Estudo da interação plasmodium-hospedeiro via meta-análise de dados públicos de sequenciamento duplo de RNA

Detalhes bibliográficos
Autor(a) principal: Silva, Bárbara Fernandes da
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.
id UFG-2_f101ca2a74b74e818c1214125260c91a
oai_identifier_str oai:repositorio.bc.ufg.br:tede/12996
network_acronym_str UFG-2
network_name_str Repositório Institucional da UFG
repository_id_str
spelling 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
status_str 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
language por
dc.relation.program.fl_str_mv 74
dc.relation.confidence.fl_str_mv 500
500
500
500
500
500
dc.relation.department.fl_str_mv 28
dc.relation.cnpq.fl_str_mv 957
dc.relation.sponsorship.fl_str_mv 0
2
5
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 (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
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/27d2b12a-4e4a-46f7-ad11-cff99286f5d9/download
http://repositorio.bc.ufg.br/tede/bitstreams/1a655c75-e1bc-45a7-b018-ff107a55ec1f/download
http://repositorio.bc.ufg.br/tede/bitstreams/2315ecc5-18b1-415c-a2e7-3c629674d97a/download
bitstream.checksum.fl_str_mv 4460e5956bc1d1639be9ae6146a50347
8a4605be74aa9ea9d79846c1fba20a33
986f5fde574e57b2cdae569df53dad74
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_ 1815172632497094656