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Metabolic and Immune Markers for Precise Monitoring of COVID-19 Severity and Treatment
Deep understanding of the SARS-CoV-2 effects on host molecular pathways is paramount for the discovery of early biomarkers of outcome of coronavirus disease 2019 (COVID-19) and the identification of novel therapeutic targets. In that light, we generated metabolomic data from COVID-19 patient blood u...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8790058/ https://www.ncbi.nlm.nih.gov/pubmed/35095900 http://dx.doi.org/10.3389/fimmu.2021.809937 |
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author | Rendeiro, André F. Vorkas, Charles Kyriakos Krumsiek, Jan Singh, Harjot K. Kapadia, Shashi N. Cappelli, Luca Vincenzo Cacciapuoti, Maria Teresa Inghirami, Giorgio Elemento, Olivier Salvatore, Mirella |
author_facet | Rendeiro, André F. Vorkas, Charles Kyriakos Krumsiek, Jan Singh, Harjot K. Kapadia, Shashi N. Cappelli, Luca Vincenzo Cacciapuoti, Maria Teresa Inghirami, Giorgio Elemento, Olivier Salvatore, Mirella |
author_sort | Rendeiro, André F. |
collection | PubMed |
description | Deep understanding of the SARS-CoV-2 effects on host molecular pathways is paramount for the discovery of early biomarkers of outcome of coronavirus disease 2019 (COVID-19) and the identification of novel therapeutic targets. In that light, we generated metabolomic data from COVID-19 patient blood using high-throughput targeted nuclear magnetic resonance (NMR) spectroscopy and high-dimensional flow cytometry. We find considerable changes in serum metabolome composition of COVID-19 patients associated with disease severity, and response to tocilizumab treatment. We built a clinically annotated, biologically-interpretable space for precise time-resolved disease monitoring and characterize the temporal dynamics of metabolomic change along the clinical course of COVID-19 patients and in response to therapy. Finally, we leverage joint immuno-metabolic measurements to provide a novel approach for patient stratification and early prediction of severe disease. Our results show that high-dimensional metabolomic and joint immune-metabolic readouts provide rich information content for elucidation of the host’s response to infection and empower discovery of novel metabolic-driven therapies, as well as precise and efficient clinical action. |
format | Online Article Text |
id | pubmed-8790058 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-87900582022-01-27 Metabolic and Immune Markers for Precise Monitoring of COVID-19 Severity and Treatment Rendeiro, André F. Vorkas, Charles Kyriakos Krumsiek, Jan Singh, Harjot K. Kapadia, Shashi N. Cappelli, Luca Vincenzo Cacciapuoti, Maria Teresa Inghirami, Giorgio Elemento, Olivier Salvatore, Mirella Front Immunol Immunology Deep understanding of the SARS-CoV-2 effects on host molecular pathways is paramount for the discovery of early biomarkers of outcome of coronavirus disease 2019 (COVID-19) and the identification of novel therapeutic targets. In that light, we generated metabolomic data from COVID-19 patient blood using high-throughput targeted nuclear magnetic resonance (NMR) spectroscopy and high-dimensional flow cytometry. We find considerable changes in serum metabolome composition of COVID-19 patients associated with disease severity, and response to tocilizumab treatment. We built a clinically annotated, biologically-interpretable space for precise time-resolved disease monitoring and characterize the temporal dynamics of metabolomic change along the clinical course of COVID-19 patients and in response to therapy. Finally, we leverage joint immuno-metabolic measurements to provide a novel approach for patient stratification and early prediction of severe disease. Our results show that high-dimensional metabolomic and joint immune-metabolic readouts provide rich information content for elucidation of the host’s response to infection and empower discovery of novel metabolic-driven therapies, as well as precise and efficient clinical action. Frontiers Media S.A. 2022-01-12 /pmc/articles/PMC8790058/ /pubmed/35095900 http://dx.doi.org/10.3389/fimmu.2021.809937 Text en Copyright © 2022 Rendeiro, Vorkas, Krumsiek, Singh, Kapadia, Cappelli, Cacciapuoti, Inghirami, Elemento and Salvatore https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Immunology Rendeiro, André F. Vorkas, Charles Kyriakos Krumsiek, Jan Singh, Harjot K. Kapadia, Shashi N. Cappelli, Luca Vincenzo Cacciapuoti, Maria Teresa Inghirami, Giorgio Elemento, Olivier Salvatore, Mirella Metabolic and Immune Markers for Precise Monitoring of COVID-19 Severity and Treatment |
title | Metabolic and Immune Markers for Precise Monitoring of COVID-19 Severity and Treatment |
title_full | Metabolic and Immune Markers for Precise Monitoring of COVID-19 Severity and Treatment |
title_fullStr | Metabolic and Immune Markers for Precise Monitoring of COVID-19 Severity and Treatment |
title_full_unstemmed | Metabolic and Immune Markers for Precise Monitoring of COVID-19 Severity and Treatment |
title_short | Metabolic and Immune Markers for Precise Monitoring of COVID-19 Severity and Treatment |
title_sort | metabolic and immune markers for precise monitoring of covid-19 severity and treatment |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8790058/ https://www.ncbi.nlm.nih.gov/pubmed/35095900 http://dx.doi.org/10.3389/fimmu.2021.809937 |
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