1
|
de Gonzalo-Calvo D, Benítez ID, Pinilla L, Carratalá A, Moncusí-Moix A, Gort-Paniello C, Molinero M, González J, Torres G, Bernal M, Pico S, Almansa R, Jorge N, Ortega A, Bustamante-Munguira E, Gómez JM, González-Rivera M, Micheloud D, Ryan P, Martinez A, Tamayo L, Aldecoa C, Ferrer R, Ceccato A, Fernández-Barat L, Motos A, Riera J, Menéndez R, Garcia-Gasulla D, Peñuelas O, Torres A, Bermejo-Martin JF, Barbé F. Circulating microRNA profiles predict the severity of COVID-19 in hospitalized patients. Transl Res 2021; 236:147-159. [PMID: 34048985 PMCID: PMC8149473 DOI: 10.1016/j.trsl.2021.05.004] [Citation(s) in RCA: 77] [Impact Index Per Article: 25.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Revised: 05/04/2021] [Accepted: 05/20/2021] [Indexed: 12/13/2022]
Abstract
We aimed to examine the circulating microRNA (miRNA) profile of hospitalized COVID-19 patients and evaluate its potential as a source of biomarkers for the management of the disease. This was an observational and multicenter study that included 84 patients with a positive nasopharyngeal swab Polymerase chain reaction (PCR) test for SARS-CoV-2 recruited during the first pandemic wave in Spain (March-June 2020). Patients were stratified according to disease severity: hospitalized patients admitted to the clinical wards without requiring critical care and patients admitted to the intensive care unit (ICU). An additional study was completed including ICU nonsurvivors and survivors. Plasma miRNA profiling was performed using reverse transcription polymerase quantitative chain reaction (RT-qPCR). Predictive models were constructed using least absolute shrinkage and selection operator (LASSO) regression. Ten circulating miRNAs were dysregulated in ICU patients compared to ward patients. LASSO analysis identified a signature of three miRNAs (miR-148a-3p, miR-451a and miR-486-5p) that distinguishes between ICU and ward patients [AUC (95% CI) = 0.89 (0.81-0.97)]. Among critically ill patients, six miRNAs were downregulated between nonsurvivors and survivors. A signature based on two miRNAs (miR-192-5p and miR-323a-3p) differentiated ICU nonsurvivors from survivors [AUC (95% CI) = 0.80 (0.64-0.96)]. The discriminatory potential of the signature was higher than that observed for laboratory parameters such as leukocyte counts, C-reactive protein (CRP) or D-dimer [maximum AUC (95% CI) for these variables = 0.73 (0.55-0.92)]. miRNA levels were correlated with the duration of ICU stay. Specific circulating miRNA profiles are associated with the severity of COVID-19. Plasma miRNA signatures emerge as a novel tool to assist in the early prediction of vital status deterioration among ICU patients.
Collapse
Key Words
- auc, area under the roc curve
- crp, c-reactive protein
- cq, quantification cycle
- icu, intensive care unit
- lasso, least absolute shrinkage and selection operator
- ldh, lactate dehydrogenase
- mirna, microrna
- mse, mean square error
- ncrna, noncoding rna
- pca, principal component analysis
- roc, receiver operating characteristic
- rt, reverse transcription
Collapse
Affiliation(s)
- David de Gonzalo-Calvo
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, Lleida, Spain; CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Iván D Benítez
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, Lleida, Spain; CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Lucía Pinilla
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, Lleida, Spain; CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Amara Carratalá
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, Lleida, Spain; CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Anna Moncusí-Moix
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, Lleida, Spain; CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Clara Gort-Paniello
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, Lleida, Spain; CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Marta Molinero
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, Lleida, Spain; CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Jessica González
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, Lleida, Spain
| | - Gerard Torres
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, Lleida, Spain; CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - María Bernal
- Laboratory Medicine Department, University Hospital Arnau de Vilanova, Lleida, Spain
| | - Silvia Pico
- Laboratory Medicine Department, University Hospital Arnau de Vilanova, Lleida, Spain
| | - Raquel Almansa
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain; Hospital Universitario Río Hortega de Valladolid, Valladolid, Spain; Instituto de Investigación Biomédica de Salamanca (IBSAL), Salamanca, Spain
| | - Noelia Jorge
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain; Hospital Universitario Río Hortega de Valladolid, Valladolid, Spain; Instituto de Investigación Biomédica de Salamanca (IBSAL), Salamanca, Spain
| | - Alicia Ortega
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain; Hospital Universitario Río Hortega de Valladolid, Valladolid, Spain; Instituto de Investigación Biomédica de Salamanca (IBSAL), Salamanca, Spain
| | | | | | | | | | - Pablo Ryan
- Hospital Universitario Infanta Leonor, Madrid, Spain
| | | | - Luis Tamayo
- Hospital Universitario Río Hortega, Valladolid, Spain
| | - César Aldecoa
- Hospital Universitario Río Hortega, Valladolid, Spain
| | - Ricard Ferrer
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain; Intensive Care Department, Vall d'Hebron Hospital Universitari. SODIR Research Group, Vall d'Hebron Institut de Recerca (VHIR), Spain
| | - Adrián Ceccato
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Laia Fernández-Barat
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain; Servei de Pneumologia, Hospital Clinic. Universitat de Barcelona. IDIBAPS, Barcelona, Spain
| | - Ana Motos
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain; Servei de Pneumologia, Hospital Clinic. Universitat de Barcelona. IDIBAPS, Barcelona, Spain
| | - Jordi Riera
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain; Intensive Care Department, Vall d'Hebron Hospital Universitari. SODIR Research Group, Vall d'Hebron Institut de Recerca (VHIR), Spain
| | - Rosario Menéndez
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain; Pulmonology Service, University and Polytechnic Hospital La Fe, Valencia, Spain
| | | | - Oscar Peñuelas
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain; Hospital Universitario de Getafe, Madrid, Spain
| | - Antoni Torres
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain; Servei de Pneumologia, Hospital Clinic. Universitat de Barcelona. IDIBAPS, Barcelona, Spain
| | - Jesús F Bermejo-Martin
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain; Hospital Universitario Río Hortega de Valladolid, Valladolid, Spain; Instituto de Investigación Biomédica de Salamanca (IBSAL), Salamanca, Spain
| | - Ferran Barbé
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, Lleida, Spain; CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain.
| | | |
Collapse
|