Estudo da interação plasmodium-hospedeiro via meta-análise de dados públicos de sequenciamento duplo de RNA
Autor(a) principal: | |
---|---|
Data de Publicação: | 2023 |
Tipo de documento: | Dissertação |
Idioma: | por |
Título da fonte: | Repositório Institucional da UFG |
dARK ID: | ark:/38995/001300000cgqb |
Texto Completo: | http://repositorio.bc.ufg.br/tede/handle/tede/12996 |
Resumo: | Malaria is a potentially fatal disease caused by Plasmodium parasites transmitted by Anopheles mosquitoes. Infection causes an intense inflammatory response, but the molecular mechanisms of interaction between host and parasite remain largely unknown. Although many studies have been dedicated to understanding the host immune response using RNA sequencing of whole blood from malaria patients, technological advances have enabled an integrative evaluation of both host and parasite transcriptomes. The accumulation of different datasets in public repositories provides an opportunity to uncover the interaction between host and Plasmodium via integrative data analysis. Methods. We evaluated whole blood RNA-seq data from 8 different datasets of individuals with malaria caused by infection with Plasmodium falciparum (Pf). The transcriptomes from humans were transformed to Blood Transcriptional Modules (BTM). Spearman´s correlation method was used to evaluated associations between BTMs and Pf genes. PlasmoDB platform was used to evaluate Pf genes. Results Initially, we selected correlations (p < 0.001) conserved in 60% of the datasets to generate a hostparasite transcriptional network composed, for exemplo, of BTMs related to the activation and response of dendritic cells and myeloid cells, besides of leukocyte differentiation and NK cells. Later, we selected correlations conserved in 75% of the datasets, which revealed a host-parasite transcriptional sub network, in which BTMs are related to monocytes, activation of innate immunity, as well as regulation of inflammation. Moreover, the comparison between the activity of BTMs included in this sub network between individuals with malaria and healthy controls demonstrated the downregulation of genes involved with SMAD2/3 signaling and transcriptional targets of glucocorticoid receptor, while the other BTMs were upregulated, including modules related to monocytes and signaling by TLR, RIG-I and cytosolic DNA sensors. Conclusion. In conclusion, our study identified diverse associations between genes of P. falciparum and gene modules reflecting cells and processes of the human immune response that can be prioritized in experimental assays. |
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Gardinassi, Luiz Gustavo Araújohttp://lattes.cnpq.br/8922981412535108Gardinassi, Luiz Gustavo AraújoMatteucci, Kely CatarineFonseca, Simone Gonçalves dahttp://lattes.cnpq.br/5411719070020838Silva, Bárbara Fernandes da2023-08-17T10:38:01Z2023-08-17T10:38:01Z2023-06-29SILVA, B. F. Estudo da interação plasmodium-hospedeiro via meta-análise de dados públicos de sequenciamento duplo de RNA. 2023. 52 f. Dissertação (Mestrado em Medicina Tropical e Saúde Publica) - Universidade Federal de Goiás, Goiânia, 2023.http://repositorio.bc.ufg.br/tede/handle/tede/12996ark:/38995/001300000cgqbMalaria is a potentially fatal disease caused by Plasmodium parasites transmitted by Anopheles mosquitoes. Infection causes an intense inflammatory response, but the molecular mechanisms of interaction between host and parasite remain largely unknown. Although many studies have been dedicated to understanding the host immune response using RNA sequencing of whole blood from malaria patients, technological advances have enabled an integrative evaluation of both host and parasite transcriptomes. The accumulation of different datasets in public repositories provides an opportunity to uncover the interaction between host and Plasmodium via integrative data analysis. Methods. We evaluated whole blood RNA-seq data from 8 different datasets of individuals with malaria caused by infection with Plasmodium falciparum (Pf). The transcriptomes from humans were transformed to Blood Transcriptional Modules (BTM). Spearman´s correlation method was used to evaluated associations between BTMs and Pf genes. PlasmoDB platform was used to evaluate Pf genes. Results Initially, we selected correlations (p < 0.001) conserved in 60% of the datasets to generate a hostparasite transcriptional network composed, for exemplo, of BTMs related to the activation and response of dendritic cells and myeloid cells, besides of leukocyte differentiation and NK cells. Later, we selected correlations conserved in 75% of the datasets, which revealed a host-parasite transcriptional sub network, in which BTMs are related to monocytes, activation of innate immunity, as well as regulation of inflammation. Moreover, the comparison between the activity of BTMs included in this sub network between individuals with malaria and healthy controls demonstrated the downregulation of genes involved with SMAD2/3 signaling and transcriptional targets of glucocorticoid receptor, while the other BTMs were upregulated, including modules related to monocytes and signaling by TLR, RIG-I and cytosolic DNA sensors. Conclusion. In conclusion, our study identified diverse associations between genes of P. falciparum and gene modules reflecting cells and processes of the human immune response that can be prioritized in experimental assays.A malária é uma doença potencialmente fatal causada por parasitas do gênero Plasmodium, que são transmitidos por mosquitos Anopheles. A infecção causa uma intensa resposta inflamatória, mas os mecanismos moleculares de interação entre hospedeiro e parasita permanecem em grande parte desconhecidos. Embora muitos estudos tenham se dedicado a entender a resposta imune do hospedeiro usando o sequenciamento de RNA de sangue total de pacientes com malária, os avanços tecnológicos permitiram uma avaliação integrativa dos transcriptomas do hospedeiro e do parasita. O acúmulo de diferentes conjuntos de dados em repositórios públicos oferece uma oportunidade de descobrir a interação entre o hospedeiro e o Plasmodium por meio da análise integrativa de dados. Métodos. Avaliamos dados de RNA-seq de sangue total de 8 conjuntos de dados diferentes de indivíduos com malária causada por infecção com Plasmodium falciparum (Pf). Os transcriptomas de humanos foram transformados em Módulos Transcricionais Sanguíneos (BTM). O método de correlação de Spearman foi usado para avaliar associações entre BTMs e genes de Pf. A plataforma de análise PlasmoDB foi usado para avaliar genes de Pf. Resultados. Inicialmente, selecionamos correlações (p < 0.001) conservadas em 60% dos conjuntos de dados para gerar uma rede de interação transcricional parasito-hospedeiro principal composta, por exemplo, de BTMs relativos a ativação e resposta de células dendríticas e células mieloides, além de diferenciação de leucócitos e células NK. Posteriormente, selecionando correlações conservadas em 75% dos conjuntos de dados, que revelou uma sub rede de interação transcricional parasito-hospedeiro, na qual os BTMs são relativos a monócitos, vias de ativação da imunidade inata, assim como vias de regulação da inflamação. Ainda, a comparação da atividade dos BTMs incluídos nesta sub rede entre indivíduos com malária e controles saudáveis demonstrou a regulação negativa de genes envolvidos com sinalização por SMAD2/3 e alvos transcricionais do receptor de glicocorticoide, enquanto os outros BTMs foram regulados positivamente, incluindo os módulos relativos a monócitos e sinalização por TLR, RIG-I e sensores de DNA citoplasmáticos. Conclusão. Em conclusão, nosso estudo identificou diversas associações entre genes de P. falciparum e módulos gênicos refletindo células e processos da resposta imune de humanos que podem ser priorizados em estudos experimentais.Submitted by Dayane Basílio (dayanebasilio@ufg.br) on 2023-08-16T15:53:41Z No. of bitstreams: 2 Dissertação - Bárbara Fernandes da Silva - 2023.pdf: 1922889 bytes, checksum: 986f5fde574e57b2cdae569df53dad74 (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5)Approved for entry into archive by Luciana Ferreira (lucgeral@gmail.com) on 2023-08-17T10:38:01Z (GMT) No. of bitstreams: 2 Dissertação - Bárbara Fernandes da Silva - 2023.pdf: 1922889 bytes, checksum: 986f5fde574e57b2cdae569df53dad74 (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5)Made available in DSpace on 2023-08-17T10:38:01Z (GMT). No. of bitstreams: 2 Dissertação - Bárbara Fernandes da Silva - 2023.pdf: 1922889 bytes, checksum: 986f5fde574e57b2cdae569df53dad74 (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5) Previous issue date: 2023-06-29Conselho Nacional de Pesquisa e Desenvolvimento Científico e Tecnológico - CNPqFundação de Apoio à PesquisaOutroporUniversidade Federal de GoiásPrograma de Pós-graduação em Medicina Tropical e Saúde Publica (IPTSP)UFGBrasilInstituto de Patologia Tropical e Saúde Pública - IPTSP (RMG)Attribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessMaláriaRNA-seq duploIntegração de dadosImunidade inataDual RNA-seqData integrationInnate immunityCIENCIAS BIOLOGICAS::PARASITOLOGIA::ENTOMOLOGIA E MALACOLOGIA DE PARASITOS E VETORESEstudo da interação plasmodium-hospedeiro via meta-análise de dados públicos de sequenciamento duplo de RNAStudy of plasmodium-host interaction via meta-analysis of public double RNA sequencing datainfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesis7450050050050050050028957025reponame:Repositório Institucional da UFGinstname:Universidade Federal de Goiás (UFG)instacron:UFGCC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8805http://repositorio.bc.ufg.br/tede/bitstreams/27d2b12a-4e4a-46f7-ad11-cff99286f5d9/download4460e5956bc1d1639be9ae6146a50347MD52LICENSElicense.txtlicense.txttext/plain; charset=utf-81748http://repositorio.bc.ufg.br/tede/bitstreams/1a655c75-e1bc-45a7-b018-ff107a55ec1f/download8a4605be74aa9ea9d79846c1fba20a33MD51ORIGINALDissertação - Bárbara Fernandes da Silva - 2023.pdfDissertação - Bárbara Fernandes da Silva - 2023.pdfapplication/pdf1922889http://repositorio.bc.ufg.br/tede/bitstreams/2315ecc5-18b1-415c-a2e7-3c629674d97a/download986f5fde574e57b2cdae569df53dad74MD53tede/129962023-08-17 07:38:02.083http://creativecommons.org/licenses/by-nc-nd/4.0/Attribution-NonCommercial-NoDerivatives 4.0 Internationalopen.accessoai:repositorio.bc.ufg.br:tede/12996http://repositorio.bc.ufg.br/tedeRepositório InstitucionalPUBhttp://repositorio.bc.ufg.br/oai/requesttasesdissertacoes.bc@ufg.bropendoar:2023-08-17T10:38:02Repositório Institucional da UFG - Universidade Federal de Goiás (UFG)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 |
dc.title.pt_BR.fl_str_mv |
Estudo da interação plasmodium-hospedeiro via meta-análise de dados públicos de sequenciamento duplo de RNA |
dc.title.alternative.eng.fl_str_mv |
Study of plasmodium-host interaction via meta-analysis of public double RNA sequencing data |
title |
Estudo da interação plasmodium-hospedeiro via meta-análise de dados públicos de sequenciamento duplo de RNA |
spellingShingle |
Estudo da interação plasmodium-hospedeiro via meta-análise de dados públicos de sequenciamento duplo de RNA Silva, Bárbara Fernandes da Malária RNA-seq duplo Integração de dados Imunidade inata Dual RNA-seq Data integration Innate immunity CIENCIAS BIOLOGICAS::PARASITOLOGIA::ENTOMOLOGIA E MALACOLOGIA DE PARASITOS E VETORES |
title_short |
Estudo da interação plasmodium-hospedeiro via meta-análise de dados públicos de sequenciamento duplo de RNA |
title_full |
Estudo da interação plasmodium-hospedeiro via meta-análise de dados públicos de sequenciamento duplo de RNA |
title_fullStr |
Estudo da interação plasmodium-hospedeiro via meta-análise de dados públicos de sequenciamento duplo de RNA |
title_full_unstemmed |
Estudo da interação plasmodium-hospedeiro via meta-análise de dados públicos de sequenciamento duplo de RNA |
title_sort |
Estudo da interação plasmodium-hospedeiro via meta-análise de dados públicos de sequenciamento duplo de RNA |
author |
Silva, Bárbara Fernandes da |
author_facet |
Silva, Bárbara Fernandes da |
author_role |
author |
dc.contributor.advisor1.fl_str_mv |
Gardinassi, Luiz Gustavo Araújo |
dc.contributor.advisor1Lattes.fl_str_mv |
http://lattes.cnpq.br/8922981412535108 |
dc.contributor.referee1.fl_str_mv |
Gardinassi, Luiz Gustavo Araújo |
dc.contributor.referee2.fl_str_mv |
Matteucci, Kely Catarine |
dc.contributor.referee3.fl_str_mv |
Fonseca, Simone Gonçalves da |
dc.contributor.authorLattes.fl_str_mv |
http://lattes.cnpq.br/5411719070020838 |
dc.contributor.author.fl_str_mv |
Silva, Bárbara Fernandes da |
contributor_str_mv |
Gardinassi, Luiz Gustavo Araújo Gardinassi, Luiz Gustavo Araújo Matteucci, Kely Catarine Fonseca, Simone Gonçalves da |
dc.subject.por.fl_str_mv |
Malária RNA-seq duplo Integração de dados Imunidade inata |
topic |
Malária RNA-seq duplo Integração de dados Imunidade inata Dual RNA-seq Data integration Innate immunity CIENCIAS BIOLOGICAS::PARASITOLOGIA::ENTOMOLOGIA E MALACOLOGIA DE PARASITOS E VETORES |
dc.subject.eng.fl_str_mv |
Dual RNA-seq Data integration Innate immunity |
dc.subject.cnpq.fl_str_mv |
CIENCIAS BIOLOGICAS::PARASITOLOGIA::ENTOMOLOGIA E MALACOLOGIA DE PARASITOS E VETORES |
description |
Malaria is a potentially fatal disease caused by Plasmodium parasites transmitted by Anopheles mosquitoes. Infection causes an intense inflammatory response, but the molecular mechanisms of interaction between host and parasite remain largely unknown. Although many studies have been dedicated to understanding the host immune response using RNA sequencing of whole blood from malaria patients, technological advances have enabled an integrative evaluation of both host and parasite transcriptomes. The accumulation of different datasets in public repositories provides an opportunity to uncover the interaction between host and Plasmodium via integrative data analysis. Methods. We evaluated whole blood RNA-seq data from 8 different datasets of individuals with malaria caused by infection with Plasmodium falciparum (Pf). The transcriptomes from humans were transformed to Blood Transcriptional Modules (BTM). Spearman´s correlation method was used to evaluated associations between BTMs and Pf genes. PlasmoDB platform was used to evaluate Pf genes. Results Initially, we selected correlations (p < 0.001) conserved in 60% of the datasets to generate a hostparasite transcriptional network composed, for exemplo, of BTMs related to the activation and response of dendritic cells and myeloid cells, besides of leukocyte differentiation and NK cells. Later, we selected correlations conserved in 75% of the datasets, which revealed a host-parasite transcriptional sub network, in which BTMs are related to monocytes, activation of innate immunity, as well as regulation of inflammation. Moreover, the comparison between the activity of BTMs included in this sub network between individuals with malaria and healthy controls demonstrated the downregulation of genes involved with SMAD2/3 signaling and transcriptional targets of glucocorticoid receptor, while the other BTMs were upregulated, including modules related to monocytes and signaling by TLR, RIG-I and cytosolic DNA sensors. Conclusion. In conclusion, our study identified diverse associations between genes of P. falciparum and gene modules reflecting cells and processes of the human immune response that can be prioritized in experimental assays. |
publishDate |
2023 |
dc.date.accessioned.fl_str_mv |
2023-08-17T10:38:01Z |
dc.date.available.fl_str_mv |
2023-08-17T10:38:01Z |
dc.date.issued.fl_str_mv |
2023-06-29 |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/masterThesis |
format |
masterThesis |
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publishedVersion |
dc.identifier.citation.fl_str_mv |
SILVA, B. F. Estudo da interação plasmodium-hospedeiro via meta-análise de dados públicos de sequenciamento duplo de RNA. 2023. 52 f. Dissertação (Mestrado em Medicina Tropical e Saúde Publica) - Universidade Federal de Goiás, Goiânia, 2023. |
dc.identifier.uri.fl_str_mv |
http://repositorio.bc.ufg.br/tede/handle/tede/12996 |
dc.identifier.dark.fl_str_mv |
ark:/38995/001300000cgqb |
identifier_str_mv |
SILVA, B. F. Estudo da interação plasmodium-hospedeiro via meta-análise de dados públicos de sequenciamento duplo de RNA. 2023. 52 f. Dissertação (Mestrado em Medicina Tropical e Saúde Publica) - Universidade Federal de Goiás, Goiânia, 2023. ark:/38995/001300000cgqb |
url |
http://repositorio.bc.ufg.br/tede/handle/tede/12996 |
dc.language.iso.fl_str_mv |
por |
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por |
dc.relation.program.fl_str_mv |
74 |
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500 500 500 500 500 500 |
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28 |
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957 |
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0 2 5 |
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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 (RMG) |
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 |
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UFG |
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