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Cytokine-based strategies to improve prognostic enrichment of pediatric ARDS
E Scott Halstead1,2, Todd M Umstead3, Zissis C Chroneos3,4
1Division of Pediatric Critical Care Medicine, Department of Pediatrics, Penn State College of Medicine, 500 University Drive, MC H085, Hershey, PA, 17033, USA. ehalstead@pennstatehealth.psu.edu.
Insights
New cytokine biomarkers, CCL7 and IL-18, improve prognostic models for pediatric acute respiratory distress syndrome (ARDS) mortality prediction. These findings enhance our understanding of hyper-inflammation in critically ill children.
Area of Science:
- Pediatric Critical Care Medicine
- Immunology
- Biomarker Discovery
Background:
- Hyper-inflammation is a critical factor in pediatric acute respiratory distress syndrome (ARDS) and sepsis, impacting patient outcomes.
- A previously established adult ARDS hyper-inflammatory signature (IL-6, TNFR1, bicarbonate) showed limited prognostic utility in children.
- The need for improved prognostic enrichment strategies in pediatric ARDS is evident.
Purpose of the Study:
- To evaluate the applicability of the adult hyper-inflammatory ARDS signature in a pediatric cohort.
- To identify novel cytokine biomarkers for enhanced prognostic enrichment in pediatric ARDS.
- To develop improved predictive models for 90-day mortality in pediatric ARDS patients.
Main Methods:
- A prospective multicenter cohort study (LEOPARDS, NCT04113434) of 500 children with ARDS.
- Plasma cytokine levels were measured within 24 hours of ARDS diagnosis using microfluidic immunoassay.
- Statistical models were developed and validated to assess prognostic utility for 90-day mortality.
Main Results:
- The traditional 3-term adult model had modest predictive value for 90-day mortality in pediatric ARDS.
- CCL7 (MCP-3) emerged as a significant novel biomarker associated with 90-day mortality (p < 0.0001).
- New models incorporating CCL7 and IL-18, with or without TNFR1, demonstrated improved mortality discrimination and reclassification (AUCs 0.66-0.73).
- Immunocompromised status was an independent predictor of mortality, suggesting differential optimal models.
Conclusions:
- Cytokine-based prognostic enrichment strategies show promise for pediatric ARDS.
- Models including CCL7 and IL-18 offer enhanced utility beyond IL-6 and TNFR1 for assessing pediatric ARDS inflammation.
- Future research should explore cytokine-driven pathways to guide immunomodulatory interventions in pediatric ARDS.
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.
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