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A Protocol for Computer-Based Protein Structure and Function Prediction
Published on: November 3, 2011
Analysis of protein binding sites by computational solvent mapping.
David R Hall1, Dima Kozakov, Sandor Vajda
1Department of Biomedical Engineering, Biomolecular Engineering Research Center, Boston University, Boston, MA, USA. drhall@bu.edu
Methods in Molecular Biology (Clifton, N.J.)
|December 21, 2011
Summary
Computational solvent mapping identifies druggable protein binding sites using molecular probes. The FTMap algorithm effectively predicts favorable ligand interactions and binding pockets for drug discovery.
Area of Science:
- Computational biology
- Structural biology
- Drug discovery
Background:
- Protein binding sites are crucial for molecular interactions and drug development.
- Experimental methods like X-ray and NMR screening reveal that protein binding sites accommodate various small molecules.
- Computational solvent mapping offers a way to explore these binding sites globally.
Purpose of the Study:
- To develop and validate a computational method for identifying potentially favorable ligand-binding positions on protein surfaces.
- To assess the accuracy of the method in reproducing experimental mapping results.
- To identify "druggable" sites on proteins with high potential for therapeutic ligand binding.
Main Methods:
- Developed the FTMap algorithm, a multistage mapping approach utilizing fast Fourier transform (FFT) correlation.
- Employed molecular probes (small molecules or functional groups) to systematically sample protein surfaces.
- Focused on identifying low free energy regions rather than specific low-energy conformations.
Main Results:
- FTMap successfully reproduces available experimental solvent mapping results.
- Molecular probes consistently cluster in important subsites within protein binding sites.
- Amino acid residues interacting with multiple probes correlate with specific ligand binding sites.
Conclusions:
- The "consensus" sites identified by probe clustering are likely "druggable" and can bind drug-sized ligands with high affinity.
- FTMap is a sensitive tool for comparing binding sites across different protein structures, including conformational changes.
- The method aids in understanding protein-ligand interactions and facilitates drug design.
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