Total optimization potential (TOP) approach based constrained design of isoprene and cis-abienol production in A. thaliana
Mathematical modelling is an important approach in metabolic engineering projects to support the design and adaptation of organisms for the needs of biotechnology. Assuming sufficient quality of the model, mechanistic mathematical descriptions of the processes enable the prediction of the systemic i...
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Published in: | Biochemical engineering journal Vol. 190; p. 108723 |
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Main Authors: | , , , , , , , |
Format: | Journal Article |
Language: | English |
Published: |
Elsevier B.V
01-01-2023
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Subjects: | |
Online Access: | Get full text |
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Summary: | Mathematical modelling is an important approach in metabolic engineering projects to support the design and adaptation of organisms for the needs of biotechnology. Assuming sufficient quality of the model, mechanistic mathematical descriptions of the processes enable the prediction of the systemic impact of metabolic pathway engineering on the organism’s metabolism. In this paper, modelling is used to design the necessary changes in Arabidopsis thaliana metabolism for the production of cis-abienol and isoprene. We developed a kinetic model of the A. thaliana 2-C-methyl-D-erythritol 4-phosphate (MEP) pathway, including the production of plastoquinone, chlorophyll side chains and carotenoids. For the purpose of optimisation, it was extended with additional reactions leading to the production of cis-abienol (using geranylgeranyl diphosphate as precursor) and isoprene (using dimethylallyl pyrophosphate as precursor).A total optimisation potential (TOP) based search of reasonable enzyme concentration adjustments yielded sets of parameter combinations, from which those were selected that gave the largest increase in the product flux compared to parameter sets with a smaller number of parameters. Three designs (sets of required concentration changes of particular enzymes) are suggested for each product, based on optimisation of the 2048 possible combinations of adjustable parameters (enzyme concentrations). The resulting optimization of the model forecasts a cis-abienol production of 0.021 nmol.s−1.ml−1 and an isoprene production of 0.048 nmol.s−1.ml−1 in plastids of A. thaliana.
•An extended MEP pathway kinetic model was developed.•Metabolic engineering designs for cis-abienol and isoprene production are proposed.•The first MEP pathway reaction DXS is the most influential in the proposed designs.•Total optimization potential approach is applied for design selection. |
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ISSN: | 1369-703X 1873-295X |
DOI: | 10.1016/j.bej.2022.108723 |