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Daniel C. Howell

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#diffusion models Review Open access Sep 2026

What deep learning can and cannot (yet) do for enzyme design.

Deep learning has substantially advanced structure-based enzyme design, yet reliably creating highly efficient enzymes remains out of reach. One emerging enzyme design strategy combines diffusion-based scaffold generation around active-site models with sequence design. Such structure-based approaches have expanded the...

Judith A. Ahr, Moor de Waal, Tudor-Stefan Cotet et al. · 1 citation

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