Modelagem por homologia da tubulina do Plasmodium falciparum e o estudo de lignanas ariltetralônicas antimaláricas por docking molecular

Detalhes bibliográficos
Ano de defesa: 2015
Autor(a) principal: Corrêa, Denis da Silva
Orientador(a): Caracelli, Ignez lattes
Banca de defesa: Não Informado pela instituição
Tipo de documento: Tese
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Universidade Federal de São Carlos
Câmpus São Carlos
Programa de Pós-Graduação: Programa de Pós-Graduação em Biotecnologia - PPGBiotec
Departamento: Não Informado pela instituição
País: Não Informado pela instituição
Palavras-chave em Português:
Palavras-chave em Inglês:
Área do conhecimento CNPq:
Link de acesso: https://repositorio.ufscar.br/handle/20.500.14289/7309
Resumo: Malaria is an acute febrile disease caused by protozoan parasites of the genus Plasmodium, being the species P. falciparum responsible for the most severe forms and deaths caused by the disease. These parasites have developed resistance to commonly used drugs and therefore there is a need to develop new antimalarial agents. Aryltetralone lignans are compounds that show antiplasmodial activity in vitro against P. falciparum, but its mechanism of action is still not fully understood. In this work, we postulate a plausible mode of action of some aryltetralone lignans and according to the obtained results we suggest modifications to the ligands for a better biological activity. In order to achieve our objectives we first performed a search for similar chemical compounds, for which their macromolecular targets were known. From the results obtained, P. falciparum tubulin was selected as a potential target for these lignans. Since there is no experimentally determined three-dimensional structure for this protein, we performed a molecular homology modeling of P. falciparum tubulin and the structure of bovine tubulin complexed with colchicine was selected as template. The analysis of the obtained model showed that the three dimensional structure of Plasmodium tubulin is conserved in relation to the bovine tubulin with some important substitutions occurring in the colchicine binding site region: Ala250B by Ser248B, Ala316B by Cys314B and Ile318B by Met316B. Then, molecular docking of the aryltetralone lignans, colchicine and podophyllotoxin was performed in the modeled P. falciparum tubulin. The docking calculations results allowed to conclude firstly that, although the amino acid substitutions in the binding site, the colchicine binding mode in the P. falciparum tubulin is exactly the same as that already described in the literature for bovine tubulin. As for podophyllotoxin, a different binding mode from that described in the literature for bovine tubulin was obtained due to the replacement of Ala250B by Ser248B and the Val318B by Met316B. For the aryltetralone lignans studied, three different binding modes were obtained: one exhibited by compounds 1, 2 and 3, another by 4 and 6, and a third one by 5. The lignans 1, 2 and 3 are oriented in a way so that the C ring containing the dimethoxy or methylenedioxy group is positioned in the same region obtained for the ring containing the trimethoxy group in the case of colchicine and podophyllotoxin, performing a C-H...π interaction with Leu246B. Lignans 4 and 6 orient themselves with the aromatic ring C between Ala180A and Leu246B and being held in this position by C-H...π interactions. Lignan 5 is oriented with the aromatic ring C between Leu246B and Leu253B, performing C-H...π interactions with these residues, in a similar way to what was obtained with colchicine in this site. So the likely mechanism of action of the aryltetralone lignans studied here would be their binding to the same colchicine binding site in the tubulin protein of P. falciparum and thereby interrupting the divisions and other cellular functions.
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spelling Corrêa, Denis da SilvaCaracelli, Ignezhttp://lattes.cnpq.br/8956527354576143Schpector, Julio Zukermanhttp://lattes.cnpq.br/4252331837170383http://lattes.cnpq.br/85430158646711872c0da004-982d-483a-9940-8c0fc44cf5d02016-09-21T12:36:27Z2016-09-21T12:36:27Z2015-06-16CORRÊA, Denis da Silva. Modelagem por homologia da tubulina do Plasmodium falciparum e o estudo de lignanas ariltetralônicas antimaláricas por docking molecular. 2015. Tese (Doutorado em Biotecnologia) – Universidade Federal de São Carlos, São Carlos, 2015. Disponível em: https://repositorio.ufscar.br/handle/20.500.14289/7309.https://repositorio.ufscar.br/handle/20.500.14289/7309Malaria is an acute febrile disease caused by protozoan parasites of the genus Plasmodium, being the species P. falciparum responsible for the most severe forms and deaths caused by the disease. These parasites have developed resistance to commonly used drugs and therefore there is a need to develop new antimalarial agents. Aryltetralone lignans are compounds that show antiplasmodial activity in vitro against P. falciparum, but its mechanism of action is still not fully understood. In this work, we postulate a plausible mode of action of some aryltetralone lignans and according to the obtained results we suggest modifications to the ligands for a better biological activity. In order to achieve our objectives we first performed a search for similar chemical compounds, for which their macromolecular targets were known. From the results obtained, P. falciparum tubulin was selected as a potential target for these lignans. Since there is no experimentally determined three-dimensional structure for this protein, we performed a molecular homology modeling of P. falciparum tubulin and the structure of bovine tubulin complexed with colchicine was selected as template. The analysis of the obtained model showed that the three dimensional structure of Plasmodium tubulin is conserved in relation to the bovine tubulin with some important substitutions occurring in the colchicine binding site region: Ala250B by Ser248B, Ala316B by Cys314B and Ile318B by Met316B. Then, molecular docking of the aryltetralone lignans, colchicine and podophyllotoxin was performed in the modeled P. falciparum tubulin. The docking calculations results allowed to conclude firstly that, although the amino acid substitutions in the binding site, the colchicine binding mode in the P. falciparum tubulin is exactly the same as that already described in the literature for bovine tubulin. As for podophyllotoxin, a different binding mode from that described in the literature for bovine tubulin was obtained due to the replacement of Ala250B by Ser248B and the Val318B by Met316B. For the aryltetralone lignans studied, three different binding modes were obtained: one exhibited by compounds 1, 2 and 3, another by 4 and 6, and a third one by 5. The lignans 1, 2 and 3 are oriented in a way so that the C ring containing the dimethoxy or methylenedioxy group is positioned in the same region obtained for the ring containing the trimethoxy group in the case of colchicine and podophyllotoxin, performing a C-H...π interaction with Leu246B. Lignans 4 and 6 orient themselves with the aromatic ring C between Ala180A and Leu246B and being held in this position by C-H...π interactions. Lignan 5 is oriented with the aromatic ring C between Leu246B and Leu253B, performing C-H...π interactions with these residues, in a similar way to what was obtained with colchicine in this site. So the likely mechanism of action of the aryltetralone lignans studied here would be their binding to the same colchicine binding site in the tubulin protein of P. falciparum and thereby interrupting the divisions and other cellular functions.A malária é uma doença febril aguda causada por protozoários parasitas pertencentes ao gênero Plasmodium, sendo a espécie P. falciparum a responsável pela maioria das formas severas e mortes pela doença. Estes parasitas desenvolveram resistência aos fármacos comumente utilizados e, portanto, existe a necessidade de se desenvolver novos agentes antimaláricos. Lignanas ariltetralônicas são compostos que apresentam atividade antiplasmodial in vitro contra o P. falciparum, porém seu mecanismo de ação ainda não é totalmente compreendido. Neste trabalho, conseguimos postular o modo de ação de algumas lignanas ariltetralônicas e, a partir dos resultados obtidos, sugerimos modificações nestes compostos de modo a obter uma melhoria na sua atividade biológica. Para isso, primeiramente foi realizada uma busca por compostos químicos semelhantes, cujos alvos macromoleculares eram conhecidos. A partir dos resultados obtidos, selecionou-se a tubulina do P. falciparum como potencial alvo para estas lignanas. Como não há estrutura tridimensional determinada experimentalmente para esta proteína, foi realizada a modelagem molecular por homologia da tubulina do P. falciparum, selecionando como molde a estrutura da tubulina bovina complexada com colchicina. A partir da análise do modelo construído, verificou-se que a estrutura tridimensional da tubulina do Plasmodium é conservada em relação à tubulina bovina e que ocorrem algumas substituições importantes na região do sítio de ligação da colchicina: Ala250B por Ser248B, Ala316B por Cys314B e Ile318B por Met316B. Em seguida, foi realizado o docking molecular das lignanas ariltetralônicas, da colchicina e da podofilotoxina na tubulina do P. falciparum. Os resultados do docking permitiram concluir primeiramente que, embora ocorram algumas substituições de aminoácidos no sítio, o modo de ligação da colchicina na tubulina do P. falciparum é exatamente o mesmo ao já descrito na literatura para a tubulina bovina. Já para a podofilotoxina, foi obtido um modo de ligação diferente do descrito na literatura para a tubulina bovina, devido à substituição da Ala250B pela Ser248B e da Val318B pela Met316B. Para as lignanas ariltetralônicas estudadas, foram obtidos três modos de ligação diferentes: um exibido pelos compostos 1, 2 e 3, outro para 4 e 6 e um terceiro modo exclusivo para 5. As lignanas 1, 2 e 3 orientam-se de modo que o anel C, que contém o grupo dimetóxi ou metilenodióxi, se posiciona na mesma região do sítio obtida para o anel contendo o grupo trimetóxi da colchicina e da podofilotoxina, realizando uma interação C–H...π com a Leu246B. As lignanas 4 e 6 orientam-se com o anel aromático C entre a Ala180A e a Leu246B, sendo mantido nesta posição por interações C–H...π. No caso da lignana 5, esta se orienta com o anel aromático C entre a Leu246B e Leu253B, realizando interações C– H...π com estes resíduos, semelhante ao que foi obtido para a colchicina neste sítio. Assim, o mecanismo provável de ação das lignanas ariltetralônicas aqui estudadas passaria pela sua ligação ao mesmo sítio de ligação da colchicina na proteína tubulina do P. falciparum e, com isso, interrompendo as divisões e outras funções celulares.Não recebi financiamentoporUniversidade Federal de São CarlosCâmpus São CarlosPrograma de Pós-Graduação em Biotecnologia - PPGBiotecUFSCarMaláriaTubulinaModelagem molecular por homologiaPlasmodium falciparumTubulinMolecular homology modelingDockingAryltetralone lignansCIENCIAS BIOLOGICAS::BIOQUIMICA::BIOLOGIA MOLECULARModelagem por homologia da tubulina do Plasmodium falciparum e o estudo de lignanas ariltetralônicas antimaláricas por docking molecularinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisOnline60060047e03a6b-fe25-4518-a87c-1446ac9c0432info:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFSCARinstname:Universidade Federal de São Carlos (UFSCAR)instacron:UFSCARORIGINALTeseDSC.pdfTeseDSC.pdfapplication/pdf4230414https://repositorio.ufscar.br/bitstreams/0049dcae-6509-4b8b-a80e-df79ad9343a5/downloadd505357e4ed13e446578eb00507beec7MD51trueAnonymousREADLICENSElicense.txtlicense.txttext/plain; charset=utf-81957https://repositorio.ufscar.br/bitstreams/41ee44c2-9978-4461-87a2-9de56a4deca3/downloadae0398b6f8b235e40ad82cba6c50031dMD52falseAnonymousREADTEXTTeseDSC.pdf.txtTeseDSC.pdf.txtExtracted texttext/plain286525https://repositorio.ufscar.br/bitstreams/c679c575-ba9e-4cdf-b96c-f8126990420b/download22f5e92e09627952cf6b0041e43a9736MD55falseAnonymousREADTHUMBNAILTeseDSC.pdf.jpgTeseDSC.pdf.jpgIM Thumbnailimage/jpeg3069https://repositorio.ufscar.br/bitstreams/eb7108ca-03ff-4d35-91f7-607f2000bfbe/download9f5ca806529eecfe7ca6ff938abd1532MD56falseAnonymousREAD20.500.14289/73092025-02-05 18:49:38.107Acesso abertoopen.accessoai:repositorio.ufscar.br:20.500.14289/7309https://repositorio.ufscar.brRepositório InstitucionalPUBhttps://repositorio.ufscar.br/oai/requestrepositorio.sibi@ufscar.bropendoar:43222025-02-05T21:49:38Repositório Institucional da UFSCAR - Universidade Federal de São Carlos (UFSCAR)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
dc.title.por.fl_str_mv Modelagem por homologia da tubulina do Plasmodium falciparum e o estudo de lignanas ariltetralônicas antimaláricas por docking molecular
title Modelagem por homologia da tubulina do Plasmodium falciparum e o estudo de lignanas ariltetralônicas antimaláricas por docking molecular
spellingShingle Modelagem por homologia da tubulina do Plasmodium falciparum e o estudo de lignanas ariltetralônicas antimaláricas por docking molecular
Corrêa, Denis da Silva
Malária
Tubulina
Modelagem molecular por homologia
Plasmodium falciparum
Tubulin
Molecular homology modeling
Docking
Aryltetralone lignans
CIENCIAS BIOLOGICAS::BIOQUIMICA::BIOLOGIA MOLECULAR
title_short Modelagem por homologia da tubulina do Plasmodium falciparum e o estudo de lignanas ariltetralônicas antimaláricas por docking molecular
title_full Modelagem por homologia da tubulina do Plasmodium falciparum e o estudo de lignanas ariltetralônicas antimaláricas por docking molecular
title_fullStr Modelagem por homologia da tubulina do Plasmodium falciparum e o estudo de lignanas ariltetralônicas antimaláricas por docking molecular
title_full_unstemmed Modelagem por homologia da tubulina do Plasmodium falciparum e o estudo de lignanas ariltetralônicas antimaláricas por docking molecular
title_sort Modelagem por homologia da tubulina do Plasmodium falciparum e o estudo de lignanas ariltetralônicas antimaláricas por docking molecular
author Corrêa, Denis da Silva
author_facet Corrêa, Denis da Silva
author_role author
dc.contributor.authorlattes.por.fl_str_mv http://lattes.cnpq.br/8543015864671187
dc.contributor.author.fl_str_mv Corrêa, Denis da Silva
dc.contributor.advisor1.fl_str_mv Caracelli, Ignez
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/8956527354576143
dc.contributor.advisor-co1.fl_str_mv Schpector, Julio Zukerman
dc.contributor.advisor-co1Lattes.fl_str_mv http://lattes.cnpq.br/4252331837170383
dc.contributor.authorID.fl_str_mv 2c0da004-982d-483a-9940-8c0fc44cf5d0
contributor_str_mv Caracelli, Ignez
Schpector, Julio Zukerman
dc.subject.por.fl_str_mv Malária
Tubulina
Modelagem molecular por homologia
Plasmodium falciparum
topic Malária
Tubulina
Modelagem molecular por homologia
Plasmodium falciparum
Tubulin
Molecular homology modeling
Docking
Aryltetralone lignans
CIENCIAS BIOLOGICAS::BIOQUIMICA::BIOLOGIA MOLECULAR
dc.subject.eng.fl_str_mv Tubulin
Molecular homology modeling
Docking
Aryltetralone lignans
dc.subject.cnpq.fl_str_mv CIENCIAS BIOLOGICAS::BIOQUIMICA::BIOLOGIA MOLECULAR
description Malaria is an acute febrile disease caused by protozoan parasites of the genus Plasmodium, being the species P. falciparum responsible for the most severe forms and deaths caused by the disease. These parasites have developed resistance to commonly used drugs and therefore there is a need to develop new antimalarial agents. Aryltetralone lignans are compounds that show antiplasmodial activity in vitro against P. falciparum, but its mechanism of action is still not fully understood. In this work, we postulate a plausible mode of action of some aryltetralone lignans and according to the obtained results we suggest modifications to the ligands for a better biological activity. In order to achieve our objectives we first performed a search for similar chemical compounds, for which their macromolecular targets were known. From the results obtained, P. falciparum tubulin was selected as a potential target for these lignans. Since there is no experimentally determined three-dimensional structure for this protein, we performed a molecular homology modeling of P. falciparum tubulin and the structure of bovine tubulin complexed with colchicine was selected as template. The analysis of the obtained model showed that the three dimensional structure of Plasmodium tubulin is conserved in relation to the bovine tubulin with some important substitutions occurring in the colchicine binding site region: Ala250B by Ser248B, Ala316B by Cys314B and Ile318B by Met316B. Then, molecular docking of the aryltetralone lignans, colchicine and podophyllotoxin was performed in the modeled P. falciparum tubulin. The docking calculations results allowed to conclude firstly that, although the amino acid substitutions in the binding site, the colchicine binding mode in the P. falciparum tubulin is exactly the same as that already described in the literature for bovine tubulin. As for podophyllotoxin, a different binding mode from that described in the literature for bovine tubulin was obtained due to the replacement of Ala250B by Ser248B and the Val318B by Met316B. For the aryltetralone lignans studied, three different binding modes were obtained: one exhibited by compounds 1, 2 and 3, another by 4 and 6, and a third one by 5. The lignans 1, 2 and 3 are oriented in a way so that the C ring containing the dimethoxy or methylenedioxy group is positioned in the same region obtained for the ring containing the trimethoxy group in the case of colchicine and podophyllotoxin, performing a C-H...π interaction with Leu246B. Lignans 4 and 6 orient themselves with the aromatic ring C between Ala180A and Leu246B and being held in this position by C-H...π interactions. Lignan 5 is oriented with the aromatic ring C between Leu246B and Leu253B, performing C-H...π interactions with these residues, in a similar way to what was obtained with colchicine in this site. So the likely mechanism of action of the aryltetralone lignans studied here would be their binding to the same colchicine binding site in the tubulin protein of P. falciparum and thereby interrupting the divisions and other cellular functions.
publishDate 2015
dc.date.issued.fl_str_mv 2015-06-16
dc.date.accessioned.fl_str_mv 2016-09-21T12:36:27Z
dc.date.available.fl_str_mv 2016-09-21T12:36:27Z
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dc.identifier.citation.fl_str_mv CORRÊA, Denis da Silva. Modelagem por homologia da tubulina do Plasmodium falciparum e o estudo de lignanas ariltetralônicas antimaláricas por docking molecular. 2015. Tese (Doutorado em Biotecnologia) – Universidade Federal de São Carlos, São Carlos, 2015. Disponível em: https://repositorio.ufscar.br/handle/20.500.14289/7309.
dc.identifier.uri.fl_str_mv https://repositorio.ufscar.br/handle/20.500.14289/7309
identifier_str_mv CORRÊA, Denis da Silva. Modelagem por homologia da tubulina do Plasmodium falciparum e o estudo de lignanas ariltetralônicas antimaláricas por docking molecular. 2015. Tese (Doutorado em Biotecnologia) – Universidade Federal de São Carlos, São Carlos, 2015. Disponível em: https://repositorio.ufscar.br/handle/20.500.14289/7309.
url https://repositorio.ufscar.br/handle/20.500.14289/7309
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dc.publisher.none.fl_str_mv Universidade Federal de São Carlos
Câmpus São Carlos
dc.publisher.program.fl_str_mv Programa de Pós-Graduação em Biotecnologia - PPGBiotec
dc.publisher.initials.fl_str_mv UFSCar
publisher.none.fl_str_mv Universidade Federal de São Carlos
Câmpus São Carlos
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MD5
MD5
repository.name.fl_str_mv Repositório Institucional da UFSCAR - Universidade Federal de São Carlos (UFSCAR)
repository.mail.fl_str_mv repositorio.sibi@ufscar.br
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