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

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, surgic...

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Main Authors: 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
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2017-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC5321294?pdf=render
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spelling doaj-e2d110ddae6741bcb4d19b8e7347aa3b2020-11-24T21:52:39ZengPublic Library of Science (PLoS)PLoS ONE1932-62032017-01-01122e017216510.1371/journal.pone.0172165The risk of disabling, surgery and reoperation in Crohn's disease - A decision tree-based approach to prognosis.Cláudia Camila DiasPedro Pereira RodriguesSamuel FernandesFrancisco PortelaPaula MinistroDiana MartinsPaula SousaPaula LagoIsadora RosaLuis CorreiaPaula Moura SantosFernando MagroINTRODUCTION: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.http://europepmc.org/articles/PMC5321294?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author 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
spellingShingle 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
The risk of disabling, surgery and reoperation in Crohn's disease - A decision tree-based approach to prognosis.
PLoS ONE
author_facet 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
author_sort Cláudia Camila Dias
title The risk of disabling, surgery and reoperation in Crohn's disease - A decision tree-based approach to prognosis.
title_short The risk of disabling, surgery and reoperation in Crohn's disease - A decision tree-based approach to prognosis.
title_full The risk of disabling, surgery and reoperation in Crohn's disease - A decision tree-based approach to prognosis.
title_fullStr The risk of disabling, surgery and reoperation in Crohn's disease - A decision tree-based approach to prognosis.
title_full_unstemmed The risk of disabling, surgery and reoperation in Crohn's disease - A decision tree-based approach to prognosis.
title_sort risk of disabling, surgery and reoperation in crohn's disease - a decision tree-based approach to prognosis.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2017-01-01
description 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.
url http://europepmc.org/articles/PMC5321294?pdf=render
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