Systematic Comparison of the Performance of Different 2D and 3D Ligand-Based Virtual Screening Methodologies to Discover Anticonvulsant Drugs
| Autor: | Mauricio E. Di Ianni, Melisa Edith Gantner, Alan Talevi, Eduardo A. Castro, María Esperanza Ruiz, Luis E. Bruno-Blanch |
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| Rok vydání: | 2014 |
| Předmět: |
Quantitative structure–activity relationship
Virtual screening Molecular Structure Drug discovery Computer science Nearest neighbor search Organic Chemistry Quantitative Structure-Activity Relationship General Medicine computer.software_genre Ligands Computer Science Applications Chemical library Ranking (information retrieval) chemistry.chemical_compound chemistry Similarity (psychology) Drug Discovery Anticonvulsants Data mining Anticonvulsant drugs computer Algorithms |
| Zdroj: | Combinatorial chemistryhigh throughput screening. 18(4) |
| ISSN: | 1875-5402 |
| Popis: | Virtual screening encompasses a wide range of computational approaches aimed at the high-throughput, cost-efficient exploration of chemical libraries or databases to discover new bioactive compounds or novel medical indications of known drugs. Here, we have performed a systematic comparison of the performance of a large number of 2D and 3D ligand-based approaches (2D and 3D similarity, QSAR models, pharmacophoric hypothesis) in a simulated virtual campaign on a chemical library containing 50 known anticonvulsant drugs and 950 decoys with no previous reports of anticonvulsant effect. To perform such comparison, we resorted to Receiver Operating Characteristic curves. We also tested the relative performance of consensus methodologies. Our results indicate that the selective combination of the individual approaches (through voting and ranking combination schemes) significantly outperforms the individual algorithms and/or models. Among the best-performing individual approaches, 2D similarity search based on circular fingerprints and 3D similarity approaches should be highlighted. Combining the results from different query molecules also led to enhanced enrichment. |
| Databáze: | OpenAIRE |
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