Protocol for Membrane Permeability Prediction of Cyclic Peptides using Descriptors Obtained from Extended Ensemble Molecular Dynamics Simulations and Chemical Structures
Masatake Sugita, Yudai Noso, Jianan Li…·Yutaka Akiyama
The paper develops a machine learning protocol to predict cyclic peptide membrane permeability using 3D descriptors from MD simulations and 2D chemical descriptors, achieving R = 0.77 and RMSE = 0.62 on training data.