Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Jeschek, Markus, Gerngross, Daniel, Panke, Sven
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
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
_version_ 1782425655245275136
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
work_keys_str_mv AT jeschekmarkus rationallyreducedlibrariesforcombinatorialpathwayoptimizationminimizingexperimentaleffort
AT gerngrossdaniel rationallyreducedlibrariesforcombinatorialpathwayoptimizationminimizingexperimentaleffort
AT pankesven rationallyreducedlibrariesforcombinatorialpathwayoptimizationminimizingexperimentaleffort