Acute Venous Thromboembolism Plasma and Red Blood Cell Metabolomic Profiling Reveals Potential New Early Diagnostic Biomarkers: observational clinical study

Bibliographic Details
Main Author: Febra, Claudia
Publication Date: 2024
Other Authors: Saraiva, Joana, Vaz, Fátima, Macedo, João, Al-Hroub, Hamza Mohammad, Semreen, Mohammad Harb, Maio, Rui, Gil, Vitor, Soares, Nelson, Penque, Deborah
Format: Article
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: http://hdl.handle.net/10400.18/10324
Summary: Background: Venous thromboembolism(VTE) is a leading cause of cardiovascular mortality. The diagnosis of acute VTE is still based on complex imaging exams due to the lack of biomarkers. Moreover, studies assessing the diagnostic capacity of novel metabolomics biomarkers in VTE are scarce. Our aim was to determine whether patients with acute VTE have differences in the metabolomic profile from plasma and red blood cells (RBCs). Methods: This observational trial included 62 patients with clinical suspicion of acute deep vein thrombosis (DVT) or pulmonary embolism (PE) admitted to the emergency room (ER). After gold standard imaging exams, we analysed the plasma and RBCs from 50 acute VTE and 12 nonacute VTE patients. We performed a metabolomics study and used mixed-effects modelling to compare the differences in metabolites. Results: The plasma metabolome had a suboptimal capability for differentiating between the presence or absence of acute VTE, with 23 significantly different molecules, but with ‘good’ performance for the best ROC curves. The metabolic pathway of D-glutamine and D-glutamate had the strongest impact on the acute VTE phenotype (p = 0.001, false discovery rate = 0.06). RBCs revealed a consistent metabolomic signature of acute VTE. Among the 23 differentially abundant metabolites, we found 3 high-performance ROC curves with an area under the curve (AUC) higher than 0.9, including adenosine 3',5'-diphosphate (0.983), glutathione (0.923), and adenine (0.91). The metabolic set most impacting the differences observed was 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.
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spelling Acute Venous Thromboembolism Plasma and Red Blood Cell Metabolomic Profiling Reveals Potential New Early Diagnostic Biomarkers: observational clinical studyDeep Vein ThrombosisMetabolomicsPulmonary EmbolismVenous ThromboembolismDoenças GenéticasBackground: Venous thromboembolism(VTE) is a leading cause of cardiovascular mortality. The diagnosis of acute VTE is still based on complex imaging exams due to the lack of biomarkers. Moreover, studies assessing the diagnostic capacity of novel metabolomics biomarkers in VTE are scarce. Our aim was to determine whether patients with acute VTE have differences in the metabolomic profile from plasma and red blood cells (RBCs). Methods: This observational trial included 62 patients with clinical suspicion of acute deep vein thrombosis (DVT) or pulmonary embolism (PE) admitted to the emergency room (ER). After gold standard imaging exams, we analysed the plasma and RBCs from 50 acute VTE and 12 nonacute VTE patients. We performed a metabolomics study and used mixed-effects modelling to compare the differences in metabolites. Results: The plasma metabolome had a suboptimal capability for differentiating between the presence or absence of acute VTE, with 23 significantly different molecules, but with ‘good’ performance for the best ROC curves. The metabolic pathway of D-glutamine and D-glutamate had the strongest impact on the acute VTE phenotype (p = 0.001, false discovery rate = 0.06). RBCs revealed a consistent metabolomic signature of acute VTE. Among the 23 differentially abundant metabolites, we found 3 high-performance ROC curves with an area under the curve (AUC) higher than 0.9, including adenosine 3',5'-diphosphate (0.983), glutathione (0.923), and adenine (0.91). The metabolic set most impacting the differences observed was 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.BioMed CentralNelsonRepositório Científico do Instituto Nacional de SaúdeFebra, ClaudiaSaraiva, JoanaVaz, FátimaMacedo, JoãoAl-Hroub, Hamza MohammadSemreen, Mohammad HarbMaio, RuiGil, VitorSoares, NelsonPenque, Deborah2025-01-30T10:53:28Z2024-02-242024-02-24T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.18/10324enghttps://doi.org/10.21203/rs.3.rs-3507783/v1info:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2025-02-26T14:09:40Zoai:repositorio.insa.pt:10400.18/10324Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T21:24:02.262105Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Acute Venous Thromboembolism Plasma and Red Blood Cell Metabolomic Profiling Reveals Potential New Early Diagnostic Biomarkers: observational clinical study
title Acute Venous Thromboembolism Plasma and Red Blood Cell Metabolomic Profiling Reveals Potential New Early Diagnostic Biomarkers: observational clinical study
spellingShingle Acute Venous Thromboembolism Plasma and Red Blood Cell Metabolomic Profiling Reveals Potential New Early Diagnostic Biomarkers: observational clinical study
Febra, Claudia
Deep Vein Thrombosis
Metabolomics
Pulmonary Embolism
Venous Thromboembolism
Doenças Genéticas
title_short Acute Venous Thromboembolism Plasma and Red Blood Cell Metabolomic Profiling Reveals Potential New Early Diagnostic Biomarkers: observational clinical study
title_full Acute Venous Thromboembolism Plasma and Red Blood Cell Metabolomic Profiling Reveals Potential New Early Diagnostic Biomarkers: observational clinical study
title_fullStr Acute Venous Thromboembolism Plasma and Red Blood Cell Metabolomic Profiling Reveals Potential New Early Diagnostic Biomarkers: observational clinical study
title_full_unstemmed Acute Venous Thromboembolism Plasma and Red Blood Cell Metabolomic Profiling Reveals Potential New Early Diagnostic Biomarkers: observational clinical study
title_sort Acute Venous Thromboembolism Plasma and Red Blood Cell Metabolomic Profiling Reveals Potential New Early Diagnostic Biomarkers: observational clinical study
author Febra, Claudia
author_facet Febra, Claudia
Saraiva, Joana
Vaz, Fátima
Macedo, João
Al-Hroub, Hamza Mohammad
Semreen, Mohammad Harb
Maio, Rui
Gil, Vitor
Soares, Nelson
Penque, Deborah
author_role author
author2 Saraiva, Joana
Vaz, Fátima
Macedo, João
Al-Hroub, Hamza Mohammad
Semreen, Mohammad Harb
Maio, Rui
Gil, Vitor
Soares, Nelson
Penque, Deborah
author2_role author
author
author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Nelson
Repositório Científico do Instituto Nacional de Saúde
dc.contributor.author.fl_str_mv Febra, Claudia
Saraiva, Joana
Vaz, Fátima
Macedo, João
Al-Hroub, Hamza Mohammad
Semreen, Mohammad Harb
Maio, Rui
Gil, Vitor
Soares, Nelson
Penque, Deborah
dc.subject.por.fl_str_mv Deep Vein Thrombosis
Metabolomics
Pulmonary Embolism
Venous Thromboembolism
Doenças Genéticas
topic Deep Vein Thrombosis
Metabolomics
Pulmonary Embolism
Venous Thromboembolism
Doenças Genéticas
description Background: Venous thromboembolism(VTE) is a leading cause of cardiovascular mortality. The diagnosis of acute VTE is still based on complex imaging exams due to the lack of biomarkers. Moreover, studies assessing the diagnostic capacity of novel metabolomics biomarkers in VTE are scarce. Our aim was to determine whether patients with acute VTE have differences in the metabolomic profile from plasma and red blood cells (RBCs). Methods: This observational trial included 62 patients with clinical suspicion of acute deep vein thrombosis (DVT) or pulmonary embolism (PE) admitted to the emergency room (ER). After gold standard imaging exams, we analysed the plasma and RBCs from 50 acute VTE and 12 nonacute VTE patients. We performed a metabolomics study and used mixed-effects modelling to compare the differences in metabolites. Results: The plasma metabolome had a suboptimal capability for differentiating between the presence or absence of acute VTE, with 23 significantly different molecules, but with ‘good’ performance for the best ROC curves. The metabolic pathway of D-glutamine and D-glutamate had the strongest impact on the acute VTE phenotype (p = 0.001, false discovery rate = 0.06). RBCs revealed a consistent metabolomic signature of acute VTE. Among the 23 differentially abundant metabolites, we found 3 high-performance ROC curves with an area under the curve (AUC) higher than 0.9, including adenosine 3',5'-diphosphate (0.983), glutathione (0.923), and adenine (0.91). The metabolic set most impacting the differences observed was 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.
publishDate 2024
dc.date.none.fl_str_mv 2024-02-24
2024-02-24T00:00:00Z
2025-01-30T10:53:28Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
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dc.language.iso.fl_str_mv eng
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