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Estimation of recombinant protein production in Pichia pastoris base don a constraint-based model
- Source :
- RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia, instname
- Publication Year :
- 2012
- Publisher :
- ELSEVIER SCI LTD, 2012.
-
Abstract
- [EN] A previously validated constraint based model and possibilistic MFA have been used to design a simple estimator of protein production rate in Pichia pastoris cultures. A structured model of the yeast P. pastoris metabolism is used to predict the balance of key energetic equivalents such as ATP from available measurements, mainly substrate consumption, gases exchange rates and biomass specific growth. It has been shown that ATP flux can be related to biomass growth and protein productivity specific rates by linear regression. Cross-validation has been applied for robust parameter fitting on the basis of chemostat, steady-state experimental conditions. In this way, protein estimation can be integrated in the constraint-based model, and possibilistic protein productivity prediction can be given even if only a few extracellular rates are known. Complimentary estimation of biomass growth and intracellular rates are also shown in different lacking-data conditions, frequent in industrial environment. © 2012 Elsevier Ltd.<br />This research has been partially supported by the Spanish Government (2nd and 4th authors are grateful to grants DPI2008-06880-C03-01 and Feder-Cicyt DPI2011-28112-C04-01). The authors are also grateful to the Company Biopolis for his support to this research.
- Subjects :
- Constraint-based model
biology
Uncertainty
food and beverages
Estimator
Biomass
Protein productivity prediction
Chemostat
Possibilistic metabolic flux analysis
Bioinformatics
biology.organism_classification
Industrial and Manufacturing Engineering
Yeast
INGENIERIA DE SISTEMAS Y AUTOMATICA
Computer Science Applications
Pichia pastoris
Constraint (information theory)
Control and Systems Engineering
Modeling and Simulation
Linear regression
Biological system
Flux (metabolism)
Mathematics
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia, instname
- Accession number :
- edsair.doi.dedup.....0fb83221a71dbd0da3238a225ef8c407