• Integration of molecular dynamics and machine learning enables accurate prediction of stabilizing mutations.
• Engineered variants showed up to 15°C increase in melting temperature (Tm) and enhanced resistance to chemical denaturation.
• The approach is generalizable and can be applied to various enzymes and therapeutic proteins.
• The engineered enzyme retained catalytic activity under harsh industrial conditions, demonstrating practical utility.
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