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Layered feedback control overcomes performance trade-off in synthetic biomolecular networks
Layered feedback is an optimization strategy in feedback control designs widely used in engineering. Control theory suggests that layering multiple feedbacks could overcome the robustness-speed performance trade-off limit. In natural biological networks, genes are often regulated in layers to adapt...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9474519/ https://www.ncbi.nlm.nih.gov/pubmed/36104365 http://dx.doi.org/10.1038/s41467-022-33058-6 |
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author | Hu, Chelsea Y. Murray, Richard M. |
author_facet | Hu, Chelsea Y. Murray, Richard M. |
author_sort | Hu, Chelsea Y. |
collection | PubMed |
description | Layered feedback is an optimization strategy in feedback control designs widely used in engineering. Control theory suggests that layering multiple feedbacks could overcome the robustness-speed performance trade-off limit. In natural biological networks, genes are often regulated in layers to adapt to environmental perturbations. It is hypothesized layering architecture could also overcome the robustness-speed performance trade-off in genetic networks. In this work, we validate this hypothesis with a synthetic biomolecular network in living E. coli cells. We start with system dynamics analysis using models of various complexities to guide the design of a layered control architecture in living cells. Experimentally, we interrogate system dynamics under three groups of perturbations. We consistently observe that the layered control improves system performance in the robustness-speed domain. This work confirms that layered control could be adopted in synthetic biomolecular networks for performance optimization. It also provides insights into understanding genetic feedback control architectures in nature. |
format | Online Article Text |
id | pubmed-9474519 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-94745192022-09-16 Layered feedback control overcomes performance trade-off in synthetic biomolecular networks Hu, Chelsea Y. Murray, Richard M. Nat Commun Article Layered feedback is an optimization strategy in feedback control designs widely used in engineering. Control theory suggests that layering multiple feedbacks could overcome the robustness-speed performance trade-off limit. In natural biological networks, genes are often regulated in layers to adapt to environmental perturbations. It is hypothesized layering architecture could also overcome the robustness-speed performance trade-off in genetic networks. In this work, we validate this hypothesis with a synthetic biomolecular network in living E. coli cells. We start with system dynamics analysis using models of various complexities to guide the design of a layered control architecture in living cells. Experimentally, we interrogate system dynamics under three groups of perturbations. We consistently observe that the layered control improves system performance in the robustness-speed domain. This work confirms that layered control could be adopted in synthetic biomolecular networks for performance optimization. It also provides insights into understanding genetic feedback control architectures in nature. Nature Publishing Group UK 2022-09-14 /pmc/articles/PMC9474519/ /pubmed/36104365 http://dx.doi.org/10.1038/s41467-022-33058-6 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Hu, Chelsea Y. Murray, Richard M. Layered feedback control overcomes performance trade-off in synthetic biomolecular networks |
title | Layered feedback control overcomes performance trade-off in synthetic biomolecular networks |
title_full | Layered feedback control overcomes performance trade-off in synthetic biomolecular networks |
title_fullStr | Layered feedback control overcomes performance trade-off in synthetic biomolecular networks |
title_full_unstemmed | Layered feedback control overcomes performance trade-off in synthetic biomolecular networks |
title_short | Layered feedback control overcomes performance trade-off in synthetic biomolecular networks |
title_sort | layered feedback control overcomes performance trade-off in synthetic biomolecular networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9474519/ https://www.ncbi.nlm.nih.gov/pubmed/36104365 http://dx.doi.org/10.1038/s41467-022-33058-6 |
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