Recent advances in alchemical binding free energy calculations for drug discovery

I Muegge, Y Hu - ACS Medicinal Chemistry Letters, 2023 - ACS Publications
Rigorous physics-based methods to calculate binding free energies of protein–ligand
complexes have become a valued component of structure-based drug design. Relative and …

The art and science of molecular docking

JM Paggi, A Pandit, RO Dror - Annual Review of Biochemistry, 2024 - annualreviews.org
Molecular docking has become an essential part of a structural biologist's and medicinal
chemist's toolkits. Given a chemical compound and the three-dimensional structure of a …

[HTML][HTML] Sample efficient reinforcement learning with active learning for molecular design

M Dodds, J Guo, T Löhr, A Tibo, O Engkvist… - Chemical Science, 2024 - pubs.rsc.org
Reinforcement learning (RL) is a powerful and flexible paradigm for searching for solutions
in high-dimensional action spaces. However, bridging the gap between playing computer …

Machine Learning Guided AQFEP: A Fast and Efficient Absolute Free Energy Perturbation Solution for Virtual Screening

JE Crivelli-Decker, Z Beckwith, G Tom… - Journal of Chemical …, 2024 - ACS Publications
Structure-based methods in drug discovery have become an integral part of the modern
drug discovery process. The power of virtual screening lies in its ability to rapidly and cost …

[HTML][HTML] Protein–protein interfaces in molecular glue-induced ternary complexes: classification, characterization, and prediction

H Rui, KS Ashton, J Min, C Wang, PR Potts - RSC Chemical Biology, 2023 - pubs.rsc.org
Molecular glues are a class of small molecules that stabilize the interactions between
proteins. Naturally occurring molecular glues are present in many areas of biology where …

Active learning of the conformational ensemble of proteins using maximum entropy VAMPNets

DE Kleiman, D Shukla - Journal of Chemical Theory and …, 2023 - ACS Publications
Rapid computational exploration of the free energy landscape of biological molecules
remains an active area of research due to the difficulty of sampling rare state transitions in …

[HTML][HTML] Pareto optimization to accelerate multi-objective virtual screening

JC Fromer, DE Graff, CW Coley - Digital Discovery, 2024 - pubs.rsc.org
The discovery of therapeutic molecules is fundamentally a multi-objective optimization
problem. One formulation of the problem is to identify molecules that simultaneously exhibit …

Thompson Sampling─ An Efficient Method for Searching Ultralarge Synthesis on Demand Databases

K Klarich, B Goldman, T Kramer, P Riley… - Journal of Chemical …, 2024 - ACS Publications
Over the last five years, virtual screening of ultralarge synthesis on-demand libraries has
emerged as a powerful tool for hit identification in drug discovery programs. As these …

[HTML][HTML] From byte to bench to bedside: molecular dynamics simulations and drug discovery

M Ahmed, AM Maldonado, JD Durrant - BMC biology, 2023 - Springer
Molecular dynamics (MD) simulations and computer-aided drug design (CADD) have
advanced substantially over the past two decades, thanks to continuous computer hardware …

[HTML][HTML] How exascale computing can shape drug design: A perspective from multiscale QM/MM molecular dynamics simulations and machine learning-aided …

G Rossetti, D Mandelli - Current Opinion in Structural Biology, 2024 - Elsevier
Molecular simulations are an essential asset in the first steps of drug design campaigns.
However, the requirement of high-throughput limits applications mainly to qualitative …