Recent advances in alchemical binding free energy calculations for drug discovery
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 …
complexes have become a valued component of structure-based drug design. Relative and …
The art and science of molecular docking
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 …
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
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 …
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
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 …
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 …
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 …
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
The discovery of therapeutic molecules is fundamentally a multi-objective optimization
problem. One formulation of the problem is to identify molecules that simultaneously exhibit …
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 …
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
Molecular dynamics (MD) simulations and computer-aided drug design (CADD) have
advanced substantially over the past two decades, thanks to continuous computer hardware …
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 …
However, the requirement of high-throughput limits applications mainly to qualitative …