Determina??o de energia livre de liga??o por m?todos in silico para ligantes da enzima InhA (EC 1.3.1.9) de Mycobacterium tuberculosis

Detalhes bibliográficos
Ano de defesa: 2016
Autor(a) principal: Migott, Gustavo Bellani lattes
Orientador(a): Souza, Osmar Norberto de lattes
Banca de defesa: Não Informado pela instituição
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Pontif?cia Universidade Cat?lica do Rio Grande do Sul
Programa de Pós-Graduação: Programa de P?s-Gradua??o em Biotecnologia Farmac?utica
Departamento: Faculdade de Farm?cia
País: Brasil
Palavras-chave em Português:
Área do conhecimento CNPq:
Link de acesso: http://tede2.pucrs.br/tede2/handle/tede/6877
Resumo: Tuberculosis is an infectious disease responsible for about 1.3 million deaths annually worldwide. Despite the appearance of multi-resistant strains of Mycobacterium tuberculosis (Mtb), since the 80?s there is a gap in the development of new antimicrobials. With the advent of bioinformatics and computational molecular biophysics, became possible to test, from a established molecular target, numerous molecules, especially associated with the prediction of binding free energy. In the current dissertation, were selected 14 compounds with recognized activity against the enzyme 2-trans-enoil-ACP redutase (InhA, EC 1.3.1.9) of Mtb. These molecules were divided into three groups. Set 1: 5 compounds with distant values of binding free energy. Set 2: 9 compounds with close binding free energy values and similar molecular structures (derived from Genz 10850). Set 3: 14 ligands, corresponding to the sum of the set?s 1 and 2. Sampling obtained from molecular dynamics and 2 ns of simulations, in explicit solvent, allowed to estimate the free energy of bind associated with the methods MM/GBSA, MM/PBSA, (QM)MM/GBSA, LigScore, DrugScore, AutoDock and SQM. The ranking of the compounds were based in the correlation (R2) between the predicted and experimental values. Results showed similar values of R2 in all tested methods. More accurate methods, such as SQM and (QM)/MM/GBSA, not obtained better correlations in comparison with simplified methods, as LigScore and DrugScore. In general, Set 1 obtained a moderate correlation (R2 of 0.00-0.80). Set?s 2 and 3, showed weak correlation (R2 < 0.40). Despite the satisfactory results of Set 1, the tested methods presented limitations in the ranking of compounds with close values of experimental binding free energy and similar molecular structures, as Set 2.
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spelling Souza, Osmar Norberto de486.043.996-15http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4781658Z2Bachega, Jos? Fernando Ruggierohttp://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4258467P3025.849.010-13http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4413803U1Migott, Gustavo Bellani2016-08-03T18:19:52Z2016-02-29http://tede2.pucrs.br/tede2/handle/tede/6877Tuberculosis is an infectious disease responsible for about 1.3 million deaths annually worldwide. Despite the appearance of multi-resistant strains of Mycobacterium tuberculosis (Mtb), since the 80?s there is a gap in the development of new antimicrobials. With the advent of bioinformatics and computational molecular biophysics, became possible to test, from a established molecular target, numerous molecules, especially associated with the prediction of binding free energy. In the current dissertation, were selected 14 compounds with recognized activity against the enzyme 2-trans-enoil-ACP redutase (InhA, EC 1.3.1.9) of Mtb. These molecules were divided into three groups. Set 1: 5 compounds with distant values of binding free energy. Set 2: 9 compounds with close binding free energy values and similar molecular structures (derived from Genz 10850). Set 3: 14 ligands, corresponding to the sum of the set?s 1 and 2. Sampling obtained from molecular dynamics and 2 ns of simulations, in explicit solvent, allowed to estimate the free energy of bind associated with the methods MM/GBSA, MM/PBSA, (QM)MM/GBSA, LigScore, DrugScore, AutoDock and SQM. The ranking of the compounds were based in the correlation (R2) between the predicted and experimental values. Results showed similar values of R2 in all tested methods. More accurate methods, such as SQM and (QM)/MM/GBSA, not obtained better correlations in comparison with simplified methods, as LigScore and DrugScore. In general, Set 1 obtained a moderate correlation (R2 of 0.00-0.80). Set?s 2 and 3, showed weak correlation (R2 < 0.40). Despite the satisfactory results of Set 1, the tested methods presented limitations in the ranking of compounds with close values of experimental binding free energy and similar molecular structures, as Set 2.A tuberculose ? uma doen?a infectocontagiosa respons?vel por cerca de 1,3 milh?o de mortes anualmente a n?vel mundial. Apesar do aparecimento de cepas multirresistentes de Mycobacterium tuberculosis (Mtb), desde a d?cada de 80 se observa uma lacuna no desenvolvimento de novos antimicrobianos. Com o advento da bioinform?tica e biof?sica molecular computacional, tornou-se poss?vel, a partir de um alvo molecular preestabelecido, testar in?meros candidatos a f?rmacos, com destaque para a predi??o da energia livre de liga??o. Nesta disserta??o, foram selecionados 14 compostos com conhecida atividade frente a enzima 2-trans-enoil-ACP redutase (InhA, EC 1.3.1.9) de Mtb. Estas mol?culas foram divididas em 3 grupos. Grupo 1: 5 compostos com valores esparsos de energia livre. Grupo 2: 9 compostos com valores similares de energia livre e derivadas do composto Genz-10850. Grupo 3: 14 compostos correspondendo ? uni?o dos Grupos 1 e 2. Amostragens por simula??es de din?mica molecular de 2 ns, em solvente expl?cito, permitiram estimar os valores da energia livre de liga??o destes compostos com os m?todos MM/GBSA, MM/PBSA, (QM)MM/GBSA, LigScore, DrugScore, AutoDock e SQM. O ranqueamento dos compostos foi baseado na correla??o (R2) entre valores experimentais e estimados de energia livre. Os resultados apontaram valores de R2 similares entre os m?todos testados. T?cnicas mais robustas, como SQM e (QM)MM/GBSA, n?o obtiveram resultados mais acurados em compara??o ?quelas mais simples, como LigScore e DrugScore. No geral, foram obtidos valores moderados de correla??o (R2 de 0,00-0,80) para o Grupo 1. Os Grupos 2 e 3 exibiram correla??es fracas (R2 <0,40). Apesar dos resultados satisfat?rios para o Grupo 1, os m?todos utilizados apresentaram limita??es e n?o foram capazes de predizer e ranquear corretamente compostos com valores pr?ximos de energia livre e estruturas moleculares similares, como os do Grupo 2.Submitted by Setor de Tratamento da Informa??o - BC/PUCRS (tede2@pucrs.br) on 2016-08-03T18:19:52Z No. of bitstreams: 1 DIS_GUSTAVO_BELLANI_MIGOTT_COMPLETO.pdf: 6201853 bytes, checksum: 70237f84b98539735536877e1ffbc4e7 (MD5)Made available in DSpace on 2016-08-03T18:19:52Z (GMT). No. of bitstreams: 1 DIS_GUSTAVO_BELLANI_MIGOTT_COMPLETO.pdf: 6201853 bytes, checksum: 70237f84b98539735536877e1ffbc4e7 (MD5) Previous issue date: 2016-02-29application/pdfhttp://tede2.pucrs.br:80/tede2/retrieve/165902/DIS_GUSTAVO_BELLANI_MIGOTT_COMPLETO.pdf.jpgporPontif?cia Universidade Cat?lica do Rio Grande do SulPrograma de P?s-Gradua??o em Biotecnologia Farmac?uticaPUCRSBrasilFaculdade de Farm?ciaMEDICAMENTOS - DESENVOLVIMENTOTUBERCULOSEENZIMAS - FARMACOLOGIABIOTECNOLOGIA - F?RMACOSBIOLOGIA MOLECULARCIENCIAS DA SAUDE::FARMACIADetermina??o de energia livre de liga??o por m?todos in silico para ligantes da enzima InhA (EC 1.3.1.9) de Mycobacterium tuberculosisinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesis2304961219518893267600600600-83806546368433781166997636413449754996info:eu-repo/semantics/openAccessreponame:Biblioteca Digital de Teses e Dissertações da PUC_RSinstname:Pontifícia Universidade Católica do Rio Grande do Sul (PUCRS)instacron:PUC_RSTHUMBNAILDIS_GUSTAVO_BELLANI_MIGOTT_COMPLETO.pdf.jpgDIS_GUSTAVO_BELLANI_MIGOTT_COMPLETO.pdf.jpgimage/jpeg3046http://tede2.pucrs.br/tede2/bitstream/tede/6877/5/DIS_GUSTAVO_BELLANI_MIGOTT_COMPLETO.pdf.jpgcf8ef190a8ef030d88b4ac7337089a97MD55TEXTDIS_GUSTAVO_BELLANI_MIGOTT_COMPLETO.pdf.txtDIS_GUSTAVO_BELLANI_MIGOTT_COMPLETO.pdf.txttext/plain154862http://tede2.pucrs.br/tede2/bitstream/tede/6877/4/DIS_GUSTAVO_BELLANI_MIGOTT_COMPLETO.pdf.txt80059a844f0c2f35987461920d8142b1MD54LICENSElicense.txtlicense.txttext/plain; charset=utf-8610http://tede2.pucrs.br/tede2/bitstream/tede/6877/3/license.txt5a9d6006225b368ef605ba16b4f6d1beMD53ORIGINALDIS_GUSTAVO_BELLANI_MIGOTT_COMPLETO.pdfDIS_GUSTAVO_BELLANI_MIGOTT_COMPLETO.pdfapplication/pdf6201853http://tede2.pucrs.br/tede2/bitstream/tede/6877/2/DIS_GUSTAVO_BELLANI_MIGOTT_COMPLETO.pdf70237f84b98539735536877e1ffbc4e7MD52tede/68772016-08-03 20:00:29.547oai:tede2.pucrs.br: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Biblioteca Digital de Teses e Dissertaçõeshttp://tede2.pucrs.br/tede2/PRIhttps://tede2.pucrs.br/oai/requestbiblioteca.central@pucrs.br||opendoar:2016-08-03T23:00:29Biblioteca Digital de Teses e Dissertações da PUC_RS - Pontifícia Universidade Católica do Rio Grande do Sul (PUCRS)false
dc.title.por.fl_str_mv Determina??o de energia livre de liga??o por m?todos in silico para ligantes da enzima InhA (EC 1.3.1.9) de Mycobacterium tuberculosis
title Determina??o de energia livre de liga??o por m?todos in silico para ligantes da enzima InhA (EC 1.3.1.9) de Mycobacterium tuberculosis
spellingShingle Determina??o de energia livre de liga??o por m?todos in silico para ligantes da enzima InhA (EC 1.3.1.9) de Mycobacterium tuberculosis
Migott, Gustavo Bellani
MEDICAMENTOS - DESENVOLVIMENTO
TUBERCULOSE
ENZIMAS - FARMACOLOGIA
BIOTECNOLOGIA - F?RMACOS
BIOLOGIA MOLECULAR
CIENCIAS DA SAUDE::FARMACIA
title_short Determina??o de energia livre de liga??o por m?todos in silico para ligantes da enzima InhA (EC 1.3.1.9) de Mycobacterium tuberculosis
title_full Determina??o de energia livre de liga??o por m?todos in silico para ligantes da enzima InhA (EC 1.3.1.9) de Mycobacterium tuberculosis
title_fullStr Determina??o de energia livre de liga??o por m?todos in silico para ligantes da enzima InhA (EC 1.3.1.9) de Mycobacterium tuberculosis
title_full_unstemmed Determina??o de energia livre de liga??o por m?todos in silico para ligantes da enzima InhA (EC 1.3.1.9) de Mycobacterium tuberculosis
title_sort Determina??o de energia livre de liga??o por m?todos in silico para ligantes da enzima InhA (EC 1.3.1.9) de Mycobacterium tuberculosis
author Migott, Gustavo Bellani
author_facet Migott, Gustavo Bellani
author_role author
dc.contributor.advisor1.fl_str_mv Souza, Osmar Norberto de
dc.contributor.advisor1ID.fl_str_mv 486.043.996-15
dc.contributor.advisor1Lattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4781658Z2
dc.contributor.advisor-co1.fl_str_mv Bachega, Jos? Fernando Ruggiero
dc.contributor.advisor-co1Lattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4258467P3
dc.contributor.authorID.fl_str_mv 025.849.010-13
dc.contributor.authorLattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4413803U1
dc.contributor.author.fl_str_mv Migott, Gustavo Bellani
contributor_str_mv Souza, Osmar Norberto de
Bachega, Jos? Fernando Ruggiero
dc.subject.por.fl_str_mv MEDICAMENTOS - DESENVOLVIMENTO
TUBERCULOSE
ENZIMAS - FARMACOLOGIA
BIOTECNOLOGIA - F?RMACOS
BIOLOGIA MOLECULAR
topic MEDICAMENTOS - DESENVOLVIMENTO
TUBERCULOSE
ENZIMAS - FARMACOLOGIA
BIOTECNOLOGIA - F?RMACOS
BIOLOGIA MOLECULAR
CIENCIAS DA SAUDE::FARMACIA
dc.subject.cnpq.fl_str_mv CIENCIAS DA SAUDE::FARMACIA
description Tuberculosis is an infectious disease responsible for about 1.3 million deaths annually worldwide. Despite the appearance of multi-resistant strains of Mycobacterium tuberculosis (Mtb), since the 80?s there is a gap in the development of new antimicrobials. With the advent of bioinformatics and computational molecular biophysics, became possible to test, from a established molecular target, numerous molecules, especially associated with the prediction of binding free energy. In the current dissertation, were selected 14 compounds with recognized activity against the enzyme 2-trans-enoil-ACP redutase (InhA, EC 1.3.1.9) of Mtb. These molecules were divided into three groups. Set 1: 5 compounds with distant values of binding free energy. Set 2: 9 compounds with close binding free energy values and similar molecular structures (derived from Genz 10850). Set 3: 14 ligands, corresponding to the sum of the set?s 1 and 2. Sampling obtained from molecular dynamics and 2 ns of simulations, in explicit solvent, allowed to estimate the free energy of bind associated with the methods MM/GBSA, MM/PBSA, (QM)MM/GBSA, LigScore, DrugScore, AutoDock and SQM. The ranking of the compounds were based in the correlation (R2) between the predicted and experimental values. Results showed similar values of R2 in all tested methods. More accurate methods, such as SQM and (QM)/MM/GBSA, not obtained better correlations in comparison with simplified methods, as LigScore and DrugScore. In general, Set 1 obtained a moderate correlation (R2 of 0.00-0.80). Set?s 2 and 3, showed weak correlation (R2 < 0.40). Despite the satisfactory results of Set 1, the tested methods presented limitations in the ranking of compounds with close values of experimental binding free energy and similar molecular structures, as Set 2.
publishDate 2016
dc.date.accessioned.fl_str_mv 2016-08-03T18:19:52Z
dc.date.issued.fl_str_mv 2016-02-29
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dc.publisher.program.fl_str_mv Programa de P?s-Gradua??o em Biotecnologia Farmac?utica
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dc.publisher.department.fl_str_mv Faculdade de Farm?cia
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