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Development of a biomarker mortality risk model in acute respiratory distress syndrome.
- Source :
-
Critical care (London, England) [Crit Care] 2019 Dec 16; Vol. 23 (1), pp. 410. Date of Electronic Publication: 2019 Dec 16. - Publication Year :
- 2019
-
Abstract
- Background: There is a compelling unmet medical need for biomarker-based models to risk-stratify patients with acute respiratory distress syndrome. Effective stratification would optimize participant selection for clinical trial enrollment by focusing on those most likely to benefit from new interventions. Our objective was to develop a prognostic, biomarker-based model for predicting mortality in adult patients with acute respiratory distress syndrome.<br />Methods: This is a secondary analysis using a cohort of 252 mechanically ventilated subjects with the diagnosis of acute respiratory distress syndrome. Survival to day 7 with both day 0 (first day of presentation) and day 7 sample availability was required. Blood was collected for biomarker measurements at first presentation to the intensive care unit and on the seventh day. Biomarkers included cytokine-chemokines, dual-functioning cytozymes, and vascular injury markers. Logistic regression, latent class analysis, and classification and regression tree analysis were used to identify the plasma biomarkers most predictive of 28-day ARDS mortality.<br />Results: From eight biologically relevant biomarker candidates, six demonstrated an enhanced capacity to predict mortality at day 0. Latent-class analysis identified two biomarker-based phenotypes. Phenotype A exhibited significantly higher plasma levels of angiopoietin-2, macrophage migration inhibitory factor, interleukin-8, interleukin-1 receptor antagonist, interleukin-6, and extracellular nicotinamide phosphoribosyltransferase (eNAMPT) compared to phenotype B. Mortality at 28 days was significantly higher for phenotype A compared to phenotype B (32% vs 19%, p = 0.04).<br />Conclusions: An adult biomarker-based risk model reliably identifies ARDS subjects at risk of death within 28 days of hospitalization.
- Subjects :
- APACHE
Adult
Biomarkers blood
Cytokines analysis
Cytokines blood
Female
Humans
Interleukin 1 Receptor Antagonist Protein analysis
Interleukin 1 Receptor Antagonist Protein blood
Interleukin-1beta analysis
Interleukin-1beta blood
Interleukin-6 analysis
Interleukin-6 blood
Interleukin-8 analysis
Interleukin-8 blood
Intramolecular Oxidoreductases analysis
Intramolecular Oxidoreductases blood
Latent Class Analysis
Logistic Models
Macrophage Migration-Inhibitory Factors analysis
Macrophage Migration-Inhibitory Factors blood
Male
Middle Aged
Nicotinamide Phosphoribosyltransferase analysis
Nicotinamide Phosphoribosyltransferase blood
Peptide Fragments analysis
Peptide Fragments blood
Respiratory Distress Syndrome blood
Respiratory Distress Syndrome epidemiology
Risk Assessment standards
Sphingosine-1-Phosphate Receptors analysis
Sphingosine-1-Phosphate Receptors blood
Vesicular Transport Proteins analysis
Vesicular Transport Proteins blood
Biomarkers analysis
Respiratory Distress Syndrome mortality
Risk Assessment methods
Subjects
Details
- Language :
- English
- ISSN :
- 1466-609X
- Volume :
- 23
- Issue :
- 1
- Database :
- MEDLINE
- Journal :
- Critical care (London, England)
- Publication Type :
- Academic Journal
- Accession number :
- 31842964
- Full Text :
- https://doi.org/10.1186/s13054-019-2697-x