Multi-omics approaches in long Covid investigation: immunoassay-based diagnosis, lipidomic and metabolomic analysis

Detalhes bibliográficos
Ano de defesa: 2025
Autor(a) principal: Silva, Mônica Duarte da
Orientador(a): Não Informado pela instituição
Banca de defesa: Não Informado pela instituição
Tipo de documento: Tese
Tipo de acesso: Acesso aberto
Idioma: eng
Instituição de defesa: Biblioteca Digitais de Teses e Dissertações da USP
Programa de Pós-Graduação: Não Informado pela instituição
Departamento: Não Informado pela instituição
País: Não Informado pela instituição
Palavras-chave em Português:
Link de acesso: https://www.teses.usp.br/teses/disponiveis/10/10132/tde-12082025-170343/
Resumo: Long COVID is a multifactorial and long-lasting condition that affects a significant proportion of individuals following SARS-CoV-2 infection, characterized by persistent symptoms such as fatigue, cognitive dysfunction, and cardiovascular alterations. It is estimated that 30% to 60% of infected individuals experience symptoms lasting longer than 12 weeks. Despite advances in the understanding of acute infection, the pathophysiological mechanisms underlying Long COVID remain poorly understood, with hypotheses involving viral persistence, immune dysregulation, and metabolic disturbances. To investigate these alterations, this thesis employed omics technologies, with a focus on metabolomic and lipidomic approaches using mass spectrometry. We developed a paper-based immunoassay for the sensitive detection of the SARS- CoV-2 nucleocapsid (N) protein, integrating an innovative amplification strategy using dendrimers and a cleavable ionic probe coupled to mass spectrometry. This method achieved a limit of detection (LOD) of 2.4 pM and demonstrated stability after 30 days of storage at room temperature, showing promise for both point-of- care (POC) and direct-to-consumer (DTC) applications. Additionally, we conducted targeted lipidomic analysis using Multiple Reaction Monitoring (MRM) on plasma samples from Long COVID patients, revealing significant alterations in the levels of lysophosphatidylcholine (LPC), phosphatidylcholine (PC), cholesteryl esters (CE), and fatty acids (FA), with emphasis on mitochondrial dysfunction and dysregulation of glycerophospholipid and sphingolipid metabolism. Several lipid species demonstrated strong discriminatory power (AUC>0.89), indicating their potential as biomarkers for the condition. Finally, we explored the novel application of pinhole paper spray mass spectrometry using embossed, hydrophobic paper substrates, enabling rapid and direct analysis of human plasma without prior sample preparation. Untargeted metabolomic analysis revealed distinct metabolic profiles between groups, highlighting alterations in lipid metabolism, mitochondrial function, and inflammatory pathways. These findings underscore the potential of paper-based approaches integrated with mass spectrometry as promising tools for clinical screening, biomarker discovery, and elucidation of the molecular mechanisms underlying Long COVID, with significant implications for the development of personalized diagnostic and therapeutic strategies.
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spelling Multi-omics approaches in long Covid investigation: immunoassay-based diagnosis, lipidomic and metabolomic analysisAnálises multiômicas aplicadas à investigação da Covid longa: diagnóstico baseado em imunoensaio, análise lipidômica e metabolômicaBiomarcadoresBiomarkersCOVID longaLong COVIDNucleocapsidNucleocapsideoPaper sprayPaper sprayPersistent symptomsSintomas persistentesLong COVID is a multifactorial and long-lasting condition that affects a significant proportion of individuals following SARS-CoV-2 infection, characterized by persistent symptoms such as fatigue, cognitive dysfunction, and cardiovascular alterations. It is estimated that 30% to 60% of infected individuals experience symptoms lasting longer than 12 weeks. Despite advances in the understanding of acute infection, the pathophysiological mechanisms underlying Long COVID remain poorly understood, with hypotheses involving viral persistence, immune dysregulation, and metabolic disturbances. To investigate these alterations, this thesis employed omics technologies, with a focus on metabolomic and lipidomic approaches using mass spectrometry. We developed a paper-based immunoassay for the sensitive detection of the SARS- CoV-2 nucleocapsid (N) protein, integrating an innovative amplification strategy using dendrimers and a cleavable ionic probe coupled to mass spectrometry. This method achieved a limit of detection (LOD) of 2.4 pM and demonstrated stability after 30 days of storage at room temperature, showing promise for both point-of- care (POC) and direct-to-consumer (DTC) applications. Additionally, we conducted targeted lipidomic analysis using Multiple Reaction Monitoring (MRM) on plasma samples from Long COVID patients, revealing significant alterations in the levels of lysophosphatidylcholine (LPC), phosphatidylcholine (PC), cholesteryl esters (CE), and fatty acids (FA), with emphasis on mitochondrial dysfunction and dysregulation of glycerophospholipid and sphingolipid metabolism. Several lipid species demonstrated strong discriminatory power (AUC>0.89), indicating their potential as biomarkers for the condition. Finally, we explored the novel application of pinhole paper spray mass spectrometry using embossed, hydrophobic paper substrates, enabling rapid and direct analysis of human plasma without prior sample preparation. Untargeted metabolomic analysis revealed distinct metabolic profiles between groups, highlighting alterations in lipid metabolism, mitochondrial function, and inflammatory pathways. These findings underscore the potential of paper-based approaches integrated with mass spectrometry as promising tools for clinical screening, biomarker discovery, and elucidation of the molecular mechanisms underlying Long COVID, with significant implications for the development of personalized diagnostic and therapeutic strategies.A Long COVID é uma condição multifatorial e de longa duração que afeta uma proporção significativa de indivíduos após a infecção por SARS-CoV-2, apresentando sintomas persistentes como fadiga, disfunção cognitiva e alterações cardiovasculares. Estima-se que 30% a 60% dos infectados desenvolvam sintomas por mais de 12 semanas. Apesar dos avanços na compreensão da infecção aguda, os mecanismos fisiopatológicos da Long COVID ainda são pouco compreendidos, com hipóteses envolvendo persistência viral, disfunção imune e alterações metabólicas. Para investigar essas alterações, esta tese empregou tecnologias ômicas, com foco em abordagens metabolômicas e lipidômicas por espectrometria de massas. Desenvolvemos um imunoensaio em papel para detecção sensível da proteína N do SARS-CoV-2, utilizando uma estratégia inovadora de amplificação com dendrímeros e sonda iônica clivável, acoplada à espectrometria de massas. Este método atingiu um limite de detecção de 2,4 pM e demonstrou estabilidade após 30 dias à temperatura ambiente, sendo promissor para aplicações point-of-care (POC) e direto ao consumidor (DTC). Além disso, realizamos uma análise lipidômica direcionada por MRM em amostras plasmáticas de pacientes com Long COVID, revelando alterações significativas nos níveis de LPC, PC, CE e ácidos graxos, com destaque para disfunções mitocondriais e no metabolismo de glicerofosfolipídios e esfingolipídios. Algumas espécies lipídicas apresentaram alto poder discriminatório (AUC>0,89), indicando potencial como biomarcadores da condição. Por fim, exploramos a aplicação inédita da técnica de espectrometria de massas por spray de papel com orifício (pinhole paper spray) em substratos de papel hidrofóbico em relevo, permitindo a análise direta e rápida do plasma humano sem preparo prévio de amostra. A análise metabolômica não direcionada revelou perfis metabólicos distintos entre os grupos, com disfunções lipídicas, mitocondriais e inflamatórias evidentes. Esses resultados reforçam o papel das abordagens em papel acopladas à espectrometria de massas como ferramentas promissoras para a triagem clínica, descoberta de biomarcadores e compreensão dos mecanismos moleculares da Long COVID, com potencial de impacto em estratégias diagnósticas e terapêuticas personalizadas.Biblioteca Digitais de Teses e Dissertações da USPBadu-Tawiah, Abraham KwameMiglino, Maria AngélicaSilva, Mônica Duarte da2025-04-28info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisapplication/pdfhttps://www.teses.usp.br/teses/disponiveis/10/10132/tde-12082025-170343/reponame:Biblioteca Digital de Teses e Dissertações da USPinstname:Universidade de São Paulo (USP)instacron:USPReter o conteúdo por motivos de patente, publicação e/ou direitos autoriais.info:eu-repo/semantics/openAccesseng2025-10-14T19:41:01Zoai:teses.usp.br:tde-12082025-170343Biblioteca 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:27212025-10-14T19:41:01Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)false
dc.title.none.fl_str_mv Multi-omics approaches in long Covid investigation: immunoassay-based diagnosis, lipidomic and metabolomic analysis
Análises multiômicas aplicadas à investigação da Covid longa: diagnóstico baseado em imunoensaio, análise lipidômica e metabolômica
title Multi-omics approaches in long Covid investigation: immunoassay-based diagnosis, lipidomic and metabolomic analysis
spellingShingle Multi-omics approaches in long Covid investigation: immunoassay-based diagnosis, lipidomic and metabolomic analysis
Silva, Mônica Duarte da
Biomarcadores
Biomarkers
COVID longa
Long COVID
Nucleocapsid
Nucleocapsideo
Paper spray
Paper spray
Persistent symptoms
Sintomas persistentes
title_short Multi-omics approaches in long Covid investigation: immunoassay-based diagnosis, lipidomic and metabolomic analysis
title_full Multi-omics approaches in long Covid investigation: immunoassay-based diagnosis, lipidomic and metabolomic analysis
title_fullStr Multi-omics approaches in long Covid investigation: immunoassay-based diagnosis, lipidomic and metabolomic analysis
title_full_unstemmed Multi-omics approaches in long Covid investigation: immunoassay-based diagnosis, lipidomic and metabolomic analysis
title_sort Multi-omics approaches in long Covid investigation: immunoassay-based diagnosis, lipidomic and metabolomic analysis
author Silva, Mônica Duarte da
author_facet Silva, Mônica Duarte da
author_role author
dc.contributor.none.fl_str_mv Badu-Tawiah, Abraham Kwame
Miglino, Maria Angélica
dc.contributor.author.fl_str_mv Silva, Mônica Duarte da
dc.subject.por.fl_str_mv Biomarcadores
Biomarkers
COVID longa
Long COVID
Nucleocapsid
Nucleocapsideo
Paper spray
Paper spray
Persistent symptoms
Sintomas persistentes
topic Biomarcadores
Biomarkers
COVID longa
Long COVID
Nucleocapsid
Nucleocapsideo
Paper spray
Paper spray
Persistent symptoms
Sintomas persistentes
description Long COVID is a multifactorial and long-lasting condition that affects a significant proportion of individuals following SARS-CoV-2 infection, characterized by persistent symptoms such as fatigue, cognitive dysfunction, and cardiovascular alterations. It is estimated that 30% to 60% of infected individuals experience symptoms lasting longer than 12 weeks. Despite advances in the understanding of acute infection, the pathophysiological mechanisms underlying Long COVID remain poorly understood, with hypotheses involving viral persistence, immune dysregulation, and metabolic disturbances. To investigate these alterations, this thesis employed omics technologies, with a focus on metabolomic and lipidomic approaches using mass spectrometry. We developed a paper-based immunoassay for the sensitive detection of the SARS- CoV-2 nucleocapsid (N) protein, integrating an innovative amplification strategy using dendrimers and a cleavable ionic probe coupled to mass spectrometry. This method achieved a limit of detection (LOD) of 2.4 pM and demonstrated stability after 30 days of storage at room temperature, showing promise for both point-of- care (POC) and direct-to-consumer (DTC) applications. Additionally, we conducted targeted lipidomic analysis using Multiple Reaction Monitoring (MRM) on plasma samples from Long COVID patients, revealing significant alterations in the levels of lysophosphatidylcholine (LPC), phosphatidylcholine (PC), cholesteryl esters (CE), and fatty acids (FA), with emphasis on mitochondrial dysfunction and dysregulation of glycerophospholipid and sphingolipid metabolism. Several lipid species demonstrated strong discriminatory power (AUC>0.89), indicating their potential as biomarkers for the condition. Finally, we explored the novel application of pinhole paper spray mass spectrometry using embossed, hydrophobic paper substrates, enabling rapid and direct analysis of human plasma without prior sample preparation. Untargeted metabolomic analysis revealed distinct metabolic profiles between groups, highlighting alterations in lipid metabolism, mitochondrial function, and inflammatory pathways. These findings underscore the potential of paper-based approaches integrated with mass spectrometry as promising tools for clinical screening, biomarker discovery, and elucidation of the molecular mechanisms underlying Long COVID, with significant implications for the development of personalized diagnostic and therapeutic strategies.
publishDate 2025
dc.date.none.fl_str_mv 2025-04-28
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/10/10132/tde-12082025-170343/
url https://www.teses.usp.br/teses/disponiveis/10/10132/tde-12082025-170343/
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv
dc.rights.driver.fl_str_mv Reter o conteúdo por motivos de patente, publicação e/ou direitos autoriais.
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Reter o conteúdo por motivos de patente, publicação e/ou direitos autoriais.
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
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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
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reponame:Biblioteca Digital de Teses e Dissertações da USP
instname:Universidade de São Paulo (USP)
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institution USP
reponame_str Biblioteca Digital de Teses e Dissertações da USP
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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
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