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W. Ahsan

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Review Open access Jun 2026

Machine Learning-Guided Enzyme Engineering Approaches for Enhanced Biocatalytic Efficiency: Concepts, Mechanisms, and Future Directions

This review provides a comprehensive overview of ML-guided strategies to improve key enzymatic parameters, including the turnover number, substrate affinity, and catalytic efficiency, with a focus on mechanistic insights and performance outcomes.

W. Ahsan · Catalysts · 0 citations