Development and validation of a nomogram for predicting long-term overall survival in nasopharyngeal carcinoma A population-based study

被引:20
|
作者
Wu, Jiayuan [1 ]
Zhou, Quan [2 ]
Pan, Zhenyu [3 ]
Wang, Yufeng [4 ]
Hu, Liren [4 ]
Chen, Guanghua [5 ]
Wang, Shengpeng [6 ]
Lyu, Jun [7 ]
机构
[1] Guangdong Med Univ, Affiliated Hosp, Dept Clin Res, Zhanjiang, Guangdong, Peoples R China
[2] First Peoples Hosp Changde City, Dept Sci & Educ, Changde, Hunan, Peoples R China
[3] Xi An Jiao Tong Univ, Affiliated Children Hosp, Dept Pharm, Xian, Shaanxi, Peoples R China
[4] Guangdong Med Univ, Sch Publ Hlth, Zhanjiang, Guangdong, Peoples R China
[5] Guangdong Med Univ, Affiliated Hosp, Dept Orthoped, 57 South Renmin Ave, Zhanjiang 524001, Guangdong, Peoples R China
[6] Xi An Jiao Tong Univ, Hlth Sci Ctr, Key Lab Environm & Genes Related Dis, Cardiovasc Res Ctr,Sch Basic Med Sci,Minist Educ, Xian 710061, Shaanxi, Peoples R China
[7] Xi An Jiao Tong Univ, Affiliated Hosp 1, Clin Res Ctr, 277 Yanta West Rd, Xian, Shaanxi, Peoples R China
关键词
AJCC staging system; nasopharyngeal carcinoma; nomogram; overall survival; SEER programs; STAGING SYSTEM; 7TH EDITION; CANCER; DIAGNOSIS; MODELS; CURVE;
D O I
10.1097/MD.0000000000018974
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
We aimed to develop a nomogram based on a population-based cohort to estimate the individualized overall survival (OS) for patients with nasopharyngeal carcinoma (NPC) and compare its predictive value with that of the traditional staging system. Data for 3693 patients with NPC were extracted from the Surveillance, Epidemiology, and End Results dataset and randomly divided into two sets: training (n = 2585) and validation (n = 1108). On the basis of multivariate Cox regression analysis, a nomogram was constructed to predict the 3-, 5-, and 10-year survival probability for a patient. The performance of the nomogram was quantified with respect to discrimination, calibration, and clinical utility. In the training set, age, sex, race, marital status, histological type, T stage, N stage, M stage, radiotherapy, and chemotherapy were selected to develop a nomogram for predicting the OS probability based on the multivariate Cox regression model. The nomogram was generally more discriminative compared with the American Joint Committee on Cancer 7th staging system. Calibration plots exhibited an excellent consistency between the observed probability and the nomogram's prediction. Categorical net classification improvement and integrated discrimination improvement suggested that the predictive accuracy of the nomogram exceeded that of the classic staging system. With respect to decision curve analyses, the nomogram exhibited preferable net benefit gains than the staging system across a wide range of threshold probabilities. This proposed nomogram exhibits an excellent performance with regard to its predictive accuracy, discrimination capability, and clinical utility, and thus can be used as a convenient and reliable tool for prognosis prediction in patients with NPC.
引用
收藏
页数:10
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