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A principal component analysis of postinjury viscoelastic assays: clotting factor depletion versus fibrinolysis.

Authors :
Chin TL
Moore EE
Moore HB
Gonzalez E
Chapman MP
Stringham JR
Ramos CR
Banerjee A
Sauaia A
Source :
Surgery [Surgery] 2014 Sep; Vol. 156 (3), pp. 570-7. Date of Electronic Publication: 2014 Jun 21.
Publication Year :
2014

Abstract

Introduction: The mechanisms driving trauma-induced coagulopathy (TIC) remain to be defined, and its therapy demands an orchestrated replacement of specific blood products. Thrombelastography (TEG) is a tool to guide the TIC multicomponent therapy. Principal component analysis (PCA) is a statistical approach that identifies variable clusters; thus, we hypothesize that PCA can identify specific combinations of TEG-generated values that reflect TIC mechanisms.<br />Methods: Adult trauma patients admitted from September 2010 to October 2013 for whom a massive transfusion protocol was activated were included. Rapid TEG values obtained within the first 6 hours after injury were included in the PCA. PCA components with an eigenvalue >1 were retained, and, within components, variable loadings (equivalent to correlation coefficients) >|60| were considered significant. Component scorings for each patient were calculated and clinical characteristics of patients with high and low scores were compared.<br />Results: Of 98 enrolled patients, 67% were male and 70% suffered blunt trauma. Median age was 41 years (interquartile range 28-55) and median Injury Severity Score was 31.5 (interquartile range 24-43). PCA identified three principal components (PCs) that together explained 93% of the overall variance. PC1 reflected global coagulopathy with depletion of platelets and fibrinogen whereas PC3 indicated hyperfibrinolysis. PC2 may represent endogenous anticoagulants such as the activation of protein C.<br />Conclusion: PCA suggests depletion coagulopathy is independent from fibrinolytic coagulopathy. Furthermore, the distribution of mortality suggests that low levels of fibrinolysis may be beneficial in a select group of injured patients. These data underscore the potential of risk for concurrent presumptive treatment for preserved depletion coagulopathy and possible fibrinolysis.<br /> (Copyright © 2014 Mosby, Inc. All rights reserved.)

Details

Language :
English
ISSN :
1532-7361
Volume :
156
Issue :
3
Database :
MEDLINE
Journal :
Surgery
Publication Type :
Academic Journal
Accession number :
24962188
Full Text :
https://doi.org/10.1016/j.surg.2014.04.030