Abstract |
In this work we report a QSAR model that discriminates between chemically heterogeneous classes of anticoccidial and non-anticoccidial compounds. For this purpose we used the Markovian Chemicals in silico Design (MARCH-INSIDE) approach J. Mol. Mod.2002, 8, 237-245; J. Mol. Mod.2003, 9, 395-407]. Linear discriminant analysis allowed us to fit the discriminant function. This function correctly classifies 86.67% of anticoccidial compounds and 96.23% of inactive compounds in the training series. Overall classification is 94.12%. We validated the model by means of an external predicting series, with 86.96% of global predictability. Remarkably, the present model is based on topological as well as configuration-dependent molecular descriptors. Therefore, the model performs timely calculations and allows discrimination between Z/E and chiral isomers. Finally, to exemplify the use of the model in practice we report the prediction and experimental assay of trans-2-(2-nitrovinyl)furan. It is notable that lesion control was 72.86% at mg/kg of body weight with respect to 60% at 125 mg/kg for amprolium (control drug). The back-projection map for this compound predicts a high level of importance for the double bond and for the nitro group in the trans position. We conclude that the MARCH-INSIDE approach enables the accurate fast track identification of anticoccidial hits. Moreover, trans-2-(2-nitrovinyl)furan seems to be a promising drug for the treatment of coccidiosis.
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Authors | Humberto González-Díaz, Ervelio Olazábal, Lourdes Santana, Eugenio Uriarte, Yenny González-Díaz, Nilo Castañedo |
Journal | Bioorganic & medicinal chemistry
(Bioorg Med Chem)
Vol. 15
Issue 2
Pg. 962-8
(Jan 15 2007)
ISSN: 0968-0896 [Print] England |
PMID | 17081758
(Publication Type: Journal Article, Research Support, Non-U.S. Gov't)
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Chemical References |
- Coccidiostats
- Furans
- Vinyl Compounds
- trans-2-(2-nitrovinyl)furan
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Topics |
- Animals
- Body Weight
(drug effects)
- Chickens
- Coccidiostats
(chemical synthesis, pharmacology)
- Eimeria tenella
(drug effects)
- Female
- Furans
(chemical synthesis, pharmacology)
- Models, Molecular
- Quantitative Structure-Activity Relationship
- Reproducibility of Results
- Vinyl Compounds
(chemical synthesis, pharmacology)
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