Total optimization potential (TOP) approach based constrained design of isoprene and cis-abienol production in A. thaliana

Katrina D. Neiburga, Reinis Muiznieks (Corresponding Author), Darta M. Zake, Agris Pentjuss, Vitalijs Komasilovs, Johann Rohwer, Alain Tissier, Egils Stalidzans

Research output: Contribution to journalArticlepeer-review

1 Citation (Scopus)

Abstract

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.

Original languageEnglish
Article number108723
Number of pages11
JournalBiochemical Engineering Journal
Volume190
DOIs
Publication statusPublished - Jan 2023
Externally publishedYes

Keywords*

  • Kinetic model
  • MEP pathway
  • Metabolic engineering
  • Optimisation

Field of Science*

  • 2.5 Materials engineering
  • 2.4 Chemical engineering

Publication Type*

  • 1.1. Scientific article indexed in Web of Science and/or Scopus database

Fingerprint

Dive into the research topics of 'Total optimization potential (TOP) approach based constrained design of isoprene and cis-abienol production in A. thaliana'. Together they form a unique fingerprint.

Cite this