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Derivation of a risk index for the prediction of massive blood transfusion in liver transplantation
- Source :
- Liver Transplantation. 12:1584-1593
- Publication Year :
- 2006
- Publisher :
- Ovid Technologies (Wolters Kluwer Health), 2006.
-
Abstract
- Massive blood transfusion (MBT) remains a serious and common occurrence in liver transplantation surgery. This retrospective cohort study was undertaken to identify preoperative predictors of MBT and to develop a risk index for MBT in liver transplantation. Data were retrospectively collected on all liver transplantations carried out at a single institution between January 1998 and March 2004. Multivariable logistic regression analysis was used to identify independent predictor variables of MBT, defined as/=6 units of red blood cell concentrate (RBC) in the first 24 hours of surgery. The model was internally validated by bootstrapping. Of the 460 liver transplant recipients, 193 (42%) received/=6 units of RBC within 24 hours of surgery. Unadjusted analyses identified 12 preoperative predictors of MBT: age, height, gender, repeat transplantation, etiology of liver failure, and preoperative laboratory values (hemoglobin concentration, platelet count, international normalized ratio for prothrombin activity [INR], albumin, total bilirubin, and creatinine). In multivariable logistic regression, 7 independent predictors of MBT were identified: age (40 years), hemoglobin concentration (/=10.0 g/dL), INR (1.2-1.99, and2.0), platelet count (/=70 x 10(9)/L), creatinine (/=110 micromol/L for female subjects and/=120 micromol/L for male subjects), albumin (28 g/L), and repeat transplantation. The area under the receiver-operating characteristic curve (ROC) for the model was 0.82. By using the regression beta coefficients to derive weights for each of these predictors, a risk index was developed that assigned each patient a score between 0 and 8. The ROC for this risk index was 0.79. MBT in liver transplantation surgery can be accurately predicted by 7 readily available preoperative predictors.
- Subjects :
- Adult
Male
Reoperation
medicine.medical_specialty
medicine.medical_treatment
Liver transplantation
Logistic regression
Risk Assessment
Preoperative care
Gastroenterology
Cohort Studies
Hemoglobins
chemistry.chemical_compound
Predictive Value of Tests
Internal medicine
Preoperative Care
medicine
Humans
Retrospective Studies
Transplantation
Creatinine
Hepatology
Platelet Count
business.industry
Age Factors
Retrospective cohort study
Middle Aged
Liver Transplantation
Surgery
Logistic Models
ROC Curve
chemistry
Predictive value of tests
Female
Erythrocyte Transfusion
business
Cohort study
Subjects
Details
- ISSN :
- 15276473 and 15276465
- Volume :
- 12
- Database :
- OpenAIRE
- Journal :
- Liver Transplantation
- Accession number :
- edsair.doi.dedup.....2c883c87cb87abcb5596c9879069a902
- Full Text :
- https://doi.org/10.1002/lt.20868