Accurate Prediction of Protein Tertiary and Quaternary Stability Using Fine-Tuned Protein Language Models and Free Energy Perturbation.

Summary: Scientists have gotten really good at predicting the shape of proteins, which are the tiny building blocks of life. Now, they are taking the next big step: figuring out how strong and stable these proteins are, especially when they change or mutate. By using smart computer programs called "Protein Language Models" (which read protein parts like words in a sentence) and advanced physics simulations, researchers can accurately guess if a protein will stay stable or fall apart. They even tested it on glowing proteins to see how well it works. This new tool will help scientists design better, stronger proteins for medicine and biotechnology!