Establishment and validation of a nomogram model for predicting the survival probability of differentiated thyroid carcinoma patients: a comparison with the eighth edition AJCC cancer staging system

被引:5
|
作者
Zhang, Ruyi [1 ]
Xu, Mei [2 ]
Liu, Xiangxiang [1 ]
Wang, Miao [1 ]
Jia, Qiang [1 ]
Wang, Shen [1 ]
Zheng, Xiangqian [3 ]
He, Xianghui [4 ]
Huang, Chao [5 ]
Fan, Yaguang [6 ]
Wu, Heng [6 ]
Xu, Ke [6 ]
Li, Dihua [7 ]
Meng, Zhaowei [1 ]
机构
[1] Tianjin Med Univ Gen Hosp, Dept Nucl Med, Tianjin, Peoples R China
[2] Tianjin Med Univ Gen Hosp, Dept Pediat, Tianjin, Peoples R China
[3] Tianjin Med Univ Canc Inst & Hosp, Dept Thyroid & Neck Tumor, Natl Clin Res Ctr Canc, Key Lab Canc Prevent & Therapy Tianjin City, Tianjin, Peoples R China
[4] Tianjin Med Univ Gen Hosp, Dept Gen Surg, Tianjin, Peoples R China
[5] Univ Hull, Hull York Med Sch, Kingston Upon Hull, N Humberside, England
[6] Tianjin Med Univ Gen Hosp, Tianjin Lung Canc Inst, Tianjin Key Lab Lung Canc Metastasis & Tumor Micr, Tianjin, Peoples R China
[7] Tianjin Nankai Hosp, Inst Acute Abdominal Dis, Tianjin Key Lab Acute Abdomen Dis Associated Orga, Tianjin, Peoples R China
基金
中国国家自然科学基金;
关键词
Differentiated thyroid carcinoma; Cox regression analysis; Nomogram; Prediction model; SEER database; AJCC cancer staging system; UNITED-STATES; AGE; GENDER; IMPACT; SEX; RISK;
D O I
10.1007/s12020-021-02717-x
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Purpose This study aimed to develop a clinically predictive nomogram model to predict the survival probability of differentiated thyroid carcinoma patients and compare the value of this model with that of the eighth edition AJCC cancer staging system. Methods We selected 59,876 differentiated thyroid carcinoma patients diagnosed between 2004 and 2015 from the SEER database and separated those patients into a training set (70%) and a validation set (30%) randomly. We used Cox regression analysis to build the nomogram model (model 1) and the eighth edition AJCC cancer staging model (model 2). Then we compared the predictive accuracy, discrimination, and clinical usage of both models by calculating AUC (Area under the curve), C-index, as well as analyzing DCA (Decision Curve Analysis) performance respectively. Results AUCs of all predicted time points (12-month, 36-month, 60-month, and 120-month) of model 1 were 0.933, 0.913, 0.879, and 0.868 for the training set; 0.933, 0.926, 0.916, and 0.894 for the validation set. As for model 2, data were 0.938, 0.906, 0.866, and 0.847 for the training set; 0.924, 0.925, 0.912, and 0.867 for the validation set. C-indices of model 1 were higher than those of model 2 (0.923 vs. 0.918 for the training set, 0.938 vs. 0.930 for the validation set). DCA comparison showed that the net benefit of model 1 was bigger when comparing with that of model 2. Conclusions Model 1 provided with both better predictive accuracy and clinical usage compared with those of model 2 and might be able to predict the survival probability of differentiated thyroid carcinoma patients visually and accurately with a higher net benefit.
引用
收藏
页码:108 / 119
页数:12
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