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Updated: Dec 11, 2025

Determination of Protein-ligand Interactions Using Differential Scanning Fluorimetry
Published on: September 13, 2014
Ligand binding free-energy calculations with funnel metadynamics
Stefano Raniolo1, Vittorio Limongelli2,3
1Università della Svizzera italiana (USI), Faculty of Biomedical Sciences, Institute of Computational Science, Lugano, Switzerland.
We developed the Funnel-Metadynamics Advanced Protocol (FMAP), a user-friendly tool for calculating ligand-protein binding free energy. FMAP accurately determines binding modes and free energies, aiding drug design.
Area of Science:
- Computational chemistry
- Molecular dynamics
- Drug discovery
Background:
- Accurate ligand-target binding mechanism resolution is crucial for drug design.
- Free-energy calculations are essential for determining ligand binding modes.
- Current methods are accurate but lack user-friendliness, limiting their application.
Purpose of the Study:
- To present the Funnel-Metadynamics Advanced Protocol (FMAP), a user-friendly GUI-based tool.
- To enable accurate calculation of absolute ligand-protein binding free energy.
- To elucidate ligand binding mechanisms, including alternative modes and water roles.
Main Methods:
- Developed FMAP, a graphical user interface protocol for funnel metadynamics.
- FMAP guides users through input preparation, simulation, and analysis.
- Utilized a funnel-shape restraint potential for binding free-energy calculations.
Main Results:
- FMAP successfully determined the ligand binding mode and absolute binding free energy.
- The protocol elucidated alternative binding modes and the role of water molecules.
- The benzamidine-trypsin system calculation (~105k atoms) completed in ~2.8 days.
Conclusions:
- FMAP provides a user-friendly approach to complex free-energy calculations.
- The protocol aids in detailed understanding of ligand binding mechanisms.
- FMAP facilitates efficient and accurate drug design through enhanced molecular modeling.
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