ACS Catalysis · 2021 · 102 citations · 44 references
EngineeringBiotechnologyMedicinal ChemistryBiocatalysisDirected EvolutionEnzymologyBiocatalyst DiscoveryCatalytic MechanismsDirected Evolution Of EnzymesEnzyme DesignEnzyme DiscoveryEnzyme EvolutionDeep Mutational ScanningDirected Evolution For EnantioselectivityDirected Evolution Of ReductasesEnzyme OptimizationError-prone PcrImine ReductionMachine EvolutionMutational Scanning
Biocatalysis is an effective tool to access chiral molecules that are otherwise hard to synthesize or purify. Time-efficient processes are needed to develop enzymes that adequately perform the desired chemistry. We evaluated machine-directed evolution as an enzyme engineering strategy using a moderately stereoselective imine reductase as the model system. We compared machine-directed evolution approaches to deep mutational scanning (DMS) and error-prone PCR. Within one cycle, it was found that machine-directed evolution yielded a library of high-activity mutants with a dramatically shifted activity distribution compared to that of traditional directed evolution. Structure-guided analysis revealed that linear additivity might provide a simple explanation for the effectiveness of machine-directed evolution. The most active and selective enzyme mutant, which was identified through DMS and error-prone PCR, was used for the gram-scale synthesis of the H4 receptor antagonist ZPL389 with full conversion, > 99% ee (R), and a 72% yield.
44
Features and development of <i>Coot</i>
Paul Emsley, Bernhard Lohkamp, W. G. Scott et al. · Acta Crystallographica Section D Biological Crystallography · 2010 · 29.6K citations · Full text
<i>Phaser</i>crystallographic software
Airlie J. McCoy, Ralf W. Grosse‐Kunstleve, Paul D. Adams et al. · Journal of Applied Crystallography · 2007 · 20.9K citations · Full text
Unified rational protein engineering with sequence-based deep representation learning
Ethan C. Alley, Grigory Khimulya, Surojit Biswas et al. · Nature Methods · 2019 · 1.2K citations · Full text