Publication: Derivation and external validation of a simple prediction rule for the development of respiratory failure in hospitalized patients with influenza.
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Date
2022-11-24
Authors
Ayuso, Blanca
Lalueza, Antonio
Arrieta, Estibaliz
Romay, Eva María
Marchán-López, Álvaro
García-País, María José
Folgueira, Dolores
Gude, María José
Cueto, Cecilia
Serrano, Antonio
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Abstract
Influenza viruses cause seasonal epidemics worldwide with a significant morbimortality burden. Clinical spectrum of Influenza is wide, being respiratory failure (RF) one of its most severe complications. This study aims to elaborate a clinical prediction rule of RF in hospitalized Influenza patients. A prospective cohort study was conducted during two consecutive Influenza seasons (December 2016-March 2017 and December 2017-April 2018) including hospitalized adults with confirmed A or B Influenza infection. A prediction rule was derived using logistic regression and recursive partitioning, followed by internal cross-validation. External validation was performed on a retrospective cohort in a different hospital between December 2018 and May 2019. Overall, 707 patients were included in the derivation cohort and 285 in the validation cohort. RF rate was 6.8% and 11.6%, respectively. Chronic obstructive pulmonary disease, immunosuppression, radiological abnormalities, respiratory rate, lymphopenia, lactate dehydrogenase and C-reactive protein at admission were associated with RF. A four category-grouped seven point-score was derived including radiological abnormalities, lymphopenia, respiratory rate and lactate dehydrogenase. Final model area under the curve was 0.796 (0.714-0.877) in the derivation cohort and 0.773 (0.687-0.859) in the validation cohort (p 0.43). we present a simple, discriminating, well-calibrated rule for an early prediction of the development of RF in hospitalized Influenza patients, with proper performance in an external validation cohort. This tool can be helpful in patient's stratification during seasonal Influenza epidemics.
Description
MeSH Terms
Adult
Humans
Influenza, Human
Retrospective Studies
Prospective Studies
Respiratory Insufficiency
Lymphopenia
Lactate Dehydrogenases
Humans
Influenza, Human
Retrospective Studies
Prospective Studies
Respiratory Insufficiency
Lymphopenia
Lactate Dehydrogenases
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CIE Terms
Keywords
Clinical prediction rules, Human, Influenza, Mechanical ventilation, Pneumonia, Respiratory failure, Viral