Predicting 6-week mortality after acute variceal bleeding:

role of classification and regression tree analysis 

Autores: Altamirano Gómez José Trinidad, Zapata Laura, Augustin Recio Salvador, Muntaner Muñoz Laura, González-Angulo Rocha Alberto, Ortiz Salgado Ana Laura, Degiau Louis, et al

Resumen

Background: Available prognostic scores for mortality after acute variceal bleeding are mainly based on logistic regression analysis but may have some limitations that can restrict their clinical value. Aims: To assess the efficacy of a novel prognostic approach based on Classification and Regression Tree -CART- analysis to common easy-to-use models (MELD and Child-Pugh) for predicting 6-week mortality in patients with variceal bleeding. Methods: Sixty consecutive cirrhotic patients with acute variceal bleeding. CART analysis, MELD and Child-Pugh scores were performed to assess 6-week mortality. Receiver operating characteristic (ROC) curves were constructed to evaluate the predictive performance of the models. Results: Six-week rebleeding and mortality were 30% and 22%, respectively. Child-Pugh and MELD scores were clinically relevant for predicting 6 weeks mortality. CART analysis provided a simple algorithm based on just three bedside-available variables (albumin, bilirubin and in-hospital rebleeding), allowing accurate discrimination of two distinct prognostic subgroups with 3% and 80% mortality rates. All MELD, Child-Pugh and CART models showed excellent and comparable predictive accuracy, with areas under the ROC curves (AUROC) of 0.88, 0.84 and 0.91, respectively. Conclusions: A simple CART algorithm combining albumin, bilirubin and in-hospital rebleeding allows an accurate predictive assessment of 6-week mortality after acute variceal bleeding.

Palabras clave: Variceal bleeding portal hypertension cirrhosis prognostic scores. Classification And Regression Tree analysis Child-Pugh MELD.

2009-12-04   |   1,668 visitas   |   3 valoraciones

Vol. 8 Núm.4. Octubre-Diciembre 2009 Pags. 308-315 Ann Hepatol 2009; 8(4)