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Ceccato A, Forne C, Bos LD, Camprubí-Rimblas M, Areny-Balagueró A, Campaña-Duel E, Quero S, Diaz E, Roca O, De Gonzalo-Calvo D, Fernández-Barat L, Motos A, Ferrer R, Riera J, Lorente JA, Peñuelas O, Menendez R, Amaya-Villar R, Añón JM, Balan-Mariño A, Barberà C, Barberán J, Blandino-Ortiz A, Boado MV, Bustamante-Munguira E, Caballero J, Carbajales C, Carbonell N, Catalán-González M, Franco N, Galbán C, Gumucio-Sanguino VD, de la Torre MDC, Estella Á, Gallego E, García-Garmendia JL, Garnacho-Montero J, Gómez JM, Huerta A, Jorge-García RN, Loza-Vázquez A, Marin-Corral J, Martínez de la Gándara A, Martin-Delgado MC, Martínez-Varela I, Messa JL, Muñiz-Albaiceta G, Nieto MT, Novo MA, Peñasco Y, Pozo-Laderas JC, Pérez-García F, Ricart P, Roche-Campo F, Rodríguez A, Sagredo V, Sánchez-Miralles A, Sancho-Chinesta S, Socias L, Solé-Violan J, Suarez-Sipmann F, Tamayo-Lomas L, Trenado J, Úbeda A, Valdivia LJ, Vidal P, Bermejo J, Gonzalez J, Barbe F, Calfee CS, Artigas A, Torres A. Clustering COVID-19 ARDS patients through the first days of ICU admission. An analysis of the CIBERESUCICOVID Cohort. Crit Care 2024; 28:91. [PMID: 38515193 PMCID: PMC10958830 DOI: 10.1186/s13054-024-04876-5] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Accepted: 03/14/2024] [Indexed: 03/23/2024] Open
Abstract
BACKGROUND Acute respiratory distress syndrome (ARDS) can be classified into sub-phenotypes according to different inflammatory/clinical status. Prognostic enrichment was achieved by grouping patients into hypoinflammatory or hyperinflammatory sub-phenotypes, even though the time of analysis may change the classification according to treatment response or disease evolution. We aimed to evaluate when patients can be clustered in more than 1 group, and how they may change the clustering of patients using data of baseline or day 3, and the prognosis of patients according to their evolution by changing or not the cluster. METHODS Multicenter, observational prospective, and retrospective study of patients admitted due to ARDS related to COVID-19 infection in Spain. Patients were grouped according to a clustering mixed-type data algorithm (k-prototypes) using continuous and categorical readily available variables at baseline and day 3. RESULTS Of 6205 patients, 3743 (60%) were included in the study. According to silhouette analysis, patients were grouped in two clusters. At baseline, 1402 (37%) patients were included in cluster 1 and 2341(63%) in cluster 2. On day 3, 1557(42%) patients were included in cluster 1 and 2086 (57%) in cluster 2. The patients included in cluster 2 were older and more frequently hypertensive and had a higher prevalence of shock, organ dysfunction, inflammatory biomarkers, and worst respiratory indexes at both time points. The 90-day mortality was higher in cluster 2 at both clustering processes (43.8% [n = 1025] versus 27.3% [n = 383] at baseline, and 49% [n = 1023] versus 20.6% [n = 321] on day 3). Four hundred and fifty-eight (33%) patients clustered in the first group were clustered in the second group on day 3. In contrast, 638 (27%) patients clustered in the second group were clustered in the first group on day 3. CONCLUSIONS During the first days, patients can be clustered into two groups and the process of clustering patients may change as they continue to evolve. This means that despite a vast majority of patients remaining in the same cluster, a minority reaching 33% of patients analyzed may be re-categorized into different clusters based on their progress. Such changes can significantly impact their prognosis.
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Affiliation(s)
- Adrian Ceccato
- Critical Care Center, Hospital Universitari Parc Taulí, Institut d'Investigació i Innovació Parc Taulí (I3PT-CERCA), Department of Medicine, Universitat Autonoma de Barcelona, Plaça Torre de L'Aigua, S/N, 08208, Sabadell, Spain.
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain.
- Intensive Care Unit, Hospital Universitari Sagrat Cor, Grupo Quironsalud, Barcelona, Spain.
| | - Carles Forne
- Heorfy Consulting, Lleida, Spain
- Department of Basic Medical Sciences, University of Lleida, Lleida, Spain
| | - Lieuwe D Bos
- Intensive Care and Laboratory of Experimental Intensive Care and Anesthesiology (LEICA), Amsterdam UMC Location AMC, University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
| | - Marta Camprubí-Rimblas
- Critical Care Center, Hospital Universitari Parc Taulí, Institut d'Investigació i Innovació Parc Taulí (I3PT-CERCA), Department of Medicine, Universitat Autonoma de Barcelona, Plaça Torre de L'Aigua, S/N, 08208, Sabadell, Spain
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
| | - Aina Areny-Balagueró
- Critical Care Center, Hospital Universitari Parc Taulí, Institut d'Investigació i Innovació Parc Taulí (I3PT-CERCA), Department of Medicine, Universitat Autonoma de Barcelona, Plaça Torre de L'Aigua, S/N, 08208, Sabadell, Spain
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
| | - Elena Campaña-Duel
- Critical Care Center, Hospital Universitari Parc Taulí, Institut d'Investigació i Innovació Parc Taulí (I3PT-CERCA), Department of Medicine, Universitat Autonoma de Barcelona, Plaça Torre de L'Aigua, S/N, 08208, Sabadell, Spain
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
| | - Sara Quero
- Critical Care Center, Hospital Universitari Parc Taulí, Institut d'Investigació i Innovació Parc Taulí (I3PT-CERCA), Department of Medicine, Universitat Autonoma de Barcelona, Plaça Torre de L'Aigua, S/N, 08208, Sabadell, Spain
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
| | - Emili Diaz
- Critical Care Center, Hospital Universitari Parc Taulí, Institut d'Investigació i Innovació Parc Taulí (I3PT-CERCA), Department of Medicine, Universitat Autonoma de Barcelona, Plaça Torre de L'Aigua, S/N, 08208, Sabadell, Spain
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
| | - Oriol Roca
- Critical Care Center, Hospital Universitari Parc Taulí, Institut d'Investigació i Innovació Parc Taulí (I3PT-CERCA), Department of Medicine, Universitat Autonoma de Barcelona, Plaça Torre de L'Aigua, S/N, 08208, Sabadell, Spain
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
| | - David De Gonzalo-Calvo
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Translational Research in Respiratory Medicine, Respiratory Department, Hospital Universitari Aranu de Vilanova and Santa Maria, IRBLleida, Lleida, Spain
| | - Laia Fernández-Barat
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Department of Pneumology, Hospital Clinic of Barcelona, August Pi i Sunyer Biomedical Research Institute-IDIBAPS, University of Barcelona, Barcelona, Spain
| | - Anna Motos
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Department of Pneumology, Hospital Clinic of Barcelona, August Pi i Sunyer Biomedical Research Institute-IDIBAPS, University of Barcelona, Barcelona, Spain
| | - Ricard Ferrer
- Intensive Care Department, Hospital Universitari Vall d'Hebron, Vall d'Hebron Institut de Recerca, Barcelona, Spain
| | - Jordi Riera
- Intensive Care Department, Hospital Universitari Vall d'Hebron, Vall d'Hebron Institut de Recerca, Barcelona, Spain
| | - Jose A Lorente
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Hospital Universitario de Getafe, Universidad Europea, Madrid, Spain
- Department of Bioengineering, Universidad Carlos III, Madrid, Spain
| | - Oscar Peñuelas
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Hospital Universitario de Getafe, Universidad Europea, Madrid, Spain
| | - Rosario Menendez
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Pulmonary Department, University and Polytechnic Hospital La Fe, Valencia, Spain
| | - Rosario Amaya-Villar
- Intensive Care Clinical Unit, Hospital Universitario Virgen de Rocío, Seville, Spain
| | - José M Añón
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Servicio de Medicina Intensiva, Hospital Universitario La Paz, IdiPAZ, Madrid, Spain
| | | | | | - José Barberán
- Hospital Universitario HM Montepríncipe, Facultad HM Hospitales de Ciencias de La Salud, Universidad Camilo Jose Cela, Madrid, Spain
| | - Aaron Blandino-Ortiz
- Servicio de Medicina Intensiva, Hospital Universitario Ramón y Cajal, Madrid, Spain
- Intensive Care Unit, and Emergency Medicine, Universidad de Alcalá, Madrid, Spain
| | | | - Elena Bustamante-Munguira
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Department of Intensive Care Medicine, Hospital Clínico Universitario Valladolid, Valladolid, Spain
| | - Jesús Caballero
- Critical Intensive Medicine Department, Hospital Universitari Arnau de Vilanova de Lleida, IRBLleida, Lleida, Spain
| | | | - Nieves Carbonell
- Intensive Care Unit, Hospital Clínico Universitario, Valencia, Spain
| | | | | | - Cristóbal Galbán
- Department of Critical Care Medicine, CHUS, Complejo Hospitalario Universitario de Santiago, Santiago, Spain
| | - Víctor D Gumucio-Sanguino
- Department of Intensive Care, Hospital Universitari de Bellvitge, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain
| | - Maria Del Carmen de la Torre
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Hospital de Mataró de Barcelona, Barcelona, Spain
| | - Ángel Estella
- Department of Medicine, Intensive Care Unit University Hospital of Jerez, University of Cádiz, INIBiCA, Cádiz, Spain
| | - Elena Gallego
- Unidad de Cuidados Intensivos, Hospital Universitario San Pedro de Alcántara, Cáceres, Spain
| | | | - José Garnacho-Montero
- Intensive Care Clinical Unit, Hospital Universitario Virgen Macarena, Seville, Spain
| | - José M Gómez
- Hospital General Universitario Gregorio Marañón, Madrid, Spain
| | - Arturo Huerta
- Pulmonary and Critical Care Division, Emergency Department, Clínica Sagrada Família, Barcelona, Spain
| | | | - Ana Loza-Vázquez
- Unidad de Medicina Intensiva, Hospital Universitario Virgen de Valme, Seville, Spain
| | | | | | | | | | | | - Guillermo Muñiz-Albaiceta
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Departamento de Biología Funcional, Instituto Universitario de Oncología del Principado de Asturias, Instituto de Investigación Sanitaria del Principado de Asturias, Hospital Central de Asturias, Universidad de Oviedo, Oviedo, Spain
| | | | - Mariana Andrea Novo
- Servei de Medicina Intensiva, Hospital Universitari Son Espases, Palma, Illes Balears, Spain
| | - Yhivian Peñasco
- Servicio de Medicina Intensiva, Hospital Universitario Marqués de Valdecilla, Santander, Spain
| | - Juan Carlos Pozo-Laderas
- UGC-Medicina Intensiva, Hospital Universitario Reina Sofia, Instituto Maimonides IMIBIC, Córdoba, Spain
| | - Felipe Pérez-García
- Servicio de Microbiología Clínica, Facultad de Medicina, Departamento de Biomedicina y Biotecnología, Hospital Universitario Príncipe de Asturias - Universidad de Alcalá, Alcalá de Henares, Madrid, Spain
- Centro de Investigación Biomédica en Red en Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain
| | - Pilar Ricart
- Servei de Medicina Intensiva, Hospital Universitari Germans Trias, Badalona, Spain
| | - Ferran Roche-Campo
- Institut d'Investigació Sanitària Pere Virgili (IISPV), Hospital Verge de la Cinta, Tortosa, Tarragona, Spain
| | - Alejandro Rodríguez
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Critical Care Department, Hospital Universitario Joan XXIII, CIBERES, Rovira and Virgili University, IISPV, Tarragona, Spain
| | | | - Angel Sánchez-Miralles
- Intensive Care Unit, Hospital Universitario Sant Joan d'Alacant, Sant Joan d'Alacant, Alicante, Spain
| | - Susana Sancho-Chinesta
- Servicio de Medicina Intensiva, Hospital Universitario y Politécnico La Fe, Valencia, Spain
| | - Lorenzo Socias
- Intensive Care Unit, Hospital Son Llàtzer, Illes Balears, Palma, Spain
| | - Jordi Solé-Violan
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Critical Care Department, Hospital Universitario de GC Dr. Negrín, Universidad Fernando Pessoa Canarias, Las Palmas, Gran Canaria, Spain
| | - Fernando Suarez-Sipmann
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Intensive Care Unit, Hospital Universitario La Princesa, Madrid, Spain
| | - Luis Tamayo-Lomas
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Critical Care Department, Hospital Universitario Río Hortega de Valladolid, Valladolid, Spain
| | - José Trenado
- Servicio de Medicina Intensiva, Hospital Universitario Mútua de Terrassa, Terrassa, Barcelona, Spain
| | - Alejandro Úbeda
- Servicio de Medicina Intensiva, Hospital Punta de Europa, Algeciras, Spain
| | | | - Pablo Vidal
- Complexo Hospitalario Universitario de Ourense, Orense, Spain
| | - Jesus Bermejo
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Hospital Universitario Río Hortega de Valladolid, Valladolid, Spain
- Instituto de Investigación Biomédica de Salamanca (IBSAL), Gerencia Regional de Salud de Castilla y León, Salamanca, Spain
| | - Jesica Gonzalez
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Translational Research in Respiratory Medicine, Respiratory Department, Hospital Universitari Aranu de Vilanova and Santa Maria, IRBLleida, Lleida, Spain
| | - Ferran Barbe
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Translational Research in Respiratory Medicine, Respiratory Department, Hospital Universitari Aranu de Vilanova and Santa Maria, IRBLleida, Lleida, Spain
| | - Carolyn S Calfee
- Division of Pulmonary, Critical Care, Allergy and Sleep Medicine, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Antonio Artigas
- Critical Care Center, Hospital Universitari Parc Taulí, Institut d'Investigació i Innovació Parc Taulí (I3PT-CERCA), Department of Medicine, Universitat Autonoma de Barcelona, Plaça Torre de L'Aigua, S/N, 08208, Sabadell, Spain.
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain.
| | - Antoni Torres
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Department of Pneumology, Hospital Clinic of Barcelona, August Pi i Sunyer Biomedical Research Institute-IDIBAPS, University of Barcelona, Barcelona, Spain
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