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TCA Cycle and Its Relationship with Clavulanic Acid Production: A Further Interpretation by Using a Reduced Genome-Scale Metabolic Model of Streptomyces clavuligerus
Streptomyces clavuligerus (S. clavuligerus) has been widely studied for its ability to produce clavulanic acid (CA), a potent inhibitor of β-lactamase enzymes. In this study, S. clavuligerus cultivated in 2D rocking bioreactor in fed-batch operation produced CA at comparable rates to those observed...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8389198/ https://www.ncbi.nlm.nih.gov/pubmed/34436106 http://dx.doi.org/10.3390/bioengineering8080103 |
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author | Ramirez-Malule, Howard López-Agudelo, Víctor A. Gómez-Ríos, David Ochoa, Silvia Ríos-Estepa, Rigoberto Junne, Stefan Neubauer, Peter |
author_facet | Ramirez-Malule, Howard López-Agudelo, Víctor A. Gómez-Ríos, David Ochoa, Silvia Ríos-Estepa, Rigoberto Junne, Stefan Neubauer, Peter |
author_sort | Ramirez-Malule, Howard |
collection | PubMed |
description | Streptomyces clavuligerus (S. clavuligerus) has been widely studied for its ability to produce clavulanic acid (CA), a potent inhibitor of β-lactamase enzymes. In this study, S. clavuligerus cultivated in 2D rocking bioreactor in fed-batch operation produced CA at comparable rates to those observed in stirred tank bioreactors. A reduced model of S. clavuligerus metabolism was constructed by using a bottom-up approach and validated using experimental data. The reduced model was implemented for in silico studies of the metabolic scenarios arisen during the cultivations. Constraint-based analysis confirmed the interrelations between succinate, oxaloacetate, malate, pyruvate, and acetate accumulations at high CA synthesis rates in submerged cultures of S. clavuligerus. Further analysis using shadow prices provided a first view of the metabolites positive and negatively associated with the scenarios of low and high CA production. |
format | Online Article Text |
id | pubmed-8389198 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-83891982021-08-27 TCA Cycle and Its Relationship with Clavulanic Acid Production: A Further Interpretation by Using a Reduced Genome-Scale Metabolic Model of Streptomyces clavuligerus Ramirez-Malule, Howard López-Agudelo, Víctor A. Gómez-Ríos, David Ochoa, Silvia Ríos-Estepa, Rigoberto Junne, Stefan Neubauer, Peter Bioengineering (Basel) Article Streptomyces clavuligerus (S. clavuligerus) has been widely studied for its ability to produce clavulanic acid (CA), a potent inhibitor of β-lactamase enzymes. In this study, S. clavuligerus cultivated in 2D rocking bioreactor in fed-batch operation produced CA at comparable rates to those observed in stirred tank bioreactors. A reduced model of S. clavuligerus metabolism was constructed by using a bottom-up approach and validated using experimental data. The reduced model was implemented for in silico studies of the metabolic scenarios arisen during the cultivations. Constraint-based analysis confirmed the interrelations between succinate, oxaloacetate, malate, pyruvate, and acetate accumulations at high CA synthesis rates in submerged cultures of S. clavuligerus. Further analysis using shadow prices provided a first view of the metabolites positive and negatively associated with the scenarios of low and high CA production. MDPI 2021-07-22 /pmc/articles/PMC8389198/ /pubmed/34436106 http://dx.doi.org/10.3390/bioengineering8080103 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Ramirez-Malule, Howard López-Agudelo, Víctor A. Gómez-Ríos, David Ochoa, Silvia Ríos-Estepa, Rigoberto Junne, Stefan Neubauer, Peter TCA Cycle and Its Relationship with Clavulanic Acid Production: A Further Interpretation by Using a Reduced Genome-Scale Metabolic Model of Streptomyces clavuligerus |
title | TCA Cycle and Its Relationship with Clavulanic Acid Production: A Further Interpretation by Using a Reduced Genome-Scale Metabolic Model of Streptomyces clavuligerus |
title_full | TCA Cycle and Its Relationship with Clavulanic Acid Production: A Further Interpretation by Using a Reduced Genome-Scale Metabolic Model of Streptomyces clavuligerus |
title_fullStr | TCA Cycle and Its Relationship with Clavulanic Acid Production: A Further Interpretation by Using a Reduced Genome-Scale Metabolic Model of Streptomyces clavuligerus |
title_full_unstemmed | TCA Cycle and Its Relationship with Clavulanic Acid Production: A Further Interpretation by Using a Reduced Genome-Scale Metabolic Model of Streptomyces clavuligerus |
title_short | TCA Cycle and Its Relationship with Clavulanic Acid Production: A Further Interpretation by Using a Reduced Genome-Scale Metabolic Model of Streptomyces clavuligerus |
title_sort | tca cycle and its relationship with clavulanic acid production: a further interpretation by using a reduced genome-scale metabolic model of streptomyces clavuligerus |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8389198/ https://www.ncbi.nlm.nih.gov/pubmed/34436106 http://dx.doi.org/10.3390/bioengineering8080103 |
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