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A nomogram based on pretreatment clinical parameters for the prediction of inadequate biochemical response in primary biliary cholangitis

BACKGROUND: Ursodeoxycholic acid (UDCA) has been widely recommended as the first‐line drug for primary biliary cholangitis (PBC) in the current guidelines. However, its therapeutic effects are poor in nearly one‐third of patients. The early identification and intervention of these patients is crucia...

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Autores principales: Tian, Siyuan, Liu, Yansheng, Sun, Keshuai, Zhou, Xia, Ma, Shuoyi, Zhang, Miao, Zhou, Xinmin, Wang, Lu, Han, Ying
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7676192/
https://www.ncbi.nlm.nih.gov/pubmed/32915500
http://dx.doi.org/10.1002/jcla.23501
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author Tian, Siyuan
Liu, Yansheng
Sun, Keshuai
Zhou, Xia
Ma, Shuoyi
Zhang, Miao
Zhou, Xinmin
Wang, Lu
Han, Ying
author_facet Tian, Siyuan
Liu, Yansheng
Sun, Keshuai
Zhou, Xia
Ma, Shuoyi
Zhang, Miao
Zhou, Xinmin
Wang, Lu
Han, Ying
author_sort Tian, Siyuan
collection PubMed
description BACKGROUND: Ursodeoxycholic acid (UDCA) has been widely recommended as the first‐line drug for primary biliary cholangitis (PBC) in the current guidelines. However, its therapeutic effects are poor in nearly one‐third of patients. The early identification and intervention of these patients is crucial for delaying disease progression. Therefore, we explored risk factors for inadequate biochemical response and constructed a nomogram to predict the potential risk. METHODS: We enrolled 356 patients and randomly divided them into training (70%) and validation groups (30%). We defined inadequate biochemical response as the study endpoint. Logistic analysis was used to identify the independent predictors of poor biochemical response. Based on these factors, a predictive nomogram was finally constructed. Then, discrimination and calibration were evaluated by internal validation. Additionally, the association between the model predictions and prognosis was further analyzed. RESULTS: Female sex, and albumin and bilirubin concentrations were identified as risk factors, and a nomogram was built based on these factors. The areas under the ROC curves of the training and validation groups were 0.809 and 0.791, respectively. Moreover, calibration curves showed that predictions of the nomogram had good concordance with the actual outcomes. The correlation analysis demonstrated that PBC patients with a high probability of a suboptimal biochemical response were more likely to have adverse outcomes. CONCLUSION: We constructed a nomogram, which can accurately predict the risk of inadequate biochemical response to UDCA, facilitating the early screening of high‐risk patients with PBC who should be prioritized for additional therapy.
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spelling pubmed-76761922020-11-24 A nomogram based on pretreatment clinical parameters for the prediction of inadequate biochemical response in primary biliary cholangitis Tian, Siyuan Liu, Yansheng Sun, Keshuai Zhou, Xia Ma, Shuoyi Zhang, Miao Zhou, Xinmin Wang, Lu Han, Ying J Clin Lab Anal Research Articles BACKGROUND: Ursodeoxycholic acid (UDCA) has been widely recommended as the first‐line drug for primary biliary cholangitis (PBC) in the current guidelines. However, its therapeutic effects are poor in nearly one‐third of patients. The early identification and intervention of these patients is crucial for delaying disease progression. Therefore, we explored risk factors for inadequate biochemical response and constructed a nomogram to predict the potential risk. METHODS: We enrolled 356 patients and randomly divided them into training (70%) and validation groups (30%). We defined inadequate biochemical response as the study endpoint. Logistic analysis was used to identify the independent predictors of poor biochemical response. Based on these factors, a predictive nomogram was finally constructed. Then, discrimination and calibration were evaluated by internal validation. Additionally, the association between the model predictions and prognosis was further analyzed. RESULTS: Female sex, and albumin and bilirubin concentrations were identified as risk factors, and a nomogram was built based on these factors. The areas under the ROC curves of the training and validation groups were 0.809 and 0.791, respectively. Moreover, calibration curves showed that predictions of the nomogram had good concordance with the actual outcomes. The correlation analysis demonstrated that PBC patients with a high probability of a suboptimal biochemical response were more likely to have adverse outcomes. CONCLUSION: We constructed a nomogram, which can accurately predict the risk of inadequate biochemical response to UDCA, facilitating the early screening of high‐risk patients with PBC who should be prioritized for additional therapy. John Wiley and Sons Inc. 2020-09-11 /pmc/articles/PMC7676192/ /pubmed/32915500 http://dx.doi.org/10.1002/jcla.23501 Text en © 2020 The Authors. Journal of Clinical Laboratory Analysis Published by Wiley Periodicals, Inc. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Articles
Tian, Siyuan
Liu, Yansheng
Sun, Keshuai
Zhou, Xia
Ma, Shuoyi
Zhang, Miao
Zhou, Xinmin
Wang, Lu
Han, Ying
A nomogram based on pretreatment clinical parameters for the prediction of inadequate biochemical response in primary biliary cholangitis
title A nomogram based on pretreatment clinical parameters for the prediction of inadequate biochemical response in primary biliary cholangitis
title_full A nomogram based on pretreatment clinical parameters for the prediction of inadequate biochemical response in primary biliary cholangitis
title_fullStr A nomogram based on pretreatment clinical parameters for the prediction of inadequate biochemical response in primary biliary cholangitis
title_full_unstemmed A nomogram based on pretreatment clinical parameters for the prediction of inadequate biochemical response in primary biliary cholangitis
title_short A nomogram based on pretreatment clinical parameters for the prediction of inadequate biochemical response in primary biliary cholangitis
title_sort nomogram based on pretreatment clinical parameters for the prediction of inadequate biochemical response in primary biliary cholangitis
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7676192/
https://www.ncbi.nlm.nih.gov/pubmed/32915500
http://dx.doi.org/10.1002/jcla.23501
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