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Post-docking virtual screening of diverse binding pockets: comparative study using DOCK, AMMOS, X-Score and FRED
Tania Pencheva1, Oumarou Samna Soumana, Ilza Pajeva
1Centre of Biomedical Engineering, Bulgarian Academy of Sciences, 105 Acad. G. Bonchev Str., 1113 Sofia, Bulgaria. tania.pencheva@clbme.bas.bg
No single docking scoring function excels across all protein targets. Empirical scoring functions suit hydrophobic pockets, while force field methods perform better on mixed or polar binding sites.
Area of Science:
- Computational chemistry
- Molecular modeling
- Drug discovery
Background:
- No single scoring function consistently performs well across diverse protein targets.
- Scoring functions are crucial for predicting ligand-protein binding affinity in drug discovery.
Purpose of the Study:
- To compare the performance of thirteen common force field and empirical scoring functions.
- To analyze scoring function performance based on binding site physicochemical properties.
- To evaluate the ability of scoring functions to discriminate active from inactive compounds.
Main Methods:
- Comparison of thirteen scoring functions (DOCK, AMMOS, X-Score, FRED) across five diverse protein targets.
- Analysis of scoring function performance correlated with binding site properties.
- Inclusion of Generalized Born/Surface Area (GBSA) solvation for one scoring function.
- Evaluation using receptor-based focused libraries to assess active/inactive discrimination.
Main Results:
- Empirical scoring functions showed better performance on hydrophobic binding pockets.
- Force field scoring functions demonstrated superior performance on mixed or polar binding pockets.
- Performance varied significantly depending on the specific protein target and binding site characteristics.
Conclusions:
- The choice of scoring function should be tailored to the specific physicochemical properties of the target binding site.
- Understanding binding site characteristics is critical for selecting appropriate docking-scoring methods.
- Further development of scoring functions considering solvation effects and diverse binding site properties is warranted.
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