[HTML][HTML] Industrializing AI/ML during the end-to-end drug discovery process

J Yoo, TY Kim, IS Joung, SO Song - Current Opinion in Structural Biology, 2023 - Elsevier
Drug discovery aims to select proper targets and drug candidates to address unmet clinical
needs. The end-to-end drug discovery process includes all stages of drug discovery from …

Performance and Analysis of the Alchemical Transfer Method for Binding-Free-Energy Predictions of Diverse Ligands

L Chen, Y Wu, C Wu, A Silveira… - Journal of Chemical …, 2023 - ACS Publications
The Alchemical Transfer Method (ATM) is herein validated against the relative binding-free
energies (RBFEs) of a diverse set of protein–ligand complexes. We employed a streamlined …

Absolute binding free energy calculations improve enrichment of actives in virtual compound screening

M Feng, G Heinzelmann, MK Gilson - Scientific Reports, 2022 - nature.com
We determined the effectiveness of absolute binding free energy (ABFE) calculations to
refine the selection of active compounds in virtual compound screening, a setting where the …

De novo design of drug-binding proteins with predictable binding energy and specificity

L Lu, X Gou, SK Tan, SI Mann, H Yang, X Zhong… - Science, 2024 - science.org
The de novo design of small molecule–binding proteins has seen exciting recent progress;
however, high-affinity binding and tunable specificity typically require laborious screening …

Relative binding free energy calculations for ligands with diverse scaffolds with the alchemical transfer method

S Azimi, S Khuttan, JZ Wu, RK Pal… - Journal of Chemical …, 2022 - ACS Publications
We present an extension of the alchemical transfer method (ATM) for the estimation of
relative binding free energies of molecular complexes applicable to conventional, as well as …

What to Make of Zero: Resolving the Statistical Noise from Conformational Reorganization in Alchemical Binding Free Energy Estimates with Metadynamics Sampling

S Khuttan, E Gallicchio - Journal of Chemical Theory and …, 2024 - ACS Publications
We introduce the self-relative binding free energy (self-RBFE) approach to evaluate the
intrinsic statistical variance of dual-topology alchemical binding free energy estimators. The …

Alchemical Transformations and Beyond: Recent Advances and Real-World Applications of Free Energy Calculations in Drug Discovery

R Qian, J Xue, Y Xu, J Huang - Journal of Chemical Information …, 2024 - ACS Publications
Computational methods constitute efficient strategies for screening and optimizing potential
drug molecules. A critical factor in this process is the binding affinity between candidate …

Validation of the Alchemical Transfer Method for the Estimation of Relative Binding Affinities of Molecular Series

F Sabanés Zariquiey, A Pérez… - Journal of chemical …, 2023 - ACS Publications
The accurate prediction of protein–ligand binding affinities is crucial for drug discovery.
Alchemical free energy calculations have become a popular tool for this purpose. However …

Taming multiple binding poses in alchemical binding free energy prediction: the β-cyclodextrin host–guest SAMPL9 blinded challenge

S Khuttan, S Azimi, JZ Wu, S Dick, C Wu… - Physical Chemistry …, 2023 - pubs.rsc.org
We apply the Alchemical Transfer Method (ATM) and a bespoke fixed partial charge force
field to the SAMPL9 bCD host–guest binding free energy prediction challenge that …

Fast equilibration of water between buried sites and the bulk by molecular dynamics with parallel Monte Carlo water moves on graphical processing units

IY Ben-Shalom, C Lin, BK Radak… - Journal of chemical …, 2021 - ACS Publications
Molecular dynamics (MD) simulations of proteins are commonly used to sample from the
Boltzmann distribution of conformational states, with wide-ranging applications spanning …