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de Gonzalo-Calvo D, Molinero M, Benítez ID, Perez-Pons M, García-Mateo N, Ortega A, Postigo T, García-Hidalgo MC, Belmonte T, Rodríguez-Muñoz C, González J, Torres G, Gort-Paniello C, Moncusí-Moix A, Estella Á, Tamayo Lomas L, Martínez de la Gándara A, Socias L, Peñasco Y, de la Torre MDC, Bustamante-Munguira E, Gallego Curto E, Martínez Varela I, Martin Delgado MC, Vidal-Cortés P, López Messa J, Pérez-García F, Caballero J, Añón JM, Loza-Vázquez A, Carbonell N, Marin-Corral J, Jorge García RN, Barberà C, Ceccato A, Fernández-Barat L, Ferrer R, Garcia-Gasulla D, Lorente-Balanza JÁ, Menéndez R, Motos A, Peñuelas O, Riera J, Bermejo-Martin JF, Torres A, Barbé F. A blood microRNA classifier for the prediction of ICU mortality in COVID-19 patients: a multicenter validation study. Respir Res 2023; 24:159. [PMID: 37328754 DOI: 10.1186/s12931-023-02462-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Accepted: 05/25/2023] [Indexed: 06/18/2023] Open
Abstract
BACKGROUND The identification of critically ill COVID-19 patients at risk of fatal outcomes remains a challenge. Here, we first validated candidate microRNAs (miRNAs) as biomarkers for clinical decision-making in critically ill patients. Second, we constructed a blood miRNA classifier for the early prediction of adverse outcomes in the ICU. METHODS This was a multicenter, observational and retrospective/prospective study including 503 critically ill patients admitted to the ICU from 19 hospitals. qPCR assays were performed in plasma samples collected within the first 48 h upon admission. A 16-miRNA panel was designed based on recently published data from our group. RESULTS Nine miRNAs were validated as biomarkers of all-cause in-ICU mortality in the independent cohort of critically ill patients (FDR < 0.05). Cox regression analysis revealed that low expression levels of eight miRNAs were associated with a higher risk of death (HR from 1.56 to 2.61). LASSO regression for variable selection was used to construct a miRNA classifier. A 4-blood miRNA signature composed of miR-16-5p, miR-192-5p, miR-323a-3p and miR-451a predicts the risk of all-cause in-ICU mortality (HR 2.5). Kaplan‒Meier analysis confirmed these findings. The miRNA signature provides a significant increase in the prognostic capacity of conventional scores, APACHE-II (C-index 0.71, DeLong test p-value 0.055) and SOFA (C-index 0.67, DeLong test p-value 0.001), and a risk model based on clinical predictors (C-index 0.74, DeLong test-p-value 0.035). For 28-day and 90-day mortality, the classifier also improved the prognostic value of APACHE-II, SOFA and the clinical model. The association between the classifier and mortality persisted even after multivariable adjustment. The functional analysis reported biological pathways involved in SARS-CoV infection and inflammatory, fibrotic and transcriptional pathways. CONCLUSIONS A blood miRNA classifier improves the early prediction of fatal outcomes in critically ill COVID-19 patients.
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Affiliation(s)
- David de Gonzalo-Calvo
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, 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, IRBLleida, 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, IRBLleida, Lleida, Spain
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Manel Perez-Pons
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Nadia García-Mateo
- Group for Biomedical Research in Sepsis (BioSepsis), Instituto de Investigación Biomédica de Salamanca, (IBSAL), Gerencia Regional de Salud de Castilla y León, Salamanca, Spain
| | - Alicia Ortega
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
- Group for Biomedical Research in Sepsis (BioSepsis), Instituto de Investigación Biomédica de Salamanca, (IBSAL), Gerencia Regional de Salud de Castilla y León, Salamanca, Spain
| | - Tamara Postigo
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
- Group for Biomedical Research in Sepsis (BioSepsis), Instituto de Investigación Biomédica de Salamanca, (IBSAL), Gerencia Regional de Salud de Castilla y León, Salamanca, Spain
| | - María C García-Hidalgo
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Thalia Belmonte
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Carlos Rodríguez-Muñoz
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, 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, IRBLleida, Lleida, Spain
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Gerard Torres
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, 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, IRBLleida, 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, IRBLleida, Lleida, Spain
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Ángel Estella
- Department of Medicine, Intensive Care Unit University Hospital of Jerez, University of Cádiz, INIBiCA, Cádiz, Spain
| | - Luis Tamayo Lomas
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
- Critical Care Department, Hospital Universitario Río Hortega de Valladolid, Valladolid, Spain
| | | | - Lorenzo Socias
- Intensive Care Unit, Hospital Son Llàtzer, Palma de Mallorca, Illes Balears, Spain
| | - Yhivian Peñasco
- Servicio de Medicina Intensiva, Hospital Universitario Marqués de Valdecilla, Santander, Spain
| | - Maria Del Carmen de la Torre
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
- Servei de Medicina Intensiva, Hospital de Mataró (Consorci Sanitari del Maresme), Mataró, Spain
| | - Elena Bustamante-Munguira
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
- Department of Intensive Care Medicine, Hospital Clínico Universitario Valladolid, Valladolid, Spain
| | - Elena Gallego Curto
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
- Unidad de Cuidados Intensivos, Hospital Universitario San Pedro de Alcántara, Cáceres, Spain
| | | | | | - Pablo Vidal-Cortés
- Intensive Care Unit, Complexo Hospitalario Universitario de Ourense, Ourense, Spain
| | | | - Felipe Pérez-García
- Servicio de Microbiología Clínica, Facultad de Medicina, Departamento de Biomedicina y Biotecnología, Hospital Universitario Príncipe de Asturias - Universidad de Alcalá, Madrid, Spain
- Centro de Investigación Biomédica en Red en Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain
| | - Jesús Caballero
- Grup de Recerca Medicina Intensiva, Intensive Care Department Hospital, Universitari Arnau de Vilanova, Lleida, Spain
| | - José M Añón
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
- Servicio de Medicina Intensiva. Hospital Universitario La Paz, IdiPAZ, Madrid, Spain
| | - Ana Loza-Vázquez
- Unidad de Medicina Intensiva, Hospital Universitario Virgen de Valme, Seville, Spain
| | - Nieves Carbonell
- Intensive Care Unit, Hospital Clínico y Universitario de Valencia, Valencia, Spain
| | | | | | - Carmen Barberà
- Intensive Care Department, University Hospital Santa María, IRBLleida, Lleida, 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
| | - Ricard Ferrer
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
- Intensive Care Department, SODIR Research Group, Vall d'Hebron Hospital Universitari, Vall d'Hebron Institut de Recerca (VHIR), Barcelona, Spain
| | | | - Jose Ángel Lorente-Balanza
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
- Hospital Universitario de Getafe, Madrid, Spain
- Dep. of Medicine, Universidad Europea, Madrid, Spain
- Dep. of Bioengineering, Universidad Carlos III, Madrid, 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
| | - 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
| | - Oscar Peñuelas
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
- Hospital Universitario de Getafe, Madrid, Spain
| | - Jordi Riera
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
- Intensive Care Department, SODIR Research Group, Vall d'Hebron Hospital Universitari, Vall d'Hebron Institut de Recerca (VHIR), Barcelona, Spain
| | - Jesús F Bermejo-Martin
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
- Group for Biomedical Research in Sepsis (BioSepsis), Instituto de Investigación Biomédica de Salamanca, (IBSAL), Gerencia Regional de Salud de Castilla y León, Salamanca, Spain
- Hospital Universitario Río Hortega de Valladolid, Valladolid, 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
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
| | - Ferran Barbé
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain.
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain.
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2
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García-Hidalgo MC, Peláez R, González J, Santisteve S, Benítez ID, Molinero M, Perez-Pons M, Belmonte T, Torres G, Moncusí-Moix A, Gort-Paniello C, Aguilà M, Seck F, Carmona P, Caballero J, Barberà C, Ceccato A, Fernández-Barat L, Ferrer R, Garcia-Gasulla D, Lorente-Balanza JÁ, Menéndez R, Motos A, Peñuelas O, Riera J, Bermejo-Martin JF, Torres A, Barbé F, de Gonzalo-Calvo D, Larráyoz IM. Genome-wide transcriptional profiling of pulmonary functional sequelae in ARDS- secondary to SARS-CoV-2 infection. Biomed Pharmacother 2022; 154:113617. [PMID: 36058144 PMCID: PMC9424524 DOI: 10.1016/j.biopha.2022.113617] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Revised: 08/18/2022] [Accepted: 08/27/2022] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND Up to 80% of patients surviving acute respiratory distress syndrome (ARDS) secondary to SARS-CoV-2 infection present persistent anomalies in pulmonary function after hospital discharge. There is a limited understanding of the mechanistic pathways linked to post-acute pulmonary sequelae. AIM To identify the molecular underpinnings associated with severe lung diffusion involvement in survivors of SARS-CoV-2-induced ARDS. METHODS Survivors attended to a complete pulmonary evaluation 3 months after hospital discharge. RNA sequencing (RNA-seq) was performed using Illumina technology in whole-blood samples from 50 patients with moderate to severe diffusion impairment (DLCO<60%) and age- and sex-matched individuals with mild-normal lung function (DLCO≥60%). A transcriptomic signature for optimal classification was constructed using random forest. Transcriptomic data were analyzed for biological pathway enrichment, cellular deconvolution, cell/tissue-specific gene expression and candidate drugs. RESULTS RNA-seq identified 1357 differentially expressed transcripts. A model composed of 14 mRNAs allowed the optimal discrimination of survivors with severe diffusion impairment (AUC=0.979). Hallmarks of lung sequelae involved cell death signaling, cytoskeleton reorganization, cell growth and differentiation and the immune response. Resting natural killer (NK) cells were the most important immune cell subtype for the prediction of severe diffusion impairment. Components of the signature correlated with neutrophil, lymphocyte and monocyte counts. A variable expression profile of the transcripts was observed in lung cell subtypes and bodily tissues. One upregulated gene, TUBB4A, constitutes a target for FDA-approved drugs. CONCLUSIONS This work defines the transcriptional programme associated with post-acute pulmonary sequelae and provides novel insights for targeted interventions and biomarker development.
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Affiliation(s)
- María C. García-Hidalgo
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Rafael Peláez
- Biomarkers and Molecular Signaling Group, Neurodegenerative Diseases Area Center for Biomedical Research of La Rioja, CIBIR, Logroño, Spain
| | - Jessica González
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Sally Santisteve
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain
| | - Iván D. Benítez
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, 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, IRBLleida, Lleida, Spain,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Manel Perez-Pons
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Thalía Belmonte
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Gerard Torres
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, 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, IRBLleida, 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, IRBLleida, Lleida, Spain,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Maria Aguilà
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain
| | - Faty Seck
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Paola Carmona
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain
| | - Jesús Caballero
- Grup de Recerca Medicina Intensiva, Intensive Care Department Hospital Universitari Arnau de Vilanova, Lleida, Spain
| | - Carme Barberà
- Intensive Care Department, University Hospital Santa María, IRBLleida, Lleida, Spain
| | - Adrián Ceccato
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain,Hospital Universitari Sagrat Cor, Barcelona, 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
| | - 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
| | | | - Jose Ángel Lorente-Balanza
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain,Hospital Universitario de Getafe, Madrid, 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
| | - 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
| | - Oscar Peñuelas
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain,Hospital Universitario de Getafe, Madrid, 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
| | - 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
| | - Antoni Torres
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain,Pneumology Department, Clinic Institute of Thorax (ICT), Hospital Clinic of Barcelona, Insitut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), ICREA, University of Barcelona (UB), Barcelona, Spain
| | - Ferran Barbé
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - David de Gonzalo-Calvo
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain,Correspondence to: Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Avda. Alcalde Rovira Roure 80, Lleida 25198, Spain
| | - Ignacio M. Larráyoz
- Biomarkers and Molecular Signaling Group, Neurodegenerative Diseases Area Center for Biomedical Research of La Rioja, CIBIR, Logroño, Spain,GRUPAC, Department of Nursing, University of La Rioja, Logroño, Spain,Correspondence to: Biomarkers and Molecular Signaling Group, Neurodegenerative Diseases Area, Center for Biomedical Research of La Rioja, CIBIR. C. Piqueras, 98, Logroño 26006, Spain
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3
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Molinero M, Gómez S, Benítez ID, Vengoechea JJ, González J, Polanco D, Gort-Paniello C, Moncusí-Moix A, García-Hidalgo MC, Perez-Pons M, Belmonte T, Torres G, Caballero J, Barberà C, Ayestarán Rota JI, Socías Crespí L, Ceccato A, Fernández-Barat L, Ferrer R, Garcia-Gasulla D, Lorente-Balanza JÁ, Menéndez R, Motos A, Peñuelas O, Riera J, Torres A, Barbé F, de Gonzalo-Calvo D. Multiplex protein profiling of bronchial aspirates reveals disease-, mortality- and respiratory sequelae-associated signatures in critically ill patients with ARDS secondary to SARS-CoV-2 infection. Front Immunol 2022; 13:942443. [PMID: 35967328 PMCID: PMC9373836 DOI: 10.3389/fimmu.2022.942443] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2022] [Accepted: 07/04/2022] [Indexed: 11/13/2022] Open
Abstract
Introduction Bronchial aspirates (BAS) obtained during invasive mechanical ventilation (IMV) constitutes a useful tool for molecular phenotyping and decision making. Aim To identify the proteomic determinants associated with disease pathogenesis, all-cause mortality and respiratory sequelae in BAS samples from critically ill patients with SARS-CoV-2-induced ARDS. Methods Multicenter study including 74 critically ill patients with COVID-19 and non-COVID-19 ARDS. BAS were obtained by bronchoaspiration after IMV initiation. Three hundred sixty-four proteins were quantified using proximity extension assay (PEA) technology. Random forest models were used to assess predictor importance. Results After adjusting for confounding factors, CST5, NADK, SRPK2 and TGF-α were differentially detected in COVID-19 and non-COVID-19 patients. In random forest models for COVID-19, CST5, DPP7, NADK, KYAT1 and TYMP showed the highest variable importance. In COVID-19 patients, reduced levels of ENTPD2 and PTN were observed in nonsurvivors of ICU stay, even after adjustment. AGR2, NQO2, IL-1α, OSM and TRAIL showed the strongest associations with in-ICU mortality and were used to construct a protein-based prediction model. Kaplan-Meier curves revealed a clear separation in mortality risk between subgroups of PTN, ENTPD2 and the prediction model. Cox regression models supported these findings. In survivors, the levels of FCRL1, NTF4 and THOP1 in BAS samples obtained during the ICU stay correlated with lung function (i.e., DLCO levels) 3 months after hospital discharge. Similarly, Flt3L and THOP1 levels were correlated with radiological features (i.e., TSS). These proteins are expressed in immune and nonimmune lung cells. Poor host response to viral infectivity and an inappropriate reparative mechanism seem to be linked with the pathogenesis of the disease and fatal outcomes, respectively. Conclusion BAS proteomics identified novel factors associated with the pathology of SARS-CoV-2-induced ARDS and its adverse outcomes. BAS-based protein testing emerges as a novel tool for risk assessment in the ICU.
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Affiliation(s)
- Marta Molinero
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain.,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Silvia Gómez
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, 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, IRBLleida, Lleida, Spain.,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - J J Vengoechea
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, 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, IRBLleida, Lleida, Spain.,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Dinora Polanco
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain
| | - Clara Gort-Paniello
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, 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, IRBLleida, Lleida, Spain.,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - María C García-Hidalgo
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain.,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Manel Perez-Pons
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain.,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Thalía Belmonte
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain.,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Gerard Torres
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain.,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Jesús Caballero
- Intensive Care Department, University Hospital Arnau de Vilanova, IRBLleida, Lleida, Spain
| | - Carme Barberà
- Intensive Care Department, University Hospital Santa María, IRBLleida, Lleida, Spain
| | - Jose Ignacio Ayestarán Rota
- Intensive Care Unit, Son Espases University Hospital, Instituto de Investigación Sanitaria Illes Balears (IdISBa), Palma de Mallorca, 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
| | - 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), Barcelona, Spain
| | | | - Jose Ángel Lorente-Balanza
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain.,Hospital Universitario de Getafe, Madrid, 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
| | - 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
| | - Oscar Peñuelas
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain.,Hospital Universitario de Getafe, Madrid, 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), Barcelona, 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
| | - Ferran Barbé
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain.,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - David de Gonzalo-Calvo
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain.,CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
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Torres A, Arguimbau M, Bermejo-Martín J, Campo R, Ceccato A, Fernandez-Barat L, Ferrer R, Jarillo N, Lorente-Balanza JÁ, Menéndez R, Motos A, Muñoz J, Peñuelas Rodríguez Ó, Pérez R, Riera J, Rodríguez A, Sánchez M, Barbe F. CIBERESUCICOVID: A strategic project for a better understanding and clinical management of COVID-19 in critical patients. Arch Bronconeumol 2020; 57:1-2. [PMID: 34629623 PMCID: PMC7657609 DOI: 10.1016/j.arbres.2020.10.021] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Affiliation(s)
- Antoni Torres
- Servei de Pneumologia, Institut del Torax, Hospital Clínic Barcelona, IDIBAPS, Universitat de Barcelona, Barcelona, España; Centro de Investigación Biomédica en Red Enfermedades Respiratorias (CIBERES), Madrid, España.
| | - María Arguimbau
- Centro de Investigación Biomédica en Red Enfermedades Respiratorias (CIBERES), Madrid, España
| | - Jesús Bermejo-Martín
- Centro de Investigación Biomédica en Red Enfermedades Respiratorias (CIBERES), Madrid, España; Group For Biomedical Research in Respiratory Infection & Sepsis (BioSepsis), Hospital Universitario Río Hortega, Valladolid, España; IIMD23, Instituto de Investigación BIomédica de Salamanca (IBSAL), Salamanca, España
| | - Raquel Campo
- Centro de Investigación Biomédica en Red (CIBER), Madrid, España
| | - Adrian Ceccato
- Centro de Investigación Biomédica en Red Enfermedades Respiratorias (CIBERES), Madrid, España; Respiratory Institute, Pulmonary Intensive Care Unit, Hospital Clínic Barcelona, Barcelona, España
| | - Laia Fernandez-Barat
- Centro de Investigación Biomédica en Red Enfermedades Respiratorias (CIBERES), Madrid, España; Respiratory Institute, Pulmonary Intensive Care Unit, Hospital Clínic Barcelona, Barcelona, España
| | - Ricard Ferrer
- Centro de Investigación Biomédica en Red Enfermedades Respiratorias (CIBERES), Madrid, España; Departamento de Medicina Intensiva, Hospital Universitario de Vall d'Hebron, Barcelona, España
| | - Natalia Jarillo
- Centro de Investigación Biomédica en Red (CIBER), Madrid, España
| | - Jose Ángel Lorente-Balanza
- Centro de Investigación Biomédica en Red Enfermedades Respiratorias (CIBERES), Madrid, España; Servicio de Medicina Intensiva y Grandes Quemados, Hospital Universitario de Getafe, Universidad Europea, Getafe, Madrid, España
| | - Rosario Menéndez
- Centro de Investigación Biomédica en Red Enfermedades Respiratorias (CIBERES), Madrid, España; Servicio de Neumología, Hospital Universitari i Politècnic La Fe, Instituto de Investigación Sanitaria (IIS) La Fe, Valencia, España
| | - Anna Motos
- Centro de Investigación Biomédica en Red Enfermedades Respiratorias (CIBERES), Madrid, España; Respiratory Institute, Pulmonary Intensive Care Unit, Hospital Clínic Barcelona, Barcelona, España
| | - Javier Muñoz
- Centro de Investigación Biomédica en Red Enfermedades Respiratorias (CIBERES), Madrid, España
| | - Óscar Peñuelas Rodríguez
- Centro de Investigación Biomédica en Red Enfermedades Respiratorias (CIBERES), Madrid, España; Servicio de Medicina Intensiva y Grandes Quemados, Hospital Universitario de Getafe, Universidad Europea, Getafe, Madrid, España
| | - Raquel Pérez
- Barcelona Supercomputing Center-Centro Nacional de Supercomputación (BSC-CNS), Barcelona, España
| | - Jordi Riera
- Centro de Investigación Biomédica en Red Enfermedades Respiratorias (CIBERES), Madrid, España; Critical Care Department, Vall d'Hebron University Hospital Vall d'Hebron Institute of Research, Barcelona, España
| | | | - Manuel Sánchez
- Centro de Investigación Biomédica en Red (CIBER), Madrid, España
| | - Ferran Barbe
- Centro de Investigación Biomédica en Red Enfermedades Respiratorias (CIBERES), Madrid, España; Group of Translational Research in Respiratory Medicine, Hospital Universitari Arnau de Vilanova y Santa Maria, IRB Lleida, Lleida, España
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