Respiratory failure & ventilation

Subphenotypes in acute respiratory distress syndrome: A scoping review across clinical, biological, computational, imaging, omics, and artificial intelligence approaches

J Crit CarePublished Scoping review

Authors' conclusion

ARDS subphenotypes-particularly hyperinflammatory and hypoinflammatory classes-are prognostically meaningful and associated with heterogeneity of treatment effect. Parsimonious clinical and computational classifiers appear closest to bedside translation.

Study context

Population
Adults with acute respiratory distress syndrome (ARDS); original studies deriving, applying, or validating ARDS phenotypes/subphenotypes (January 2013-December 31, 2025)60 studies
Comparison
Hyperinflammatory vs Hypoinflammatory
Outcome
ARDS subphenotypes

Main finding

As reported in the abstract

  • Subphenotypes reported across clinical, biological, computational, imaging, omics and artificial intelligence (AI) domains, with uneven evidence maturity
  • Reproducibility and validation strongest in biological and computational frameworks; imaging and omics evidence more heterogeneous and less often externally validated
  • Most robust distinction: hyperinflammatory vs hypoinflammatory groups, differing in mortality, ventilator-free days and organ failure
  • Heterogeneity of treatment effect in secondary analyses of RCTs (fluid management, statins, corticosteroids, recruitment manoeuvres)
  • Clinical and computational approaches provided parsimonious classifiers for near real-time assignment
  • Biological studies implicated inflammatory, epithelial and endothelial injury markers
  • AI models integrated multimodal data and reproduced known phenotypes; external validation and interpretability inconsistent

Original publication

Subphenotypes in acute respiratory distress syndrome: A scoping review across clinical, biological, computational, imaging, omics, and artificial intelligence approaches. J Crit Care. Published 30 January 2026. doi:10.1016/j.jcrc.2026.155441

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