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A General Process-Based Model for Describing the Metabolic Shift in Microbial Cell Cultures.
Fabrizio Carteni1, Alessio Occhicone1,2, Francesco Giannino1
1Department of Agricultural Sciences, University of Naples Federico II, Portici, Italy.
Frontiers in Microbiology
|October 29, 2020
Summary
A new model predicts microbial metabolic shifts between respiration and fermentation, crucial for optimizing industrial cell factories and achieving high-cell-density cultures in bioreactors.
Area of Science:
- Biotechnology
- Microbial Physiology
- Systems Biology
Background:
- The metabolic shift between respiration and fermentation in microbes impacts biotechnological applications and high-cell-density cultures.
- Existing models often focus on yeast, necessitating broader applicability for prokaryotes.
Purpose of the Study:
- To develop a general process-based model for prokaryotic species like Escherichia coli and Bacillus subtilis.
- To simulate the metabolic shift regulated by glycolytic intermediates and consider bacterial-specific fermentation by-products and toxic compound inhibition.
Main Methods:
- Utilized a System Dynamics approach, extending a yeast model to prokaryotes.
- Incorporated glycolytic intermediates as a central catabolic hub regulating metabolic pathways.
- Modeled mixed fermentation, secondary by-products, and self-produced toxic compound inhibition.
Main Results:
- Simulations accurately reproduced experimental data for various strains of E. coli and B. subtilis.
- The model successfully described microbial dynamics in both batch and fed-batch reactors.
- Validated the model's ability to represent cell growth and fermentation by-product accumulation.
Conclusions:
- A reductionist System Dynamics approach can create simplified macro-kinetic models for microbial systems.
- The proposed model robustly represents cell growth and by-product dynamics in key biotechnological prokaryotes.
- This generalized model aids in optimizing microbial cell factories for industrial applications.
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