Identificação de novos fármacos antimaláricos através de estratégia de quimiogenômica por reposicionamento e validação experimental
Autor(a) principal: | |
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Data de Publicação: | 2018 |
Tipo de documento: | Tese |
Idioma: | por |
Título da fonte: | Repositório Institucional da UFG |
dARK ID: | ark:/38995/0013000004cqq |
Texto Completo: | http://repositorio.bc.ufg.br/tede/handle/tede/10952 |
Resumo: | Malaria is an infectious disease of possible chronic evolution that affects billions of people in the tropics and subtropics. P. falciparum is the most lethal malaria parasite of humans, while P. vivax is the most widely distributed. The effectiveness of the antimalarial treatment is compromised by the ability of the parasite to evolve resistance to the compounds and by the lack of new effective antimalarials, underscoring the urgent need for the discovery of new drugs. One of the strategies that has been gradually explored in the search for new therapies is the so-called "drug repurposing" approach. In this context, the goal of the present study was to use a drug repurposing-chemogenomics strategy to identify effective drugs against malaria parasites. A comparative genomics tool available from the TDR Targets Database was used through to select targets expected to be present exclusively in P. falciparum and P. vivax parasites, but absent in humans. Each of the selected targets was then used as a query in the following databases: Drugbank, Therapeutic Target Database and STITCH. The P. falciparum and P. vivax targets were aligned with their predicted homologue targets, using pairwise BLAST, to compare functionally relevant regions. Only those where ≥ 80% overlap was observed between the two sequences for the corresponding drug target were considered for subsequent studies. Thereafter, the drugs identified were submitted to a bibliographic search to find drugs that were never evaluated against malaria parasites in the past. A prediction of active compounds was performed through binary QSAR models. The selected drugs were submitted to in vitro assays using asexual stages of P. falciparum (strains 3D7, chloroquine-sensitive, and W2, multidrug-resistant). Epirubicin displayed potent in vitro activity against the 3D7 strain (IC50 = 140 nM). In addition, the drug was shown to be about twice as active against the W2 resistant strain (IC50 = 69 nM), exhibiting even greater activity than chloroquine. At present, in vitro experiments in sexual stages (ookinete conversion) and in vivo assays with P. berghei and P. chabaudi are being carried out. In conclusion, epirubicin is a good antimalarial drug candidate, although future studies are required to investigate its mechanism of action, potential toxicity, and eventually, to advance in the drug development process. |
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Andrade, Carolina HortaCravo, Pedro Vitor Lemoshttp://lattes.cnpq.br/1059199347781390Andrade, Carolina HortaAndrade, Éverton Kort KampCastro, Ana MariaNeves, Bruno JúniorCosta, Fabio Trindade Maranhãohttp://lattes.cnpq.br/0159522060861544Rodrigues, Juliana2020-12-02T14:29:28Z2020-12-02T14:29:28Z2018-03-05RODRIGUES, J. Identificação de novos fármacos antimaláricos através de estratégia de quimiogenômica por reposicionamento e validação experimental. 2018. 167 f. Tese (Doutorado em Medicina Tropical e Saúde Publica) - Universidade Federal de Goiás, Goiânia, 2018.http://repositorio.bc.ufg.br/tede/handle/tede/10952ark:/38995/0013000004cqqMalaria is an infectious disease of possible chronic evolution that affects billions of people in the tropics and subtropics. P. falciparum is the most lethal malaria parasite of humans, while P. vivax is the most widely distributed. The effectiveness of the antimalarial treatment is compromised by the ability of the parasite to evolve resistance to the compounds and by the lack of new effective antimalarials, underscoring the urgent need for the discovery of new drugs. One of the strategies that has been gradually explored in the search for new therapies is the so-called "drug repurposing" approach. In this context, the goal of the present study was to use a drug repurposing-chemogenomics strategy to identify effective drugs against malaria parasites. A comparative genomics tool available from the TDR Targets Database was used through to select targets expected to be present exclusively in P. falciparum and P. vivax parasites, but absent in humans. Each of the selected targets was then used as a query in the following databases: Drugbank, Therapeutic Target Database and STITCH. The P. falciparum and P. vivax targets were aligned with their predicted homologue targets, using pairwise BLAST, to compare functionally relevant regions. Only those where ≥ 80% overlap was observed between the two sequences for the corresponding drug target were considered for subsequent studies. Thereafter, the drugs identified were submitted to a bibliographic search to find drugs that were never evaluated against malaria parasites in the past. A prediction of active compounds was performed through binary QSAR models. The selected drugs were submitted to in vitro assays using asexual stages of P. falciparum (strains 3D7, chloroquine-sensitive, and W2, multidrug-resistant). Epirubicin displayed potent in vitro activity against the 3D7 strain (IC50 = 140 nM). In addition, the drug was shown to be about twice as active against the W2 resistant strain (IC50 = 69 nM), exhibiting even greater activity than chloroquine. At present, in vitro experiments in sexual stages (ookinete conversion) and in vivo assays with P. berghei and P. chabaudi are being carried out. In conclusion, epirubicin is a good antimalarial drug candidate, although future studies are required to investigate its mechanism of action, potential toxicity, and eventually, to advance in the drug development process.A malária é uma doença infecciosa grave que acomete bilhões de pessoas em todo o mundo. Plasmodium falciparum é o agente causador de malária grave em humanos, enquanto que P. vivax é o mais amplamente distribuído, sendo a principal espécie causadora de malária no Brasil. Atualmente, seu controle é baseado principalmente em equemas terapêuticos. No entanto, a eficácia do tratamento é comprometida pela resistência do parasito a todos os fármacos disponíveis, inclusive à artemisinina. Existe, portanto, uma necessidade urgente da descoberta de novos fármacos antimaláricos. O reposicionamento de fármacos é uma importante estratégia para acelerar a descoberta de fármacos, pois visa a identificação de novos usos para fármacos já aprovados. Assim, o objetivo deste trabalho foi utilizar uma estratégia de reposicionamento de fármacos por quimiogenômica, com foco em P. falciparum e P. vivax, a fim de identificar fármacos já aprovados que sejam eficazes contra parasitos de malária. Inicialmente, realizou-se uma aproximação de genômica comparativa na base de dados da TDR Targets Database para selecionar alvos presentes exclusivamente em P. falciparum e P. vivax, mas sem homólogos em humanos. Cada um dos alvos selecionados foi então usado para interrogar as bases de dados de fármacos, DrugBank, Therapeutic Target Database e STITCH. Os alvos de P. falciparum e P. vivax foram alinhados com os seus alvos homólogos utilizando o BLAST. Foram considerados para estudos subsequentes apenas os que apresentaram ≥ 80% de sobreposição entre as duas sequências para o alvo do fármaco correspondente. Assim, os fármacos identificados foram submetidos a uma busca na literatura visando selecionar fármacos que nunca foram testados experimentalmente contra parasitos de malária. Em seguida, foi realizada uma predição da atividade dos fármacos selecionados, utilizando modelos de QSAR binários desenvolvidos em nosso laboratório. Ao final, a estratégia de quimiogenômica permitiu selecionar seis fármacos com potencial atividade antimalárica. Estes fármacos foram submetidos a ensaios in vitro em estágios assexuados de P. falciparum (cepas 3D7, sensível a cloroquina, e W2, multi-resistente). Dentre eles, a epirrubicina se destacou por exibir uma potente atividade in vitro contra a cepa 3D7 (IC50 = 140 nM). Além disso, este fármaco demonstrou ser cerca de duas vezes mais ativa contra cepas resistentes W2 (IC50 = 69 nM), exibindo, inclusive, maior atividade do que a cloroquina. No momento, experimentos in vitro em estágios sexuados (conversão de oocineto) e ensaios in vivo com P. berghei e P. chabaudi estão sendo realizados. A epirrubicina se mostrou, portanto, um candidato interessante a fármaco antimalárico. Futuros estudos são necessários para investigar o seu mecanismo de ação e potencial toxicidade e, eventualmente, avançar no processo de desenvolvimento do fármaco.Submitted by Franciele Moreira (francielemoreyra@gmail.com) on 2020-12-02T04:43:17Z No. of bitstreams: 2 license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5) Tese - Juliana Rodrigues - 2020.pdf: 3942943 bytes, checksum: 9abb49f43b38daa35d72252f04c3d173 (MD5)Rejected by Luciana Ferreira (lucgeral@gmail.com), reason: Ao renomear o arquivo não é o ano que recebemos o arquivo que se coloca, mas o que consta na folha-de-rosto, apesar de não conter essa informação no Guia (já passei isso para Jaqueline) on 2020-12-02T11:21:37Z (GMT)Submitted by Franciele Moreira (francielemoreyra@gmail.com) on 2020-12-02T14:16:26Z No. of bitstreams: 2 Tese - Juliana Rodrigues - 2018.pdf: 3942943 bytes, checksum: 9abb49f43b38daa35d72252f04c3d173 (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5)Approved for entry into archive by Luciana Ferreira (lucgeral@gmail.com) on 2020-12-02T14:29:28Z (GMT) No. of bitstreams: 2 Tese - Juliana Rodrigues - 2018.pdf: 3942943 bytes, checksum: 9abb49f43b38daa35d72252f04c3d173 (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5)Made available in DSpace on 2020-12-02T14:29:28Z (GMT). No. of bitstreams: 2 Tese - Juliana Rodrigues - 2018.pdf: 3942943 bytes, checksum: 9abb49f43b38daa35d72252f04c3d173 (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5) Previous issue date: 2018-03-05Conselho Nacional de Pesquisa e Desenvolvimento Científico e Tecnológico - CNPqporUniversidade Federal de GoiásPrograma de Pós-graduação em Medicina Tropical e Saúde Publica (IPTSP)UFGBrasilInstituto de Patologia Tropical e Saúde Pública - IPTSP (RG)Attribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessMaláriaTratamentoResposicionamento de fármacosQuimiogenômicaEpirrubicinaMalariaTreatmentDrug repositioningChemogenomicsEpirubicinCIENCIAS DA SAUDEIdentificação de novos fármacos antimaláricos através de estratégia de quimiogenômica por reposicionamento e validação experimentalIdentification of new antimalarial drugs through drug repositioning chemogenomics approach and experimental evaluationinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesis70500500500500281820reponame:Repositório Institucional da UFGinstname:Universidade Federal de Goiás (UFG)instacron:UFGORIGINALTese - Juliana Rodrigues - 2018.pdfTese - Juliana Rodrigues - 2018.pdfapplication/pdf3942943http://repositorio.bc.ufg.br/tede/bitstreams/25e51435-0ef0-44a7-96f1-ffcee1b8d47c/download9abb49f43b38daa35d72252f04c3d173MD53LICENSElicense.txtlicense.txttext/plain; charset=utf-81748http://repositorio.bc.ufg.br/tede/bitstreams/c310a530-65cc-4ba1-8300-a63f21e16f51/download8a4605be74aa9ea9d79846c1fba20a33MD51CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8805http://repositorio.bc.ufg.br/tede/bitstreams/121605c2-35c7-468a-812e-85e9d3a9eae5/download4460e5956bc1d1639be9ae6146a50347MD52tede/109522020-12-02 11:29:29.401http://creativecommons.org/licenses/by-nc-nd/4.0/Attribution-NonCommercial-NoDerivatives 4.0 Internationalopen.accessoai:repositorio.bc.ufg.br:tede/10952http://repositorio.bc.ufg.br/tedeRepositório InstitucionalPUBhttp://repositorio.bc.ufg.br/oai/requesttasesdissertacoes.bc@ufg.bropendoar:2020-12-02T14:29:29Repositório Institucional da UFG - Universidade Federal de Goiás (UFG)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 |
dc.title.pt_BR.fl_str_mv |
Identificação de novos fármacos antimaláricos através de estratégia de quimiogenômica por reposicionamento e validação experimental |
dc.title.alternative.eng.fl_str_mv |
Identification of new antimalarial drugs through drug repositioning chemogenomics approach and experimental evaluation |
title |
Identificação de novos fármacos antimaláricos através de estratégia de quimiogenômica por reposicionamento e validação experimental |
spellingShingle |
Identificação de novos fármacos antimaláricos através de estratégia de quimiogenômica por reposicionamento e validação experimental Rodrigues, Juliana Malária Tratamento Resposicionamento de fármacos Quimiogenômica Epirrubicina Malaria Treatment Drug repositioning Chemogenomics Epirubicin CIENCIAS DA SAUDE |
title_short |
Identificação de novos fármacos antimaláricos através de estratégia de quimiogenômica por reposicionamento e validação experimental |
title_full |
Identificação de novos fármacos antimaláricos através de estratégia de quimiogenômica por reposicionamento e validação experimental |
title_fullStr |
Identificação de novos fármacos antimaláricos através de estratégia de quimiogenômica por reposicionamento e validação experimental |
title_full_unstemmed |
Identificação de novos fármacos antimaláricos através de estratégia de quimiogenômica por reposicionamento e validação experimental |
title_sort |
Identificação de novos fármacos antimaláricos através de estratégia de quimiogenômica por reposicionamento e validação experimental |
author |
Rodrigues, Juliana |
author_facet |
Rodrigues, Juliana |
author_role |
author |
dc.contributor.advisor1.fl_str_mv |
Andrade, Carolina Horta |
dc.contributor.advisor-co1.fl_str_mv |
Cravo, Pedro Vitor Lemos |
dc.contributor.advisor-co1Lattes.fl_str_mv |
http://lattes.cnpq.br/1059199347781390 |
dc.contributor.referee1.fl_str_mv |
Andrade, Carolina Horta |
dc.contributor.referee2.fl_str_mv |
Andrade, Éverton Kort Kamp |
dc.contributor.referee3.fl_str_mv |
Castro, Ana Maria |
dc.contributor.referee4.fl_str_mv |
Neves, Bruno Júnior |
dc.contributor.referee5.fl_str_mv |
Costa, Fabio Trindade Maranhão |
dc.contributor.authorLattes.fl_str_mv |
http://lattes.cnpq.br/0159522060861544 |
dc.contributor.author.fl_str_mv |
Rodrigues, Juliana |
contributor_str_mv |
Andrade, Carolina Horta Cravo, Pedro Vitor Lemos Andrade, Carolina Horta Andrade, Éverton Kort Kamp Castro, Ana Maria Neves, Bruno Júnior Costa, Fabio Trindade Maranhão |
dc.subject.por.fl_str_mv |
Malária Tratamento Resposicionamento de fármacos Quimiogenômica Epirrubicina |
topic |
Malária Tratamento Resposicionamento de fármacos Quimiogenômica Epirrubicina Malaria Treatment Drug repositioning Chemogenomics Epirubicin CIENCIAS DA SAUDE |
dc.subject.eng.fl_str_mv |
Malaria Treatment Drug repositioning Chemogenomics Epirubicin |
dc.subject.cnpq.fl_str_mv |
CIENCIAS DA SAUDE |
description |
Malaria is an infectious disease of possible chronic evolution that affects billions of people in the tropics and subtropics. P. falciparum is the most lethal malaria parasite of humans, while P. vivax is the most widely distributed. The effectiveness of the antimalarial treatment is compromised by the ability of the parasite to evolve resistance to the compounds and by the lack of new effective antimalarials, underscoring the urgent need for the discovery of new drugs. One of the strategies that has been gradually explored in the search for new therapies is the so-called "drug repurposing" approach. In this context, the goal of the present study was to use a drug repurposing-chemogenomics strategy to identify effective drugs against malaria parasites. A comparative genomics tool available from the TDR Targets Database was used through to select targets expected to be present exclusively in P. falciparum and P. vivax parasites, but absent in humans. Each of the selected targets was then used as a query in the following databases: Drugbank, Therapeutic Target Database and STITCH. The P. falciparum and P. vivax targets were aligned with their predicted homologue targets, using pairwise BLAST, to compare functionally relevant regions. Only those where ≥ 80% overlap was observed between the two sequences for the corresponding drug target were considered for subsequent studies. Thereafter, the drugs identified were submitted to a bibliographic search to find drugs that were never evaluated against malaria parasites in the past. A prediction of active compounds was performed through binary QSAR models. The selected drugs were submitted to in vitro assays using asexual stages of P. falciparum (strains 3D7, chloroquine-sensitive, and W2, multidrug-resistant). Epirubicin displayed potent in vitro activity against the 3D7 strain (IC50 = 140 nM). In addition, the drug was shown to be about twice as active against the W2 resistant strain (IC50 = 69 nM), exhibiting even greater activity than chloroquine. At present, in vitro experiments in sexual stages (ookinete conversion) and in vivo assays with P. berghei and P. chabaudi are being carried out. In conclusion, epirubicin is a good antimalarial drug candidate, although future studies are required to investigate its mechanism of action, potential toxicity, and eventually, to advance in the drug development process. |
publishDate |
2018 |
dc.date.issued.fl_str_mv |
2018-03-05 |
dc.date.accessioned.fl_str_mv |
2020-12-02T14:29:28Z |
dc.date.available.fl_str_mv |
2020-12-02T14:29:28Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/doctoralThesis |
format |
doctoralThesis |
status_str |
publishedVersion |
dc.identifier.citation.fl_str_mv |
RODRIGUES, J. Identificação de novos fármacos antimaláricos através de estratégia de quimiogenômica por reposicionamento e validação experimental. 2018. 167 f. Tese (Doutorado em Medicina Tropical e Saúde Publica) - Universidade Federal de Goiás, Goiânia, 2018. |
dc.identifier.uri.fl_str_mv |
http://repositorio.bc.ufg.br/tede/handle/tede/10952 |
dc.identifier.dark.fl_str_mv |
ark:/38995/0013000004cqq |
identifier_str_mv |
RODRIGUES, J. Identificação de novos fármacos antimaláricos através de estratégia de quimiogenômica por reposicionamento e validação experimental. 2018. 167 f. Tese (Doutorado em Medicina Tropical e Saúde Publica) - Universidade Federal de Goiás, Goiânia, 2018. ark:/38995/0013000004cqq |
url |
http://repositorio.bc.ufg.br/tede/handle/tede/10952 |
dc.language.iso.fl_str_mv |
por |
language |
por |
dc.relation.program.fl_str_mv |
70 |
dc.relation.confidence.fl_str_mv |
500 500 500 500 |
dc.relation.department.fl_str_mv |
28 |
dc.relation.cnpq.fl_str_mv |
182 |
dc.relation.sponsorship.fl_str_mv |
0 |
dc.rights.driver.fl_str_mv |
Attribution-NonCommercial-NoDerivatives 4.0 International http://creativecommons.org/licenses/by-nc-nd/4.0/ info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
Attribution-NonCommercial-NoDerivatives 4.0 International http://creativecommons.org/licenses/by-nc-nd/4.0/ |
eu_rights_str_mv |
openAccess |
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/25e51435-0ef0-44a7-96f1-ffcee1b8d47c/download http://repositorio.bc.ufg.br/tede/bitstreams/c310a530-65cc-4ba1-8300-a63f21e16f51/download http://repositorio.bc.ufg.br/tede/bitstreams/121605c2-35c7-468a-812e-85e9d3a9eae5/download |
bitstream.checksum.fl_str_mv |
9abb49f43b38daa35d72252f04c3d173 8a4605be74aa9ea9d79846c1fba20a33 4460e5956bc1d1639be9ae6146a50347 |
bitstream.checksumAlgorithm.fl_str_mv |
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_ |
1813816892165455872 |