Biotechnology and Bioengineering · 2022 · 15 citations · 44 references
Life SciencesBiochemistryBiotechnologyEnzymologyMetabolic EngineeringProtein EngineeringEnzyme FunctionEnzyme InhibitionEnzyme KineticsMetabolic Pathway EngineeringProtein Expression EngineeringProtein SynthesisCell-free Biosynthetic Pathway DesignCell-free Enzyme ProductionCell-free Metabolic Pathway OptimizationEnzyme OptimizationFeedback InhibitionFeedback Inhibition ControlGreen Fluorescent Protein ReportersNicotinamide Adenine Dinucleotide Biosynthesis
Engineering biological systems to test new pathway variants containing different enzyme homologs is laborious and time-consuming. To tackle this challenge, a strategy was developed for rapidly prototyping enzyme homologs by combining cell-free protein synthesis (CFPS) with split green fluorescent protein (GFP). This strategy featured two main advantages: (1) dozens of enzyme homologs were parallelly produced by CFPS within hours, and (2) the expression level and activity of each homolog was determined simultaneously by using the split GFP assay. As a model, this strategy was applied to optimize a 3-step pathway for nicotinamide mononucleotide (NMN) synthesis. Ten enzyme homologs from different organisms were selected for each step. Here, the most productive homolog of each step was identified within 24 h rather than weeks or months. Finally, the titer of NMN was increased to 1213 mg/L by improving physiochemical conditions, tuning enzyme ratios and cofactor concentrations, and decreasing the feedback inhibition, which was a more than 12-fold improvement over the initial setup. This strategy would provide a promising way to accelerate design-build-test cycles for metabolic engineering to improve the production of desired products.
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Clustal W and Clustal X version 2.0
Mark Larkin, Gordon Blackshields, Nigel P. Brown et al. · Bioinformatics · 2007 · 29.1K citations · Full text
eQuilibrator--the biochemical thermodynamics calculator
Avi I. Flamholz, Arren Bar‐Even, Ron Milo · Nucleic Acids Research · 2011 · 608 citations · Full text