Use of chemometric and quantum-mechanical methods in the analysis of bioactive terpenoids and phenylpropanoids against the Aedes aegypti/Uso de metodos quimiometricos e mecanico-quanticos na analise de terpenoides e fenilpropanoides bioativos contra o Aedes aegypti
Dengue fever is one of the main public health problems in the world. Many mosquitoes have developed resistance to the conventional insecticides used. Thus, the search for vegetable extracts and natural substances as alternative insecticides has increased. In this study, chemometric methods were empl...
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description | Dengue fever is one of the main public health problems in the world. Many mosquitoes have developed resistance to the conventional insecticides used. Thus, the search for vegetable extracts and natural substances as alternative insecticides has increased. In this study, chemometric methods were employed to classify a group of terpenoid and phenylpropanoid compounds with biological activity against the larval of the A. aegypti mosquitoes. The AM1 (Austin Model 1) method was used to calculate a set of molecular descriptors (properties) for the studied compounds. Then, the descriptors were analyzed using the following methods of pattern recognition: Principal Component Analysis (PCA) and Hierarchical Clustering Analysis (HCA). The PCA and HCA methods have shown to be very effective for the classification of the study compounds in two groups (active and inactive). The electronic variables [E.sub.HOMO-1], [E.sub.HOMO-2], [E.sub.LUMO], [E.sub.LUMO+2], and the structural LogP were used to classify as active and inactive compounds. In most studied compounds, the variables responsible for separating active from inactive compounds were electronic descriptors. Thus, it can be concluded that electronic effects play a fundamental role in the interaction between biological receptor and terpenoid and phenylpropanoid compounds with activity against larval A. aegypti mosquitoes. Keywords: terpenes, dengue, AM1, chemometric, PCA O dengue e um dos principais problemas de saude publica no mundo. Muitos mosquitos ja apresentam resistencia aos inseticidas convencionais utilizados. Assim, tem-se aumentada a procura por extratos vegetais e substancias naturais como inseticidas alternativos. Neste trabalho, metodos quimiometricos foram empregados para classificar um conjunto de compostos terpenoides e fenilpropanoides com atividade biologica contra as larvas do mosquito A. aegypti. O metodo AM1 (Austin Model 1) foi utilizado para calcular um conjunto de descritores moleculares (propriedades) para os compostos em estudo. A seguir, os descritores foram analisados utilizando os seguintes metodos de reconhecimento de padroes: Analise de Componentes Principais (PCA) e Analise Hierarquica de Agrupamentos (HCA). Os metodos PCA e HCA mostraram-se bastante eficientes para classificacao dos compostos estudados em dois grupos (ativos e inativos). As variaveis eletronicas [E.sub.HOMO-1], [E.sub.HOMO-2], [E.sub.LUMO], [E.sub.LUMO+2] e a estrutural LogP foram responsaveis pela separacao entre o |
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Many mosquitoes have developed resistance to the conventional insecticides used. Thus, the search for vegetable extracts and natural substances as alternative insecticides has increased. In this study, chemometric methods were employed to classify a group of terpenoid and phenylpropanoid compounds with biological activity against the larval of the A. aegypti mosquitoes. The AM1 (Austin Model 1) method was used to calculate a set of molecular descriptors (properties) for the studied compounds. Then, the descriptors were analyzed using the following methods of pattern recognition: Principal Component Analysis (PCA) and Hierarchical Clustering Analysis (HCA). The PCA and HCA methods have shown to be very effective for the classification of the study compounds in two groups (active and inactive). The electronic variables [E.sub.HOMO-1], [E.sub.HOMO-2], [E.sub.LUMO], [E.sub.LUMO+2], and the structural LogP were used to classify as active and inactive compounds. In most studied compounds, the variables responsible for separating active from inactive compounds were electronic descriptors. Thus, it can be concluded that electronic effects play a fundamental role in the interaction between biological receptor and terpenoid and phenylpropanoid compounds with activity against larval A. aegypti mosquitoes. Keywords: terpenes, dengue, AM1, chemometric, PCA O dengue e um dos principais problemas de saude publica no mundo. Muitos mosquitos ja apresentam resistencia aos inseticidas convencionais utilizados. Assim, tem-se aumentada a procura por extratos vegetais e substancias naturais como inseticidas alternativos. Neste trabalho, metodos quimiometricos foram empregados para classificar um conjunto de compostos terpenoides e fenilpropanoides com atividade biologica contra as larvas do mosquito A. aegypti. O metodo AM1 (Austin Model 1) foi utilizado para calcular um conjunto de descritores moleculares (propriedades) para os compostos em estudo. A seguir, os descritores foram analisados utilizando os seguintes metodos de reconhecimento de padroes: Analise de Componentes Principais (PCA) e Analise Hierarquica de Agrupamentos (HCA). Os metodos PCA e HCA mostraram-se bastante eficientes para classificacao dos compostos estudados em dois grupos (ativos e inativos). As variaveis eletronicas [E.sub.HOMO-1], [E.sub.HOMO-2], [E.sub.LUMO], [E.sub.LUMO+2] e a estrutural LogP foram responsaveis pela separacao entre os compostos ativos e inativos. Na maioria dos compostos estudados, as variaveis responsaveis pela separacao entre compostos ativos e inativos foram descritores eletronicos, podendo-se concluir que efeitos eletronicos desempenham papel fundamental na interacao entre receptor biologico e compostos terpenoides e fenilpropanoides com atividade contra as larvas do mosquito A. aegypti. Palavras-chave: terpenos, dengue, AM1, quimiometria, PCA</description><identifier>ISSN: 1984-6428</identifier><identifier>EISSN: 1984-6428</identifier><language>eng</language><publisher>Universidade Federal de Mato Grosso do Sul</publisher><subject>Dengue ; Insecticides ; Methods ; Mosquitoes</subject><ispartof>Orbital : The Electronic Journal of Chemistry, 2009-10, Vol.1 (4), p.273</ispartof><rights>COPYRIGHT 2009 Universidade Federal de Mato Grosso do Sul</rights><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784</link.rule.ids></links><search><creatorcontrib>dos Santos, Reginaldo Bezerra</creatorcontrib><creatorcontrib>Lacerda, Jr., Valdemar</creatorcontrib><creatorcontrib>de Castro, Eustaquio Vinicius Ribeiro</creatorcontrib><creatorcontrib>Balthar, Vinicius de Oliveira</creatorcontrib><creatorcontrib>Greco, Sandro Jose</creatorcontrib><title>Use of chemometric and quantum-mechanical methods in the analysis of bioactive terpenoids and phenylpropanoids against the Aedes aegypti/Uso de metodos quimiometricos e mecanico-quanticos na analise de terpenoides e fenilpropanoides bioativos contra o Aedes aegypti</title><title>Orbital : The Electronic Journal of Chemistry</title><description>Dengue fever is one of the main public health problems in the world. Many mosquitoes have developed resistance to the conventional insecticides used. Thus, the search for vegetable extracts and natural substances as alternative insecticides has increased. In this study, chemometric methods were employed to classify a group of terpenoid and phenylpropanoid compounds with biological activity against the larval of the A. aegypti mosquitoes. The AM1 (Austin Model 1) method was used to calculate a set of molecular descriptors (properties) for the studied compounds. Then, the descriptors were analyzed using the following methods of pattern recognition: Principal Component Analysis (PCA) and Hierarchical Clustering Analysis (HCA). The PCA and HCA methods have shown to be very effective for the classification of the study compounds in two groups (active and inactive). The electronic variables [E.sub.HOMO-1], [E.sub.HOMO-2], [E.sub.LUMO], [E.sub.LUMO+2], and the structural LogP were used to classify as active and inactive compounds. In most studied compounds, the variables responsible for separating active from inactive compounds were electronic descriptors. Thus, it can be concluded that electronic effects play a fundamental role in the interaction between biological receptor and terpenoid and phenylpropanoid compounds with activity against larval A. aegypti mosquitoes. Keywords: terpenes, dengue, AM1, chemometric, PCA O dengue e um dos principais problemas de saude publica no mundo. Muitos mosquitos ja apresentam resistencia aos inseticidas convencionais utilizados. Assim, tem-se aumentada a procura por extratos vegetais e substancias naturais como inseticidas alternativos. Neste trabalho, metodos quimiometricos foram empregados para classificar um conjunto de compostos terpenoides e fenilpropanoides com atividade biologica contra as larvas do mosquito A. aegypti. O metodo AM1 (Austin Model 1) foi utilizado para calcular um conjunto de descritores moleculares (propriedades) para os compostos em estudo. A seguir, os descritores foram analisados utilizando os seguintes metodos de reconhecimento de padroes: Analise de Componentes Principais (PCA) e Analise Hierarquica de Agrupamentos (HCA). Os metodos PCA e HCA mostraram-se bastante eficientes para classificacao dos compostos estudados em dois grupos (ativos e inativos). As variaveis eletronicas [E.sub.HOMO-1], [E.sub.HOMO-2], [E.sub.LUMO], [E.sub.LUMO+2] e a estrutural LogP foram responsaveis pela separacao entre os compostos ativos e inativos. Na maioria dos compostos estudados, as variaveis responsaveis pela separacao entre compostos ativos e inativos foram descritores eletronicos, podendo-se concluir que efeitos eletronicos desempenham papel fundamental na interacao entre receptor biologico e compostos terpenoides e fenilpropanoides com atividade contra as larvas do mosquito A. aegypti. 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Many mosquitoes have developed resistance to the conventional insecticides used. Thus, the search for vegetable extracts and natural substances as alternative insecticides has increased. In this study, chemometric methods were employed to classify a group of terpenoid and phenylpropanoid compounds with biological activity against the larval of the A. aegypti mosquitoes. The AM1 (Austin Model 1) method was used to calculate a set of molecular descriptors (properties) for the studied compounds. Then, the descriptors were analyzed using the following methods of pattern recognition: Principal Component Analysis (PCA) and Hierarchical Clustering Analysis (HCA). The PCA and HCA methods have shown to be very effective for the classification of the study compounds in two groups (active and inactive). The electronic variables [E.sub.HOMO-1], [E.sub.HOMO-2], [E.sub.LUMO], [E.sub.LUMO+2], and the structural LogP were used to classify as active and inactive compounds. In most studied compounds, the variables responsible for separating active from inactive compounds were electronic descriptors. Thus, it can be concluded that electronic effects play a fundamental role in the interaction between biological receptor and terpenoid and phenylpropanoid compounds with activity against larval A. aegypti mosquitoes. Keywords: terpenes, dengue, AM1, chemometric, PCA O dengue e um dos principais problemas de saude publica no mundo. Muitos mosquitos ja apresentam resistencia aos inseticidas convencionais utilizados. Assim, tem-se aumentada a procura por extratos vegetais e substancias naturais como inseticidas alternativos. Neste trabalho, metodos quimiometricos foram empregados para classificar um conjunto de compostos terpenoides e fenilpropanoides com atividade biologica contra as larvas do mosquito A. aegypti. O metodo AM1 (Austin Model 1) foi utilizado para calcular um conjunto de descritores moleculares (propriedades) para os compostos em estudo. A seguir, os descritores foram analisados utilizando os seguintes metodos de reconhecimento de padroes: Analise de Componentes Principais (PCA) e Analise Hierarquica de Agrupamentos (HCA). Os metodos PCA e HCA mostraram-se bastante eficientes para classificacao dos compostos estudados em dois grupos (ativos e inativos). As variaveis eletronicas [E.sub.HOMO-1], [E.sub.HOMO-2], [E.sub.LUMO], [E.sub.LUMO+2] e a estrutural LogP foram responsaveis pela separacao entre os compostos ativos e inativos. Na maioria dos compostos estudados, as variaveis responsaveis pela separacao entre compostos ativos e inativos foram descritores eletronicos, podendo-se concluir que efeitos eletronicos desempenham papel fundamental na interacao entre receptor biologico e compostos terpenoides e fenilpropanoides com atividade contra as larvas do mosquito A. aegypti. Palavras-chave: terpenos, dengue, AM1, quimiometria, PCA</abstract><pub>Universidade Federal de Mato Grosso do Sul</pub></addata></record> |
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title | Use of chemometric and quantum-mechanical methods in the analysis of bioactive terpenoids and phenylpropanoids against the Aedes aegypti/Uso de metodos quimiometricos e mecanico-quanticos na analise de terpenoides e fenilpropanoides bioativos contra o Aedes aegypti |
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