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Enumerating metabolic pathways for the production of heterologous target chemicals in chassis organisms
BACKGROUND: We consider the possibility of engineering metabolic pathways in a chassis organism in order to synthesize novel target compounds that are heterologous to the chassis. For this purpose, we model metabolic networks through hypergraphs where reactions are represented by hyperarcs. Each hyp...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3311073/ https://www.ncbi.nlm.nih.gov/pubmed/22309974 http://dx.doi.org/10.1186/1752-0509-6-10 |
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author | Carbonell, Pablo Fichera, Davide Pandit, Shashi B Faulon, Jean-Loup |
author_facet | Carbonell, Pablo Fichera, Davide Pandit, Shashi B Faulon, Jean-Loup |
author_sort | Carbonell, Pablo |
collection | PubMed |
description | BACKGROUND: We consider the possibility of engineering metabolic pathways in a chassis organism in order to synthesize novel target compounds that are heterologous to the chassis. For this purpose, we model metabolic networks through hypergraphs where reactions are represented by hyperarcs. Each hyperarc represents an enzyme-catalyzed reaction that transforms set of substrates compounds into product compounds. We follow a retrosynthetic approach in order to search in the metabolic space (hypergraphs) for pathways (hyperpaths) linking the target compounds to a source set of compounds. RESULTS: To select the best pathways to engineer, we have developed an objective function that computes the cost of inserting a heterologous pathway in a given chassis organism. In order to find minimum-cost pathways, we propose in this paper two methods based on steady state analysis and network topology that are to the best of our knowledge, the first to enumerate all possible heterologous pathways linking a target compounds to a source set of compounds. In the context of metabolic engineering, the source set is composed of all naturally produced chassis compounds (endogenuous chassis metabolites) and the target set can be any compound of the chemical space. We also provide an algorithm for identifying precursors which can be supplied to the growth media in order to increase the number of ways to synthesize specific target compounds. CONCLUSIONS: We find the topological approach to be faster by several orders of magnitude than the steady state approach. Yet both methods are generally scalable in time with the number of pathways in the metabolic network. Therefore this work provides a powerful tool for pathway enumeration with direct application to biosynthetic pathway design. |
format | Online Article Text |
id | pubmed-3311073 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-33110732012-04-02 Enumerating metabolic pathways for the production of heterologous target chemicals in chassis organisms Carbonell, Pablo Fichera, Davide Pandit, Shashi B Faulon, Jean-Loup BMC Syst Biol Research Article BACKGROUND: We consider the possibility of engineering metabolic pathways in a chassis organism in order to synthesize novel target compounds that are heterologous to the chassis. For this purpose, we model metabolic networks through hypergraphs where reactions are represented by hyperarcs. Each hyperarc represents an enzyme-catalyzed reaction that transforms set of substrates compounds into product compounds. We follow a retrosynthetic approach in order to search in the metabolic space (hypergraphs) for pathways (hyperpaths) linking the target compounds to a source set of compounds. RESULTS: To select the best pathways to engineer, we have developed an objective function that computes the cost of inserting a heterologous pathway in a given chassis organism. In order to find minimum-cost pathways, we propose in this paper two methods based on steady state analysis and network topology that are to the best of our knowledge, the first to enumerate all possible heterologous pathways linking a target compounds to a source set of compounds. In the context of metabolic engineering, the source set is composed of all naturally produced chassis compounds (endogenuous chassis metabolites) and the target set can be any compound of the chemical space. We also provide an algorithm for identifying precursors which can be supplied to the growth media in order to increase the number of ways to synthesize specific target compounds. CONCLUSIONS: We find the topological approach to be faster by several orders of magnitude than the steady state approach. Yet both methods are generally scalable in time with the number of pathways in the metabolic network. Therefore this work provides a powerful tool for pathway enumeration with direct application to biosynthetic pathway design. BioMed Central 2012-02-06 /pmc/articles/PMC3311073/ /pubmed/22309974 http://dx.doi.org/10.1186/1752-0509-6-10 Text en Copyright ©2012 Carbonell et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Carbonell, Pablo Fichera, Davide Pandit, Shashi B Faulon, Jean-Loup Enumerating metabolic pathways for the production of heterologous target chemicals in chassis organisms |
title | Enumerating metabolic pathways for the production of heterologous target chemicals in chassis organisms |
title_full | Enumerating metabolic pathways for the production of heterologous target chemicals in chassis organisms |
title_fullStr | Enumerating metabolic pathways for the production of heterologous target chemicals in chassis organisms |
title_full_unstemmed | Enumerating metabolic pathways for the production of heterologous target chemicals in chassis organisms |
title_short | Enumerating metabolic pathways for the production of heterologous target chemicals in chassis organisms |
title_sort | enumerating metabolic pathways for the production of heterologous target chemicals in chassis organisms |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3311073/ https://www.ncbi.nlm.nih.gov/pubmed/22309974 http://dx.doi.org/10.1186/1752-0509-6-10 |
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