A principal component analysis of coagulation after trauma

J Trauma Acute Care Surg. 2013 May;74(5):1223-9; discussion 1229-30. doi: 10.1097/TA.0b013e31828b7fa1.

Abstract

Background: Clotting factor abnormalities underlying acute traumatic coagulopathy are poorly understood, with application of traditional regression techniques confounded by colinearity. We hypothesized that principal components analysis (PCA), a pattern-finding and data reduction technique, would identify clinically predictive patterns in the complex clotting factor milieu after trauma.

Methods: Plasma was prospectively collected from 163 critically injured trauma patients. Prothrombin; factors V, VII, VIII, IX, X; D-dimer; activated and native protein C; and antithrombin III levels were assayed and subjected to nonlinear PCA to identify principal components (PCs).

Results: Of 163 patients, 19.0% were coagulopathic on admission. PCA identified 3 significant PCs, accounting for 67.5% of overall variance. PC1 identified global clotting factor depletion; PC2 the activation of protein C and fibrinolysis; and PC3 factor VII elevation and VIII depletion. PC1 score correlated with penetrating injury and injury severity, predicting coagulopathy (odds ratio [OR], 4.67; p < 0.001) and mortality (OR, 1.47; p = 0.032). PC2 score correlated with injury severity, acidosis, and shock, and significantly predicted ventilator-associated pneumonia (OR, 1.59; p = 0.008), acute lung injury (OR, 2.24; p < 0.001), multiorgan failure (OR, 1.83; p = 0.002), and mortality (OR, 1.62; p = 0.006) but was not associated with international normalized ratio (INR)-based or partial thromboplastin time (PTT)-based coagulopathy (p > 0.200). PC3 did not significantly predict outcomes.

Conclusion: PCA identifies distinct patterns of coagulopathy: depletion coagulopathy predicts mortality and INR/PTT elevation, while fibrinolytic coagulopathy predicts infection, end-organ failure, and mortality, without detectable differences in INR or PTT. While depletion coagulopathy is intuitive, fibrinolytic coagulopathy may be a distinct but often overlapping entity with differential effects on outcomes.

Publication types

  • Research Support, N.I.H., Extramural

MeSH terms

  • Adult
  • Antithrombin III / analysis
  • Blood Coagulation Disorders / blood
  • Blood Coagulation Disorders / etiology*
  • Brain Injuries / blood
  • Brain Injuries / complications
  • Factor IX / analysis
  • Factor V / analysis
  • Factor VII / analysis
  • Factor VIII / analysis
  • Factor X / analysis
  • Fibrin Fibrinogen Degradation Products / analysis
  • Humans
  • Injury Severity Score
  • Principal Component Analysis
  • Prospective Studies
  • Protein C / analysis
  • Prothrombin / analysis
  • Wounds and Injuries / blood
  • Wounds and Injuries / complications*
  • Wounds, Penetrating / blood
  • Wounds, Penetrating / complications

Substances

  • Fibrin Fibrinogen Degradation Products
  • Protein C
  • fibrin fragment D
  • Antithrombin III
  • Factor V
  • Factor VII
  • Prothrombin
  • Factor VIII
  • Factor IX
  • Factor X