1. Identification of Novel Antimalarial Chemotypes via Chemoinformatic Compound Selection Methods for a High-Throughput Screening Program against the Novel Malarial Target, PfNDH2: Increasing Hit Rate via Virtual Screening Methods
- Author
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Alasdair Hill, Peter Gibbons, Alison E. Shone, David William Cronk, Gemma L. Nixon, Stephen A. Ward, Chandrakala Pidathala, David W. Hong, Ian K. Gowers, Richard Amewu, Alison Mbekeani, Raman Sharma, Joanne Lesley Shearer, Serge P. Parel, Alexandre S. Lawrenson, Giancarlo A. Biagini, Paul A. Stocks, Ashley J. Warman, Paul M. O'Neill, Suet C. Leung, James Chadwick, Nicholas Fisher, and Neil G. Berry
- Subjects
Quantitative structure–activity relationship ,Informatics ,Databases, Factual ,Plasmodium falciparum ,Protozoan Proteins ,Quantitative Structure-Activity Relationship ,Computational biology ,01 natural sciences ,Article ,Antimalarials ,03 medical and health sciences ,Parasitic Sensitivity Tests ,Drug Discovery ,High-Throughput Screening Assays ,Quinone Reductases ,030304 developmental biology ,chemistry.chemical_classification ,Principal Component Analysis ,0303 health sciences ,Virtual screening ,biology ,Bayes Theorem ,Ligand (biochemistry) ,biology.organism_classification ,Combinatorial chemistry ,Chemical space ,0104 chemical sciences ,3. Good health ,010404 medicinal & biomolecular chemistry ,Enzyme ,chemistry ,Cheminformatics ,Molecular Medicine - Abstract
Malaria is responsible for approximately 1 million deaths annually; thus, continued efforts to discover new antimalarials are required. A HTS screen was established to identify novel inhibitors of the parasite's mitochondrial enzyme NADH:quinone oxidoreductase (PfNDH2). On the basis of only one known inhibitor of this enzyme, the challenge was to discover novel inhibitors of PfNDH2 with diverse chemical scaffolds. To this end, using a range of ligand-based chemoinformatics methods, ~17000 compounds were selected from a commercial library of ~750000 compounds. Forty-eight compounds were identified with PfNDH2 enzyme inhibition IC(50) values ranging from 100 nM to 40 μM and also displayed exciting whole cell antimalarial activity. These novel inhibitors were identified through sampling 16% of the available chemical space, while only screening 2% of the library. This study confirms the added value of using multiple ligand-based chemoinformatic approaches and has successfully identified novel distinct chemotypes primed for development as new agents against malaria.
- Published
- 2012
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