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 4and 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.
机构:
Chengde Med Univ, Dept Orthoped, Affiliated Hosp, Chengde, Hebei, Peoples R ChinaChengde Med Univ, Dept Orthoped, Affiliated Hosp, Chengde, Hebei, Peoples R China
Li, Yubo
Yang, Jianing
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Chengde Med Univ, Dept Orthoped, Affiliated Hosp, Chengde, Hebei, Peoples R ChinaChengde Med Univ, Dept Orthoped, Affiliated Hosp, Chengde, Hebei, Peoples R China
Yang, Jianing
Zhao, Long
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Chengde Med Univ, Dept Orthoped, Affiliated Hosp, Chengde, Hebei, Peoples R ChinaChengde Med Univ, Dept Orthoped, Affiliated Hosp, Chengde, Hebei, Peoples R China
Zhao, Long
Chen, Bin
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Chengde Med Univ, Dept Orthoped, Affiliated Hosp, Chengde, Hebei, Peoples R ChinaChengde Med Univ, Dept Orthoped, Affiliated Hosp, Chengde, Hebei, Peoples R China
Chen, Bin
An, Yongsheng
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Chengde Med Univ, Dept Orthoped, Affiliated Hosp, Chengde, Hebei, Peoples R ChinaChengde Med Univ, Dept Orthoped, Affiliated Hosp, Chengde, Hebei, Peoples R China
机构:
Nanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R ChinaNanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R China
Yang, Zhuoxin
Yang, Fengwu
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Zibo Hosp, Dept Lab Med, Shandong Guoxin Healthcare Grp, Zibo, Peoples R ChinaNanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R China
Yang, Fengwu
Yang, Miaofang
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Nanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R ChinaNanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R China
Yang, Miaofang
Qi, Ying
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Nanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R ChinaNanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R China
Qi, Ying
Jiang, Mingzuo
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Nanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R ChinaNanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R China
Jiang, Mingzuo
Xuan, Ji
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Nanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R ChinaNanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R China
Xuan, Ji
Liu, Yu
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Nanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R ChinaNanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R China
Liu, Yu
Tao, Hui
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Nanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R ChinaNanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R China
Tao, Hui
Liu, Yuxiu
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Nanjing Med Univ, Jinling Hosp, Data & Stat Unit, Dept Crit Care Med, 305 Zhongshan East Rd, Nanjing 210002, Peoples R China
Southern Med Univ, Sch Publ Hlth, Dept Biostat, 1023-1063 Shatai South Rd, Guangzhou 510515, Peoples R ChinaNanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R China
Liu, Yuxiu
Wang, Fangyu
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Nanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R ChinaNanjing Univ, Affiliated Jinling Hosp, Dept Gastroenterol & Hepatol, Med Sch, Nanjing, Peoples R China
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VA Boston Healthcare Syst, Translat Res Ctr TBI & Stress Disorders, Boston, MA 02130 USA
Boston Univ, Sch Med, Dept Psychiat, Boston, MA 02218 USA
Brown Univ, Mem Hosp Rhode Isl, Pawtucket, RI 02860 USAVA Boston Healthcare Syst, Translat Res Ctr TBI & Stress Disorders, Boston, MA 02130 USA
Amick, Melissa M.
Miller, Ivy N.
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Boston Univ, Dept Psychol, Boston, MA 02215 USAVA Boston Healthcare Syst, Translat Res Ctr TBI & Stress Disorders, Boston, MA 02130 USA
Miller, Ivy N.
Neargarder, Sandy
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Boston Univ, Dept Psychol, Boston, MA 02215 USA
Bridgewater State Univ, Dept Psychol, Bridgewater, MA 02325 USAVA Boston Healthcare Syst, Translat Res Ctr TBI & Stress Disorders, Boston, MA 02130 USA
Neargarder, Sandy
Cronin-Golomb, Alice
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Boston Univ, Dept Psychol, Boston, MA 02215 USAVA Boston Healthcare Syst, Translat Res Ctr TBI & Stress Disorders, Boston, MA 02130 USA