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Author

Théophile Lambert

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Open access Oct 2026

Design-Evolution Synergy Enables New-to-Nature Enzyme Chemistry

Directed evolution and machine-learning-assisted evolution have transformed biocatalysis by enabling rapid optimisation of catalytic performance within compatible protein scaffolds. In parallel, advances in deep-learning-driven de novo protein design have expanded accessible protein architectural space, enabling the ge...

Zi-Qi Li, Rui-Jie K. Zhang, Pei-Pei Xie et al. · 0 citations

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