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Exploratory cluster analysis of IL2Ra and associated biomarkers and complications after blunt chest trauma.

Publication ,  Journal Article
Haines, KL; Li, R; Grey, S; Kim, HE; Gann, E; Almond, C; Rouse, M; Joshi, M; Schobel, S; Agarwal, S; Kirk, A; Elster, E; Fernandez-Moure, JS
Published in: J Trauma Acute Care Surg
June 1, 2025

BACKGROUND: Rib fractures compromise approximately 40% of all fractures in the United States. Despite their prevalence, the relationship between rib fractures, solid organ injuries, and immune responses remains poorly understood. This exploratory study investigates the immunological profile associated with pulmonary and renal complications in rib fracture patients using data from our Surgical Critical Care Initiative Clinical Data Repository. The aim is to correlate distinct cytokine/chemokine profiles with high-energy rib fracture patterns, such as first rib fracture, and associated complications, potentially providing predictive biomarkers for patient outcomes. METHODS: Clinical and demographic data on patients with rib fractures were extracted from Surgical Critical Care Initiative Clinical Data Repository. Patients were categorized based on the presence or absence of complications. A comprehensive panel of 46 inflammation and tissue repair biomarkers was measured using the Meso Scale Discovery platforms. Principal component analysis was used to reduce the dimensionality of the cytokine data. Statistical and machine learning models assessed the association between biomarker patterns, rib fracture localization, and complications. Logistic regression models with high discriminative performance were developed for first rib fractures (high energy transfer), lung injury, and pneumonia. RESULTS: Among 150 rib fracture patients, 73 had complications. Cytokine analysis revealed two distinct clusters: Cluster 1, associated with pro-inflammatory responses and tissue repair, and Cluster 2, linked with anti-inflammatory responses, angiogenesis, and immunometabolism. Predictive models demonstrated strong validity (area under the curve, >0.90) and identified key variables such as the cytokine IL2Ra, significantly associated with acute kidney injury, acute lung injury, and pulmonary complications post-rib fractures, particularly first rib fractures. CONCLUSION: IL2Ra release is significantly correlated with high-energy transfer injuries like first rib fractures, indicating a bidirectional relationship between these fractures and the immune response. Furthermore, a hierarchical relationship exists among clinical complications, with kidney and lung injuries frequently preceding pneumonia. These findings underscore the potential utility of integrating immunological markers into clinical decision-support frameworks for personalized therapeutic interventions. LEVEL OF EVIDENCE: Prognostic and Epidemiological; Level IV.

Duke Scholars

Published In

J Trauma Acute Care Surg

DOI

EISSN

2163-0763

Publication Date

June 1, 2025

Volume

98

Issue

6

Start / End Page

899 / 906

Location

United States

Related Subject Headings

  • Wounds, Nonpenetrating
  • Thoracic Injuries
  • Rib Fractures
  • Middle Aged
  • Male
  • Humans
  • Female
  • Cytokines
  • Cluster Analysis
  • Biomarkers
 

Citation

APA
Chicago
ICMJE
MLA
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Haines, K. L., Li, R., Grey, S., Kim, H. E., Gann, E., Almond, C., … Fernandez-Moure, J. S. (2025). Exploratory cluster analysis of IL2Ra and associated biomarkers and complications after blunt chest trauma. J Trauma Acute Care Surg, 98(6), 899–906. https://doi.org/10.1097/TA.0000000000004568
Haines, Krista L., Renhua Li, Scott Grey, Ha Eun Kim, Eric Gann, Chandra Almond, Michael Rouse, et al. “Exploratory cluster analysis of IL2Ra and associated biomarkers and complications after blunt chest trauma.J Trauma Acute Care Surg 98, no. 6 (June 1, 2025): 899–906. https://doi.org/10.1097/TA.0000000000004568.
Haines KL, Li R, Grey S, Kim HE, Gann E, Almond C, et al. Exploratory cluster analysis of IL2Ra and associated biomarkers and complications after blunt chest trauma. J Trauma Acute Care Surg. 2025 Jun 1;98(6):899–906.
Haines, Krista L., et al. “Exploratory cluster analysis of IL2Ra and associated biomarkers and complications after blunt chest trauma.J Trauma Acute Care Surg, vol. 98, no. 6, June 2025, pp. 899–906. Pubmed, doi:10.1097/TA.0000000000004568.
Haines KL, Li R, Grey S, Kim HE, Gann E, Almond C, Rouse M, Joshi M, Schobel S, Agarwal S, Kirk A, Elster E, Fernandez-Moure JS. Exploratory cluster analysis of IL2Ra and associated biomarkers and complications after blunt chest trauma. J Trauma Acute Care Surg. 2025 Jun 1;98(6):899–906.

Published In

J Trauma Acute Care Surg

DOI

EISSN

2163-0763

Publication Date

June 1, 2025

Volume

98

Issue

6

Start / End Page

899 / 906

Location

United States

Related Subject Headings

  • Wounds, Nonpenetrating
  • Thoracic Injuries
  • Rib Fractures
  • Middle Aged
  • Male
  • Humans
  • Female
  • Cytokines
  • Cluster Analysis
  • Biomarkers