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A simple-to-use web-based calculator for survival prediction in Parkinson’s disease

Background: To establish and validate a nomogram and corresponding web-based calculator to predict the survival of patients with Parkinson’s disease (PD). Methods: In this cohort study, we retrospectively evaluated patients (n=497) with PD using a two-stage design, from March 2004 to November 2007 a...

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Autores principales: Tang, Yunliang, Wang, Jiao, Chen, Gengfa, Ye, Wen, Yan, Nao, Feng, Zhen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Impact Journals 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7950310/
https://www.ncbi.nlm.nih.gov/pubmed/33535176
http://dx.doi.org/10.18632/aging.202443
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author Tang, Yunliang
Wang, Jiao
Chen, Gengfa
Ye, Wen
Yan, Nao
Feng, Zhen
author_facet Tang, Yunliang
Wang, Jiao
Chen, Gengfa
Ye, Wen
Yan, Nao
Feng, Zhen
author_sort Tang, Yunliang
collection PubMed
description Background: To establish and validate a nomogram and corresponding web-based calculator to predict the survival of patients with Parkinson’s disease (PD). Methods: In this cohort study, we retrospectively evaluated patients (n=497) with PD using a two-stage design, from March 2004 to November 2007 and from July 2005 to July 2015. Predictive variables included in the model were identified by univariate and multiple Cox proportional hazard analyses in the training set. Results: Independent prognostic factors including age, PD duration, and Hoehn and Yahr stage were determined and included in the model. The model showed good discrimination power with the area under the curve (AUC) values generated to predict 4-, 6-, and 8-year survival in the training set being 0.716, 0.783, and 0.814, respectively. In the validation set, the AUCs of 4- and 6-year survival predictions were 0.85 and 0.924, respectively. Calibration plots and decision curve analysis showed good model performance both in the training and validation sets. For convenient application, we established a web-based calculator (https://tangyl.shinyapps.io/PDprognosis/). Conclusions: We developed a satisfactory, simple-to-use nomogram and corresponding web-based calculator based on three relevant factors to predict prognosis and survival of patients with PD. This model can aid personalized treatment and clinical decision-making.
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spelling pubmed-79503102021-03-23 A simple-to-use web-based calculator for survival prediction in Parkinson’s disease Tang, Yunliang Wang, Jiao Chen, Gengfa Ye, Wen Yan, Nao Feng, Zhen Aging (Albany NY) Research Paper Background: To establish and validate a nomogram and corresponding web-based calculator to predict the survival of patients with Parkinson’s disease (PD). Methods: In this cohort study, we retrospectively evaluated patients (n=497) with PD using a two-stage design, from March 2004 to November 2007 and from July 2005 to July 2015. Predictive variables included in the model were identified by univariate and multiple Cox proportional hazard analyses in the training set. Results: Independent prognostic factors including age, PD duration, and Hoehn and Yahr stage were determined and included in the model. The model showed good discrimination power with the area under the curve (AUC) values generated to predict 4-, 6-, and 8-year survival in the training set being 0.716, 0.783, and 0.814, respectively. In the validation set, the AUCs of 4- and 6-year survival predictions were 0.85 and 0.924, respectively. Calibration plots and decision curve analysis showed good model performance both in the training and validation sets. For convenient application, we established a web-based calculator (https://tangyl.shinyapps.io/PDprognosis/). Conclusions: We developed a satisfactory, simple-to-use nomogram and corresponding web-based calculator based on three relevant factors to predict prognosis and survival of patients with PD. This model can aid personalized treatment and clinical decision-making. Impact Journals 2021-02-01 /pmc/articles/PMC7950310/ /pubmed/33535176 http://dx.doi.org/10.18632/aging.202443 Text en Copyright: © 2021 Tang et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/3.0/) (CC BY 3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Paper
Tang, Yunliang
Wang, Jiao
Chen, Gengfa
Ye, Wen
Yan, Nao
Feng, Zhen
A simple-to-use web-based calculator for survival prediction in Parkinson’s disease
title A simple-to-use web-based calculator for survival prediction in Parkinson’s disease
title_full A simple-to-use web-based calculator for survival prediction in Parkinson’s disease
title_fullStr A simple-to-use web-based calculator for survival prediction in Parkinson’s disease
title_full_unstemmed A simple-to-use web-based calculator for survival prediction in Parkinson’s disease
title_short A simple-to-use web-based calculator for survival prediction in Parkinson’s disease
title_sort simple-to-use web-based calculator for survival prediction in parkinson’s disease
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7950310/
https://www.ncbi.nlm.nih.gov/pubmed/33535176
http://dx.doi.org/10.18632/aging.202443
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