Desenvolvimento de modelos de QSAR e planejamento de novos inibidores da enzima dUTPase de Plasmodium falciparum

Detalhes bibliográficos
Autor(a) principal: Nascimento, Marília Nunes do
Data de Publicação: 2015
Tipo de documento: Dissertação
Idioma: por
Título da fonte: Repositório Institucional da UFG
dARK ID: ark:/38995/001300000c5pf
Texto Completo: http://repositorio.bc.ufg.br/tede/handle/tede/5105
Resumo: Malaria is a serious endemic disease caused by parasites of the genus Plasmodium, which affects much of the population, especially in tropical and subtropical areas. Currently, drug therapy makes use of artemisinin or its derivatives associated with a second anti-malarial drug. The shortage of new treatments as well as the spread of parasite resistance to drugs currently available, makes urgent the search and discovery of new targets and new antimalarial drugs. The enzyme deoxyuridine triphosphatase (dUTPase) of Plasmodium falciparum plays an important role in maintaining balance between 2'-deoxyuridine 5'-triphosphate (dUTP) and 2'- deoxitimina 5'-triphosphate (dTTP) in order to avoid the erroneous incorporation uracil on the DNA tape. Thus, the enzyme dUTPase is a potential target for the development of new drugs, and has been validated for the organisms Escherichia coli, Saccharomyces cerevisiae and Mycobacterium smegmatis. This study aimed to carry out quantitative studies of the relationship between structure and activity (QSAR) to a series of β-branched nucleoside inhibitors PfdUTPase, in order to generate robust and predictive models to predict compounds activity untested and that may help to elucidate the important structural requirements for the affinity of this class of compounds. For this, there was the hologram QSAR analysis (HQSAR), comparative molecular field analysis (CoMFA) and comparative molecular similarity index analysis (CoMSIA). For studies of CoMFA and CoMSIA were tested two methods of calculation of partial charges, the empirical method Gasteiger-Huckel and the semi-empirical method AM1-BCC. Were also tested three structural alignment strategies based on the binder: maximum common substructure, based on the overlap of molecular volumes, and on the basis of morphological similarities; and a strategy based on the 3D coordinates of the enzymeinhibitor complex (molecular docking). The QSAR models generated showed good robustness and external predictability, showing good power correlation and prediction of affinity. The HQSAR contribution maps and contour maps of the CoMFA and CoMSIA indicated the importance of certain groups for affinity, such as the importance of the presence of at least two of trityl rings that contribute both sterically as hydrophobically to interact with the hydrophobic site of the parasite enzyme, non-existent in the human enzyme. The drug design based on information obtained from 2D and 3D QSAR, generated 121 molecules grouped into 18 clusters. Two hits with approximate power to one of the most active compounds of the series stood out by presenting appropriate physicochemical properties.
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spelling Andrade, Carolina Hortahttp://lattes.cnpq.br/2018317447324228Andrade, Carolina HortaDel Cistia, Catarina de NigrisCravo, Pedro Vitor Lemoshttp://lattes.cnpq.br/8928442337179258Nascimento, Marília Nunes do2016-01-15T08:54:06Z2015-03-03NASCIMENTO, M. N. Desenvolvimento de modelos de QSAR e planejamento de novos inibidores da enzima dUTPase de Plasmodium falciparum. 2015. 108 f. Dissertação (Mestrado em Ciências Farmacêuticas) - Universidade Federal de Goiás, Goiânia, 2015.http://repositorio.bc.ufg.br/tede/handle/tede/5105ark:/38995/001300000c5pfMalaria is a serious endemic disease caused by parasites of the genus Plasmodium, which affects much of the population, especially in tropical and subtropical areas. Currently, drug therapy makes use of artemisinin or its derivatives associated with a second anti-malarial drug. The shortage of new treatments as well as the spread of parasite resistance to drugs currently available, makes urgent the search and discovery of new targets and new antimalarial drugs. The enzyme deoxyuridine triphosphatase (dUTPase) of Plasmodium falciparum plays an important role in maintaining balance between 2'-deoxyuridine 5'-triphosphate (dUTP) and 2'- deoxitimina 5'-triphosphate (dTTP) in order to avoid the erroneous incorporation uracil on the DNA tape. Thus, the enzyme dUTPase is a potential target for the development of new drugs, and has been validated for the organisms Escherichia coli, Saccharomyces cerevisiae and Mycobacterium smegmatis. This study aimed to carry out quantitative studies of the relationship between structure and activity (QSAR) to a series of β-branched nucleoside inhibitors PfdUTPase, in order to generate robust and predictive models to predict compounds activity untested and that may help to elucidate the important structural requirements for the affinity of this class of compounds. For this, there was the hologram QSAR analysis (HQSAR), comparative molecular field analysis (CoMFA) and comparative molecular similarity index analysis (CoMSIA). For studies of CoMFA and CoMSIA were tested two methods of calculation of partial charges, the empirical method Gasteiger-Huckel and the semi-empirical method AM1-BCC. Were also tested three structural alignment strategies based on the binder: maximum common substructure, based on the overlap of molecular volumes, and on the basis of morphological similarities; and a strategy based on the 3D coordinates of the enzymeinhibitor complex (molecular docking). The QSAR models generated showed good robustness and external predictability, showing good power correlation and prediction of affinity. The HQSAR contribution maps and contour maps of the CoMFA and CoMSIA indicated the importance of certain groups for affinity, such as the importance of the presence of at least two of trityl rings that contribute both sterically as hydrophobically to interact with the hydrophobic site of the parasite enzyme, non-existent in the human enzyme. The drug design based on information obtained from 2D and 3D QSAR, generated 121 molecules grouped into 18 clusters. Two hits with approximate power to one of the most active compounds of the series stood out by presenting appropriate physicochemical properties.A malária é uma doença endêmica grave, causada por parasitos do gênero Plasmodium, que afeta grande parte da população, em especial nas áreas tropicais e subtropicais. Atualmente, o tratamento farmacológico faz uso de artemisinina ou de seus derivados associado a um segundo fármaco antimalárico. A escassez de novos tratamentos assim como a disseminação da resistência do parasito aos fármacos atualmente disponíveis, torna urgente a busca e descoberta de novos alvos e novos fármacos antimaláricos. A enzima deoxiuridina trifosfatase (dUTPase) de Plasmodium falciparum desempenha um papel importante na manutenção do equilíbrio entre 2’-desoxiuridina 5’-trifosfato (dUTP) e 2’-deoxitimina 5’-trifosfato (dTTP), a fim de evitar a incorporação errônea de uracila na fita do DNA. Dessa forma, a enzima dUTPase é um alvo potencial para o desenvolvimento de novos fármacos, e já foi validada para os organismos Escherichia coli, Saccharomyces cerevisiae e Mycobacterium smegmatis. Este trabalho teve como objetivo a realização de estudos quantitativos de relação entre estrutura e atividade (QSAR) para uma série de nucleosídeos β-ramificados inibidores da PfdUTPase, com a finalidade de se gerar modelos robustos e preditivos para predizer a atividade de compostos não testados e que possam auxiliar na elucidação dos requisitos estruturais importantes para a afinidade desta classe de compostos. Para isso, realizou-se a análise de holograma QSAR (HQSAR), análise comparativa de campos moleculares (CoMFA) e a análise comparativa dos índices de similaridade molecular (CoMSIA). Para os estudos de CoMFA e CoMSIA, foram testados dois métodos de cálculo de cargas parciais, o método empírico Gasteiger-Huckel e o método semi-empírico AM1-BCC. Foram também testadas três estratégias de alinhamento estrutural baseadas no ligante: máxima subestrutura comum, baseada na sobreposição de volumes moleculares, e em função da similaridade morfológica; e uma estratégia baseada nas coordenadas 3D do complexo enzima-inibidor (docking molecular). Os modelos de QSAR gerados apresentaram boa robustez e preditividade externa, demostrando bom poder de correlação e predição da afinidade. Os mapas de contribuição de HQSAR e os mapas de contorno do CoMFA e CoMSIA indicaram a importância de determinados grupos para a afinidade, como por exemplo, a importância da presença de ao menos dois anéis tritila que contribuem tanto estericamente como hidrofobicamente para interação com o sítio hidrofóbico da enzima do parasito, inexistente na enzima de humanos. O planejamento de fármacos baseado nas informações obtidas do QSAR 2D e 3D, gerou 121 moléculas agrupadas em 18 clusters. Dois hits com potência aproximada a um dos compostos mais ativos da série se destacaram por apresentar propriedades físico-químicas apropriadas.Submitted by Luciana Ferreira (lucgeral@gmail.com) on 2016-01-14T08:51:05Z No. of bitstreams: 2 Dissertação - Maríilia Nunes do Nascimento - 2015.pdf: 2988580 bytes, checksum: 941d336cea1a51aeb45d97702067875a (MD5) license_rdf: 23148 bytes, checksum: 9da0b6dfac957114c6a7714714b86306 (MD5)Approved for entry into archive by Luciana Ferreira (lucgeral@gmail.com) on 2016-01-15T08:54:06Z (GMT) No. of bitstreams: 2 Dissertação - Maríilia Nunes do Nascimento - 2015.pdf: 2988580 bytes, checksum: 941d336cea1a51aeb45d97702067875a (MD5) license_rdf: 23148 bytes, checksum: 9da0b6dfac957114c6a7714714b86306 (MD5)Made available in DSpace on 2016-01-15T08:54:06Z (GMT). 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dc.title.por.fl_str_mv Desenvolvimento de modelos de QSAR e planejamento de novos inibidores da enzima dUTPase de Plasmodium falciparum
dc.title.alternative.eng.fl_str_mv Development of QSAR models and design of new plasmodium falciporum dUTase inihibitors
title Desenvolvimento de modelos de QSAR e planejamento de novos inibidores da enzima dUTPase de Plasmodium falciparum
spellingShingle Desenvolvimento de modelos de QSAR e planejamento de novos inibidores da enzima dUTPase de Plasmodium falciparum
Nascimento, Marília Nunes do
Malária
Plasmodium falciparum
Planejamento de fármacos
dUTPase
HQSAR
CoMFA
CoMSIA
Malaria
Plasmodium falciparum
Drug design
dUTPase
HQSAR
CoMFA
CoMSIA
CIENCIAS DA SAUDE::FARMACIA
title_short Desenvolvimento de modelos de QSAR e planejamento de novos inibidores da enzima dUTPase de Plasmodium falciparum
title_full Desenvolvimento de modelos de QSAR e planejamento de novos inibidores da enzima dUTPase de Plasmodium falciparum
title_fullStr Desenvolvimento de modelos de QSAR e planejamento de novos inibidores da enzima dUTPase de Plasmodium falciparum
title_full_unstemmed Desenvolvimento de modelos de QSAR e planejamento de novos inibidores da enzima dUTPase de Plasmodium falciparum
title_sort Desenvolvimento de modelos de QSAR e planejamento de novos inibidores da enzima dUTPase de Plasmodium falciparum
author Nascimento, Marília Nunes do
author_facet Nascimento, Marília Nunes do
author_role author
dc.contributor.advisor1.fl_str_mv Andrade, Carolina Horta
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/2018317447324228
dc.contributor.referee1.fl_str_mv Andrade, Carolina Horta
dc.contributor.referee2.fl_str_mv Del Cistia, Catarina de Nigris
dc.contributor.referee3.fl_str_mv Cravo, Pedro Vitor Lemos
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/8928442337179258
dc.contributor.author.fl_str_mv Nascimento, Marília Nunes do
contributor_str_mv Andrade, Carolina Horta
Andrade, Carolina Horta
Del Cistia, Catarina de Nigris
Cravo, Pedro Vitor Lemos
dc.subject.por.fl_str_mv Malária
Plasmodium falciparum
Planejamento de fármacos
dUTPase
HQSAR
CoMFA
CoMSIA
topic Malária
Plasmodium falciparum
Planejamento de fármacos
dUTPase
HQSAR
CoMFA
CoMSIA
Malaria
Plasmodium falciparum
Drug design
dUTPase
HQSAR
CoMFA
CoMSIA
CIENCIAS DA SAUDE::FARMACIA
dc.subject.eng.fl_str_mv Malaria
Plasmodium falciparum
Drug design
dUTPase
HQSAR
CoMFA
CoMSIA
dc.subject.cnpq.fl_str_mv CIENCIAS DA SAUDE::FARMACIA
description Malaria is a serious endemic disease caused by parasites of the genus Plasmodium, which affects much of the population, especially in tropical and subtropical areas. Currently, drug therapy makes use of artemisinin or its derivatives associated with a second anti-malarial drug. The shortage of new treatments as well as the spread of parasite resistance to drugs currently available, makes urgent the search and discovery of new targets and new antimalarial drugs. The enzyme deoxyuridine triphosphatase (dUTPase) of Plasmodium falciparum plays an important role in maintaining balance between 2'-deoxyuridine 5'-triphosphate (dUTP) and 2'- deoxitimina 5'-triphosphate (dTTP) in order to avoid the erroneous incorporation uracil on the DNA tape. Thus, the enzyme dUTPase is a potential target for the development of new drugs, and has been validated for the organisms Escherichia coli, Saccharomyces cerevisiae and Mycobacterium smegmatis. This study aimed to carry out quantitative studies of the relationship between structure and activity (QSAR) to a series of β-branched nucleoside inhibitors PfdUTPase, in order to generate robust and predictive models to predict compounds activity untested and that may help to elucidate the important structural requirements for the affinity of this class of compounds. For this, there was the hologram QSAR analysis (HQSAR), comparative molecular field analysis (CoMFA) and comparative molecular similarity index analysis (CoMSIA). For studies of CoMFA and CoMSIA were tested two methods of calculation of partial charges, the empirical method Gasteiger-Huckel and the semi-empirical method AM1-BCC. Were also tested three structural alignment strategies based on the binder: maximum common substructure, based on the overlap of molecular volumes, and on the basis of morphological similarities; and a strategy based on the 3D coordinates of the enzymeinhibitor complex (molecular docking). The QSAR models generated showed good robustness and external predictability, showing good power correlation and prediction of affinity. The HQSAR contribution maps and contour maps of the CoMFA and CoMSIA indicated the importance of certain groups for affinity, such as the importance of the presence of at least two of trityl rings that contribute both sterically as hydrophobically to interact with the hydrophobic site of the parasite enzyme, non-existent in the human enzyme. The drug design based on information obtained from 2D and 3D QSAR, generated 121 molecules grouped into 18 clusters. Two hits with approximate power to one of the most active compounds of the series stood out by presenting appropriate physicochemical properties.
publishDate 2015
dc.date.issued.fl_str_mv 2015-03-03
dc.date.accessioned.fl_str_mv 2016-01-15T08:54:06Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.citation.fl_str_mv NASCIMENTO, M. N. Desenvolvimento de modelos de QSAR e planejamento de novos inibidores da enzima dUTPase de Plasmodium falciparum. 2015. 108 f. Dissertação (Mestrado em Ciências Farmacêuticas) - Universidade Federal de Goiás, Goiânia, 2015.
dc.identifier.uri.fl_str_mv http://repositorio.bc.ufg.br/tede/handle/tede/5105
dc.identifier.dark.fl_str_mv ark:/38995/001300000c5pf
identifier_str_mv NASCIMENTO, M. N. Desenvolvimento de modelos de QSAR e planejamento de novos inibidores da enzima dUTPase de Plasmodium falciparum. 2015. 108 f. Dissertação (Mestrado em Ciências Farmacêuticas) - Universidade Federal de Goiás, Goiânia, 2015.
ark:/38995/001300000c5pf
url http://repositorio.bc.ufg.br/tede/handle/tede/5105
dc.language.iso.fl_str_mv por
language por
dc.relation.program.fl_str_mv 824936988196152412
dc.relation.confidence.fl_str_mv 600
600
600
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