The team tested a library of 15,000 single-site and multi-site variants of a form II Rubisco enzyme from Gallionella in the cyanobacterium Synechocystis sp. PCC 6803. The screening method linked Rubisco activity to the bacterium’s growth, allowing the researchers to identify variants with higher fitness.

Changes near the enzyme’s active site, at the interface between its two protein units and in possible gas channels were associated with improved fitness. The researchers then used recombination and a trained transformer model to guide further protein engineering and examined two high-fitness variants in laboratory enzyme tests.