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Dynamic metabolic flux analysis using B-splines to study the effects of temperature shift on CHO cell metabolism

Metabolic flux analysis (MFA) is widely used to estimate intracellular fluxes. Conventional MFA, however, is limited to continuous cultures and the mid-exponential growth phase of batch cultures. Dynamic MFA (DMFA) has emerged to characterize time-resolved metabolic fluxes for the entire culture per...

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Autores principales: Martínez, Verónica S., Buchsteiner, Maria, Gray, Peter, Nielsen, Lars K., Quek, Lake-Ee
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8193249/
https://www.ncbi.nlm.nih.gov/pubmed/34150508
http://dx.doi.org/10.1016/j.meteno.2015.06.001
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author Martínez, Verónica S.
Buchsteiner, Maria
Gray, Peter
Nielsen, Lars K.
Quek, Lake-Ee
author_facet Martínez, Verónica S.
Buchsteiner, Maria
Gray, Peter
Nielsen, Lars K.
Quek, Lake-Ee
author_sort Martínez, Verónica S.
collection PubMed
description Metabolic flux analysis (MFA) is widely used to estimate intracellular fluxes. Conventional MFA, however, is limited to continuous cultures and the mid-exponential growth phase of batch cultures. Dynamic MFA (DMFA) has emerged to characterize time-resolved metabolic fluxes for the entire culture period. Here, the linear DMFA approach was extended using B-spline fitting (B-DMFA) to estimate mass balanced fluxes. Smoother fits were achieved using reduced number of knots and parameters. Additionally, computation time was greatly reduced using a new heuristic algorithm for knot placement. B-DMFA revealed that Chinese hamster ovary cells shifted from 37 °C to 32 °C maintained a constant IgG volume-specific productivity, whereas the productivity for the controls peaked during mid-exponential growth phase and declined afterward. The observed 42% increase in product titer at 32 °C was explained by a prolonged cell growth with high cell viability, a larger cell volume and a more stable volume-specific productivity.
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spelling pubmed-81932492021-06-17 Dynamic metabolic flux analysis using B-splines to study the effects of temperature shift on CHO cell metabolism Martínez, Verónica S. Buchsteiner, Maria Gray, Peter Nielsen, Lars K. Quek, Lake-Ee Metab Eng Commun Article Metabolic flux analysis (MFA) is widely used to estimate intracellular fluxes. Conventional MFA, however, is limited to continuous cultures and the mid-exponential growth phase of batch cultures. Dynamic MFA (DMFA) has emerged to characterize time-resolved metabolic fluxes for the entire culture period. Here, the linear DMFA approach was extended using B-spline fitting (B-DMFA) to estimate mass balanced fluxes. Smoother fits were achieved using reduced number of knots and parameters. Additionally, computation time was greatly reduced using a new heuristic algorithm for knot placement. B-DMFA revealed that Chinese hamster ovary cells shifted from 37 °C to 32 °C maintained a constant IgG volume-specific productivity, whereas the productivity for the controls peaked during mid-exponential growth phase and declined afterward. The observed 42% increase in product titer at 32 °C was explained by a prolonged cell growth with high cell viability, a larger cell volume and a more stable volume-specific productivity. Elsevier 2015-06-19 /pmc/articles/PMC8193249/ /pubmed/34150508 http://dx.doi.org/10.1016/j.meteno.2015.06.001 Text en © 2015 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Martínez, Verónica S.
Buchsteiner, Maria
Gray, Peter
Nielsen, Lars K.
Quek, Lake-Ee
Dynamic metabolic flux analysis using B-splines to study the effects of temperature shift on CHO cell metabolism
title Dynamic metabolic flux analysis using B-splines to study the effects of temperature shift on CHO cell metabolism
title_full Dynamic metabolic flux analysis using B-splines to study the effects of temperature shift on CHO cell metabolism
title_fullStr Dynamic metabolic flux analysis using B-splines to study the effects of temperature shift on CHO cell metabolism
title_full_unstemmed Dynamic metabolic flux analysis using B-splines to study the effects of temperature shift on CHO cell metabolism
title_short Dynamic metabolic flux analysis using B-splines to study the effects of temperature shift on CHO cell metabolism
title_sort dynamic metabolic flux analysis using b-splines to study the effects of temperature shift on cho cell metabolism
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8193249/
https://www.ncbi.nlm.nih.gov/pubmed/34150508
http://dx.doi.org/10.1016/j.meteno.2015.06.001
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