Reposicionamento in silico de novos fármacos contra o schistosoma mansoni

Detalhes bibliográficos
Autor(a) principal: Arantes, Morgana Elias
Data de Publicação: 2016
Tipo de documento: Dissertação
Idioma: por
Título da fonte: Repositório Institucional da UFG
dARK ID: ark:/38995/001300000b90t
Texto Completo: http://repositorio.bc.ufg.br/tede/handle/tede/6003
Resumo: Schistosomiasis is a neglected tropical disease caused by parasites of the genus Schistosoma. In Brazil only Schistosoma mansoni transmits this disease. The World Health Organization estimated in 2012 approximately 249 million people at risk of acquiring this disease around the world. The main strategy to control this disease is the treatment of individuals living in endemic areas with Praziquantel. The drug praziquantel is used on a large scale in the treatment of schistosomiasis and currently there are reported cases of resistance, indicating the need to discover new drugs. In silico drug repositioning is a strategy that reduces the time and cost in the search of anti-schistosomal agents. This work used bioinformatics tools and methodology based on previous studies, as a means to identify potential new S. mansoni targets and drug homologs, consequently identifying potential new schistosomal drugs. A list was compiled with S. mansoni potential targets that are part of essential processes in the database TDR and the targets that are part of the tegument were obtained in the scientific literature. The file with S. mansoni targets contained 1376 targets, and of these only 61 targets associated with 399 drugs had homology with drug targets. After removal of duplicate drugs, drugs found in previous studies and after the analysis of the conservation of the active site only 28 S. mansoni targets associated with 102 drugs had 60% or more of the active site conserved. Some of the drugs had activity and are interesting to validate this study such as: artemether, lumefantrine, meloxicam. Among the drugs found 18 drugs were selected to be tested using the following criteria: low toxicity in vivo, expired patent and a value of log P interesting for oral administration.
id UFG-2_b0df0f1faba20f7ff00a704b9fc47eab
oai_identifier_str oai:repositorio.bc.ufg.br:tede/6003
network_acronym_str UFG-2
network_name_str Repositório Institucional da UFG
repository_id_str
spelling Bezerra, José Clecildo Barretohttp://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4781675U6Andrade, Carolina Hortahttp://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4745602P1Andrade, Carolina Horta deCravo, Pedro Vitor LemosBraga, Rodolpho Camposhttp://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4477535Y5Arantes, Morgana Elias2016-08-26T11:39:26Z2016-03-14ARANTES, M. E. Reposicionamento in silico de novos fármacos contra o schistosoma mansoni. 2016. 85 f. Dissertação (Mestrado em Medicina Tropical e Saúde Publica) - Universidade Federal de Goiás, Goiânia, 2016.http://repositorio.bc.ufg.br/tede/handle/tede/6003ark:/38995/001300000b90tSchistosomiasis is a neglected tropical disease caused by parasites of the genus Schistosoma. In Brazil only Schistosoma mansoni transmits this disease. The World Health Organization estimated in 2012 approximately 249 million people at risk of acquiring this disease around the world. The main strategy to control this disease is the treatment of individuals living in endemic areas with Praziquantel. The drug praziquantel is used on a large scale in the treatment of schistosomiasis and currently there are reported cases of resistance, indicating the need to discover new drugs. In silico drug repositioning is a strategy that reduces the time and cost in the search of anti-schistosomal agents. This work used bioinformatics tools and methodology based on previous studies, as a means to identify potential new S. mansoni targets and drug homologs, consequently identifying potential new schistosomal drugs. A list was compiled with S. mansoni potential targets that are part of essential processes in the database TDR and the targets that are part of the tegument were obtained in the scientific literature. The file with S. mansoni targets contained 1376 targets, and of these only 61 targets associated with 399 drugs had homology with drug targets. After removal of duplicate drugs, drugs found in previous studies and after the analysis of the conservation of the active site only 28 S. mansoni targets associated with 102 drugs had 60% or more of the active site conserved. Some of the drugs had activity and are interesting to validate this study such as: artemether, lumefantrine, meloxicam. Among the drugs found 18 drugs were selected to be tested using the following criteria: low toxicity in vivo, expired patent and a value of log P interesting for oral administration.A esquistossomose é uma doença tropical negligenciada causada por parasitos do gênero Schistosoma. No Brasil apenas o Schistosoma mansoni transmite esta doença. A Organização Mundial de Saúde estimou em 2012 cerca de 249 milhões de pessoas em risco de adquirirem esta doença por meio de diferentes espécies e países. A principal estratégia no controle desta doença é o tratamento dos indivíduos que vivem em áreas endêmicas com o fármaco praziquantel. O praziquantel é o fármaco utilizado em ampla escala no tratamento desta doença e atualmente há casos de resistência relatados, sendo necessário a descoberta de novos fármacos. O reposicionamento in silico é uma estratégia que reduz o tempo e o custo na busca de fármacos esquistossomicidas. Neste trabalho, por meio da ferramenta de bioinformática e com base em estudos anteriores, identificou-se potenciais novos alvos homólogos a alvos de fármacos em uso em humanos, identificando com isso, potenciais novos fármacos esquistossomicidas. Compilou-se uma lista com os potenciais alvos do S. mansoni que fazem parte das vias essências da base de dados do TDR e encontrou-se os alvos que fazem parte do tegumento na literatura científica. O arquivo com os alvos do S. mansoni continha 1376 alvos, sendo que destes apenas 61 alvos do S. mansoni possuía homologia com alvos de fármacos associados a 399 fármacos. Após a remoção dos fármacos duplicados, fármacos encontrados em estudos anteriores e após a análise da conservação do sítio ativo restou 28 alvos do S. mansoni associados a 102 fármacos que tinha 60% ou mais do sítio ativo. Encontrou-se alguns fármacos com atividade comprovada e validam o estudo como: artemeter, lumefantrina, meloxicam. Dentre os fármacos encontrados cerca 18 fármacos foram selecionados para serem testados e a sua atividade então comprovada, utilizando os seguintes critérios: baixa toxicidade in vivo, patente expirada e um valor de log P interessante para um fármaco de administração oral.Submitted by Marlene Santos (marlene.bc.ufg@gmail.com) on 2016-08-25T20:20:51Z No. of bitstreams: 2 Dissertação - Morgana Elias Arantes - 2016.pdf: 2372439 bytes, checksum: e242dc3a0095f55eea6f6e8fc5fe0748 (MD5) license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5)Approved for entry into archive by Luciana Ferreira (lucgeral@gmail.com) on 2016-08-26T11:39:26Z (GMT) No. of bitstreams: 2 Dissertação - Morgana Elias Arantes - 2016.pdf: 2372439 bytes, checksum: e242dc3a0095f55eea6f6e8fc5fe0748 (MD5) license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5)Made available in DSpace on 2016-08-26T11:39:26Z (GMT). No. of bitstreams: 2 Dissertação - Morgana Elias Arantes - 2016.pdf: 2372439 bytes, checksum: e242dc3a0095f55eea6f6e8fc5fe0748 (MD5) license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5) Previous issue date: 2016-03-14Conselho Nacional de Pesquisa e Desenvolvimento Científico e Tecnológico - CNPqapplication/pdfporUniversidade Federal de GoiásPrograma de Pós-graduação em Medicina Tropical e Saúde Publica (IPTSP)UFGBrasilInstituto de Patologia Tropical e Saúde Pública - IPTSP (RG)http://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessControleSchistosoma mansoniReposicionamento de fármacosBioinformáticaControlSchistosoma mansoniDrug repositioningBioinformaticsCIENCIAS BIOLOGICAS::PARASITOLOGIAReposicionamento in silico de novos fármacos contra o schistosoma mansoniRepositioning in silico of new drugs against Schistosoma mansoniinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesis6085308344741430434600600600600-7769011444564556288-4544576747271574306-2555911436985713659reponame:Repositório Institucional da UFGinstname:Universidade Federal de Goiás (UFG)instacron:UFGLICENSElicense.txtlicense.txttext/plain; charset=utf-82165http://repositorio.bc.ufg.br/tede/bitstreams/1b182ad1-2ba6-47a8-b4ce-36bbb40e4feb/downloadbd3efa91386c1718a7f26a329fdcb468MD51CC-LICENSElicense_urllicense_urltext/plain; charset=utf-843http://repositorio.bc.ufg.br/tede/bitstreams/7df6d5eb-c64d-4550-8bdf-530e57422b9f/download321f3992dd3875151d8801b773ab32edMD52license_textlicense_texttext/html; charset=utf-80http://repositorio.bc.ufg.br/tede/bitstreams/9731f7a1-605a-48ba-846f-99a000a3968e/downloadd41d8cd98f00b204e9800998ecf8427eMD53license_rdflicense_rdfapplication/rdf+xml; charset=utf-80http://repositorio.bc.ufg.br/tede/bitstreams/1d800bea-3185-4881-9204-1b7e383c80f3/downloadd41d8cd98f00b204e9800998ecf8427eMD54ORIGINALDissertação - Morgana Elias Arantes - 2016.pdfDissertação - Morgana Elias Arantes - 2016.pdfapplication/pdf2372439http://repositorio.bc.ufg.br/tede/bitstreams/0f321d74-e233-4586-9172-a373664fdb2a/downloade242dc3a0095f55eea6f6e8fc5fe0748MD55tede/60032016-08-26 08:39:26.812http://creativecommons.org/licenses/by/4.0/Acesso Abertoopen.accessoai:repositorio.bc.ufg.br:tede/6003http://repositorio.bc.ufg.br/tedeRepositório InstitucionalPUBhttp://repositorio.bc.ufg.br/oai/requesttasesdissertacoes.bc@ufg.bropendoar:2016-08-26T11:39:26Repositório Institucional da UFG - Universidade Federal de Goiás (UFG)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
dc.title.por.fl_str_mv Reposicionamento in silico de novos fármacos contra o schistosoma mansoni
dc.title.alternative.eng.fl_str_mv Repositioning in silico of new drugs against Schistosoma mansoni
title Reposicionamento in silico de novos fármacos contra o schistosoma mansoni
spellingShingle Reposicionamento in silico de novos fármacos contra o schistosoma mansoni
Arantes, Morgana Elias
Controle
Schistosoma mansoni
Reposicionamento de fármacos
Bioinformática
Control
Schistosoma mansoni
Drug repositioning
Bioinformatics
CIENCIAS BIOLOGICAS::PARASITOLOGIA
title_short Reposicionamento in silico de novos fármacos contra o schistosoma mansoni
title_full Reposicionamento in silico de novos fármacos contra o schistosoma mansoni
title_fullStr Reposicionamento in silico de novos fármacos contra o schistosoma mansoni
title_full_unstemmed Reposicionamento in silico de novos fármacos contra o schistosoma mansoni
title_sort Reposicionamento in silico de novos fármacos contra o schistosoma mansoni
author Arantes, Morgana Elias
author_facet Arantes, Morgana Elias
author_role author
dc.contributor.advisor1.fl_str_mv Bezerra, José Clecildo Barreto
dc.contributor.advisor1Lattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4781675U6
dc.contributor.advisor-co1.fl_str_mv Andrade, Carolina Horta
dc.contributor.advisor-co1Lattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4745602P1
dc.contributor.referee1.fl_str_mv Andrade, Carolina Horta de
dc.contributor.referee2.fl_str_mv Cravo, Pedro Vitor Lemos
dc.contributor.referee3.fl_str_mv Braga, Rodolpho Campos
dc.contributor.authorLattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4477535Y5
dc.contributor.author.fl_str_mv Arantes, Morgana Elias
contributor_str_mv Bezerra, José Clecildo Barreto
Andrade, Carolina Horta
Andrade, Carolina Horta de
Cravo, Pedro Vitor Lemos
Braga, Rodolpho Campos
dc.subject.por.fl_str_mv Controle
Schistosoma mansoni
Reposicionamento de fármacos
Bioinformática
topic Controle
Schistosoma mansoni
Reposicionamento de fármacos
Bioinformática
Control
Schistosoma mansoni
Drug repositioning
Bioinformatics
CIENCIAS BIOLOGICAS::PARASITOLOGIA
dc.subject.eng.fl_str_mv Control
Schistosoma mansoni
Drug repositioning
Bioinformatics
dc.subject.cnpq.fl_str_mv CIENCIAS BIOLOGICAS::PARASITOLOGIA
description Schistosomiasis is a neglected tropical disease caused by parasites of the genus Schistosoma. In Brazil only Schistosoma mansoni transmits this disease. The World Health Organization estimated in 2012 approximately 249 million people at risk of acquiring this disease around the world. The main strategy to control this disease is the treatment of individuals living in endemic areas with Praziquantel. The drug praziquantel is used on a large scale in the treatment of schistosomiasis and currently there are reported cases of resistance, indicating the need to discover new drugs. In silico drug repositioning is a strategy that reduces the time and cost in the search of anti-schistosomal agents. This work used bioinformatics tools and methodology based on previous studies, as a means to identify potential new S. mansoni targets and drug homologs, consequently identifying potential new schistosomal drugs. A list was compiled with S. mansoni potential targets that are part of essential processes in the database TDR and the targets that are part of the tegument were obtained in the scientific literature. The file with S. mansoni targets contained 1376 targets, and of these only 61 targets associated with 399 drugs had homology with drug targets. After removal of duplicate drugs, drugs found in previous studies and after the analysis of the conservation of the active site only 28 S. mansoni targets associated with 102 drugs had 60% or more of the active site conserved. Some of the drugs had activity and are interesting to validate this study such as: artemether, lumefantrine, meloxicam. Among the drugs found 18 drugs were selected to be tested using the following criteria: low toxicity in vivo, expired patent and a value of log P interesting for oral administration.
publishDate 2016
dc.date.accessioned.fl_str_mv 2016-08-26T11:39:26Z
dc.date.issued.fl_str_mv 2016-03-14
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 ARANTES, M. E. Reposicionamento in silico de novos fármacos contra o schistosoma mansoni. 2016. 85 f. Dissertação (Mestrado em Medicina Tropical e Saúde Publica) - Universidade Federal de Goiás, Goiânia, 2016.
dc.identifier.uri.fl_str_mv http://repositorio.bc.ufg.br/tede/handle/tede/6003
dc.identifier.dark.fl_str_mv ark:/38995/001300000b90t
identifier_str_mv ARANTES, M. E. Reposicionamento in silico de novos fármacos contra o schistosoma mansoni. 2016. 85 f. Dissertação (Mestrado em Medicina Tropical e Saúde Publica) - Universidade Federal de Goiás, Goiânia, 2016.
ark:/38995/001300000b90t
url http://repositorio.bc.ufg.br/tede/handle/tede/6003
dc.language.iso.fl_str_mv por
language por
dc.relation.program.fl_str_mv 6085308344741430434
dc.relation.confidence.fl_str_mv 600
600
600
600
dc.relation.department.fl_str_mv -7769011444564556288
dc.relation.cnpq.fl_str_mv -4544576747271574306
dc.relation.sponsorship.fl_str_mv -2555911436985713659
dc.rights.driver.fl_str_mv http://creativecommons.org/licenses/by/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade Federal de Goiás
dc.publisher.program.fl_str_mv Programa de Pós-graduação em Medicina Tropical e Saúde Publica (IPTSP)
dc.publisher.initials.fl_str_mv UFG
dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv Instituto de Patologia Tropical e Saúde Pública - IPTSP (RG)
publisher.none.fl_str_mv Universidade Federal de Goiás
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFG
instname:Universidade Federal de Goiás (UFG)
instacron:UFG
instname_str Universidade Federal de Goiás (UFG)
instacron_str UFG
institution UFG
reponame_str Repositório Institucional da UFG
collection Repositório Institucional da UFG
bitstream.url.fl_str_mv http://repositorio.bc.ufg.br/tede/bitstreams/1b182ad1-2ba6-47a8-b4ce-36bbb40e4feb/download
http://repositorio.bc.ufg.br/tede/bitstreams/7df6d5eb-c64d-4550-8bdf-530e57422b9f/download
http://repositorio.bc.ufg.br/tede/bitstreams/9731f7a1-605a-48ba-846f-99a000a3968e/download
http://repositorio.bc.ufg.br/tede/bitstreams/1d800bea-3185-4881-9204-1b7e383c80f3/download
http://repositorio.bc.ufg.br/tede/bitstreams/0f321d74-e233-4586-9172-a373664fdb2a/download
bitstream.checksum.fl_str_mv bd3efa91386c1718a7f26a329fdcb468
321f3992dd3875151d8801b773ab32ed
d41d8cd98f00b204e9800998ecf8427e
d41d8cd98f00b204e9800998ecf8427e
e242dc3a0095f55eea6f6e8fc5fe0748
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
MD5
MD5
repository.name.fl_str_mv Repositório Institucional da UFG - Universidade Federal de Goiás (UFG)
repository.mail.fl_str_mv tasesdissertacoes.bc@ufg.br
_version_ 1815172619934105600