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Protein Flexibility in Virtual Screening: The BACE-1 Case Study
- Publication Year :
- 2012
-
Abstract
- Simulating protein flexibility is a major issue in the docking-based drug-design process for which a single methodological solution does not exist. In our search of new anti-Alzheimer ligands, we were faced with the challenge of including receptor plasticity in a virtual screening campaign aimed at finding new β-secretase inhibitors. To this aim, we incorporated protein flexibility in our simulations by using an ensemble of static X-ray enzyme structures to screen the National Cancer Institute database. A unified description of the protein motion was also generated by computing and combining a set of grid maps using an energy weighting scheme. Such a description was used in an energy-weighted virtual screening experiment on the same molecular database. Assessment of the enrichment factors from these two virtual screening approaches demonstrated comparable predictive powers, with the energy-weighted method being faster than the ensemble method. The in vitro evaluation demonstrated that out of the 32 tested ligands, 17 featured the predicted enzyme inhibiting property. Such an impressive success rate (53.1%) demonstrates the enhanced power of the two methodologies and suggests that energy-weighted virtual screening is a more than valid alternative to ensemble virtual screening given its reduced computational demands and comparable performance. © 2012 American Chemical Society.
- Subjects :
- STRUCTURE-BASED DESIGN
FLEXIBLE SIDE-CHAINS
MEMAPSIN-2 BETA-SECRETASE
APP CLEAVING ENZYME
DRUG DESIGN
MOLECULAR RECOGNITION
ALZHEIMERS-DISEASE
LIGAND DOCKING
SOFT DOCKING
ACTIVE-SITE
Protein Conformation
General Chemical Engineering
Library and Information Sciences
Machine learning
computer.software_genre
Crystallography, X-Ray
Ligands
Molecular Docking Simulation
Article
Antiparkinson Agents
User-Computer Interface
Alzheimer Disease
High-Throughput Screening Assays
Drug Discovery
Fluorescence Resonance Energy Transfer
Aspartic Acid Endopeptidases
Humans
Simulation
Virtual screening
Binding Sites
Chemistry
business.industry
Drug discovery
General Chemistry
Grid
Computer Science Applications
Weighting
Thermodynamics
Artificial intelligence
Amyloid Precursor Protein Secretases
business
computer
Algorithms
Databases, Chemical
Protein Binding
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....6dea635e1dc09e492b08a98db96ac1db