Frontiers in Microbiology (Jul 2021)
Gut Microbiota Diversity and C-Reactive Protein Are Predictors of Disease Severity in COVID-19 Patients
- André Moreira-Rosário,
- André Moreira-Rosário,
- Cláudia Marques,
- Cláudia Marques,
- Hélder Pinheiro,
- Hélder Pinheiro,
- João Ricardo Araújo,
- João Ricardo Araújo,
- Pedro Ribeiro,
- Rita Rocha,
- Rita Rocha,
- Inês Mota,
- Inês Mota,
- Diogo Pestana,
- Diogo Pestana,
- Rita Ribeiro,
- Ana Pereira,
- Maria José de Sousa,
- Maria José de Sousa,
- José Pereira-Leal,
- José de Sousa,
- Juliana Morais,
- Juliana Morais,
- Juliana Morais,
- Diana Teixeira,
- Diana Teixeira,
- Júlio César Rocha,
- Júlio César Rocha,
- Marta Silvestre,
- Marta Silvestre,
- Nuno Príncipe,
- Nuno Gatta,
- José Amado,
- Lurdes Santos,
- Fernando Maltez,
- Ana Boquinhas,
- Germano de Sousa,
- Nuno Germano,
- Gonçalo Sarmento,
- Cristina Granja,
- Cristina Granja,
- Cristina Granja,
- Pedro Póvoa,
- Pedro Póvoa,
- Pedro Póvoa,
- Ana Faria,
- Ana Faria,
- Conceição Calhau,
- Conceição Calhau
Affiliations
- André Moreira-Rosário
- Faculdade de Ciências M dicas, NOVA Medical School, Universidade NOVA de Lisboa, Lisbon, Portugal
- André Moreira-Rosário
- Faculdade de Ciências Médicas, CINTESIS – Center for Health Technology and Services Research, NOVA Medical School, Universidade NOVA de Lisboa, Lisboa, Portugal
- Cláudia Marques
- Faculdade de Ciências M dicas, NOVA Medical School, Universidade NOVA de Lisboa, Lisbon, Portugal
- Cláudia Marques
- Faculdade de Ciências Médicas, CINTESIS – Center for Health Technology and Services Research, NOVA Medical School, Universidade NOVA de Lisboa, Lisboa, Portugal
- Hélder Pinheiro
- Faculdade de Ciências M dicas, NOVA Medical School, Universidade NOVA de Lisboa, Lisbon, Portugal
- Hélder Pinheiro
- Department of Infectious Diseases, Hospital Curry Cabral, Centro Hospitalar Universitário de Lisboa Central, Lisboa, Portugal
- João Ricardo Araújo
- Faculdade de Ciências M dicas, NOVA Medical School, Universidade NOVA de Lisboa, Lisbon, Portugal
- João Ricardo Araújo
- Faculdade de Ciências Médicas, CINTESIS – Center for Health Technology and Services Research, NOVA Medical School, Universidade NOVA de Lisboa, Lisboa, Portugal
- Pedro Ribeiro
- Centro de Medicina Laboratorial Germano de Sousa, Lisboa, Portugal
- Rita Rocha
- i3S – Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal
- Rita Rocha
- Instituto de Biologia Molecular e Celular (IBMC), Universidade do Porto, Porto, Portugal
- Inês Mota
- Faculdade de Ciências M dicas, NOVA Medical School, Universidade NOVA de Lisboa, Lisbon, Portugal
- Inês Mota
- Faculdade de Ciências Médicas, CINTESIS – Center for Health Technology and Services Research, NOVA Medical School, Universidade NOVA de Lisboa, Lisboa, Portugal
- Diogo Pestana
- Faculdade de Ciências M dicas, NOVA Medical School, Universidade NOVA de Lisboa, Lisbon, Portugal
- Diogo Pestana
- Faculdade de Ciências Médicas, CINTESIS – Center for Health Technology and Services Research, NOVA Medical School, Universidade NOVA de Lisboa, Lisboa, Portugal
- Rita Ribeiro
- Centro de Medicina Laboratorial Germano de Sousa, Lisboa, Portugal
- Ana Pereira
- Centro de Medicina Laboratorial Germano de Sousa, Lisboa, Portugal
- Maria José de Sousa
- Faculdade de Ciências M dicas, NOVA Medical School, Universidade NOVA de Lisboa, Lisbon, Portugal
- Maria José de Sousa
- Centro de Medicina Laboratorial Germano de Sousa, Lisboa, Portugal
- José Pereira-Leal
- Ophiomics – Precision Medicine, Lisboa, Portugal
- José de Sousa
- Centro de Medicina Laboratorial Germano de Sousa, Lisboa, Portugal
- Juliana Morais
- Faculdade de Ciências M dicas, NOVA Medical School, Universidade NOVA de Lisboa, Lisbon, Portugal
- Juliana Morais
- Faculdade de Ciências Médicas, CINTESIS – Center for Health Technology and Services Research, NOVA Medical School, Universidade NOVA de Lisboa, Lisboa, Portugal
- Juliana Morais
- Faculdade de Ciências Médicas, Comprehensive Health Research Centre (CHRC), NOVA Medical School, Universidade NOVA de Lisboa, Lisboa, Portugal
- Diana Teixeira
- Faculdade de Ciências M dicas, NOVA Medical School, Universidade NOVA de Lisboa, Lisbon, Portugal
- Diana Teixeira
- Faculdade de Ciências Médicas, Comprehensive Health Research Centre (CHRC), NOVA Medical School, Universidade NOVA de Lisboa, Lisboa, Portugal
- Júlio César Rocha
- Faculdade de Ciências M dicas, NOVA Medical School, Universidade NOVA de Lisboa, Lisbon, Portugal
- Júlio César Rocha
- Faculdade de Ciências Médicas, CINTESIS – Center for Health Technology and Services Research, NOVA Medical School, Universidade NOVA de Lisboa, Lisboa, Portugal
- Marta Silvestre
- Faculdade de Ciências M dicas, NOVA Medical School, Universidade NOVA de Lisboa, Lisbon, Portugal
- Marta Silvestre
- Faculdade de Ciências Médicas, CINTESIS – Center for Health Technology and Services Research, NOVA Medical School, Universidade NOVA de Lisboa, Lisboa, Portugal
- Nuno Príncipe
- Department of Emergency and Intensive Care Medicine, Centro Hospitalar Universitário de São João, Porto, Portugal
- Nuno Gatta
- Department of Emergency and Intensive Care Medicine, Centro Hospitalar Universitário de São João, Porto, Portugal
- José Amado
- Department of Emergency and Intensive Care Medicine, Centro Hospitalar Universitário de São João, Porto, Portugal
- Lurdes Santos
- 0Infectious Diseases Service, ID Intensive Care Unit, Faculdade de Medicina, Centro Hospitalar Universitário de São João, Universidade do Porto, Porto, Portugal
- Fernando Maltez
- Department of Infectious Diseases, Hospital Curry Cabral, Centro Hospitalar Universitário de Lisboa Central, Lisboa, Portugal
- Ana Boquinhas
- 1Department of Emergency, CUF Infante Santo Hospital, Lisboa, Portugal
- Germano de Sousa
- Centro de Medicina Laboratorial Germano de Sousa, Lisboa, Portugal
- Nuno Germano
- 2Polyvalent Intensive Care Unit, Hospital Curry Cabral, Centro Hospitalar Universitário de Lisboa Central, Lisboa, Portugal
- Gonçalo Sarmento
- 3Department of Internal Medicine, Centro Hospitalar de Entre o Douro e Vouga, Santa Maria da Feira, Portugal
- Cristina Granja
- Faculdade de Ciências Médicas, CINTESIS – Center for Health Technology and Services Research, NOVA Medical School, Universidade NOVA de Lisboa, Lisboa, Portugal
- Cristina Granja
- 4Department of Anesthesiology, Centro Hospitalar Universitário de São João, Porto, Portugal
- Cristina Granja
- 5Department of Surgery and Physiology, Faculdade de Medicina, Universidade do Porto, Porto, Portugal
- Pedro Póvoa
- Faculdade de Ciências M dicas, NOVA Medical School, Universidade NOVA de Lisboa, Lisbon, Portugal
- Pedro Póvoa
- 6Polyvalent Intensive Care Unit, Hospital São Francisco Xavier, Centro Hospitalar Lisboa Ocidental, Lisboa, Portugal
- Pedro Póvoa
- 7Center for Clinical Epidemiology, Research Unit of Clinical Epidemiology, OUH Odense University Hospital, Odense, Denmark
- Ana Faria
- Faculdade de Ciências M dicas, NOVA Medical School, Universidade NOVA de Lisboa, Lisbon, Portugal
- Ana Faria
- Faculdade de Ciências Médicas, Comprehensive Health Research Centre (CHRC), NOVA Medical School, Universidade NOVA de Lisboa, Lisboa, Portugal
- Conceição Calhau
- Faculdade de Ciências M dicas, NOVA Medical School, Universidade NOVA de Lisboa, Lisbon, Portugal
- Conceição Calhau
- Faculdade de Ciências Médicas, CINTESIS – Center for Health Technology and Services Research, NOVA Medical School, Universidade NOVA de Lisboa, Lisboa, Portugal
- DOI
- https://doi.org/10.3389/fmicb.2021.705020
- Journal volume & issue
-
Vol. 12
Abstract
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.
Keywords