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Updated: Mar 1, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Leveraging conformational ensembles in allosteric drug discovery
Ruth Nussinov1, Clil Regev2, Hyunbum Jang3
1Computational Structural Biology Section, Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA; Department of Human Molecular Genetics and Biochemistry, Sackler School of Medicine, Tel Aviv University, Tel Aviv 69978, Israel; Cancer Innovation Laboratory, National Cancer Institute at Frederick, Frederick, MD 21702, USA.
Drug discovery is advancing beyond rigid protein models. Understanding dynamic protein conformational ensembles in biomolecular condensates reveals new therapeutic targets and improves allosteric drug design.
Area of Science:
- Biochemistry and Molecular Biology
- Pharmacology
- Structural Biology
Background:
- Signaling proteins like Ras, mTOR, and EGFR exist as dynamic conformational ensembles within biomolecular condensates.
- Traditional drug discovery models, such as the induced fit model, viewed proteins as rigid structures, limiting therapeutic development.
- These dynamic ensembles are critical for allosteric drug discovery and action.
Purpose of the Study:
- To review the limitations of traditional protein models in drug discovery.
- To highlight how understanding dynamic conformational ensembles enhances allosteric drug design.
- To discuss the role of ensemble-based approaches in developing future therapeutics.
Main Methods:
- Review of existing literature and research findings.
- Analysis of molecular dynamics simulations of oncogenic protein mutants.
- Experimental validation of transiently existing protein pockets and exosites.
Main Results:
- Heterogeneous dynamic ensembles of signaling proteins have been revealed through advanced simulations and experiments.
- Targetable cryptic pockets and cooperative exosites, transiently existing within these ensembles, have been identified.
- Leveraging conformational ensembles offers improved strategies for allosteric drug design.
Conclusions:
- Shifting from rigid protein models to dynamic conformational ensembles revolutionizes allosteric drug discovery.
- Ensemble-based approaches provide a more effective strategy for developing novel therapeutics.
- Understanding protein dynamics in biomolecular condensates is key for future drug development.
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