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author Gardinassi, Luiz Gustavo
Servian, Carolina do Prado
Lima, Gesiane da Silva
dos Anjos, Déborah Carolina Carvalho
Gomes Junior, Antonio Roberto
Guilarde, Adriana Oliveira
Borges, Moara Alves Santa Bárbara
dos Santos, Gabriel Franco
Moraes, Brenda Grazielli Nogueira
Silva, João Marcos Maia
Masson, Letícia Carrijo
de Souza, Flávia Pereira
da Silva, Rodolfo Rodrigues
de Araújo, Giovanna Lopes
Rodrigues, Marcella Ferreira
da Silva, Lidya Cardozo
Meira, Sueli
Fiaccadori, Fabiola Souza
Souza, Menira
Romão, Pedro Roosevelt Torres
Spadafora Ferreira, Mônica
Coelho, Verônica
Chaves, Andréa Rodrigues
Simas, Rosineide Costa
Vaz, Boniek Gontijo
Fonseca, Simone Gonçalves
author_facet Gardinassi, Luiz Gustavo
Servian, Carolina do Prado
Lima, Gesiane da Silva
dos Anjos, Déborah Carolina Carvalho
Gomes Junior, Antonio Roberto
Guilarde, Adriana Oliveira
Borges, Moara Alves Santa Bárbara
dos Santos, Gabriel Franco
Moraes, Brenda Grazielli Nogueira
Silva, João Marcos Maia
Masson, Letícia Carrijo
de Souza, Flávia Pereira
da Silva, Rodolfo Rodrigues
de Araújo, Giovanna Lopes
Rodrigues, Marcella Ferreira
da Silva, Lidya Cardozo
Meira, Sueli
Fiaccadori, Fabiola Souza
Souza, Menira
Romão, Pedro Roosevelt Torres
Spadafora Ferreira, Mônica
Coelho, Verônica
Chaves, Andréa Rodrigues
Simas, Rosineide Costa
Vaz, Boniek Gontijo
Fonseca, Simone Gonçalves
author_sort Gardinassi, Luiz Gustavo
collection PubMed
description Severe manifestations of coronavirus disease 2019 (COVID-19) and mortality have been associated with physiological alterations that provide insights into the pathogenesis of the disease. Moreover, factors that drive recovery from COVID-19 can be explored to identify correlates of protection. The cellular metabolism represents a potential target to improve survival upon severe disease, but the associations between the metabolism and the inflammatory response during COVID-19 are not well defined. We analyzed blood laboratorial parameters, cytokines, and metabolomes of 150 individuals with mild to severe disease, of which 33 progressed to a fatal outcome. A subset of 20 individuals was followed up after hospital discharge and recovery from acute disease. We used hierarchical community networks to integrate metabolomics profiles with cytokines and markers of inflammation, coagulation, and tissue damage. Infection by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) promotes significant alterations in the plasma metabolome, whose activity varies according to disease severity and correlates with oxygen saturation. Differential metabolism underlying death was marked by amino acids and related metabolites, such as glutamate, glutamyl-glutamate, and oxoproline, and lipids, including progesterone, phosphocholine, and lysophosphatidylcholines (lysoPCs). Individuals who recovered from severe disease displayed persistent alterations enriched for metabolism of purines and phosphatidylinositol phosphate and glycolysis. Recovery of mild disease was associated with vitamin E metabolism. Data integration shows that the metabolic response is a hub connecting other biological features during disease and recovery. Infection by SARS-CoV-2 induces concerted activity of metabolic and inflammatory responses that depend on disease severity and collectively predict clinical outcomes of COVID-19. IMPORTANCE COVID-19 is characterized by diverse clinical outcomes that include asymptomatic to mild manifestations or severe disease and death. Infection by SARS-CoV-2 activates inflammatory and metabolic responses that drive protection or pathology. How inflammation and metabolism communicate during COVID-19 is not well defined. We used high-resolution mass spectrometry to investigate small biochemical compounds (<1,500 Da) in plasma of individuals with COVID-19 and controls. Age, sex, and comorbidities have a profound effect on the plasma metabolites of individuals with COVID-19, but we identified significant activity of pathways and metabolites related to amino acids, lipids, nucleotides, and vitamins determined by disease severity, survival outcome, and recovery. Furthermore, we identified metabolites associated with acute-phase proteins and coagulation factors, which collectively identify individuals with severe disease or individuals who died of severe COVID-19. Our study suggests that manipulating specific metabolic pathways can be explored to prevent hyperinflammation, organ dysfunction, and death.
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spelling pubmed-101008802023-04-14 Integrated Metabolic and Inflammatory Signatures Associated with Severity of, Fatality of, and Recovery from COVID-19 Gardinassi, Luiz Gustavo Servian, Carolina do Prado Lima, Gesiane da Silva dos Anjos, Déborah Carolina Carvalho Gomes Junior, Antonio Roberto Guilarde, Adriana Oliveira Borges, Moara Alves Santa Bárbara dos Santos, Gabriel Franco Moraes, Brenda Grazielli Nogueira Silva, João Marcos Maia Masson, Letícia Carrijo de Souza, Flávia Pereira da Silva, Rodolfo Rodrigues de Araújo, Giovanna Lopes Rodrigues, Marcella Ferreira da Silva, Lidya Cardozo Meira, Sueli Fiaccadori, Fabiola Souza Souza, Menira Romão, Pedro Roosevelt Torres Spadafora Ferreira, Mônica Coelho, Verônica Chaves, Andréa Rodrigues Simas, Rosineide Costa Vaz, Boniek Gontijo Fonseca, Simone Gonçalves Microbiol Spectr Research Article Severe manifestations of coronavirus disease 2019 (COVID-19) and mortality have been associated with physiological alterations that provide insights into the pathogenesis of the disease. Moreover, factors that drive recovery from COVID-19 can be explored to identify correlates of protection. The cellular metabolism represents a potential target to improve survival upon severe disease, but the associations between the metabolism and the inflammatory response during COVID-19 are not well defined. We analyzed blood laboratorial parameters, cytokines, and metabolomes of 150 individuals with mild to severe disease, of which 33 progressed to a fatal outcome. A subset of 20 individuals was followed up after hospital discharge and recovery from acute disease. We used hierarchical community networks to integrate metabolomics profiles with cytokines and markers of inflammation, coagulation, and tissue damage. Infection by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) promotes significant alterations in the plasma metabolome, whose activity varies according to disease severity and correlates with oxygen saturation. Differential metabolism underlying death was marked by amino acids and related metabolites, such as glutamate, glutamyl-glutamate, and oxoproline, and lipids, including progesterone, phosphocholine, and lysophosphatidylcholines (lysoPCs). Individuals who recovered from severe disease displayed persistent alterations enriched for metabolism of purines and phosphatidylinositol phosphate and glycolysis. Recovery of mild disease was associated with vitamin E metabolism. Data integration shows that the metabolic response is a hub connecting other biological features during disease and recovery. Infection by SARS-CoV-2 induces concerted activity of metabolic and inflammatory responses that depend on disease severity and collectively predict clinical outcomes of COVID-19. IMPORTANCE COVID-19 is characterized by diverse clinical outcomes that include asymptomatic to mild manifestations or severe disease and death. Infection by SARS-CoV-2 activates inflammatory and metabolic responses that drive protection or pathology. How inflammation and metabolism communicate during COVID-19 is not well defined. We used high-resolution mass spectrometry to investigate small biochemical compounds (<1,500 Da) in plasma of individuals with COVID-19 and controls. Age, sex, and comorbidities have a profound effect on the plasma metabolites of individuals with COVID-19, but we identified significant activity of pathways and metabolites related to amino acids, lipids, nucleotides, and vitamins determined by disease severity, survival outcome, and recovery. Furthermore, we identified metabolites associated with acute-phase proteins and coagulation factors, which collectively identify individuals with severe disease or individuals who died of severe COVID-19. Our study suggests that manipulating specific metabolic pathways can be explored to prevent hyperinflammation, organ dysfunction, and death. American Society for Microbiology 2023-02-28 /pmc/articles/PMC10100880/ /pubmed/36852984 http://dx.doi.org/10.1128/spectrum.02194-22 Text en Copyright © 2023 Gardinassi et al. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Research Article
Gardinassi, Luiz Gustavo
Servian, Carolina do Prado
Lima, Gesiane da Silva
dos Anjos, Déborah Carolina Carvalho
Gomes Junior, Antonio Roberto
Guilarde, Adriana Oliveira
Borges, Moara Alves Santa Bárbara
dos Santos, Gabriel Franco
Moraes, Brenda Grazielli Nogueira
Silva, João Marcos Maia
Masson, Letícia Carrijo
de Souza, Flávia Pereira
da Silva, Rodolfo Rodrigues
de Araújo, Giovanna Lopes
Rodrigues, Marcella Ferreira
da Silva, Lidya Cardozo
Meira, Sueli
Fiaccadori, Fabiola Souza
Souza, Menira
Romão, Pedro Roosevelt Torres
Spadafora Ferreira, Mônica
Coelho, Verônica
Chaves, Andréa Rodrigues
Simas, Rosineide Costa
Vaz, Boniek Gontijo
Fonseca, Simone Gonçalves
Integrated Metabolic and Inflammatory Signatures Associated with Severity of, Fatality of, and Recovery from COVID-19
title Integrated Metabolic and Inflammatory Signatures Associated with Severity of, Fatality of, and Recovery from COVID-19
title_full Integrated Metabolic and Inflammatory Signatures Associated with Severity of, Fatality of, and Recovery from COVID-19
title_fullStr Integrated Metabolic and Inflammatory Signatures Associated with Severity of, Fatality of, and Recovery from COVID-19
title_full_unstemmed Integrated Metabolic and Inflammatory Signatures Associated with Severity of, Fatality of, and Recovery from COVID-19
title_short Integrated Metabolic and Inflammatory Signatures Associated with Severity of, Fatality of, and Recovery from COVID-19
title_sort integrated metabolic and inflammatory signatures associated with severity of, fatality of, and recovery from covid-19
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10100880/
https://www.ncbi.nlm.nih.gov/pubmed/36852984
http://dx.doi.org/10.1128/spectrum.02194-22
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