Equivariant 3D-conditional diffusion model for molecular linker design

I Igashov, H Stärk, C Vignac, A Schneuing… - Nature Machine …, 2024 - nature.com
Fragment-based drug discovery has been an effective paradigm in early-stage drug
development. An open challenge in this area is designing linkers between disconnected …

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 …

De novo design of anti-COVID drugs using machine learning-based equivariant diffusion model targeting the spike protein

V Niranjan, A Uttarkar, A Ramakrishnan… - Current Issues in …, 2023 - mdpi.com
The drug discovery and research for an anti-COVID-19 drug has been ongoing despite
repurposed drugs in the market. Over time, these drugs were discontinued due to side …

PocketAnchor: Learning structure-based pocket representations for protein-ligand interaction prediction

S Li, T Tian, Z Zhang, Z Zou, D Zhao, J Zeng - Cell Systems, 2023 - cell.com
Protein-ligand interactions are essential for cellular activities and drug discovery processes.
Appropriately and effectively representing protein features is of vital importance for …