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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Impact Journals
2021
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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. |
format | Online Article Text |
id | pubmed-7950310 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Impact Journals |
record_format | MEDLINE/PubMed |
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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