mitigate our reliance on lengthy and expensive trial-and-error processes, and can be seamlessly integrated into the computer-aided synthesis of complex genetic systems. |
format | Online Article Text |
id | pubmed-8064337 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-80643372021-04-24 Stability and Robustness of Unbalanced Genetic Toggle Switches in the Presence of Scarce Resources Yong, Chentao Gyorgy, Andras Life (Basel) Article While the vision of synthetic biology is to create complex genetic systems in a rational fashion, system-level behaviors are often perplexing due to the context-dependent dynamics of modules. One major source of context-dependence emerges due to the limited availability of shared resources, coupling the behavior of disconnected components. Motivated by the ubiquitous role of toggle switches in genetic circuits ranging from controlling cell fate differentiation to optimizing cellular performance, here we reveal how their fundamental dynamic properties are affected by competition for scarce resources. Combining a mechanistic model with nullcline-based stability analysis and potential landscape-based robustness analysis, we uncover not only the detrimental impacts of resource competition, but also how the unbalancedness of the switch further exacerbates them. While in general both of these factors undermine the performance of the switch (by pushing the dynamics toward monostability and increased sensitivity to noise), we also demonstrate that some of the unwanted effects can be alleviated by strategically optimized resource competition. Our results provide explicit guidelines for the context-aware rational design of toggle switches to mitigate our reliance on lengthy and expensive trial-and-error processes, and can be seamlessly integrated into the computer-aided synthesis of complex genetic systems. MDPI 2021-03-24 /pmc/articles/PMC8064337/ /pubmed/33805212 http://dx.doi.org/10.3390/life11040271 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ). |
spellingShingle | Article Yong, Chentao Gyorgy, Andras Stability and Robustness of Unbalanced Genetic Toggle Switches in the Presence of Scarce Resources |
title | Stability and Robustness of Unbalanced Genetic Toggle Switches in the Presence of Scarce Resources |
title_full | Stability and Robustness of Unbalanced Genetic Toggle Switches in the Presence of Scarce Resources |
title_fullStr | Stability and Robustness of Unbalanced Genetic Toggle Switches in the Presence of Scarce Resources |
title_full_unstemmed | Stability and Robustness of Unbalanced Genetic Toggle Switches in the Presence of Scarce Resources |
title_short | Stability and Robustness of Unbalanced Genetic Toggle Switches in the Presence of Scarce Resources |
title_sort | stability and robustness of unbalanced genetic toggle switches in the presence of scarce resources |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8064337/ https://www.ncbi.nlm.nih.gov/pubmed/33805212 http://dx.doi.org/10.3390/life11040271 |
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