#ligand-binding News & Analysis

Ligand-Conditioned Discrete Diffusion for Protein Sequence-Structure Co-Design

Researchers introduce ProtLiD², a discrete diffusion model that co-designs protein sequences and structures while conditioning on ligand information, achieving significant improvements in fold confidence and ligand-binding accuracy compared to existing methods. The model demonstrates practical advantages in both whole-protein and active-site pocket design tasks.