Identification of acute respiratory distress syndrome subphenotypes de novo using routine clinical data: a retrospective analysis of ARDS clinical trials.
adult intensive & critical care
respiratory medicine (see thoracic medicine)
Journal
BMJ open
ISSN: 2044-6055
Titre abrégé: BMJ Open
Pays: England
ID NLM: 101552874
Informations de publication
Date de publication:
06 Jan 2022
06 Jan 2022
Historique:
entrez:
7
1
2022
pubmed:
8
1
2022
medline:
16
3
2022
Statut:
epublish
Résumé
The acute respiratory distress syndrome (ARDS) is a heterogeneous condition, and identification of subphenotypes may help in better risk stratification. Our study objective is to identify ARDS subphenotypes using new simpler methodology and readily available clinical variables. This is a retrospective Cohort Study of ARDS trials. Data from the US ARDSNet trials and from the international ART trial. 3763 patients from ARDSNet data sets and 1010 patients from the ART data set. The primary outcome was 60-day or 28-day mortality, depending on what was reported in the original trial. K-means cluster analysis was performed to identify subgroups. Sets of candidate variables were tested to assess their ability to produce different probabilities for mortality in each cluster. Clusters were compared with biomarker data, allowing identification of subphenotypes. Data from 4773 patients were analysed. Two subphenotypes (A and B) resulted in optimal separation in the final model, which included nine routinely collected clinical variables, namely heart rate, mean arterial pressure, respiratory rate, bilirubin, bicarbonate, creatinine, PaO Routinely available clinical data can successfully identify two distinct subphenotypes in adult ARDS patients. This work may facilitate implementation of precision therapy in ARDS clinical trials.
Identifiants
pubmed: 34992112
pii: bmjopen-2021-053297
doi: 10.1136/bmjopen-2021-053297
pmc: PMC8739395
doi:
Substances chimiques
Biomarkers
0
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
e053297Informations de copyright
© Author(s) (or their employer(s)) 2022. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ.
Déclaration de conflit d'intérêts
Competing interests: RK, EVA, LB, JO, DR and ROD are employees of Endpoint Health and ASN reported receiving personal fees from Dräger unrelated to the submitted work.
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