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Updated: Sep 4, 2025

Light-Controlled Fermentations for Microbial Chemical and Protein Production
Published on: March 22, 2022
A hybrid of Bees algorithm and regulatory on/off minimization for optimizing lactate and succinate production
Mohd Izzat Yong1, Mohd Saberi Mohamad2,3, Yee Wen Choon4,5
1Artificial Intelligence and Bioinformatics Research Group, Faculty of Computing, Universiti Teknologi Malaysia, 81310 Johor, Malaysia.
Abstract:
Metabolic engineering has expanded in importance and employment in recent years and is now extensively applied particularly in the production of biomass from microbes. Metabolic network models have been employed extravagantly in computational processes developed to enhance metabolic production and suggest changes in organisms. The crucial issue has been the unrealistic flux distribution presented in prior work on rational modelling framework adopting Optknock and OptGene. In order to address the problem, a hybrid of Bees Algorithm and Regulatory On/Off Minimization (BAROOM) is used. By employing Escherichia coli as the model organism, the most excellent set of genes in E. coli that can be removed and advance the production of succinate can be decided. Evidences shows that BAROOM outperforms alternative strategies used to escalate in succinate production in model organisms like E. coli by selecting the best set of genes to be removed.
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