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Development and validation of multiparametric models based on computed tomography enterography to determine endoscopic activity and surgical risk in patients with Crohn's disease: A multi-center study
OBJECTIVE: To develop novel multiparametric models based on computed tomography enterography (CTE) scores to identify endoscopic activity and surgical risk in patients with Crohn's disease (CD). METHODS: We analyzed 171 patients from 3 hospitals. Correlations between CTE outcomes and endoscopic...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10559359/ https://www.ncbi.nlm.nih.gov/pubmed/37810028 http://dx.doi.org/10.1016/j.heliyon.2023.e19942 |
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author | Liu, Ruiqing Liu, Shunli Yi, Li Wang, Dongsheng Zhou, Xiaoming Zhiming, Wang Ren, Keyu Ke, Jia Zhu, Weiming Lu, Yun |
author_facet | Liu, Ruiqing Liu, Shunli Yi, Li Wang, Dongsheng Zhou, Xiaoming Zhiming, Wang Ren, Keyu Ke, Jia Zhu, Weiming Lu, Yun |
author_sort | Liu, Ruiqing |
collection | PubMed |
description | OBJECTIVE: To develop novel multiparametric models based on computed tomography enterography (CTE) scores to identify endoscopic activity and surgical risk in patients with Crohn's disease (CD). METHODS: We analyzed 171 patients from 3 hospitals. Correlations between CTE outcomes and endoscopic scores were assessed using Spearman's rank correlation analysis. Predictive models for moderate to severe CD were developed, and receiver operating characteristic (ROC) curves were constructed to determine the area under the ROC curve (AUC). A combined nomogram based on CTE scores and clinical variables was also developed for predicting moderate to severe CD and surgery. RESULTS: CTE scores were significantly correlated with endoscopy scores at the segment level. The global CTE score was an independent predictor of severe (HR = 1.231, 95% CI: 1.048–1.446, p = 0.012) and moderate-to-severe Simplified Endoscopic Scores for Crohn's Disease (SES-CD) (HR = 1.202, 95% CI: 1.090–1.325, p < 0.001). The nomogram integrating CTE and clinical data predicted moderate to severe SES-CD and severe SES-CD scores in the validation cohort with AUCs of 0.837 and 0.807, respectively. The CTE score (HR = 1.18; 95% CI: 1.103–1.262; p = 0.001) and SES-CD score (HR = 3.125, 95% CI: 1.542–6.33; p = 0.001) were independent prognostic factors for surgery-free survival. A prognostic nomogram incorporating CTE scores, SES-CD and C-reactive protein (CRP) accurately predicted the risk of surgery in patients with CD. CONCLUSION: The newly developed CTE score and multiparametric models displayed high accuracy in predicting moderate to severe CD and surgical risk for CD patients. |
format | Online Article Text |
id | pubmed-10559359 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-105593592023-10-08 Development and validation of multiparametric models based on computed tomography enterography to determine endoscopic activity and surgical risk in patients with Crohn's disease: A multi-center study Liu, Ruiqing Liu, Shunli Yi, Li Wang, Dongsheng Zhou, Xiaoming Zhiming, Wang Ren, Keyu Ke, Jia Zhu, Weiming Lu, Yun Heliyon Research Article OBJECTIVE: To develop novel multiparametric models based on computed tomography enterography (CTE) scores to identify endoscopic activity and surgical risk in patients with Crohn's disease (CD). METHODS: We analyzed 171 patients from 3 hospitals. Correlations between CTE outcomes and endoscopic scores were assessed using Spearman's rank correlation analysis. Predictive models for moderate to severe CD were developed, and receiver operating characteristic (ROC) curves were constructed to determine the area under the ROC curve (AUC). A combined nomogram based on CTE scores and clinical variables was also developed for predicting moderate to severe CD and surgery. RESULTS: CTE scores were significantly correlated with endoscopy scores at the segment level. The global CTE score was an independent predictor of severe (HR = 1.231, 95% CI: 1.048–1.446, p = 0.012) and moderate-to-severe Simplified Endoscopic Scores for Crohn's Disease (SES-CD) (HR = 1.202, 95% CI: 1.090–1.325, p < 0.001). The nomogram integrating CTE and clinical data predicted moderate to severe SES-CD and severe SES-CD scores in the validation cohort with AUCs of 0.837 and 0.807, respectively. The CTE score (HR = 1.18; 95% CI: 1.103–1.262; p = 0.001) and SES-CD score (HR = 3.125, 95% CI: 1.542–6.33; p = 0.001) were independent prognostic factors for surgery-free survival. A prognostic nomogram incorporating CTE scores, SES-CD and C-reactive protein (CRP) accurately predicted the risk of surgery in patients with CD. CONCLUSION: The newly developed CTE score and multiparametric models displayed high accuracy in predicting moderate to severe CD and surgical risk for CD patients. Elsevier 2023-09-07 /pmc/articles/PMC10559359/ /pubmed/37810028 http://dx.doi.org/10.1016/j.heliyon.2023.e19942 Text en © 2023 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Research Article Liu, Ruiqing Liu, Shunli Yi, Li Wang, Dongsheng Zhou, Xiaoming Zhiming, Wang Ren, Keyu Ke, Jia Zhu, Weiming Lu, Yun Development and validation of multiparametric models based on computed tomography enterography to determine endoscopic activity and surgical risk in patients with Crohn's disease: A multi-center study |
title | Development and validation of multiparametric models based on computed tomography enterography to determine endoscopic activity and surgical risk in patients with Crohn's disease: A multi-center study |
title_full | Development and validation of multiparametric models based on computed tomography enterography to determine endoscopic activity and surgical risk in patients with Crohn's disease: A multi-center study |
title_fullStr | Development and validation of multiparametric models based on computed tomography enterography to determine endoscopic activity and surgical risk in patients with Crohn's disease: A multi-center study |
title_full_unstemmed | Development and validation of multiparametric models based on computed tomography enterography to determine endoscopic activity and surgical risk in patients with Crohn's disease: A multi-center study |
title_short | Development and validation of multiparametric models based on computed tomography enterography to determine endoscopic activity and surgical risk in patients with Crohn's disease: A multi-center study |
title_sort | development and validation of multiparametric models based on computed tomography enterography to determine endoscopic activity and surgical risk in patients with crohn's disease: a multi-center study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10559359/ https://www.ncbi.nlm.nih.gov/pubmed/37810028 http://dx.doi.org/10.1016/j.heliyon.2023.e19942 |
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