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Optimal bacterial resource allocation: metabolite production in continuous bioreactors
Agustín Gabriel Yabo1, Jean-Baptiste Caillau2, Jean-Luc Gouzé1
1Université Côte d'Azur, Inria, INRAE, CNRS, Sorbonne Université, Biocore Team, Sophia Antipolis, France.
Mathematical Biosciences and Engineering : MBE
|December 31, 2020
Summary
This study introduces a novel control strategy for continuous bioreactors to optimize metabolite synthesis. A synthetic growth switch and optimal control methods enhance resource allocation for improved production.
Area of Science:
- Biotechnology and biochemical engineering
- Microbial systems engineering
- Synthetic biology
Background:
- Continuous bioreactors are crucial for industrial metabolite production.
- Optimizing resource allocation in microbial cultures remains a challenge.
- Synthetic biology offers tools to engineer microbial behavior for enhanced production.
Purpose of the Study:
- To develop and analyze a novel control strategy for maximizing metabolite synthesis in continuous bioreactors.
- To investigate the use of a synthetic growth switch to modulate bacterial resource allocation.
- To formulate and solve the metabolite production maximization problem as an optimal control problem.
Main Methods:
- Development of a coarse-grained self-replicator dynamical model for microbial growth.
- Incorporation of a synthetic growth switch to control RNA polymerase concentration.
- Application of dynamical systems theory to analyze system behavior and persistence conditions.
- Formulation and solution of an Optimal Control Problem using Pontryagin's Maximum Principle.
- Numerical analysis of a two-dimensional optimization problem involving Michaelis-Menten kinetics.
Main Results:
- A novel resource allocation control strategy was proposed for continuous bioreactors.
- Conditions for bacterial population persistence were established.
- A sub-optimal control strategy using constant allocation was identified, leading to optimal steady-state production.
- Comparison of biomass and metabolite production objectives under controlled dilution rates.
- Numerical exploration of the optimization problem considering kinetic constraints.
Conclusions:
- The developed control strategy effectively enhances metabolite synthesis in continuous bioreactors.
- The synthetic growth switch provides external control over bacterial resource allocation.
- The study provides a framework for optimizing bioreactor performance for specific production goals.
- The findings contribute to advancing microbial systems engineering and synthetic biology applications.
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