Knowledge Enhanced Representation Learning for Drug Discovery
Thanh Lam Hoang, Marco Luca Sbodio, et al.
AAAI 2024
The central question in evaluating almost any result from a molecular dynamics simulation is whether the calculation has converged. Unfortunately, assessing the ergodicity of a single trajectory is very difficult to do. In this work, we assess the sampling of molecular dynamics simulations of the membrane protein rhodopsin by comparing the results from 26 independent trajectories, each run for 100 ns. By examining principal components and cluster populations, we show that rhodopsin's fluctuations are not well described by 100 ns of dynamics, and that the sampling is not fully converged even for individual loops. The results serve as a reminder of the caution required when interpreting molecular dynamics simulations of macromolecules. © 2007 Wiley-Liss, Inc.
Thanh Lam Hoang, Marco Luca Sbodio, et al.
AAAI 2024
John Badger, R. Ajay Kumar, et al.
Proteins: Structure, Function and Genetics
Gouri Shankar Pandey, Chen Yanover, et al.
PLoS Computational Biology
Dan He, Eleazar Eskin
Gene