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...
Main Authors: | , , , , , , , , , , , |
---|---|
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 |
id |
doaj-e2d110ddae6741bcb4d19b8e7347aa3b |
---|---|
record_format |
Article |
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 |
work_keys_str_mv |
AT claudiacamiladias theriskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT pedropereirarodrigues theriskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT samuelfernandes theriskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT franciscoportela theriskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT paulaministro theriskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT dianamartins theriskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT paulasousa theriskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT paulalago theriskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT isadorarosa theriskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT luiscorreia theriskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT paulamourasantos theriskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT fernandomagro theriskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT claudiacamiladias riskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT pedropereirarodrigues riskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT samuelfernandes riskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT franciscoportela riskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT paulaministro riskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT dianamartins riskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT paulasousa riskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT paulalago riskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT isadorarosa riskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT luiscorreia riskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT paulamourasantos riskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis AT fernandomagro riskofdisablingsurgeryandreoperationincrohnsdiseaseadecisiontreebasedapproachtoprognosis |
_version_ |
1725875467388452864 |