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Multidimensional heuristic process for high-yield production of astaxanthin and fragrance molecules in Escherichia coli
Optimization of metabolic pathways consisting of large number of genes is challenging. Multivariate modular methods (MMMs) are currently available solutions, in which reduced regulatory complexities are achieved by grouping multiple genes into modules. However, these methods work well for balancing...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5948211/ https://www.ncbi.nlm.nih.gov/pubmed/29752432 http://dx.doi.org/10.1038/s41467-018-04211-x |
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author | Zhang, Congqiang Seow, Vui Yin Chen, Xixian Too, Heng-Phon |
author_facet | Zhang, Congqiang Seow, Vui Yin Chen, Xixian Too, Heng-Phon |
author_sort | Zhang, Congqiang |
collection | PubMed |
description | Optimization of metabolic pathways consisting of large number of genes is challenging. Multivariate modular methods (MMMs) are currently available solutions, in which reduced regulatory complexities are achieved by grouping multiple genes into modules. However, these methods work well for balancing the inter-modules but not intra-modules. In addition, application of MMMs to the 15-step heterologous route of astaxanthin biosynthesis has met with limited success. Here, we expand the solution space of MMMs and develop a multidimensional heuristic process (MHP). MHP can simultaneously balance different modules by varying promoter strength and coordinating intra-module activities by using ribosome binding sites (RBSs) and enzyme variants. Consequently, MHP increases enantiopure 3S,3′S-astaxanthin production to 184 mg l(−1) day(−1) or 320 mg l(−1). Similarly, MHP improves the yields of nerolidol and linalool. MHP may be useful for optimizing other complex biochemical pathways. |
format | Online Article Text |
id | pubmed-5948211 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-59482112018-05-14 Multidimensional heuristic process for high-yield production of astaxanthin and fragrance molecules in Escherichia coli Zhang, Congqiang Seow, Vui Yin Chen, Xixian Too, Heng-Phon Nat Commun Article Optimization of metabolic pathways consisting of large number of genes is challenging. Multivariate modular methods (MMMs) are currently available solutions, in which reduced regulatory complexities are achieved by grouping multiple genes into modules. However, these methods work well for balancing the inter-modules but not intra-modules. In addition, application of MMMs to the 15-step heterologous route of astaxanthin biosynthesis has met with limited success. Here, we expand the solution space of MMMs and develop a multidimensional heuristic process (MHP). MHP can simultaneously balance different modules by varying promoter strength and coordinating intra-module activities by using ribosome binding sites (RBSs) and enzyme variants. Consequently, MHP increases enantiopure 3S,3′S-astaxanthin production to 184 mg l(−1) day(−1) or 320 mg l(−1). Similarly, MHP improves the yields of nerolidol and linalool. MHP may be useful for optimizing other complex biochemical pathways. Nature Publishing Group UK 2018-05-11 /pmc/articles/PMC5948211/ /pubmed/29752432 http://dx.doi.org/10.1038/s41467-018-04211-x Text en © The Author(s) 2018 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/. |
spellingShingle | Article Zhang, Congqiang Seow, Vui Yin Chen, Xixian Too, Heng-Phon Multidimensional heuristic process for high-yield production of astaxanthin and fragrance molecules in Escherichia coli |
title | Multidimensional heuristic process for high-yield production of astaxanthin and fragrance molecules in Escherichia coli |
title_full | Multidimensional heuristic process for high-yield production of astaxanthin and fragrance molecules in Escherichia coli |
title_fullStr | Multidimensional heuristic process for high-yield production of astaxanthin and fragrance molecules in Escherichia coli |
title_full_unstemmed | Multidimensional heuristic process for high-yield production of astaxanthin and fragrance molecules in Escherichia coli |
title_short | Multidimensional heuristic process for high-yield production of astaxanthin and fragrance molecules in Escherichia coli |
title_sort | multidimensional heuristic process for high-yield production of astaxanthin and fragrance molecules in escherichia coli |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5948211/ https://www.ncbi.nlm.nih.gov/pubmed/29752432 http://dx.doi.org/10.1038/s41467-018-04211-x |
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