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Derivation and external validation of a model to predict 2-year mortality risk of patients with advanced schistosomiasis after discharge

To date, no risk prediction tools have been developed to identify high mortality risk of patients with advanced schistosomiasis within 2 years after discharge. We aim to derive and validate a risk prediction model to be applied in clinical practice. The risk prediction model was derived from 1487 pa...

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Autores principales: Li, Guo, Huang, Shanshan, Lian, Lifei, Song, Xiaoyan, Sun, Wenzhe, Miao, Jinfeng, Li, Bohan, Yuan, Yong, Wu, Shengfan, Liu, Xiaoyan, Zhu, Zhou
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6796502/
https://www.ncbi.nlm.nih.gov/pubmed/31451437
http://dx.doi.org/10.1016/j.ebiom.2019.08.028
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author Li, Guo
Huang, Shanshan
Lian, Lifei
Song, Xiaoyan
Sun, Wenzhe
Miao, Jinfeng
Li, Bohan
Yuan, Yong
Wu, Shengfan
Liu, Xiaoyan
Zhu, Zhou
author_facet Li, Guo
Huang, Shanshan
Lian, Lifei
Song, Xiaoyan
Sun, Wenzhe
Miao, Jinfeng
Li, Bohan
Yuan, Yong
Wu, Shengfan
Liu, Xiaoyan
Zhu, Zhou
author_sort Li, Guo
collection PubMed
description To date, no risk prediction tools have been developed to identify high mortality risk of patients with advanced schistosomiasis within 2 years after discharge. We aim to derive and validate a risk prediction model to be applied in clinical practice. The risk prediction model was derived from 1487 patients from Jingzhou and externally validated by 723 patients of Huangshi, two prefecture-level cities in Hubei province, China (from September 2014 to January 2015, with follow-up to January 2017). The baseline variables were collected. The mean age [SD] was 62.89 [10.38] years for the derivation cohort and 62.95 [12.22] years for the external validation cohort. The females accounted for 36.3% and 43.7% of the derivation and validation cohorts, respectively. 8.27% patients (123/1487) in the derivation cohort and 7.75% patients (56/723) in the external validation cohort died within 2 years after discharge. We constructed 4 models based on the 7 selected variables: age, clinical classification, serum direct bilirubin (DBil), aspartate aminotransferase (AST), alkaline phosphatase (ALP), hepatitis B surface antigen (HBsAg), alpha fetoprotein (AFP) at admission. In the external validation cohort, the multivariate model including 7 variables had a C statistic of 0.717 (95% CI, 0.646–0.788) and improved integrated discrimination improvement (IDI) value and net reclassification improvement (NRI) value compared to the other reduced models. Therefore, a multivariate model was developed to predict the 2-year mortality risk for patients with advanced schistosomiasis after discharge. It could also help guide follow-up, aid prognostic assessment and inform resource allocation.
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spelling pubmed-67965022019-10-22 Derivation and external validation of a model to predict 2-year mortality risk of patients with advanced schistosomiasis after discharge Li, Guo Huang, Shanshan Lian, Lifei Song, Xiaoyan Sun, Wenzhe Miao, Jinfeng Li, Bohan Yuan, Yong Wu, Shengfan Liu, Xiaoyan Zhu, Zhou EBioMedicine Research paper To date, no risk prediction tools have been developed to identify high mortality risk of patients with advanced schistosomiasis within 2 years after discharge. We aim to derive and validate a risk prediction model to be applied in clinical practice. The risk prediction model was derived from 1487 patients from Jingzhou and externally validated by 723 patients of Huangshi, two prefecture-level cities in Hubei province, China (from September 2014 to January 2015, with follow-up to January 2017). The baseline variables were collected. The mean age [SD] was 62.89 [10.38] years for the derivation cohort and 62.95 [12.22] years for the external validation cohort. The females accounted for 36.3% and 43.7% of the derivation and validation cohorts, respectively. 8.27% patients (123/1487) in the derivation cohort and 7.75% patients (56/723) in the external validation cohort died within 2 years after discharge. We constructed 4 models based on the 7 selected variables: age, clinical classification, serum direct bilirubin (DBil), aspartate aminotransferase (AST), alkaline phosphatase (ALP), hepatitis B surface antigen (HBsAg), alpha fetoprotein (AFP) at admission. In the external validation cohort, the multivariate model including 7 variables had a C statistic of 0.717 (95% CI, 0.646–0.788) and improved integrated discrimination improvement (IDI) value and net reclassification improvement (NRI) value compared to the other reduced models. Therefore, a multivariate model was developed to predict the 2-year mortality risk for patients with advanced schistosomiasis after discharge. It could also help guide follow-up, aid prognostic assessment and inform resource allocation. Elsevier 2019-08-23 /pmc/articles/PMC6796502/ /pubmed/31451437 http://dx.doi.org/10.1016/j.ebiom.2019.08.028 Text en © 2019 The Authors. Published by Elsevier B.V. http://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 paper
Li, Guo
Huang, Shanshan
Lian, Lifei
Song, Xiaoyan
Sun, Wenzhe
Miao, Jinfeng
Li, Bohan
Yuan, Yong
Wu, Shengfan
Liu, Xiaoyan
Zhu, Zhou
Derivation and external validation of a model to predict 2-year mortality risk of patients with advanced schistosomiasis after discharge
title Derivation and external validation of a model to predict 2-year mortality risk of patients with advanced schistosomiasis after discharge
title_full Derivation and external validation of a model to predict 2-year mortality risk of patients with advanced schistosomiasis after discharge
title_fullStr Derivation and external validation of a model to predict 2-year mortality risk of patients with advanced schistosomiasis after discharge
title_full_unstemmed Derivation and external validation of a model to predict 2-year mortality risk of patients with advanced schistosomiasis after discharge
title_short Derivation and external validation of a model to predict 2-year mortality risk of patients with advanced schistosomiasis after discharge
title_sort derivation and external validation of a model to predict 2-year mortality risk of patients with advanced schistosomiasis after discharge
topic Research paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6796502/
https://www.ncbi.nlm.nih.gov/pubmed/31451437
http://dx.doi.org/10.1016/j.ebiom.2019.08.028
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