A systematic survey in geometric deep learning for structure-based drug design

Z Zhang, J Yan, Q Liu, E Chen, M Zitnik - arXiv preprint arXiv:2306.11768, 2023 - arxiv.org
Structure-based drug design (SBDD) utilizes the three-dimensional geometry of proteins to
identify potential drug candidates. Traditional methods, grounded in physicochemical …

Estimating the similarity between protein pockets

M Eguida, D Rognan - International Journal of Molecular Sciences, 2022 - mdpi.com
With the exponential increase in publicly available protein structures, the comparison of
protein binding sites naturally emerged as a scientific topic to explain observations or …

Learning subpocket prototypes for generalizable structure-based drug design

Z Zhang, Q Liu - International Conference on Machine …, 2023 - proceedings.mlr.press
Generating molecules with high binding affinities to target proteins (aka structure-based
drug design) is a fundamental and challenging task in drug discovery. Recently, deep …

[PDF][PDF] An improved branch and bound algorithm for the maximum clique problem

J Konc, D Janezic - proteins, 2007 - insilab.org
A new algorithm for finding a maximum clique in an undirected graph is described. An
approximate coloring algorithm has been improved and used to provide bounds to the size …

Impact of binding site comparisons on medicinal chemistry and rational molecular design

C Ehrt, T Brinkjost, O Koch - Journal of medicinal chemistry, 2016 - ACS Publications
Modern rational drug design not only deals with the search for ligands binding to interesting
and promising validated targets but also aims to identify the function and ligands of yet …

Efficient generation of protein pockets with PocketGen

Z Zhang, WX Shen, Q Liu, M Zitnik - Nature Machine Intelligence, 2024 - nature.com
Designing protein-binding proteins is critical for drug discovery. However, artificial-
intelligence-based design of such proteins is challenging due to the complexity of protein …

A computer vision approach to align and compare protein cavities: application to fragment-based drug design

M Eguida, D Rognan - Journal of Medicinal Chemistry, 2020 - ACS Publications
Identifying local similarities in binding sites from distant proteins is a major hurdle to rational
drug design. We herewith present a novel method, borrowed from computer vision, adapted …

Binding site comparison for function prediction and pharmaceutical discovery

J Konc, D Janežič - Current opinion in structural biology, 2014 - Elsevier
Highlights•We review the recent advances in binding site comparison approach.•We
examine its use in protein function prediction.•We discuss its uses in pharmaceutical …

Structural insights on fragment binding mode conservation

MN Drwal, G Bret, C Perez, C Jacquemard… - Journal of medicinal …, 2018 - ACS Publications
Aiming at a deep understanding of fragment binding to ligandable targets, we performed a
large scale analysis of the Protein Data Bank. Binding modes of 1832 drug-like ligands and …

Identification of similar binding sites to detect distant polypharmacology

X Jalencas, J Mestres - Molecular informatics, 2013 - Wiley Online Library
The ability of small molecules to interact with multiple proteins is referred to as
polypharmacology. This property is often linked to the therapeutic action of drugs but it is …