Sesquiterpene Lactones with Anti-Hepatitis C Virus Activity Using Molecular Descriptors
Contribuinte(s) |
UNIVERSIDADE DE SÃO PAULO |
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Data(s) |
05/11/2013
05/11/2013
2012
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Resumo |
Hepatitis C is a worldwide public health problem. The available therapies are limited by their partial effectiveness and with meaningful side-effects. Sesquiterpene lactones (SLs) are a group of natural products with a wide variety of chemical structures and biological activities associated. There are few studies about the influence of the molecular structure of SLs for the anti-hepatitis C virus activity. In the present work, SLs are investigated in a subgenomic RNA replicon assay system and were analyzed using multiple linear regression along with self-organizing maps with DRAGON descriptors in order to identify the structural requirements for their biological activity and to predict the inhibitory potency of SLs. Characteristics such as stereochemistry and electronic effects demonstrated to be important for their anti-HCV activity, and the SOM produced a clear separation betwenn active and inactive compounds. Therefore, it is possible to use this map as a filter for virtual screening to predict the anti-HCV activity of SLs. Fundacao de Amparo a Pesquisa do Estado de Sao Paulo (FAPESP) Fundacao de Amparo a Pesquisa do Estado de Sao Paulo (FAPESP) Coordenacao de Aperfeicoamento de Pessoal de Nivel Superior (CAPES) Coordenacao de Aperfeicoamento de Pessoal de Nivel Superior (CAPES) Conselho Nacional de Desenvolvimento Cientifico e Tecnologico (CNPq) Conselho Nacional de Desenvolvimento Cientifico e Tecnologico (CNPq) |
Identificador |
LETTERS IN DRUG DESIGN & DISCOVERY, SHARJAH, v. 9, n. 9, pp. 881-890, NOV, 2012 1570-1808 http://www.producao.usp.br/handle/BDPI/41019 10.2174/157018012803307969 |
Idioma(s) |
eng |
Publicador |
BENTHAM SCIENCE PUBL LTD SHARJAH |
Relação |
LETTERS IN DRUG DESIGN & DISCOVERY |
Direitos |
openAccess Copyright BENTHAM SCIENCE PUBL LTD |
Palavras-Chave | #ANTI-HEPATITIS C VIRUS #ARTIFICIAL NEURAL NETWORK #DESCRIPTORS #QSAR #SELF-ORGANIZING MAPS #SESQUITERPENE LACTONES #NATURAL-PRODUCTS #STRUCTURE/RESPONSE CORRELATIONS #SIMILARITY/DIVERSITY ANALYSIS #GETAWAY DESCRIPTORS #CYTOTOXIC ACTIVITY #WHIM DESCRIPTORS #SERIES #DRUGS #QSAR #PREDICTION #CHEMISTRY, MEDICINAL |
Tipo |
article original article publishedVersion |