Related Experiment Video
Updated: May 16, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Incorporating backbone flexibility in MedusaDock improves ligand-binding pose prediction in the CSAR2011 docking
Feng Ding1, Nikolay V Dokholyan
1Department of Physics and Astronomy, Clemson University, Clemson, South Carolina 29634, USA.
Abstract:
Solution of the structures of ligand-receptor complexes via computational docking is an integral step in many structural modeling efforts as well as in rational drug discovery. A major challenge in ligand-receptor docking is the modeling of both receptor and ligand flexibilities in order to capture receptor conformational changes induced by ligand binding. In the molecular docking suite MedusaDock, both ligand and receptor side chain flexibilities are modeled simultaneously with sets of discrete rotamers, where the ligand rotamer library is generated "on the fly" in a stochastic manner. Here, we introduce backbone flexibility into MedusaDock by implementing ensemble docking in a sequential manner for a set of distinct receptor backbone conformations. We generate corresponding backbone ensembles to capture backbone changes upon binding to different ligands, as observed experimentally. We develop a simple clustering and ranking approach to select the top poses as blind predictions. We applied our method in the CSAR2011 benchmark exercise. In 28 out of 35 cases (80%) where the ligand-receptor complex structures were released, we were able to predict near-native poses (<2.5 Å RMSD), the highest success rate reported for CSAR2011. This result highlights the importance of modeling receptor backbone flexibility to the accurate docking of ligands to flexible targets. We expect a broad application of our fully flexible docking approach in biological studies as well as in rational drug design.
Related Concept Videos
Ligand Binding Sites
Protein-ligand interactions are quite specific; even though numerous potential ligands surround a cellular protein at any given time, only a particular ligand can bind to that protein. Moreover, a ligand binds only to a dedicated area on the surface of the protein, known as the...
Ligand Binding Sites
Protein-ligand interactions are quite specific; even though numerous potential ligands surround a cellular protein at any given time, only a particular ligand can bind to that protein. Moreover, a ligand binds only to a dedicated area on the surface of the protein, known as the...
Conserved Binding Sites
Binding sites are often located in large pockets, and if their location on a protein’s surface is unknown, it can be predicted using various approaches. The energetic method computationally analyses the...
Conserved Binding Sites
Binding sites are often located in large pockets, and if their location on a protein’s surface is unknown, it can be predicted using various approaches. The energetic method computationally analyses the...
Ligand Binding and Linkage
Ligand Binding and Linkage
