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Wang HY, Sun BY, Zhu ZH, Chang ET, To KF, Hwang JS, Jiang H, Kam MKM, Chen G, Cheah SL, Lee M, Liu ZW, Chen J, Zhang JX, Zhang HZ, He JH, Chen FL, Zhu XD, Huang MY, Liao DZ, Fu J, Shao Q, Cai MB, Du ZM, Yan LX, Hu CF, Ng HK, Wee JT, Qian CN, Liu Q, Ernberg I, Ye W, Adami HO, Chan AT, Zeng YX, Shao JY. Eight-Signature Classifier for Prediction of Nasopharyngeal Carcinoma Survival. J Clin Oncol 2011; 29:4516-4525. [DOI: 10.1200/jco.2010.33.7741] [Citation(s) in RCA: 114] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/30/2023] Open
Abstract
Purpose Currently, nasopharyngeal carcinoma (NPC) prognosis evaluation is based primarily on the TNM staging system. This study aims to identify prognostic markers for NPC. Patients and Methods We detected expression of 18 biomarkers by immunohistochemistry in NPC tumors from 209 patients and evaluated the association between gene expression level and disease-specific survival (DSS). We used support vector machine (SVM) –based methods to develop a prognostic classifier for NPC (NPC-SVM classifier). Further validation of the NPC-SVM classifier was performed in an independent cohort of 1,059 patients. Results The NPC-SVM classifier integrated patient sex and the protein expression level of seven genes, including Epstein-Barr virus latency membrane protein 1, CD147, caveolin-1, phospho-P70S6 kinase, matrix metalloproteinase 11, survivin, and secreted protein acidic and rich in cysteine. The NPC-SVM classifier distinguished patients with NPC into low- and high-risk groups with significant differences in 5-year DSS in the evaluated patients (87% v 37.7%; P < .001) in the validation cohort. In multivariate analysis adjusted for age, TNM stage, and histologic subtype, the NPC-SVM classifier was an independent predictor of 5-year DSS in the evaluated patients (hazard ratio, 4.9; 95% CI, 3.0 to 7.9) in the validation cohort. Conclusion As a powerful predictor of 5-year DSS among patients with NPC, the newly developed NPC-SVM classifier based on tumor-associated biomarkers will facilitate patient counseling and individualize management of patients with NPC.
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Affiliation(s)
- Hai-Yun Wang
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Bing-Yu Sun
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Zhi-Hua Zhu
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Ellen T. Chang
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Ka-Fai To
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Jacqueline S.G. Hwang
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Hao Jiang
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Michael Koon-Ming Kam
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Gang Chen
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Shie-Lee Cheah
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Ming Lee
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Zhi-Wei Liu
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Jing Chen
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Jia-Xing Zhang
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Hui-Zhong Zhang
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Jie-Hua He
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Fa-Long Chen
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Xiao-Dong Zhu
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Ma-Yan Huang
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Ding-Zhun Liao
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Jia Fu
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Qiong Shao
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Man-Bo Cai
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Zi-Ming Du
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Li-Xu Yan
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Chun-Fang Hu
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Ho-Keung Ng
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Joseph T.S. Wee
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Chao-Nan Qian
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Qing Liu
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Ingemar Ernberg
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Weimin Ye
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Hans-Olov Adami
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Anthony T. Chan
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Yi-Xin Zeng
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
| | - Jian-Yong Shao
- Hai-Yun Wang, Zhi-Hua Zhu, Jing Chen, Jia-Xing Zhang, Hui-Zhong Zhang, Jie-Hua He, Ma-Yan Huang, Ding-Zhun Liao, Jia Fu, Qiong Shao, Man-Bo Cai, Zi-Ming Du, Li-Xu Yan, Chao-Nan Qian, Qing Liu, Yi-Xin Zeng, and Jian-Yong Shao, Sun Yat-sen University Cancer Center, Guangzhou; Bing-Yu Sun, Chinese Academy of Sciences, Hefei; Ka-Fai To, Michael Koon-Ming Kam, Ho-Keung Ng, and Anthony T. Chan, Chinese University of Hong Kong, Hong Kong; Fa-Long Chen and Xiao-Dong Zhu, Guangxi Medical University, Nanning; Hao
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