Although many proteins function by toggling between distinct conformations, most structure predictors remain limited to a single static fold. Here, the authors test the performance of AlphaFold2, AlphaFold3, and recent variants on a dataset of autoinhibited proteins exhibiting at least two functionally distinct conformations, and show that AlphaFold2 fails to reproduce the experimental structures of many autoinhibited proteins, but that it can capture conformational diversity when using uniform multiple sequence alignment subsampling.
- Brooks H. Perkins-Jechow
- Juan Pablo Iglesias Ahualli
- Jörg Gsponer