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Updated: Feb 17, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Accurate Physics-Based Flexible Docking of Macrocyclic Ligands
Jacob Robson-Tull1, João P G L M Rodrigues1
1Schrodinger New York, 1540 Broadway, 24th Floor, New York, New York 10035, United States.
A new computational modeling protocol enhances the accuracy of macrocycle drug discovery. This flexible docking method effectively predicts how macrocyclic compounds bind to targets, improving structure-based therapeutic development.
Area of Science:
- Computational chemistry
- Medicinal chemistry
- Drug discovery
Background:
- Macrocycles are a vital therapeutic class facing computational modeling challenges.
- Existing methods struggle with sampling bioactive conformations and predicting binding modes.
- These limitations hinder structure-based drug discovery for macrocyclic therapeutics.
Purpose of the Study:
- To develop an improved computational docking protocol for macrocycles.
- To enhance the accuracy of predicting macrocycle binding modes and conformations.
- To overcome limitations in current macrocycle modeling techniques.
Main Methods:
- Developed a novel flexible macrocycle docking protocol.
- Integrated existing Schrödinger macrocycle sampling and small molecule docking technologies.
- Benchmarked the protocol using an expanded dataset of 240 receptor-macrocycle systems.
Main Results:
- The new protocol significantly outperforms existing docking tools.
- Achieved 82% accuracy in recapitulating receptor-bound structures within the top 2 poses.
- Successfully modeled binding for several clinically relevant macrocyclic compounds.
Conclusions:
- The developed flexible macrocycle docking protocol shows significant promise for structure-based drug discovery.
- The method improves the prediction of macrocycle binding poses and conformations.
- Further research is needed to address challenges like induced-fit effects and strain in macrocycle modeling.
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