Evidence map›Paper›PMID 34253679›Full record

Observational studyThorax2022

Latent class analysis-derived subphenotypes are generalisable to observational cohorts of acute respiratory distress syndrome: a prospective study.

Pratik Sinha, Kevin L Delucchi, Yue Chen, Hanjing Zhuo, Jason Abbott, Chunxue Wang, Nancy Wickersham, J Brennan McNeil, Alejandra Jauregui, Serena Ke and 10 more

Registry-linked trialOpen access · greenAbstract readObservational Study
In one paragraph

Observational study in Thorax, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07511582 (Efficacy, Safety, and Tolerability of Methylprednisolone in Critically Ill Patients With the Hyperinflammatory Phenotype), which is not on this map. Cited by 73 papers.

0numbers the graph read from it
0cells of the map it votes in
73citing papers in PubMed
14.2field-weighted citation impact, top 1% of its field
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.

NCT07511582 phase2recruitingnot on this mapstarted 2026, after this paper: background citation

Efficacy, Safety, and Tolerability of Methylprednisolone in Critically Ill Patients With the Hyperinflammatory Phenotype: A Multicenter, Randomized, Double-Blind, Placebo-Controlled Phase II Trial

TypeinterventionalSponsorBin DuRan2026 to 2028Enrolled150ConditionsSepsis, Acute Respiratory Distress SyndromeArmsMethylprednisolone (MP), Placebo
3 · Its place in the literature

Who cites it

73 citing papers in PubMed, 126 citations in OpenAlex.

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  14. Targeting PANoptosis: a promising therapeutic strategy for ALI/ARDS.Apoptosis : an international journal on programmed cell death · 2025
    Review
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  20. Observational

13 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

20 authors at 6 institutions in 4 countries.

Pratik SinhaDepartment of Anesthesiology, Washington University in St Louis, St Louis, Missouri, USA p.sinha@wustl.edu.
Kevin L DelucchiDepartment of Psychiatry, University of California San Francisco, San Francisco, California, USA.
Yue ChenDepartment of Medicine, University of California San Francisco, San Francisco, California, USA.
Hanjing ZhuoDepartment of Anesthesiology, University of California San Francisco, San Francisco, California, USA.
Jason AbbottDepartment of Anesthesiology, University of California San Francisco, San Francisco, California, USA.
Chunxue WangDepartment of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA.
Nancy WickershamDepartment of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA.
J Brennan McNeilDepartment of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA.
Alejandra JaureguiDepartment of Medicine, University of California San Francisco, San Francisco, California, USA.
Serena KeDepartment of Medicine, University of California San Francisco, San Francisco, California, USA.
Kathryn VesselDepartment of Medicine, University of California San Francisco, San Francisco, California, USA.
Antonio GomezDepartment of Medicine, University of California San Francisco, San Francisco, California, USA.
Carolyn M HendricksonDepartment of Medicine, Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, California, USA.
Kirsten N KangelarisDepartment of Medicine, University of California San Francisco, San Francisco, California, USA.
Aartik SarmaDivision of Pulmonary, Critical Care, Allergy and Sleep Medicine, University of California, San Francisco, California, USA.ORCID 0000-0002-7508-7345
Aleksandra LeligdowiczDepartment of Medicine, University of Toronto, Toronto, Ontario, Canada.
Kathleen D LiuDepartment of Anesthesiology, University of California San Francisco, San Francisco, California, USA.
Michael A MatthayCardiovascular Research Institute, University of California San Francisco, San Francisco, California, USA.
Lorraine B WareDivision of Allergy, Pulmonary and Critical Care Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA.
Carolyn S CalfeeDepartment of Anesthesiology, University of California San Francisco, San Francisco, California, USA.
University of California, San Francisco · USVanderbilt University Medical Center · USSan Francisco General Hospital · USPulmonary and Allergy Associates · USUniversity of Toronto · CAWashington University in St. Louis · US

Funding

Precision Medicine in the Acute Respiratory Distress SyndromeR35HL140026 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI CALFEE, CAROLYN · 2018 to 2024
$6.8M
Comprehensive Anesthesia Research TrainingT32GM008440 · NIGMS · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI Judith Hellman · 1996 to 2026
$5.5M
Precision Medicine in Sepsis with Critical IllnessR35GM142992 · NIGMS · WASHINGTON UNIVERSITY · PI Pratik Sinha · 2021 to 2026
$2.4M
Targeting cell-free hemoglobin in sepsis to reduce lung microvascular permeability: mechanistic and translational studiesR01HL135849 · NHLBI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI BASTARACHE, JULIE ANNE, WARE, LORRAINE B · 2017 to 2020
$2.2M
Midcareer Investigator Award in Patient-Oriented Research in Acute Lung InjuryK24HL103836 · NHLBI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI WARE, LORRAINE B · 2010 to 2020
$1.6M
Acute Respiratory Distress Syndrome after Isolated Traumatic Brain Injury: Platelet Biology, Endothelial Activation, and Mechanical VentilationK23HL133495 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI HENDRICKSON, CAROLYN MARIE · 2016 to 2020
$994k
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 K23 HL133495NHLBI NIH HHS K24 HL103836NHLBI NIH HHS K24 HL133390NHLBI NIH HHS R01 HL131621NHLBI NIH HHS R01 HL135849NHLBI NIH HHS R35 HL140026NIGMS NIH HHS R35 GM142992NIGMS NIH HHS T32 GM008440
6 · The paper itself

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 (p<0.0001). Class 2 comprised 27% and 37% of the populations in VALID and EARLI, respectively. Consistent with the previously described 'hyperinflammatory' subphenotype, Class 2 was characterised by higher proinflammatory biomarkers, acidosis and increased shock and worse clinical outcomes. The similarities between these and prior RCT-derived subphenotypes were further substantiated by the performance of the parsimonious classifier models in both cohorts (area under the curves 0.92-0.94). The hyperinflammatory subphenotype was associated with increased prevalence of chronic liver disease and neutropenia and reduced incidence of chronic obstructive pulmonary disease. Measurement of novel biomarkers showed significantly higher levels of matrix metalloproteinase-8 and markers of endothelial injury in the hyperinflammatory subphenotype, whereas, matrix metalloproteinase-9 was significantly lower.

conclusionPreviously described subphenotypes are generalisable to unselected populations of non-trauma ARDS.

Indexed as

Acute Lung InjuryRespiratory Distress SyndromeBiomarkersHumansLatent Class AnalysisProspective StudiesBiomarkersARDScritical carecytokine biology

Identifiers

PMID34253679
PMCPMC8688287
OpenAlexW3178523294

What OpenQuestion holds

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LicenceCC BY
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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.