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Development of a prognostic model for one-year surgery risk in Crohn’s disease patients: A retrospective study
BACKGROUND: Accelerated therapeutic treatment should be considered in patients with progressive Crohn’s disease (CD) to prevent complications as well as surgery. Therefore, screening for risk factors and predicting the need for early surgery are of great importance in clinical practice. AIM: To esta...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Baishideng Publishing Group Inc
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7015715/ https://www.ncbi.nlm.nih.gov/pubmed/32089628 http://dx.doi.org/10.3748/wjg.v26.i5.524 |
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author | Yao, Jia-Yin Jiang, Yi Ke, Jia Lu, Yi Hu, Jun Zhi, Min |
author_facet | Yao, Jia-Yin Jiang, Yi Ke, Jia Lu, Yi Hu, Jun Zhi, Min |
author_sort | Yao, Jia-Yin |
collection | PubMed |
description | BACKGROUND: Accelerated therapeutic treatment should be considered in patients with progressive Crohn’s disease (CD) to prevent complications as well as surgery. Therefore, screening for risk factors and predicting the need for early surgery are of great importance in clinical practice. AIM: To establish a model to predict CD-related early surgery. METHODS: This was a retrospective study collecting data from CD patients diagnosed at our inflammatory bowel disease center from January 1, 2012 to December 31, 2016. All data were randomly stratified into a training set and a testing set at a ratio of 8:2. Multivariable logistic regression analysis was conducted with receiver operating characteristic curves constructed and areas under the curve calculated. This model was further validated with calibration and discrimination estimated. A nomogram was finally developed. RESULTS: A total of 1002 eligible patients were enrolled with a mean follow-up period of 53.54 ± 13.10 mo. In total, 24.25% of patients received intestinal surgery within 1 year after diagnosis due to complications or disease relapse. Disease behavior (B2: OR [odds ratio] = 6.693, P < 0.001; B3: OR = 14.405, P < 0.001), smoking (OR = 4.135, P < 0.001), body mass index (OR = 0.873, P < 0.001) and C-reactive protein (OR = 1.022, P = 0.001) at diagnosis, previous perianal (OR = 9.483, P < 0.001) or intestinal surgery (OR = 8.887, P < 0.001), maximum bowel wall thickness (OR = 1.965, P < 0.001), use of biologics (OR = 0.264, P < 0.001), and exclusive enteral nutrition (OR = 0.089, P < 0.001) were identified as independent significant factors associated with early intestinal surgery. A prognostic model was established and further validated. The receiver operating characteristic curves and calculated areas under the curves (94.7%) confirmed an ideal predictive ability of this model with a sensitivity of 75.92% and specificity of 95.81%. A nomogram was developed to simplify the use of the predictive model in clinical practice. CONCLUSION: This prognostic model can effectively predict 1-year risk of CD-related intestinal surgery, which will assist in screening progressive CD patients and tailoring therapeutic management. |
format | Online Article Text |
id | pubmed-7015715 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Baishideng Publishing Group Inc |
record_format | MEDLINE/PubMed |
spelling | pubmed-70157152020-02-21 Development of a prognostic model for one-year surgery risk in Crohn’s disease patients: A retrospective study Yao, Jia-Yin Jiang, Yi Ke, Jia Lu, Yi Hu, Jun Zhi, Min World J Gastroenterol Retrospective Study BACKGROUND: Accelerated therapeutic treatment should be considered in patients with progressive Crohn’s disease (CD) to prevent complications as well as surgery. Therefore, screening for risk factors and predicting the need for early surgery are of great importance in clinical practice. AIM: To establish a model to predict CD-related early surgery. METHODS: This was a retrospective study collecting data from CD patients diagnosed at our inflammatory bowel disease center from January 1, 2012 to December 31, 2016. All data were randomly stratified into a training set and a testing set at a ratio of 8:2. Multivariable logistic regression analysis was conducted with receiver operating characteristic curves constructed and areas under the curve calculated. This model was further validated with calibration and discrimination estimated. A nomogram was finally developed. RESULTS: A total of 1002 eligible patients were enrolled with a mean follow-up period of 53.54 ± 13.10 mo. In total, 24.25% of patients received intestinal surgery within 1 year after diagnosis due to complications or disease relapse. Disease behavior (B2: OR [odds ratio] = 6.693, P < 0.001; B3: OR = 14.405, P < 0.001), smoking (OR = 4.135, P < 0.001), body mass index (OR = 0.873, P < 0.001) and C-reactive protein (OR = 1.022, P = 0.001) at diagnosis, previous perianal (OR = 9.483, P < 0.001) or intestinal surgery (OR = 8.887, P < 0.001), maximum bowel wall thickness (OR = 1.965, P < 0.001), use of biologics (OR = 0.264, P < 0.001), and exclusive enteral nutrition (OR = 0.089, P < 0.001) were identified as independent significant factors associated with early intestinal surgery. A prognostic model was established and further validated. The receiver operating characteristic curves and calculated areas under the curves (94.7%) confirmed an ideal predictive ability of this model with a sensitivity of 75.92% and specificity of 95.81%. A nomogram was developed to simplify the use of the predictive model in clinical practice. CONCLUSION: This prognostic model can effectively predict 1-year risk of CD-related intestinal surgery, which will assist in screening progressive CD patients and tailoring therapeutic management. Baishideng Publishing Group Inc 2020-02-07 2020-02-07 /pmc/articles/PMC7015715/ /pubmed/32089628 http://dx.doi.org/10.3748/wjg.v26.i5.524 Text en ©The Author(s) 2020. Published by Baishideng Publishing Group Inc. All rights reserved. http://creativecommons.org/licenses/by-nc/4.0/ This article is an open-access article which was selected by an in-house editor and fully peer-reviewed by external reviewers. It is distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. |
spellingShingle | Retrospective Study Yao, Jia-Yin Jiang, Yi Ke, Jia Lu, Yi Hu, Jun Zhi, Min Development of a prognostic model for one-year surgery risk in Crohn’s disease patients: A retrospective study |
title | Development of a prognostic model for one-year surgery risk in Crohn’s disease patients: A retrospective study |
title_full | Development of a prognostic model for one-year surgery risk in Crohn’s disease patients: A retrospective study |
title_fullStr | Development of a prognostic model for one-year surgery risk in Crohn’s disease patients: A retrospective study |
title_full_unstemmed | Development of a prognostic model for one-year surgery risk in Crohn’s disease patients: A retrospective study |
title_short | Development of a prognostic model for one-year surgery risk in Crohn’s disease patients: A retrospective study |
title_sort | development of a prognostic model for one-year surgery risk in crohn’s disease patients: a retrospective study |
topic | Retrospective Study |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7015715/ https://www.ncbi.nlm.nih.gov/pubmed/32089628 http://dx.doi.org/10.3748/wjg.v26.i5.524 |
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