ESMDynamic: Fast Protein Dynamic Contact Map Prediction
ESMDynamic is a deep learning model that predicts residue-residue contact dynamics directly from protein sequence, according to recent structural biology data. By mapping conformational variability across experimental structure ensembles and molecular dynamics simulations, the model forecasts dynamic contact probabilities, contact occupancy fractions, and coarse-grained kinetics across multiple temperatures. How ESMDynamic Predicts Protein Conformational Dynamics Understanding … Read more