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Integrated Compensatory Responses in a Human Model of Hemorrhage
Published on: November 20, 2016
A predictive model for massive transfusion in combat casualty patients.
Daniel F McLaughlin1, Sarah E Niles, Jose Salinas
1United States Institute of Surgical Research, Fort Sam Houston, TX 78234, USA. daniel.mclaughlin@amedd.army.mil
The Journal of Trauma
|April 11, 2008
Summary
Identifying patients needing massive transfusion (MT) early is crucial. This study found that heart rate, blood pressure, pH, and hematocrit upon admission can predict MT risk in trauma patients.
Area of Science:
- Trauma surgery
- Emergency medicine
- Critical care
Background:
- Massive transfusion (MT) in severely injured patients is linked to higher mortality.
- Early intervention with blood products can improve outcomes but identifying at-risk patients is challenging.
Purpose of the Study:
- To identify clinical variables for early detection of patients requiring massive transfusion.
- To develop a predictive algorithm for massive transfusion risk.
Main Methods:
- Retrospective cohort study at a combat support hospital.
- Analysis of demographic, diagnostic, and laboratory variables upon admission.
- Development and validation of a predictive algorithm and scoring system.
Main Results:
- Four independent risk factors for MT identified: heart rate >105 bpm, systolic blood pressure <110 mm Hg, pH <7.25, and hematocrit <32.0%.
- A predictive algorithm showed an area under the curve (AUC) of 0.839 for MT risk.
- Validation in an independent dataset achieved 66% accuracy (AUC = 0.747).
Conclusions:
- Key predictors for MT in severely injured patients were identified.
- Patients requiring MT can be identified using routine admission clinical variables.
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