May 13, 2024Open Access

Generative Enzyme Design Guided by Functionally Important Sites and Small-Molecule Substrates

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EnzyGen reliably produces functional biocatalysts tailored to targeted small-molecule ligands, achieving strong substrate binding affinity across diverse enzyme families.
Surpassing the best baseline by 10.79% in substrate binding affinity, the model demonstrated superior generative performance across all 323 tested enzyme families.
Benchmark on EnzyBench utilizes equivariant layers and attention to predict 3D coordinates and amino acid sequence data, supporting generalizable biocatalyst engineering.

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Implication

Computational benchmark demonstrates targeted enzyme generation across 323 enzyme families, highlighting improved substrate binding affinity and structure.

Cite This Study

Song et al. (2024) studied this question.

synapsesocial.com/papers/68e6a61fb6db64358762943d https://doi.org/10.48550/arxiv.2405.08205

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Implication

Computational benchmark demonstrates targeted enzyme generation across 323 enzyme families, highlighting improved substrate binding affinity and structure.

Generative Enzyme Design Guided by Functionally Important Sites and Small-Molecule Substrates

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Implication

Cite This Study

Generative Enzyme Design Guided by Functionally Important Sites and Small-Molecule Substrates

Key Points

Discussion

Implication

Cite This Study

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