Systematic engineering of artificial metalloenzymes for new-to-nature reactions
Tobias Vornholt, Fadri Christoffel, Michela M. Pellizzoni, Sven Panke, Thomas R. Ward, Markus Jeschek
Abstract
to rapidly and reliably engineer ArMs based on the biotin-streptavidin technology. We systematically assess 400 ArM mutants for five bioorthogonal transformations involving different metals, reaction mechanisms, and reactants, which include novel ArMs for gold-catalyzed hydroamination and hydroarylation. Activity enhancements up to 15-fold highlight the potential of the systematic approach. Furthermore, we suggest smart screening strategies and build machine learning models that accurately predict ArM activity from sequence, which has crucial implications for future ArM development.
Topics & Concepts
Computer scienceBiochemical engineeringArtificial intelligenceChemistryCombinatorial chemistryEngineeringCyclopropane Reaction MechanismsSurface Chemistry and CatalysisChemical Synthesis and Analysis