Extending quantum-mechanical benchmark accuracy to biological ligand-pocket interactions

M Mirela Puleva L Leonardo Medrano Sandonas (Institute for Materials Science and Max Bergmann Center of Biomaterials) B Balázs D. Lőrincz J Jorge Charry (Department of Physics and Materials Science, University of Luxembourg 2 , L-1511 Luxembourg City,) D David M. Rogers P Péter R. Nagy A Alexandre Tkatchenko

Abstract

Abstract Predicting the binding affinity of ligands to protein pockets is key in the drug design pipeline. The flexibility of ligand-pocket motifs arises from a range of attractive and repulsive electronic interactions during binding. Accurately accounting for all interactions requires robust quantum-mechanical (QM) benchmarks, which are scarce for ligand-pocket systems. Additionally, disagreement between “gold standard” Coupled Cluster (CC) and Quantum Monte Carlo (QMC) methods casts doubt on many benchmarks for larger non-covalent systems. We introduce the “QUantum Interacting Dimer” (QUID) benchmark framework containing 170 non-covalent (non-)equilibrium systems modeling chemically and structurally diverse ligand-pocket motifs. Symmetry-adapted perturbation theory shows that QUID broadly covers non-covalent binding motifs and energetic contributions. Robust binding energies are obtained using complementary CC and QMC methods, achieving agreement of 0.5 kcal/mol. The benchmark data analysis reveals that several dispersion-inclusive density functional approximations provide accurate energy predictions, though their atomic van der Waals forces differ in magnitude and orientation. Contrarily, semiempirical methods and empirical force fields require improvements in capturing non-covalent interactions (NCIs) for out-of-equilibrium geometries. The wide span of NCIs, highly accurate interaction energies, and analysis of molecular properties take QUID beyond the “gold standard” for QM benchmarks of ligand-protein systems.

Article Details

Volume / Issue Vol. 16, Issue 1
Published September 29, 2025
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (7)

M

Mirela Puleva

L

Leonardo Medrano Sandonas

Institute for Materials Science and Max Bergmann Center of Biomaterials

B

Balázs D. Lőrincz

J

Jorge Charry

Department of Physics and Materials Science, University of Luxembourg 2 , L-1511 Luxembourg City,

D

David M. Rogers

P

Péter R. Nagy

A

Alexandre Tkatchenko