Debora S. Marks

Machine learning guided cell-free expression maps the biochemical landscape of carbonic anhydrase

This work demonstrates that integrating cell-free enzyme engineering with machine learning enables opportunities for high-throughput experimental measurements to benchmark and improve protein language models, accelerate design loops, and expand functional exploration within protein families where experimental information is limited.