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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...

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Autores principales: Ramirez-Malule, Howard, López-Agudelo, Víctor A., Gómez-Ríos, David, Ochoa, Silvia, Ríos-Estepa, Rigoberto, Junne, Stefan, Neubauer, Peter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
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.
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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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