Document Type
Article
Publication Date
7-1-2026
Identifier
DOI: 10.1186/s13054-026-06174-8; PMCID: PMC13591932
Abstract
BACKGROUND: Hyper-inflammation is common to multiple critical care syndromes, including acute respiratory distress syndrome (ARDS) and sepsis, and is associated with worse outcomes. A signature of hyper-inflammatory ARDS has been described in adults using IL-6, TNFR1, and bicarbonate, and has prognostic utility. We investigated the application of this traditional parsimonious signature to pediatric ARDS patients and tested whether we could improve prognostic enrichment using other cytokines.
METHODS: We leveraged a prospective multicenter cohort study of 500 children with ARDS (Linking Endotypes and Outcomes in Pediatric Acute Respiratory Distress Syndrome [LEOPARDS]; NCT04113434) study. Plasma samples were obtained within 24 h of ARDS. Cytokines were measured using microfluidic immunoassay (Ella™).
RESULTS: The traditional 3-term (IL-6, TNFR1, and bicarbonate) hyper-/hypo-inflammatory phenotype model demonstrated modest utility for 90-day mortality (AUC 0.62, sensitivity 26%, positive predictive value [PPV] 24%) in LEOPARDS (14% hyper-inflammatory, 13.4% 90-day mortality). Of the additional cytokine biomarkers tested, CCL7 (MCP-3) demonstrated the most significant association with 90-day mortality (p < 0.0001). Parsimonious two-term (CCL7, IL-18) and three-term models (CCL7, IL-18, TNFR1) demonstrated mortality discrimination in both training (n = 300) (AUROCs 0.72-0.73) and validation (n = 200) (AUROCs 0.66) sets, with improved net reclassification (~ 40% improved classification). Immune compromised status was independently associated with 90-day mortality (p < 0.0001) with evidence that the optimal prognostic model may vary by immunocompromised status.
CONCLUSIONS: Cytokine-based prognostic enrichment strategies show promise for children with ARDS. In addition to models based primarily on IL-6 and TNFR1, models including CCL7 and IL-18 may be of utility for assessing the full spectrum of inflammation. Future studies should focus on identifying whether cytokine-based enrichment can identify specific pathways to inform immunomodulatory interventions.
TRIAL REGISTRATION: Clinical Trial NCT04113434 was registered 2019-10-02.
Journal Title
Critical care (London, England)
Volume
30
Issue
1
MeSH Keywords
Adolescent; Child; Child, Preschool; Female; Humans; Male; Biomarkers; Cohort Studies; Cytokines; Interleukin-6; Prognosis; Prospective Studies; Receptors, Tumor Necrosis Factor, Type I; Respiratory Distress Syndrome
PubMed ID
42387347
Keywords
Biomarkers; Cohort Studies; Cytokines; Interleukin-6; Prognosis; Prospective Studies; Receptors, Tumor Necrosis Factor, Type I; Respiratory Distress Syndrome
Recommended Citation
Halstead ES, Umstead TM, Chroneos ZC, et al. Cytokine-based strategies to improve prognostic enrichment of pediatric ARDS. Crit Care. 2026;30(1):481. Published 2026 Jul 1. doi:10.1186/s13054-026-06174-8


Comments
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Publisher's Link: https://link.springer.com/article/10.1186/s13054-026-06174-8