人工酵素スクリーニング・機能変換プラットフォームEnzySFC:ニトリラーゼからニトリルヒドラターゼへの機能完全転換
Shuiqin Jiang1, Zhelin Zheng1, Hua Dong1
1Research Center for Systems Biosynthesis, National Key Laboratory of Lead Draggability Research, China State Institute of Pharmaceutical Industry, Gebaini Road 285, Shanghai 201203, China.
Abstract:
Catalytic promiscuity provides fundamental insights into enzyme evolution. To address the multiobjective challenges in discovering and evolving promiscuous activities, we developed EnzySFC, an AI-assisted platform that combines de novo enzyme discovery with functional evolution, enabling coordinated optimization of activity and specificity. Using EnzySFC, we experimentally validated 10 uncharacterized nitrilases from 1113 candidates: 90% showed catalytic activity toward the target substrate, and 80% demonstrated amide formation. Notably, a wild-type nitrilase from a Phototrophicales bacterium exhibited exclusive nitrile hydratase activity. Through AI-driven evolution, 16 mutants of a nitrilase from an Actinomycetia bacterium were experimentally verified within a single prediction cycle. Seven variants displayed increased amide production, five of which exceeded 80% amide proportion. The top four variants achieved a 100% amide yield with complete substrate conversion. This platform establishes a transferable framework for multiobjective enzyme engineering and accelerates the development of efficient enzyme catalysts.
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