PLoS ONE (Jan 2017)

The risk of disabling, surgery and reoperation in Crohn's disease - A decision tree-based approach to prognosis.

  • Cláudia Camila Dias,
  • Pedro Pereira Rodrigues,
  • Samuel Fernandes,
  • Francisco Portela,
  • Paula Ministro,
  • Diana Martins,
  • Paula Sousa,
  • Paula Lago,
  • Isadora Rosa,
  • Luis Correia,
  • Paula Moura Santos,
  • Fernando Magro

DOI
https://doi.org/10.1371/journal.pone.0172165
Journal volume & issue
Vol. 12, no. 2
p. e0172165

Abstract

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INTRODUCTION:Crohn's disease (CD) is a chronic inflammatory bowel disease known to carry a high risk of disabling and many times requiring surgical interventions. This article describes a decision-tree based approach that defines the CD patients' risk or undergoing disabling events, surgical interventions and reoperations, based on clinical and demographic variables. MATERIALS AND METHODS:This multicentric study involved 1547 CD patients retrospectively enrolled and divided into two cohorts: a derivation one (80%) and a validation one (20%). Decision trees were built upon applying the CHAIRT algorithm for the selection of variables. RESULTS:Three-level decision trees were built for the risk of disabling and reoperation, whereas the risk of surgery was described in a two-level one. A receiver operating characteristic (ROC) analysis was performed, and the area under the curves (AUC) Was higher than 70% for all outcomes. The defined risk cut-off values show usefulness for the assessed outcomes: risk levels above 75% for disabling had an odds test positivity of 4.06 [3.50-4.71], whereas risk levels below 34% and 19% excluded surgery and reoperation with an odds test negativity of 0.15 [0.09-0.25] and 0.50 [0.24-1.01], respectively. Overall, patients with B2 or B3 phenotype had a higher proportion of disabling disease and surgery, while patients with later introduction of pharmacological therapeutic (1 months after initial surgery) had a higher proportion of reoperation. CONCLUSIONS:The decision-tree based approach used in this study, with demographic and clinical variables, has shown to be a valid and useful approach to depict such risks of disabling, surgery and reoperation.