Acute Respiratory Distress Syndrome Subphenotypes Respond Differently to Randomized Fluid Management Strategy
Top Cited Papers
- 1 February 2017
- journal article
- Published by American Thoracic Society in American Journal of Respiratory and Critical Care Medicine
- Vol. 195 (3), 331-338
- https://doi.org/10.1164/rccm.201603-0645oc
Abstract
We previously identified two acute respiratory distress syndrome (ARDS) subphenotypes in two separate randomized controlled trials with differential response to positive end-expiratory pressure. To identify these subphenotypes in a third ARDS cohort, to test whether subphenotypes respond differently to fluid management strategy, and to develop a practical model for subphenotype identification. We used latent class analysis of baseline clinical and plasma biomarker data to identify subphenotypes in FACTT (Fluid and Catheter Treatment Trial; n = 1,000). Logistic regression was used to test for an interaction between subphenotype and treatment for mortality. We used stepwise modeling to generate a model for subphenotype identification in FACTT and validated its accuracy in the two cohorts in which we previously identified ARDS subphenotypes. We confirmed that a two-class (two-subphenotype) model best described the study population. Subphenotype 2 was again characterized by higher inflammatory biomarkers and hypotension. Fluid management strategy had significantly different effects on 90-day mortality in the two subphenotypes (P = 0.0039 for interaction); mortality in subphenotype 1 was 26% with fluid-liberal strategy versus 18% with fluid-conservative, whereas mortality in subphenotype 2 was 40% with fluid-liberal strategy versus 50% in fluid-conservative. A three-variable model of IL-8, bicarbonate, and tumor necrosis factor receptor-1 accurately classified the subphenotypes. This analysis confirms the presence of two ARDS subphenotypes that can be accurately identified with a limited number of variables and that responded differently to randomly assigned fluid management. These findings support the presence of ARDS subtypes that may require different treatment approaches.Keywords
This publication has 17 references indexed in Scilit:
- Biomarkers in acute respiratory distress syndrome: from pathobiology to improving patient careExpert Review of Respiratory Medicine, 2014
- Subphenotypes in acute respiratory distress syndrome: latent class analysis of data from two randomised controlled trialsThe Lancet Respiratory Medicine, 2014
- The acute respiratory distress syndromeJournal of Clinical Investigation, 2012
- Comparison of Two Fluid-Management Strategies in Acute Lung InjuryNew England Journal of Medicine, 2006
- Pulmonary-Artery versus Central Venous Catheter to Guide Treatment of Acute Lung InjuryNew England Journal of Medicine, 2006
- Significance of Von Willebrand Factor in Septic and Nonseptic Patients with Acute Lung InjuryAmerican Journal of Respiratory and Critical Care Medicine, 2004
- Higher versus Lower Positive End-Expiratory Pressures in Patients with the Acute Respiratory Distress SyndromeNew England Journal of Medicine, 2004
- Applied Latent Class AnalysisPublished by Cambridge University Press (CUP) ,2002
- Finite Mixture ModelsWiley Series in Probability and Statistics, 2000
- Ventilation with Lower Tidal Volumes as Compared with Traditional Tidal Volumes for Acute Lung Injury and the Acute Respiratory Distress SyndromeNew England Journal of Medicine, 2000