Evidence map›Paper›PMID 28450529›Full record

Observational studyThorax2017

Identification and validation of distinct biological phenotypes in patients with acute respiratory distress syndrome by cluster analysis.

L D Bos, L R Schouten, L A van Vught, M A Wiewel, D S Y Ong, O Cremer, A Artigas, I Martin-Loeches, A J Hoogendijk, T van der Poll and 5 more

Registry-linked trialAbstract readObservational Study
In one paragraph

Observational study in Thorax, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07281911 (Characterization of Early Biological and Mechanical Profiles in Sepsis-Associated ARDS for Studying Compartmentalization), which is not on this map. Cited by 187 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
187citing papers in PubMed, 2 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT07281911 not yet recruitingnot on this mapstarted 2026, after this paper: background citation

Characterization of Early Biological and Mechanical Profiles in Sepsis-Associated ARDS for Studying Compartmentalization (Serial Bronchoalveolar Lavage and Plasma Biomarkers) to Identify Inflammatory and Hybrid Subphenotypes

TypeobservationalSponsorHospital Universitari Vall d'Hebron Research InstituteRan2026 to 2029Enrolled145ConditionsAcute Hypoxemic Respiratory Failure, Sepsis, ARDS (Acute Respiratory Distress Syndrome)ArmsSerial bronchoalveolar lavage and biological-physiological assessment
3 · Its place in the literature

Who cites it

187 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Between-trial heterogeneity in ARDS research.Intensive care medicine · 2021
    Pooled it
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  10. Presenting Characteristics Associated With Outcome in Children With Severe Traumatic Brain Injury: A Secondary Analysis From a Randomized, Controlled Trial of Therapeutic Hypothermia.Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies · 2018
    Trial
  11. Article
  12. Review
  13. Diffuse alveolar damage, acute respiratory distress syndrome (ARDS), and non-cardiogenic pulmonary edema. Part 1: ARDS endotypes, including systemic inflammatory response syndrome and sepsis, with dog and cat examples.Journal of veterinary diagnostic investigation : official publication of the American Association of Veterinary Laboratory Diagnosticians, Inc · 2026
    Review
  14. Cytokine storm in acute respiratory distress syndrome.Journal of intensive medicine · 2026
    Review
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127 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

15 authors.

L D BosDepartment of Intensive Care, Academic Medical Center, Amsterdam, The Netherlands.ORCID 0000-0003-2911-4549
L R SchoutenDepartment of Intensive Care, Academic Medical Center, Amsterdam, The Netherlands.
L A van VughtCenter for Experimental and Molecular Medicine (CEMM), Academic Medical Center, Amsterdam, The Netherlands.
M A WiewelCenter for Experimental and Molecular Medicine (CEMM), Academic Medical Center, Amsterdam, The Netherlands.
D S Y OngDepartment of Medical Microbiology, University Medical Center Utrecht, Utrecht, The Netherlands.
O CremerDepartment of Intensive Care Medicine, University Medical Center Utrecht, Utrecht, The Netherlands.
A ArtigasCIBER enfermedades respiratorias (CIBERES), Critical Care Center, Sabadell Hospital, Corporación Sanitaria Universitaria Parc Taulí, Universitat Autonoma de Barcelona, Sabadell, Spain.
I Martin-LoechesMultidisciplinary Intensive Care Research Organization (MICRO), Department of Clinical Medicine, Trinity Centre for Health Sciences, Dublin, Ireland.
A J HoogendijkCenter for Experimental and Molecular Medicine (CEMM), Academic Medical Center, Amsterdam, The Netherlands.
T van der PollCenter for Experimental and Molecular Medicine (CEMM), Academic Medical Center, Amsterdam, The Netherlands.
J HornDepartment of Intensive Care, Academic Medical Center, Amsterdam, The Netherlands.
N JuffermansDepartment of Intensive Care, Academic Medical Center, Amsterdam, The Netherlands.
C S CalfeeDepartments of Medicine and Anesthesia, Cardiovascular Research Institute, University of California San Francisco, San Francisco, California, USA.
M J SchultzDepartment of Intensive Care, Academic Medical Center, Amsterdam, The Netherlands.
MARS consortium

Funding

Molecular Endotypes of ARDS: Identification, Biology, and Differential Response to TherapyR01HL131621 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI CALFEE, CAROLYN · 2016 to 2017
$806k
ARDS Endotypes: Expanded Analysis of Clinical and Biological Phenotypes and Evolution Over TimeK24HL133390 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI CALFEE, CAROLYN · 2016 to 2017
$241k
NHLBI NIH HHS K24 HL133390NHLBI NIH HHS R01 HL131621
6 · The paper itself

Abstract

rationaleWe hypothesised that patients with acute respiratory distress syndrome (ARDS) can be clustered based on concentrations of plasma biomarkers and that the thereby identified biological phenotypes are associated with mortality.

methodsConsecutive patients with ARDS were included in this prospective observational cohort study. Cluster analysis of 20 biomarkers of inflammation, coagulation and endothelial activation provided the phenotypes in a training cohort, not taking any outcome data into account. Logistic regression with backward selection was used to select the most predictive biomarkers, and these predicted phenotypes were validated in a separate cohort. Multivariable logistic regression was used to quantify the independent association with mortality.

resultsTwo phenotypes were identified in 454 patients, which we named 'uninflamed' (N=218) and 'reactive' (N=236). A selection of four biomarkers (interleukin-6, interferon gamma, angiopoietin 1/2 and plasminogen activator inhibitor-1) could be used to accurately predict the phenotype in the training cohort (area under the receiver operating characteristics curve: 0.98, 95% CI 0.97 to 0.99). Mortality rates were 15.6% and 36.4% (p<0.001) in the training cohort and 13.6% and 37.5% (p<0.001) in the validation cohort (N=207). The 'reactive phenotype' was independent from confounders associated with intensive care unit mortality (training cohort: OR 1.13, 95% CI 1.04 to 1.23; validation cohort: OR 1.18, 95% CI 1.06 to 1.31).

conclusionsPatients with ARDS can be clustered into two biological phenotypes, with different mortality rates. Four biomarkers can be used to predict the phenotype with high accuracy. The phenotypes were very similar to those found in cohorts derived from randomised controlled trials, and these results may improve patient selection for future clinical trials targeting host response in patients with ARDS.

Indexed as

AgedAngiopoietin-1Angiopoietin-2BiomarkersCluster AnalysisFemaleHumansIntensive Care UnitsInterferon-gammaInterleukin-6MaleMiddle AgedPhenotypePlasminogen Activator Inhibitor 1Predictive Value of TestsProspective StudiesAngiopoietin-1Angiopoietin-2ANGPT1 protein, humanANGPT2 protein, humanBiomarkersInterferon-gammaInterleukin-6Plasminogen Activator Inhibitor 1ARDSCytokine Biology

Identifiers

PMID28450529
PMCPMC5964254

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.