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Bronchial Aspirate-Based Profiling Identifies MicroRNA Signatures Associated With COVID-19 and Fatal Disease in Critically Ill Patients
BACKGROUND: The pathophysiology of COVID-19-related critical illness is not completely understood. Here, we analyzed the microRNA (miRNA) profile of bronchial aspirate (BAS) samples from COVID-19 and non-COVID-19 patients admitted to the ICU to identify prognostic biomarkers of fatal outcomes and to...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8850692/ https://www.ncbi.nlm.nih.gov/pubmed/35186962 http://dx.doi.org/10.3389/fmed.2021.756517 |
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author | Molinero, Marta Benítez, Iván D. González, Jessica Gort-Paniello, Clara Moncusí-Moix, Anna Rodríguez-Jara, Fátima García-Hidalgo, María C. Torres, Gerard Vengoechea, J. J. Gómez, Silvia Cabo, Ramón Caballero, Jesús Bermejo-Martin, Jesús F. Ceccato, Adrián Fernández-Barat, Laia Ferrer, Ricard Garcia-Gasulla, Dario Menéndez, Rosario Motos, Ana Peñuelas, Oscar Riera, Jordi Torres, Antoni Barbé, Ferran de Gonzalo-Calvo, David |
author_facet | Molinero, Marta Benítez, Iván D. González, Jessica Gort-Paniello, Clara Moncusí-Moix, Anna Rodríguez-Jara, Fátima García-Hidalgo, María C. Torres, Gerard Vengoechea, J. J. Gómez, Silvia Cabo, Ramón Caballero, Jesús Bermejo-Martin, Jesús F. Ceccato, Adrián Fernández-Barat, Laia Ferrer, Ricard Garcia-Gasulla, Dario Menéndez, Rosario Motos, Ana Peñuelas, Oscar Riera, Jordi Torres, Antoni Barbé, Ferran de Gonzalo-Calvo, David |
author_sort | Molinero, Marta |
collection | PubMed |
description | BACKGROUND: The pathophysiology of COVID-19-related critical illness is not completely understood. Here, we analyzed the microRNA (miRNA) profile of bronchial aspirate (BAS) samples from COVID-19 and non-COVID-19 patients admitted to the ICU to identify prognostic biomarkers of fatal outcomes and to define molecular pathways involved in the disease and adverse events. METHODS: Two patient populations were included (n = 89): (i) a study population composed of critically ill COVID-19 and non-COVID-19 patients; (ii) a prospective study cohort composed of COVID-19 survivors and non-survivors among patients assisted by invasive mechanical ventilation (IMV). BAS samples were obtained by bronchoaspiration during the ICU stay. The miRNA profile was analyzed using RT-qPCR. Detailed biomarker and bioinformatics analyses were performed. RESULTS: The deregulation in five miRNA ratios (miR-122-5p/miR-199a-5p, miR-125a-5p/miR-133a-3p, miR-155-5p/miR-486-5p, miR-214-3p/miR-222-3p, and miR-221-3p/miR-27a-3p) was observed when COVID-19 and non-COVID-19 patients were compared. In addition, five miRNA ratios segregated between ICU survivors and nonsurvivors (miR-1-3p/miR-124-3p, miR-125b-5p/miR-34a-5p, miR-126-3p/miR-16-5p, miR-199a-5p/miR-9-5p, and miR-221-3p/miR-491-5p). Through multivariable analysis, we constructed a miRNA ratio-based prediction model for ICU mortality that optimized the best combination of miRNA ratios (miR-125b-5p/miR-34a-5p, miR-199a-5p/miR-9-5p, and miR-221-3p/miR-491-5p). The model (AUC 0.85) and the miR-199a-5p/miR-9-5p ratio (AUC 0.80) showed an optimal discrimination value and outperformed the best clinical predictor for ICU mortality (days from first symptoms to IMV initiation, AUC 0.73). The survival analysis confirmed the usefulness of the miRNA ratio model and the individual ratio to identify patients at high risk of fatal outcomes following IMV initiation. Functional enrichment analyses identified pathological mechanisms implicated in fibrosis, coagulation, viral infections, immune responses and inflammation. CONCLUSIONS: COVID-19 induces a specific miRNA signature in BAS from critically ill patients. In addition, specific miRNA ratios in BAS samples hold individual and collective potential to improve risk-based patient stratification following IMV initiation in COVID-19-related critical illness. The biological role of the host miRNA profiles may allow a better understanding of the different pathological axes of the disease. |
format | Online Article Text |
id | pubmed-8850692 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-88506922022-02-18 Bronchial Aspirate-Based Profiling Identifies MicroRNA Signatures Associated With COVID-19 and Fatal Disease in Critically Ill Patients Molinero, Marta Benítez, Iván D. González, Jessica Gort-Paniello, Clara Moncusí-Moix, Anna Rodríguez-Jara, Fátima García-Hidalgo, María C. Torres, Gerard Vengoechea, J. J. Gómez, Silvia Cabo, Ramón Caballero, Jesús Bermejo-Martin, Jesús F. Ceccato, Adrián Fernández-Barat, Laia Ferrer, Ricard Garcia-Gasulla, Dario Menéndez, Rosario Motos, Ana Peñuelas, Oscar Riera, Jordi Torres, Antoni Barbé, Ferran de Gonzalo-Calvo, David Front Med (Lausanne) Medicine BACKGROUND: The pathophysiology of COVID-19-related critical illness is not completely understood. Here, we analyzed the microRNA (miRNA) profile of bronchial aspirate (BAS) samples from COVID-19 and non-COVID-19 patients admitted to the ICU to identify prognostic biomarkers of fatal outcomes and to define molecular pathways involved in the disease and adverse events. METHODS: Two patient populations were included (n = 89): (i) a study population composed of critically ill COVID-19 and non-COVID-19 patients; (ii) a prospective study cohort composed of COVID-19 survivors and non-survivors among patients assisted by invasive mechanical ventilation (IMV). BAS samples were obtained by bronchoaspiration during the ICU stay. The miRNA profile was analyzed using RT-qPCR. Detailed biomarker and bioinformatics analyses were performed. RESULTS: The deregulation in five miRNA ratios (miR-122-5p/miR-199a-5p, miR-125a-5p/miR-133a-3p, miR-155-5p/miR-486-5p, miR-214-3p/miR-222-3p, and miR-221-3p/miR-27a-3p) was observed when COVID-19 and non-COVID-19 patients were compared. In addition, five miRNA ratios segregated between ICU survivors and nonsurvivors (miR-1-3p/miR-124-3p, miR-125b-5p/miR-34a-5p, miR-126-3p/miR-16-5p, miR-199a-5p/miR-9-5p, and miR-221-3p/miR-491-5p). Through multivariable analysis, we constructed a miRNA ratio-based prediction model for ICU mortality that optimized the best combination of miRNA ratios (miR-125b-5p/miR-34a-5p, miR-199a-5p/miR-9-5p, and miR-221-3p/miR-491-5p). The model (AUC 0.85) and the miR-199a-5p/miR-9-5p ratio (AUC 0.80) showed an optimal discrimination value and outperformed the best clinical predictor for ICU mortality (days from first symptoms to IMV initiation, AUC 0.73). The survival analysis confirmed the usefulness of the miRNA ratio model and the individual ratio to identify patients at high risk of fatal outcomes following IMV initiation. Functional enrichment analyses identified pathological mechanisms implicated in fibrosis, coagulation, viral infections, immune responses and inflammation. CONCLUSIONS: COVID-19 induces a specific miRNA signature in BAS from critically ill patients. In addition, specific miRNA ratios in BAS samples hold individual and collective potential to improve risk-based patient stratification following IMV initiation in COVID-19-related critical illness. The biological role of the host miRNA profiles may allow a better understanding of the different pathological axes of the disease. Frontiers Media S.A. 2022-02-03 /pmc/articles/PMC8850692/ /pubmed/35186962 http://dx.doi.org/10.3389/fmed.2021.756517 Text en Copyright © 2022 Molinero, Benítez, González, Gort-Paniello, Moncusí-Moix, Rodríguez-Jara, García-Hidalgo, Torres, Vengoechea, Gómez, Cabo, Caballero, Bermejo-Martin, Ceccato, Fernández-Barat, Ferrer, Garcia-Gasulla, Menéndez, Motos, Peñuelas, Riera, Torres, Barbé and de Gonzalo-Calvo. 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 | Medicine Molinero, Marta Benítez, Iván D. González, Jessica Gort-Paniello, Clara Moncusí-Moix, Anna Rodríguez-Jara, Fátima García-Hidalgo, María C. Torres, Gerard Vengoechea, J. J. Gómez, Silvia Cabo, Ramón Caballero, Jesús Bermejo-Martin, Jesús F. Ceccato, Adrián Fernández-Barat, Laia Ferrer, Ricard Garcia-Gasulla, Dario Menéndez, Rosario Motos, Ana Peñuelas, Oscar Riera, Jordi Torres, Antoni Barbé, Ferran de Gonzalo-Calvo, David Bronchial Aspirate-Based Profiling Identifies MicroRNA Signatures Associated With COVID-19 and Fatal Disease in Critically Ill Patients |
title | Bronchial Aspirate-Based Profiling Identifies MicroRNA Signatures Associated With COVID-19 and Fatal Disease in Critically Ill Patients |
title_full | Bronchial Aspirate-Based Profiling Identifies MicroRNA Signatures Associated With COVID-19 and Fatal Disease in Critically Ill Patients |
title_fullStr | Bronchial Aspirate-Based Profiling Identifies MicroRNA Signatures Associated With COVID-19 and Fatal Disease in Critically Ill Patients |
title_full_unstemmed | Bronchial Aspirate-Based Profiling Identifies MicroRNA Signatures Associated With COVID-19 and Fatal Disease in Critically Ill Patients |
title_short | Bronchial Aspirate-Based Profiling Identifies MicroRNA Signatures Associated With COVID-19 and Fatal Disease in Critically Ill Patients |
title_sort | bronchial aspirate-based profiling identifies microrna signatures associated with covid-19 and fatal disease in critically ill patients |
topic | Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8850692/ https://www.ncbi.nlm.nih.gov/pubmed/35186962 http://dx.doi.org/10.3389/fmed.2021.756517 |
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