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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...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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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. |
format | Online Article Text |
id | pubmed-5321294 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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