1. Latent class analysis-derived subphenotypes are generalisable to observational cohorts of acute respiratory distress syndrome: a prospective study
- Author
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Yue Chen, Antonio Gomez, Kevin L. Delucchi, J. Brennan McNeil, Michael A. Matthay, Nancy E. Wickersham, Carolyn S. Calfee, Kathleen D. Liu, Aleksandra Leligdowicz, Serena Ke, Kirsten N. Kangelaris, Hanjing Zhuo, Aartik Sarma, Lorraine B. Ware, Pratik Sinha, Alejandra Jauregui, Kathryn Vessel, Chunxue Wang, Jason Abbott, and Carolyn M. Hendrickson
- Subjects
Pulmonary and Respiratory Medicine ,medicine.medical_specialty ,ARDS ,Concordance ,Acute Lung Injury ,Population ,Lung injury ,law.invention ,03 medical and health sciences ,0302 clinical medicine ,law ,Internal medicine ,Humans ,Medicine ,Prospective Studies ,education ,Prospective cohort study ,Respiratory Distress Syndrome ,education.field_of_study ,business.industry ,030208 emergency & critical care medicine ,medicine.disease ,Intensive care unit ,Latent class model ,030228 respiratory system ,Latent Class Analysis ,Observational study ,business ,Biomarkers - Abstract
RationaleUsing latent class analysis (LCA), two subphenotypes of acute respiratory distress syndrome (ARDS) have consistently been identified in five randomised controlled trials (RCTs), with distinct biological characteristics, divergent outcomes and differential treatment responses to randomised interventions. Their existence in unselected populations of ARDS remains unknown. We sought to identify subphenotypes in observational cohorts of ARDS using LCA.MethodsLCA was independently applied to patients with ARDS from two prospective observational cohorts of patients admitted to the intensive care unit, derived from the Validating Acute Lung Injury markers for Diagnosis (VALID) (n=624) and Early Assessment of Renal and Lung Injury (EARLI) (n=335) studies. Clinical and biological data were used as class-defining variables. To test for concordance with prior ARDS subphenotypes, the performance metrics of parsimonious classifier models (interleukin 8, bicarbonate, protein C and vasopressor-use), previously developed in RCTs, were evaluated in EARLI and VALID with LCA-derived subphenotypes as the gold-standard.ResultsA 2-class model best fit the population in VALID (p=0.0010) and in EARLI (pConclusionPreviously described subphenotypes are generalisable to unselected populations of non-trauma ARDS.
- Published
- 2021
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