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Updated: May 24, 2026

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Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Exploring protein flexibility: incorporating structural ensembles from crystal structures and simulation into virtual
David J Osguthorpe1, Woody Sherman, Arnold T Hagler
1Shifa Biomedical, 1 Great Valley Parkway, Suite 8, Malvern, Pennsylvania 19355, USA.
The Journal of Physical Chemistry. B
|March 20, 2012
Summary
Protein structure plasticity is key for biological processes. Ensembles from crystal structures, not simulations, best improve virtual screening enrichment and diversity for drug discovery.
Area of Science:
- Structural Biology
- Computational Chemistry
- Drug Discovery
Background:
- Proteins exhibit conformational plasticity, adapting structure in response to modifications, ligands, and protein interactions, which is crucial for biological functions.
- Understanding and sampling protein conformational landscapes, particularly ligand binding site geometry, is essential for effective virtual screening in drug discovery.
Purpose of the Study:
- To evaluate the ability of molecular dynamics (MD), replica exchange molecular dynamics (REMD), and crystal structure libraries to sample protein conformational space.
- To assess how well these sampled conformations, when used in ensemble docking, improve virtual screening enrichment and diversity for identifying active compounds.
Main Methods:
- Utilized molecular dynamics (MD) and replica exchange molecular dynamics (REMD) simulations to explore protein conformational landscapes.
- Generated ensembles of protein structures from simulations and crystal-ligand complexes.
- Employed hierarchical clustering of binding site shapes to select four representative structures per ensemble for docking studies.
Main Results:
- Replica exchange molecular dynamics (REMD) showed a slight improvement in structural sampling compared to standard molecular dynamics (MD) and crystal structures.
- Despite enhanced sampling from simulations, this did not directly translate to superior docking performance.
- Ensemble docking strategies significantly improved both enrichment and diversity; ensembles derived from crystal structures outperformed those from simulations.
Conclusions:
- Protein conformational plasticity is significant and influences ligand binding site accessibility.
- Ensemble docking is a valuable strategy for enhancing virtual screening efficiency.
- Crystal structure-derived ensembles are more effective for virtual screening than simulation-derived ensembles in the tested cases.
Related Concept Videos
Protein Organization
Proteins are polymers of amino acid residues. They are versatile and responsible for different cellular functions, including DNA replication, molecular transport, catalysis, and structural support. Proteins have a hierarchical structure comprising at least three levels of organization: primary, secondary, and tertiary structure. Some large proteins have a quaternary structure where individual protein subunits are linked together.
The primary structure of a protein is its amino acid sequence.
The primary structure of a protein is its amino acid sequence.
Protein Folding
Overview

