Studying Juvenile Idiopathic Arthritis through a Network Medicine Approach

Detalhes bibliográficos
Autor(a) principal: Prada-Medina, Cesar Augusto
Data de Publicação: 2019
Tipo de documento: Tese
Idioma: eng
Título da fonte: Biblioteca Digital de Teses e Dissertações da USP
Texto Completo: https://www.teses.usp.br/teses/disponiveis/9/9142/tde-14102022-141413/
Resumo: Juvenile Idiopathic Arthritis (JIA) is a group of inflammatory conditions of unknown etiology whose underlying molecular pathophysiology is still not well characterized. Several studies have attempted to fill this gap by characterizing the gene expression profiles of JIA patients. However, there is a lack of systematic assessment of the reliability of these transcriptome results on the disease classification, prescription, and monitoring. In addition, despite this disease is more common in females, none of these studies have tried to assess the impact of sex on disease pathophysiology. In this project, we performed a comprehensive systematic review and a gene expression meta-analysis to reveal the core molecular JIA pathophysiology taking into consideration the patient sex. We gathered and cataloged more than 60,000 entries of genomic features reported as JIA-related in the functional genomics literature, and found a dramatic disparity among the JIA transcriptome studies. Near 15,000 genes have been reported as perturbed in JIA leukocytes. Less than one percent of these genes were reported in at least a quarter of the reviewed studies. We then removed the study-specific analytical bias by re-analyzing more than 700 unique pediatric transcriptome profiles from nine JIA studies using a common analytical framework. The differential expression results from different studies were combined using a random effect model meta-analysis approach. We implemented this differential gene expression meta-analysis methodology in the MetaVolcanoR R package that we made available in Bioconductor. Using this package, we confirmed several gene expression signatures previously associated with JIA and uncover new genes whose expression was perturbed in JIA patients. The effect sizes of the topmost reported perturbed genes coincide with our meta-analysis results. Through a meta-coexpression approach, we characterized the cell type signatures of circulating leukocytes in the JIA affected children. Additionally, we characterized the JIA sexual dimorphism. We found that systemic JIA female patients over-activate a gene expression signature which comprises early myelocytes and band neutrophil expression markers. This signature is correlated with the disease status and response to IL-1 receptor blockade. This suggests that sJIA pathophysiology is characterized by a sexually dimorphic neutrophilia that impacts disease progression and the response to anti-IL-1 treatments. We further assessed this immature neutrophil and female-biased signature in other contexts. We found that this signature presents a sex-dependent expression over human lifetime, in other inflammatory diseases, and its expression increases during pregnancy.
id USP_424efc43bf7e563cd58bd64bc148b918
oai_identifier_str oai:teses.usp.br:tde-14102022-141413
network_acronym_str USP
network_name_str Biblioteca Digital de Teses e Dissertações da USP
repository_id_str 2721
spelling Studying Juvenile Idiopathic Arthritis through a Network Medicine ApproachEstudando a Artrite Idiopática Juvenil mediante uma abordagem de medicina de redesArtrite Idiopática JuvenilDimorfismo sexualExpressão gênicaGene expressionJuvenile Idiopathic ArthritisMedicina de redesMeta-análiseMeta-analysisNeutrofiloNeutrophilRevisão sistemáticaSexual dimorphismSystematic reviewJuvenile Idiopathic Arthritis (JIA) is a group of inflammatory conditions of unknown etiology whose underlying molecular pathophysiology is still not well characterized. Several studies have attempted to fill this gap by characterizing the gene expression profiles of JIA patients. However, there is a lack of systematic assessment of the reliability of these transcriptome results on the disease classification, prescription, and monitoring. In addition, despite this disease is more common in females, none of these studies have tried to assess the impact of sex on disease pathophysiology. In this project, we performed a comprehensive systematic review and a gene expression meta-analysis to reveal the core molecular JIA pathophysiology taking into consideration the patient sex. We gathered and cataloged more than 60,000 entries of genomic features reported as JIA-related in the functional genomics literature, and found a dramatic disparity among the JIA transcriptome studies. Near 15,000 genes have been reported as perturbed in JIA leukocytes. Less than one percent of these genes were reported in at least a quarter of the reviewed studies. We then removed the study-specific analytical bias by re-analyzing more than 700 unique pediatric transcriptome profiles from nine JIA studies using a common analytical framework. The differential expression results from different studies were combined using a random effect model meta-analysis approach. We implemented this differential gene expression meta-analysis methodology in the MetaVolcanoR R package that we made available in Bioconductor. Using this package, we confirmed several gene expression signatures previously associated with JIA and uncover new genes whose expression was perturbed in JIA patients. The effect sizes of the topmost reported perturbed genes coincide with our meta-analysis results. Through a meta-coexpression approach, we characterized the cell type signatures of circulating leukocytes in the JIA affected children. Additionally, we characterized the JIA sexual dimorphism. We found that systemic JIA female patients over-activate a gene expression signature which comprises early myelocytes and band neutrophil expression markers. This signature is correlated with the disease status and response to IL-1 receptor blockade. This suggests that sJIA pathophysiology is characterized by a sexually dimorphic neutrophilia that impacts disease progression and the response to anti-IL-1 treatments. We further assessed this immature neutrophil and female-biased signature in other contexts. We found that this signature presents a sex-dependent expression over human lifetime, in other inflammatory diseases, and its expression increases during pregnancy.A Artrite Idiopática Juvenil (AIJ) é um grupo de condições inflamatórias de etiologia desconhecida, cuja patofisiologia molecular subjacente ainda não está bem caracterizada. Vários estudos tentaram preencher essa lacuna, caracterizando os perfis de expressão gênica de pacientes com AIJ. No entanto, há uma falta de avaliação sistemática desses resultados transcriptômicos na classificação, prescrição e monitoramento da doença. Além disso, apesar de esta doença ser mais comum em mulheres, nenhum desses estudos tentou avaliar o impacto do sexo na fisiopatologia da doença. Neste projeto, realizamos uma revisão sistemática abrangente e uma metanálise de expressão gênica para revelar a fisiopatologia molecular da AIJ levando em consideração o sexo do paciente. Reunimos e catalogamos mais de 60.000 entradas de características genômicas reportadas como relacionadas à AIJ na literatura. Entre os estudos de transcriptoma, encontramos uma disparidade dramática. Cerca de 15.000 genes foram reportados como perturbados nos leucócitos da AIJ, sendo que menos de um por cento desses genes foram relatados em pelo menos um quarto dos estudos revisados. Em seguida, re-analisamos mais de 700 transcriptomas pediátricos de nove estudos usando uma abordagem analítica comum. Os resultados de expressão diferencial foram combinados usando meta-análise de modelo de efeitos aleatórios. Implementamos esta abordagem de meta-análise de expressão gênica diferencial no pacote MetaVolcanoR R que disponibilizamos no Bioconductor. Usando este pacote, confirmamos várias assinaturas de expressão gênica previamente associadas à AIJ e descobrimos novos genes cuja expressão está perturbada em pacientes com AIJ. Os tamanhos dos efeitos dos genes mais reportados como perturbados coincidem com os resultados da nossa meta-análise. Por meio de uma análise de meta-co-expressão, caracterizamos as assinaturas dos tipos de leucócitos circulantes. Além disso, caracterizamos o dimorfismo sexual da AIJ. Descobrimos que pacientes do sexo feminino com AIJ sistêmica super-ativam genes característicos de mielócitos precoces e neutrófilos bastonetes. Esta assinatura está correlacionada com o estado clínico da doença e à resposta ao tratamento por bloqueio do receptor de IL-1. Isto sugere que a fisiopatologia da AIJs é caracterizada por uma neutrofilia sexualmente dimórfica que afeta a progressão da doença e a resposta aos tratamentos anti-IL-1. Avaliamos ainda esta assinatura neutrofílica em outros contextos. Descobrimos que essa assinatura apresenta uma expressão dependente do sexo ao longo da vida humana, em outras doenças inflamatórias, e sua expressão aumenta durante a gravidez.Biblioteca Digitais de Teses e Dissertações da USPNakaya, Helder Takashi ImotoPrada-Medina, Cesar Augusto 2019-09-12info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisapplication/pdfhttps://www.teses.usp.br/teses/disponiveis/9/9142/tde-14102022-141413/reponame:Biblioteca Digital de Teses e Dissertações da USPinstname:Universidade de São Paulo (USP)instacron:USPLiberar o conteúdo para acesso público.info:eu-repo/semantics/openAccesseng2022-11-25T18:01:04Zoai:teses.usp.br:tde-14102022-141413Biblioteca Digital de Teses e Dissertaçõeshttp://www.teses.usp.br/PUBhttp://www.teses.usp.br/cgi-bin/mtd2br.plvirginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.bropendoar:27212022-11-25T18:01:04Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)false
dc.title.none.fl_str_mv Studying Juvenile Idiopathic Arthritis through a Network Medicine Approach
Estudando a Artrite Idiopática Juvenil mediante uma abordagem de medicina de redes
title Studying Juvenile Idiopathic Arthritis through a Network Medicine Approach
spellingShingle Studying Juvenile Idiopathic Arthritis through a Network Medicine Approach
Prada-Medina, Cesar Augusto
Artrite Idiopática Juvenil
Dimorfismo sexual
Expressão gênica
Gene expression
Juvenile Idiopathic Arthritis
Medicina de redes
Meta-análise
Meta-analysis
Neutrofilo
Neutrophil
Revisão sistemática
Sexual dimorphism
Systematic review
title_short Studying Juvenile Idiopathic Arthritis through a Network Medicine Approach
title_full Studying Juvenile Idiopathic Arthritis through a Network Medicine Approach
title_fullStr Studying Juvenile Idiopathic Arthritis through a Network Medicine Approach
title_full_unstemmed Studying Juvenile Idiopathic Arthritis through a Network Medicine Approach
title_sort Studying Juvenile Idiopathic Arthritis through a Network Medicine Approach
author Prada-Medina, Cesar Augusto
author_facet Prada-Medina, Cesar Augusto
author_role author
dc.contributor.none.fl_str_mv Nakaya, Helder Takashi Imoto
dc.contributor.author.fl_str_mv Prada-Medina, Cesar Augusto
dc.subject.por.fl_str_mv Artrite Idiopática Juvenil
Dimorfismo sexual
Expressão gênica
Gene expression
Juvenile Idiopathic Arthritis
Medicina de redes
Meta-análise
Meta-analysis
Neutrofilo
Neutrophil
Revisão sistemática
Sexual dimorphism
Systematic review
topic Artrite Idiopática Juvenil
Dimorfismo sexual
Expressão gênica
Gene expression
Juvenile Idiopathic Arthritis
Medicina de redes
Meta-análise
Meta-analysis
Neutrofilo
Neutrophil
Revisão sistemática
Sexual dimorphism
Systematic review
description Juvenile Idiopathic Arthritis (JIA) is a group of inflammatory conditions of unknown etiology whose underlying molecular pathophysiology is still not well characterized. Several studies have attempted to fill this gap by characterizing the gene expression profiles of JIA patients. However, there is a lack of systematic assessment of the reliability of these transcriptome results on the disease classification, prescription, and monitoring. In addition, despite this disease is more common in females, none of these studies have tried to assess the impact of sex on disease pathophysiology. In this project, we performed a comprehensive systematic review and a gene expression meta-analysis to reveal the core molecular JIA pathophysiology taking into consideration the patient sex. We gathered and cataloged more than 60,000 entries of genomic features reported as JIA-related in the functional genomics literature, and found a dramatic disparity among the JIA transcriptome studies. Near 15,000 genes have been reported as perturbed in JIA leukocytes. Less than one percent of these genes were reported in at least a quarter of the reviewed studies. We then removed the study-specific analytical bias by re-analyzing more than 700 unique pediatric transcriptome profiles from nine JIA studies using a common analytical framework. The differential expression results from different studies were combined using a random effect model meta-analysis approach. We implemented this differential gene expression meta-analysis methodology in the MetaVolcanoR R package that we made available in Bioconductor. Using this package, we confirmed several gene expression signatures previously associated with JIA and uncover new genes whose expression was perturbed in JIA patients. The effect sizes of the topmost reported perturbed genes coincide with our meta-analysis results. Through a meta-coexpression approach, we characterized the cell type signatures of circulating leukocytes in the JIA affected children. Additionally, we characterized the JIA sexual dimorphism. We found that systemic JIA female patients over-activate a gene expression signature which comprises early myelocytes and band neutrophil expression markers. This signature is correlated with the disease status and response to IL-1 receptor blockade. This suggests that sJIA pathophysiology is characterized by a sexually dimorphic neutrophilia that impacts disease progression and the response to anti-IL-1 treatments. We further assessed this immature neutrophil and female-biased signature in other contexts. We found that this signature presents a sex-dependent expression over human lifetime, in other inflammatory diseases, and its expression increases during pregnancy.
publishDate 2019
dc.date.none.fl_str_mv 2019-09-12
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.uri.fl_str_mv https://www.teses.usp.br/teses/disponiveis/9/9142/tde-14102022-141413/
url https://www.teses.usp.br/teses/disponiveis/9/9142/tde-14102022-141413/
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv
dc.rights.driver.fl_str_mv Liberar o conteúdo para acesso público.
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Liberar o conteúdo para acesso público.
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.coverage.none.fl_str_mv
dc.publisher.none.fl_str_mv Biblioteca Digitais de Teses e Dissertações da USP
publisher.none.fl_str_mv Biblioteca Digitais de Teses e Dissertações da USP
dc.source.none.fl_str_mv
reponame:Biblioteca Digital de Teses e Dissertações da USP
instname:Universidade de São Paulo (USP)
instacron:USP
instname_str Universidade de São Paulo (USP)
instacron_str USP
institution USP
reponame_str Biblioteca Digital de Teses e Dissertações da USP
collection Biblioteca Digital de Teses e Dissertações da USP
repository.name.fl_str_mv Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)
repository.mail.fl_str_mv virginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.br
_version_ 1815256975737356288