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Rationally reduced libraries for combinatorial pathway optimization minimizing experimental effort
Rational flux design in metabolic engineering approaches remains difficult since important pathway information is frequently not available. Therefore empirical methods are applied that randomly change absolute and relative pathway enzyme levels and subsequently screen for variants with improved perf...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4821882/ https://www.ncbi.nlm.nih.gov/pubmed/27029461 http://dx.doi.org/10.1038/ncomms11163 |
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author | Jeschek, Markus Gerngross, Daniel Panke, Sven |
author_facet | Jeschek, Markus Gerngross, Daniel Panke, Sven |
author_sort | Jeschek, Markus |
collection | PubMed |
description | Rational flux design in metabolic engineering approaches remains difficult since important pathway information is frequently not available. Therefore empirical methods are applied that randomly change absolute and relative pathway enzyme levels and subsequently screen for variants with improved performance. However, screening is often limited on the analytical side, generating a strong incentive to construct small but smart libraries. Here we introduce RedLibs (Reduced Libraries), an algorithm that allows for the rational design of smart combinatorial libraries for pathway optimization thereby minimizing the use of experimental resources. We demonstrate the utility of RedLibs for the design of ribosome-binding site libraries by in silico and in vivo screening with fluorescent proteins and perform a simple two-step optimization of the product selectivity in the branched multistep pathway for violacein biosynthesis, indicating a general applicability for the algorithm and the proposed heuristics. We expect that RedLibs will substantially simplify the refactoring of synthetic metabolic pathways. |
format | Online Article Text |
id | pubmed-4821882 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-48218822016-04-17 Rationally reduced libraries for combinatorial pathway optimization minimizing experimental effort Jeschek, Markus Gerngross, Daniel Panke, Sven Nat Commun Article Rational flux design in metabolic engineering approaches remains difficult since important pathway information is frequently not available. Therefore empirical methods are applied that randomly change absolute and relative pathway enzyme levels and subsequently screen for variants with improved performance. However, screening is often limited on the analytical side, generating a strong incentive to construct small but smart libraries. Here we introduce RedLibs (Reduced Libraries), an algorithm that allows for the rational design of smart combinatorial libraries for pathway optimization thereby minimizing the use of experimental resources. We demonstrate the utility of RedLibs for the design of ribosome-binding site libraries by in silico and in vivo screening with fluorescent proteins and perform a simple two-step optimization of the product selectivity in the branched multistep pathway for violacein biosynthesis, indicating a general applicability for the algorithm and the proposed heuristics. We expect that RedLibs will substantially simplify the refactoring of synthetic metabolic pathways. Nature Publishing Group 2016-03-31 /pmc/articles/PMC4821882/ /pubmed/27029461 http://dx.doi.org/10.1038/ncomms11163 Text en Copyright © 2016, Nature Publishing Group, a division of Macmillan Publishers Limited. All Rights Reserved. http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Jeschek, Markus Gerngross, Daniel Panke, Sven Rationally reduced libraries for combinatorial pathway optimization minimizing experimental effort |
title | Rationally reduced libraries for combinatorial pathway optimization minimizing experimental effort |
title_full | Rationally reduced libraries for combinatorial pathway optimization minimizing experimental effort |
title_fullStr | Rationally reduced libraries for combinatorial pathway optimization minimizing experimental effort |
title_full_unstemmed | Rationally reduced libraries for combinatorial pathway optimization minimizing experimental effort |
title_short | Rationally reduced libraries for combinatorial pathway optimization minimizing experimental effort |
title_sort | rationally reduced libraries for combinatorial pathway optimization minimizing experimental effort |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4821882/ https://www.ncbi.nlm.nih.gov/pubmed/27029461 http://dx.doi.org/10.1038/ncomms11163 |
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