Deep learning models for the estimation of free energy of permeation of small molecules across lipid membranes

Abstract

A hybrid computational approach based on molecular dynamics simulations and deep learning algorithms facilitate fast and accurate estimation of the free energy of permeation of small drug-like molecules across lipid bilayers.