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Updated: Jul 18, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Implications of protein conformational diversity for binding and development of new biological active compounds
A P Valente1, C A Miyamoto, F C L Almeida
1Centro Nacional de Ressonância Magnetica Nuclear Jiri Jonas, Instituto de Bioquímica Médica, Programa de Biologia Estrutural, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil.
Abstract:
The new generation of biologically active compounds developed during the 20(th) century relied on knowledge of enzymology and protein structure, and were based initially, on the understanding that protein-protein and small molecule-protein interactions occurred through a lock-and-key mechanism. Later, evidence suggested that this mechanism was usually followed by a conformational change, known as induced fit. Recent studies on protein dynamics, mainly by nuclear magnetic resonance (NMR) relaxation measurements, have shown that proteins are not structured in a unique conformation. Rather, they frequently have regions of conformational diversity. In the present review we will discuss a novel view of binding, put forward in by several research groups in the last 5 to 10 years. In the free state, protein regions displaying conformational diversity exhibit equilibria among pre-existing conformations. In the presence of a ligand, one of these conformations is stabilized, so that the ligand does not need to induce a new conformation. Upon ligand binding there is a population shift toward the bound conformational state. Conformational diversity of binding sites of several proteins has been measured and has important practical as well as thermodynamical consequences: binding sites can be mapped without prior knowledge of the ligand and also evolution of binding sites depends mostly on the free state, occurring at least partially independently of the ligand.
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