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Tang LQ, Li CF, Li J, Chen WH, Chen QY, Yuan LX, Lai XP, He Y, Xu YXX, Hu DP, Wen SH, Peng YT, Zhang L, Guo SS, Liu LT, Guo L, Wu YS, Luo DH, Huang PY, Mo HY, Xiang YQ, Sun R, Chen MY, Hua YJ, Lv X, Wang L, Zhao C, Cao KJ, Qian CN, Guo X, Zeng YX, Mai HQ, Zeng MS. Establishment and Validation of Prognostic Nomograms for Endemic Nasopharyngeal Carcinoma. J Natl Cancer Inst 2015; 108:djv291. [PMID: 26467665 DOI: 10.1093/jnci/djv291] [Citation(s) in RCA: 254] [Impact Index Per Article: 28.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2014] [Accepted: 09/22/2015] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND This study aimed to establish an effective prognostic nomogram with or without plasma Epstein-Barr virus DNA (EBV DNA) for nondisseminated nasopharyngeal carcinoma (NPC). METHODS The nomogram was based on a retrospective study of 4630 patients who underwent radiotherapy with or without chemotherapy at Sun Yat-sen University Cancer Center from 2007 to 2009. The predictive accuracy and discriminative ability of the nomogram were determined by a concordance index (C-index) and calibration curve and were compared with EBV DNA and the current staging system. The results were validated using bootstrap resampling and a prospective cohort study on 1819 patients consecutively enrolled from 2011 to 2012 at the same institution. All statistical tests were two-sided. RESULTS Independent factors derived from multivariable analysis of the primary cohort to predict recurrence were age, sex, body mass index (BMI), T stage, N stage, plasma EBV DNA, pretreatment high sensitivity C-reactive protein (hs-CRP), lactate dehydrogenase (LDH), and hemoglobin level (HGB), which were all assembled into the nomogram with (nomogram B) or without EBV DNA (nomogram A). The calibration curve for the probability of recurrence showed that the nomogram-based predictions were in good agreement with actual observations. The C-index of nomogram B for predicting recurrence was 0.728 (P < .001), which was statistically higher than the C-index values for nomogram A (0.690), EBV DNA (0.680), and the current staging system (0.609). The C-index of nomogram B (0.730) and nomogram A (0.681) remained higher for predicting recurrence among patients treated with intensity-modulated radiotherapy (P < .001). The results were confirmed in the validation cohort. CONCLUSIONS The proposed nomogram with or without plasma EBV DNA resulted in more accurate prognostic prediction for NPC patients.
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Affiliation(s)
- Lin-Quan Tang
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Chao-Feng Li
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Jing Li
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Wen-Hui Chen
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Qiu-Yan Chen
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Lian-Xiong Yuan
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Xiao-Ping Lai
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Yun He
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Yun-Xiu-Xiu Xu
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Dong-Peng Hu
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Shi-Hua Wen
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Yu-Tuan Peng
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Lu Zhang
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Shan-Shan Guo
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Li-Ting Liu
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Ling Guo
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Yi-Shan Wu
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Dong-Hua Luo
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Pei-Yu Huang
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Hao-Yuan Mo
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Yan-Qun Xiang
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Rui Sun
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Ming-Yuan Chen
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Yi-Jun Hua
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Xing Lv
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Lin Wang
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Chong Zhao
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Ka-Jia Cao
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Chao-Nan Qian
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Xiang Guo
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Yi-Xin Zeng
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Hai-Qiang Mai
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
| | - Mu-Sheng Zeng
- : Sun Yat-sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine (LQT, CFL, JL, WHC, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, YXZ, HQM, MSZ), Department of Nasopharyngeal Carcinoma (LQT, QYC, LZ, SSG, LTL, LG, YSW, DHL, PYH, HYM, YQX, RS, MYC, YJH, XL, LW, CZ, KJC, CNQ, XG, HQM), Department of Information Technology (CFL), Department of Medical Statistics and Epidemiology, the School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, China (LXY); ZhongShan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China (XPL, YH, YXXX, DPH, SHW, YTP)
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