Predicting 6-week mortality after acute variceal bleeding: role of Classification and Regression Tree analysis

Ann Hepatol. 2009 Oct-Dec;8(4):308-15.

Abstract

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.

Publication types

  • Evaluation Study
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Algorithms
  • Bilirubin / blood
  • Esophageal and Gastric Varices / blood
  • Esophageal and Gastric Varices / diagnosis
  • Esophageal and Gastric Varices / mortality*
  • Female
  • Hemorrhage / blood
  • Hemorrhage / diagnosis
  • Hemorrhage / mortality*
  • Humans
  • Kaplan-Meier Estimate
  • Liver Cirrhosis / blood
  • Liver Cirrhosis / diagnosis
  • Liver Cirrhosis / mortality*
  • Male
  • Middle Aged
  • Models, Statistical*
  • Prognosis
  • ROC Curve
  • Retrospective Studies
  • Serum Albumin / metabolism
  • Time Factors

Substances

  • Serum Albumin
  • Bilirubin