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Gut Microbiota Diversity and C-Reactive Protein Are Predictors of Disease Severity in COVID-19 Patients
The risk factors for coronavirus disease 2019 (COVID-19) severity are still poorly understood. Considering the pivotal role of the gut microbiota on host immune and inflammatory functions, we investigated the association between changes in the gut microbiota composition and the clinical severity of...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8326578/ https://www.ncbi.nlm.nih.gov/pubmed/34349747 http://dx.doi.org/10.3389/fmicb.2021.705020 |
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author | Moreira-Rosário, André Marques, Cláudia Pinheiro, Hélder Araújo, João Ricardo Ribeiro, Pedro Rocha, Rita Mota, Inês Pestana, Diogo Ribeiro, Rita Pereira, Ana de Sousa, Maria José Pereira-Leal, José de Sousa, José Morais, Juliana Teixeira, Diana Rocha, Júlio César Silvestre, Marta Príncipe, Nuno Gatta, Nuno Amado, José Santos, Lurdes Maltez, Fernando Boquinhas, Ana de Sousa, Germano Germano, Nuno Sarmento, Gonçalo Granja, Cristina Póvoa, Pedro Faria, Ana Calhau, Conceição |
author_facet | Moreira-Rosário, André Marques, Cláudia Pinheiro, Hélder Araújo, João Ricardo Ribeiro, Pedro Rocha, Rita Mota, Inês Pestana, Diogo Ribeiro, Rita Pereira, Ana de Sousa, Maria José Pereira-Leal, José de Sousa, José Morais, Juliana Teixeira, Diana Rocha, Júlio César Silvestre, Marta Príncipe, Nuno Gatta, Nuno Amado, José Santos, Lurdes Maltez, Fernando Boquinhas, Ana de Sousa, Germano Germano, Nuno Sarmento, Gonçalo Granja, Cristina Póvoa, Pedro Faria, Ana Calhau, Conceição |
author_sort | Moreira-Rosário, André |
collection | PubMed |
description | The risk factors for coronavirus disease 2019 (COVID-19) severity are still poorly understood. Considering the pivotal role of the gut microbiota on host immune and inflammatory functions, we investigated the association between changes in the gut microbiota composition and the clinical severity of COVID-19. We conducted a multicenter cross-sectional study prospectively enrolling 115 COVID-19 patients categorized according to: (1) the WHO Clinical Progression Scale—mild, 19 (16.5%); moderate, 37 (32.2%); or severe, 59 (51.3%), and (2) the location of recovery from COVID-19—ambulatory, 14 (household isolation, 12.2%); hospitalized in ward, 40 (34.8%); or hospitalized in the intensive care unit, 61 (53.0%). Gut microbiota analysis was performed through 16S rRNA gene sequencing, and the data obtained were further related to the clinical parameters of COVID-19 patients. The risk factors for COVID-19 severity were identified by univariate and multivariable logistic regression models. In comparison to mild COVID-19 patients, the gut microbiota of moderate and severe patients have: (a) lower Firmicutes/Bacteroidetes ratio; (b) higher abundance of Proteobacteria; and (c) lower abundance of beneficial butyrate-producing bacteria such as the genera Roseburia and Lachnospira. Multivariable regression analysis showed that the Shannon diversity index [odds ratio (OR) = 2.85, 95% CI = 1.09–7.41, p = 0.032) and C-reactive protein (OR = 3.45, 95% CI = 1.33–8.91, p = 0.011) are risk factors for severe COVID-19 (a score of 6 or higher in the WHO Clinical Progression Scale). In conclusion, our results demonstrated that hospitalized patients with moderate and severe COVID-19 have microbial signatures of gut dysbiosis; for the first time, the gut microbiota diversity is pointed out as a prognostic biomarker of COVID-19 severity. |
format | Online Article Text |
id | pubmed-8326578 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-83265782021-08-03 Gut Microbiota Diversity and C-Reactive Protein Are Predictors of Disease Severity in COVID-19 Patients Moreira-Rosário, André Marques, Cláudia Pinheiro, Hélder Araújo, João Ricardo Ribeiro, Pedro Rocha, Rita Mota, Inês Pestana, Diogo Ribeiro, Rita Pereira, Ana de Sousa, Maria José Pereira-Leal, José de Sousa, José Morais, Juliana Teixeira, Diana Rocha, Júlio César Silvestre, Marta Príncipe, Nuno Gatta, Nuno Amado, José Santos, Lurdes Maltez, Fernando Boquinhas, Ana de Sousa, Germano Germano, Nuno Sarmento, Gonçalo Granja, Cristina Póvoa, Pedro Faria, Ana Calhau, Conceição Front Microbiol Microbiology The risk factors for coronavirus disease 2019 (COVID-19) severity are still poorly understood. Considering the pivotal role of the gut microbiota on host immune and inflammatory functions, we investigated the association between changes in the gut microbiota composition and the clinical severity of COVID-19. We conducted a multicenter cross-sectional study prospectively enrolling 115 COVID-19 patients categorized according to: (1) the WHO Clinical Progression Scale—mild, 19 (16.5%); moderate, 37 (32.2%); or severe, 59 (51.3%), and (2) the location of recovery from COVID-19—ambulatory, 14 (household isolation, 12.2%); hospitalized in ward, 40 (34.8%); or hospitalized in the intensive care unit, 61 (53.0%). Gut microbiota analysis was performed through 16S rRNA gene sequencing, and the data obtained were further related to the clinical parameters of COVID-19 patients. The risk factors for COVID-19 severity were identified by univariate and multivariable logistic regression models. In comparison to mild COVID-19 patients, the gut microbiota of moderate and severe patients have: (a) lower Firmicutes/Bacteroidetes ratio; (b) higher abundance of Proteobacteria; and (c) lower abundance of beneficial butyrate-producing bacteria such as the genera Roseburia and Lachnospira. Multivariable regression analysis showed that the Shannon diversity index [odds ratio (OR) = 2.85, 95% CI = 1.09–7.41, p = 0.032) and C-reactive protein (OR = 3.45, 95% CI = 1.33–8.91, p = 0.011) are risk factors for severe COVID-19 (a score of 6 or higher in the WHO Clinical Progression Scale). In conclusion, our results demonstrated that hospitalized patients with moderate and severe COVID-19 have microbial signatures of gut dysbiosis; for the first time, the gut microbiota diversity is pointed out as a prognostic biomarker of COVID-19 severity. Frontiers Media S.A. 2021-07-19 /pmc/articles/PMC8326578/ /pubmed/34349747 http://dx.doi.org/10.3389/fmicb.2021.705020 Text en Copyright © 2021 Moreira-Rosário, Marques, Pinheiro, Araújo, Ribeiro, Rocha, Mota, Pestana, Ribeiro, Pereira, de Sousa, Pereira-Leal, de Sousa, Morais, Teixeira, Rocha, Silvestre, Príncipe, Gatta, Amado, Santos, Maltez, Boquinhas, de Sousa, Germano, Sarmento, Granja, Póvoa, Faria and Calhau. 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 | Microbiology Moreira-Rosário, André Marques, Cláudia Pinheiro, Hélder Araújo, João Ricardo Ribeiro, Pedro Rocha, Rita Mota, Inês Pestana, Diogo Ribeiro, Rita Pereira, Ana de Sousa, Maria José Pereira-Leal, José de Sousa, José Morais, Juliana Teixeira, Diana Rocha, Júlio César Silvestre, Marta Príncipe, Nuno Gatta, Nuno Amado, José Santos, Lurdes Maltez, Fernando Boquinhas, Ana de Sousa, Germano Germano, Nuno Sarmento, Gonçalo Granja, Cristina Póvoa, Pedro Faria, Ana Calhau, Conceição Gut Microbiota Diversity and C-Reactive Protein Are Predictors of Disease Severity in COVID-19 Patients |
title | Gut Microbiota Diversity and C-Reactive Protein Are Predictors of Disease Severity in COVID-19 Patients |
title_full | Gut Microbiota Diversity and C-Reactive Protein Are Predictors of Disease Severity in COVID-19 Patients |
title_fullStr | Gut Microbiota Diversity and C-Reactive Protein Are Predictors of Disease Severity in COVID-19 Patients |
title_full_unstemmed | Gut Microbiota Diversity and C-Reactive Protein Are Predictors of Disease Severity in COVID-19 Patients |
title_short | Gut Microbiota Diversity and C-Reactive Protein Are Predictors of Disease Severity in COVID-19 Patients |
title_sort | gut microbiota diversity and c-reactive protein are predictors of disease severity in covid-19 patients |
topic | Microbiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8326578/ https://www.ncbi.nlm.nih.gov/pubmed/34349747 http://dx.doi.org/10.3389/fmicb.2021.705020 |
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