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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, surgical interv...

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Autores principales: Dias, Cláudia Camila, Pereira Rodrigues, Pedro, Fernandes, Samuel, Portela, Francisco, Ministro, Paula, Martins, Diana, Sousa, Paula, Lago, Paula, Rosa, Isadora, Correia, Luis, Moura Santos, Paula, Magro, Fernando
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5321294/
https://www.ncbi.nlm.nih.gov/pubmed/28225800
http://dx.doi.org/10.1371/journal.pone.0172165
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author Dias, Cláudia Camila
Pereira Rodrigues, Pedro
Fernandes, Samuel
Portela, Francisco
Ministro, Paula
Martins, Diana
Sousa, Paula
Lago, Paula
Rosa, Isadora
Correia, Luis
Moura Santos, Paula
Magro, Fernando
author_facet Dias, Cláudia Camila
Pereira Rodrigues, Pedro
Fernandes, Samuel
Portela, Francisco
Ministro, Paula
Martins, Diana
Sousa, Paula
Lago, Paula
Rosa, Isadora
Correia, Luis
Moura Santos, Paula
Magro, Fernando
author_sort Dias, Cláudia Camila
collection PubMed
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.
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spelling pubmed-53212942017-03-09 The risk of disabling, surgery and reoperation in Crohn’s disease – A decision tree-based approach to prognosis Dias, Cláudia Camila Pereira Rodrigues, Pedro Fernandes, Samuel Portela, Francisco Ministro, Paula Martins, Diana Sousa, Paula Lago, Paula Rosa, Isadora Correia, Luis Moura Santos, Paula Magro, Fernando PLoS One Research Article 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. Public Library of Science 2017-02-22 /pmc/articles/PMC5321294/ /pubmed/28225800 http://dx.doi.org/10.1371/journal.pone.0172165 Text en © 2017 Dias et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Dias, Cláudia Camila
Pereira Rodrigues, Pedro
Fernandes, Samuel
Portela, Francisco
Ministro, Paula
Martins, Diana
Sousa, Paula
Lago, Paula
Rosa, Isadora
Correia, Luis
Moura Santos, Paula
Magro, Fernando
The risk of disabling, surgery and reoperation in Crohn’s disease – A decision tree-based approach to prognosis
title 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_short 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
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5321294/
https://www.ncbi.nlm.nih.gov/pubmed/28225800
http://dx.doi.org/10.1371/journal.pone.0172165
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