Browsing by Author "Saraiva, Joana"
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- Acute venous thromboembolism plasma and red blood cell metabolomic profiling reveals potential new early diagnostic biomarkers: observational clinical studyPublication . Febra, Claúdia; Saraiva, Joana; Vaz, Fátima; Soares, Nelson; Penque, PenqueBackground: Venous thromboembolism (VTE) is a leading cause of cardiovascular mortality. The diagnosis of acute VTE is based on complex imaging exams due to the lack of biomarkers. Recent multi-omics based research has contributed to the development of novel biomarkers in cardiovascular diseases. Our aim was to determine whether patients with acute VTE have differences in the metabolomic profile compared to non-acute VTE. Methods: This observational trial included 62 patients with clinical suspicion of acute deep vein thrombosis or pulmonary embolism, admitted to the emergency room. There were 50 patients diagnosed with acute VTE and 12 with non-acute VTE conditions and no significant differences were found between the two groups for clinical and demographic characteristics. Metabolomics assays identified and quantified a final number of 91 metabolites in plasma and 55 metabolites in red blood cells (RBCs). Plasma from acute VTE patients expressed tendency to a specific metabolomic signature, with univariate analyses revealing 23 significantly different molecules between acute VTE patients and controls (p < 0.05). The most relevant metabolic pathway with the strongest impact on the acute VTE phenotype was D-glutamine and D-glutamate (p = 0.001, false discovery rate = 0.06). RBCs revealed a specific metabolomic signature in patients with a confirmed diagnosis of DVT or PE that distinguished them from other acutely diseased patients, represented by 20 significantly higher metabolites and four lower metabolites. Three of those metabolites revealed high performant ROC curves, including adenosine 3',5'-diphosphate (AUC 0.983), glutathione (AUC 0.923), and adenine (AUC 0.91). Overall, the metabolic pathway most impacting to the differences observed in the RBCs was the purine metabolism (p = 0.000354, false discovery rate = 0.68). Conclusions: Our findings show that metabolite differences exist between acute VTE and nonacute VTE patients admitted to the ER in the early phases. Three potential biomarkers obtained from RBCs showed high performance for acute VTE diagnosis. Further studies should investigate accessible laboratory methods for the future daily practice usefulness of these metabolites for the early diagnosis of acute VTE in the ER.
- Impacto do fumo do cigarro passivo no proteoma humano: em busca de biomarcadores precoces de risco para a saúdePublication . Neves, Sofia; Pacheco, Solange A.; Vaz, Fátima; Valentim-Coelho, Cristina; Saraiva, Joana; James, Peter; Simões, Tânia; Penque, DeborahOs não-fumadores expostos ao fumo do cigarro passivo ou, simplesmente fumo passivo (FP), apresentam um risco acrescido de desenvolver diversas doenças graves. No entanto, os mecanismos moleculares que explicam estes efeitos continuam pouco esclarecidos, o que reforça a necessidade de identificar biomarcadores capazes de avaliar o risco associado a esta exposição. Neste estudo, analisámos o proteoma do epitélio nasal e do plasma de indivíduos não-fumadores saudáveis expostos ao FP no local de trabalho, num contexto ainda enquadrado pela Lei n.º 37/2007, utilizando uma abordagem proteómica ‘shotgun’ por espectrometria de massa. No epitélio nasal, observámos um aumento de proteínas envolvidas em vias centrais do metabolismo energético, como a Gliceraldeído-3-fosfato desidrogenase (GAPDH) e a Triosefosfato isomerase (TPI1), sugerindo uma possível reprogramação metabólica induzida pela exposição. Identificámos também uma diminuição da tubulina beta-4B (TUBB4B), relacionada com a organização do citoesqueleto, e um aumento da proteína anti-apoptótica SERPINB3, apontando para alterações em processos de morte e sobrevivência celular. No plasma, destacaram-se o aumento da Butirilcolinesterase (BChE) e a diminuição da Proteína de ligação à vitamina D (GC), ambas associadas à resposta a xenobióticos e a processos de lesão tecidular. Foram ainda detetadas alterações em proteínas reguladoras da inflamação sistémica, como C1R, C1QC, HRG e PROS1. A expressão diferencial de APOA4 e SERPINF2 sugere, adicionalmente, a ativação de mecanismos relacionados com risco aterotrombótico. Em conjunto, estes resultados contribuem para aprofundar a compreensão das vias biológicas que ligam a exposição ao fumo passivo ao risco acrescido de cancro e de doenças cardiovasculares, e apresentam um conjunto promissor de potenciais biomarcadores para avaliação do risco associado à exposição ao FP.
- Investigating the impact of COVID-19 vaccines on the red blood cell immune function by omics-based approachesPublication . Saraiva, Joana; Coelho, Cristina Valentim; Vaz, Fátima; Antunes, Marilia; Neves, Sofia; Ricardo, Peliano; Andrade, Odília; Miranda, Armandina; Melo, Aryse; Roque, Carla; Guiomar, Raquel; Mohammad, Hamza; Soares, Nelson; Penque, DeborahThe role of red blood cells (RBC) in the immune system is increasingly recognized. However, RBC-derived molecules with an immunomodulatory role in health and disease, as well as in vaccine immunogenicity are still poorly investigated. Taking as a model the emergent COVID-19 vaccines, we aimed to investigate whether vaccines induce proteome and/or metabolome changes in RBCs able to affect T-cell immune activity, as a mechanistic test for vaccine immunization regulated by RBCs. Our ultimate goal is to identify RBC immunomodulators as potential co-adjuvants in the formulation of next-generation vaccines with bolstered efficacy and duration. A biobank of blood samples collected longitudinally under ‘omics’ quality control from subjects (n=39) that underwent vaccination for COVID-19 between April and September 2021 was created. This biobank is associated with extensive clinical data, including demographic data, COVID-19 PCR diagnosis, hematological and vaccine effectivity data. Linear Mixed Models, were used to evaluate the association between biometrical characteristics, health related habits, vaccine technology and vaccine effectivity and hematological parameters, along the different time-points (t0-t4) under study, i.e, before and after (24-72h or 30 days) of the first and second dose of vaccine. Statistical analyses were performed using R software version 4.1.2. Results showed significant differences (p<0.05) before/after vaccination in a set of hematological variables (e.g., hemoglobin, lymphocytes and monocytes values), as well in terms of vaccine effectivity and vaccine technology (mRNA or adenovirus – based vaccines). Preliminary data from proteomics and metabolomics analysis of RBCs along the different time-points (t0-4) of immunization response will be also presented and discussed. The knowledge gained with this project can generate important evidence-based recommendations intended to optimize vaccine immunization, by recognizing the impact of blood cells such RBCs in the immune system regulation.