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Gomes VMR, Pires MC, Delfino Pereira P, Schwarzbold AV, Gomes AGDR, Pessoa BP, Cimini CCR, Rios DRA, Anschau F, Nascimento FJM, Grizende GMS, Vietta GG, Batista JDL, Ruschel KB, Carneiro M, Reis MA, Bicalho MAC, Porto PF, Reis PPD, Araújo SF, Nobre V, Marcolino MS. AB 2CO risk score for in-hospital mortality of COVID-19 patients admitted to intensive care units. Respir Med 2024; 227:107635. [PMID: 38641122 DOI: 10.1016/j.rmed.2024.107635] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Revised: 04/07/2024] [Accepted: 04/11/2024] [Indexed: 04/21/2024]
Abstract
PURPOSE To develop a mortality risk score for COVID-19 patients admitted to intensive care units (ICU), and to compare it with other existing scores. MATERIALS AND METHODS This retrospective observational study included consecutive adult patients with laboratory-confirmed COVID-19 admitted to ICUs of 18 hospitals from nine Brazilian cities, from September 2021 to July 2022. Potential predictors were selected based on the literature review. Generalized Additive Models were used to examine outcomes and predictors. LASSO regression was used to derive the mortality score. RESULTS From 558 patients, median age was 69 years (IQR 58-78), 56.3 % were men, 19.7 % required mechanical ventilation (MV), and 44.8 % died. The final model comprised six variables: age, pO2/FiO2, respiratory function (respiratory rate or if in MV), chronic obstructive pulmonary disease, and obesity. The AB2CO had an AUROC of 0.781 (95 % CI 0.744 to 0.819), good overall performance (Brier score = 0.191) and an excellent calibration (slope = 1.063, intercept = 0.015, p-value = 0.834). The model was compared with other scores and displayed better discrimination ability than the majority of them. CONCLUSIONS The AB2CO score is a fast and easy tool to be used upon ICU admission.
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Affiliation(s)
- Virginia Mara Reis Gomes
- Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, Belo Horizonte, Brazil.
| | - Magda Carvalho Pires
- Statistics Department, Universidade Federal de Minas Gerais, Av. Presidente Antônio Carlos, 6627, Belo Horizonte, Brazil.
| | - Polianna Delfino Pereira
- Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, Belo Horizonte, Brazil; Institute for Health Technology Assessment (IATS), R. Ramiro Barcelos, 2359, Porto Alegre, Brazil.
| | | | | | - Bruno Porto Pessoa
- Hospital Julia Kubitschek, R. Dr. Cristiano Rezende, 2745, Belo Horizonte, Brazil.
| | | | - Danyelle Romana Alves Rios
- Hospital São João de Deus, R. Do Cobre, 800, São João de Deus, Brazil; Universidade Federal de São João del-Rei. R. Sebastião Gonçalves Coelho, 400, Divinópolis, Brazil.
| | - Fernando Anschau
- Hospital Nossa Senhora da Conceição and Hospital Cristo Redentor, Av. Francisco Trein, 326, Porto Alegre, Brazil.
| | | | | | | | - Joanna d'Arc Lyra Batista
- Institute for Health Technology Assessment (IATS), R. Ramiro Barcelos, 2359, Porto Alegre, Brazil; Medical School, Federal University of Fronteira Sul, Rod. SC 484 - Km 02, Chapecó, Brazil; Hospital Regional Do Oeste, R. Florianópolis, 1448 E, Chapecó, Brazil.
| | | | - Marcelo Carneiro
- Hospital Santa Cruz, R. Fernando Abott, 174, Santa Cruz Do Sul, Brazil.
| | - Marco Aurélio Reis
- Hospital Risoleta Tolentino Neves, R. Das Gabirobas, 01, Belo Horizonte, Brazil.
| | - Maria Aparecida Camargos Bicalho
- Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, Belo Horizonte, Brazil; Fundação Hospitalar Do Estado de Minas Gerais - FHEMIG. Cidade Administrativa de Minas Gerais, Edifício Gerais - 13° Andar, Rod. Papa João Paulo II, 3777, Belo Horizonte, Brazil.
| | - Paula Fonseca Porto
- Hospital Metropolitano Odilon Behrens, R. Formiga, 50, Belo Horizonte, Brazil.
| | | | | | - Vandack Nobre
- Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, Belo Horizonte, Brazil.
| | - Milena Soriano Marcolino
- Medical School and University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 190, Belo Horizonte, Brazil; Institute for Health Technology Assessment (IATS), R. Ramiro Barcelos, 2359, Porto Alegre, Brazil; Telehealth Center, University Hospital, Universidade Federal de Minas Gerais, Av. Professor Alfredo Balena, 110, Belo Horizonte, Brazil.
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Manaças LRA, de Amorim RLO, Aguila A, Novo PC, Badin RC. Evaluation of hematological changes and immune response biomarkers as a prognostic factor in critical patients with COVID-19. PLoS One 2024; 19:e0297490. [PMID: 38421951 PMCID: PMC10903867 DOI: 10.1371/journal.pone.0297490] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Accepted: 01/05/2024] [Indexed: 03/02/2024] Open
Abstract
COVID-19 disease has been a challenge for health systems worldwide due to its high transmissibility, morbidity, and mortality. Severe COVID-19 is associated with an imbalance in the immune response, resulting in a cytokine storm and a hyperinflammation state. While hematological parameters correlate with prognosis in COVID patients, their predictive value has not been evaluated specifically among those severely ill. Therefore, we aim to evaluate the role of hematological and immune response biomarkers as a prognostic factor in critically ill patients with COVID-19 admitted to the intensive care unit. From May 2020 to July 2021, a retrospective cohort study was conducted in a reference hospital in Manaus, which belongs to the Brazilian public health system. This study was carried out as single-center research. Clinical and laboratory parameters were analyzed to evaluate the association with mortality. We also evaluated the role of neutrophil-to-lymphocyte ratio (NLR), lymphocyte-to-monocyte ratio (LMR), platelet-to-lymphocyte ratio (PLR), and C-reactive protein-to-lymphocyte ratio (CLR). We gathered information from medical records, as well as from prescriptions and forms authorizing the use of antimicrobial medications. During the study period, 177 patients were included, with a mean age of 62.58 ± 14.39 years. The overall mortality rate was 61.6%. Age, mechanical ventilation (MV) requirement, leukocytosis, neutrophilia, high c-reactive protein level, NLR, and CLR showed a statistically significant association with mortality in the univariate analysis. In the multivariate logistic regression analysis, only MV (OR 35.687, 95% CI: 11.084-114.898, p< 0.001) and NLR (OR 1.026, 95% CI: 1.003-1.050, p = 0.028) remained statistically associated with the outcome of death (AUC = 0.8096). While the need for mechanical ventilation is a parameter observed throughout the hospital stay, the initial NLR can be a primary risk stratification tool to establish priorities and timely clinical intervention in patients with severe COVID-19 admitted to the ICU.
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Affiliation(s)
- Liliane Rosa Alves Manaças
- Department of Pharmacology, Brazilian National Cancer Institute (INCA), Hospital II, Rio de Janeiro, Rio de Janeiro, Brazil
| | - Robson Luís Oliveira de Amorim
- Department of Neurosurgery, Getúlio Vargas University Hospital, Manaus, Amazonas, Brazil
- Federal University of Amazonas (UFAM), Manaus, AM, Brazil. Post-graduate Program in Basic and Applied Immunology, Institute of Biological Sciences.
| | - Alian Aguila
- Department of Cardiology, Memorial Hospital System, Florida, United States of America
| | - Paloam Cardoso Novo
- Department of Neurosurgery, Getúlio Vargas University Hospital, Manaus, Amazonas, Brazil
- Federal University of Amazonas (UFAM), Manaus, AM, Brazil. Post-graduate Program in Basic and Applied Immunology, Institute of Biological Sciences.
| | - Rebeka Caribé Badin
- Department of Pharmacology, Brazilian National Cancer Institute (INCA), Hospital II, Rio de Janeiro, Rio de Janeiro, Brazil
- Department of Neurosurgery, Getúlio Vargas University Hospital, Manaus, Amazonas, Brazil
- Federal University of Amazonas (UFAM), Manaus, AM, Brazil. Post-graduate Program in Basic and Applied Immunology, Institute of Biological Sciences.
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