SCONES: Self-Consistent Neural Network for Protein Stability Prediction Upon Mutation.

Engineering proteins to have desired properties by mutating amino acids at specific sites is commonplace. Such engineered proteins must be stable to function. Experimental methods used to determine stability at throughputs required to scan the protein sequence space thoroughly are laborious.