Designing Novel Antitrypanosomal Agents from a Mixed Graph-Theoretical Substructural Approach
Contribuinte(s) |
UNIVERSIDADE DE SÃO PAULO |
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Data(s) |
20/10/2012
20/10/2012
2010
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Resumo |
Chagas disease is nowadays the most serious parasitic health problem. This disease is caused by Trypanosoma cruzi. The great number of deaths and the insufficient effectiveness of drugs against this parasite have alarmed the scientific community worldwide. In an attempt to overcome this problem, a model for the design and prediction of new antitrypanosomal agents was obtained. This used a mixed approach, containing simple descriptors based on fragments and topological substructural molecular design descriptors. A data set was made up of 188 compounds, 99 of them characterized an antitrypanosomal activity and 88 compounds that belong to other pharmaceutical categories. The model showed sensitivity, specificity and accuracy values above 85%. Quantitative fragmental contributions were also calculated. Then, and to confirm the quality of the model, 15 structures of molecules tested as antitrypanosomal compounds (that we did not include in this study) were predicted, taking into account the information on the abovementioned calculated fragmental contributions. The model showed an accuracy of 100% which means that the ""in silico"" methodology developed by our team is promising for the rational design of new antitrypanosomal drugs. (C) 2009 Wiley Periodicals, Inc. J Comput Chem 31: 882-894. 2010 Xunta de Galicia, Spain Xunta de Galicia, Spain[20304PR] CAPES/MES-Cuba MES-Cuba Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES) CNPq Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP) FAPESP |
Identificador |
JOURNAL OF COMPUTATIONAL CHEMISTRY, v.31, n.4, p.882-894, 2010 0192-8651 http://producao.usp.br/handle/BDPI/31095 10.1002/jcc.21374 |
Idioma(s) |
eng |
Publicador |
JOHN WILEY & SONS INC |
Relação |
Journal of Computational Chemistry |
Direitos |
restrictedAccess Copyright JOHN WILEY & SONS INC |
Palavras-Chave | #massive screening #antitrypanosomal #discriminant analysis #fragment contributions #graph theoretical descriptors #TRYPANOSOMA-CRUZI AGENTS #EDGE-ADJACENCY MATRIX #TOPOLOGICAL MOLECULAR DESCRIPTORS #QUANTITATIVE STRUCTURE #SPECTRAL MOMENTS #IN-VITRO #DIHYDROFOLATE-REDUCTASE #CHAGAS-DISEASE #TRYPANOTHIONE REDUCTASE #BIOLOGICAL EVALUATION #Chemistry, Multidisciplinary |
Tipo |
article original article publishedVersion |