A CpG-methylation-based assay to predict survival in clear cell renal cell carcinoma

被引:103
作者
Wei, Jin-Huan [1 ]
Haddad, Ahmed [2 ]
Wu, Kai-Jie [3 ]
Zhao, Hong-Wei [4 ]
Kapur, Payal [5 ]
Zhang, Zhi-Ling [6 ]
Zhao, Liang-Yun [7 ]
Chen, Zhen-Hua [1 ]
Zhou, Yun-Yun [8 ]
Zhou, Jian-Cheng [2 ]
Wang, Bin [2 ]
Yu, Yan-Hong [7 ]
Cai, Mu-Yan [9 ]
Xie, Dan [9 ]
Liao, Bing [10 ]
Li, Cai-Xia [11 ]
Li, Pei-Xing [11 ]
Wang, Zong-Ren [1 ]
Zhou, Fang-Jian [6 ]
Shi, Lei [4 ]
Liu, Qing-Zuo [4 ]
Gao, Zhen-Li [4 ]
He, Da-Lin [3 ]
Chen, Wei [1 ]
Hsieh, Jer-Tsong [2 ]
Li, Quan-Zhen [12 ]
Margulis, Vitaly [2 ]
Luo, Jun-Hang [1 ]
机构
[1] Sun Yat Sen Univ, Affiliated Hosp 1, Dept Urol, Guangzhou 510080, Guangdong, Peoples R China
[2] Univ Texas SW Med Ctr Dallas, Dept Urol, Dallas, TX 75390 USA
[3] Xi An Jiao Tong Univ, Affiliated Hosp 1, Dept Urol, Xian 710061, Shaanxi, Peoples R China
[4] Qingdao Univ, Coll Med, Affiliated Yantai Yuhuangding Hosp, Dept Urol, Qingdao 264000, Shandong, Peoples R China
[5] Univ Texas SW Med Ctr Dallas, Dept Pathol, Dallas, TX 75390 USA
[6] Sun Yat Sen Univ, Dept Urol, Ctr Canc, Guangzhou 510060, Guangdong, Peoples R China
[7] Kunming Univ Sci & Technol, Affiliated Hosp, Dept Urol, Kunming 650032, Yunnan, Peoples R China
[8] Univ Texas SW Med Ctr Dallas, Quantit Biomed Res Ctr, Dallas, TX 75390 USA
[9] Sun Yat Sen Univ, Dept Pathol, Ctr Canc, Guangzhou 510060, Guangdong, Peoples R China
[10] Sun Yat Sen Univ, Affiliated Hosp 1, Dept Pathol, Guangzhou 510080, Guangdong, Peoples R China
[11] Sun Yat Sen Univ, Sch Math & Computat Sci, Guangzhou 510275, Guangdong, Peoples R China
[12] Univ Texas SW Med Ctr Dallas, Dept Immunol & Microarray Core, Dallas, TX 75390 USA
来源
NATURE COMMUNICATIONS | 2015年 / 6卷
基金
中国国家自然科学基金;
关键词
MICRORNA EXPRESSION ANALYSIS; PROPORTIONAL HAZARDS MODEL; DNA METHYLATION; LUNG-CANCER; INTRATUMOR HETEROGENEITY; BREAST-CANCER; SIGNATURE; STAGE; GENE; BIOMARKERS;
D O I
10.1038/ncomms9699
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Clear cell renal cell carcinomas (ccRCCs) display divergent clinical behaviours. Molecular markers might improve risk stratification of ccRCC. Here we use, based on genome-wide CpG methylation profiling, a LASSO model to develop a five-CpG-based assay for ccRCC prognosis that can be used with formalin-fixed paraffin-embedded specimens. The five-CpG-based classifier was validated in three independent sets from China, United States and the Cancer Genome Atlas data set. The classifier predicts the overall survival of ccRCC patients (hazard ratio = 2.96 - 4.82; P = 3.9 x 10(-6) - 2.2 x 10(-9)), independent of standard clinical prognostic factors. The five-CpG-based classifier successfully categorizes patients into high-risk and low-risk groups, with significant differences of clinical outcome in respective clinical stages and individual 'stage, size, grade and necrosis' scores. Moreover, methylation at the five CpGs correlates with expression of five genes: PITX1, FOXE3, TWF2, EHBP1L1 and RIN1. Our five-CpG-based classifier is a practical and reliable prognostic tool for ccRCC that can add prognostic value to the staging system.
引用
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页数:11
相关论文
共 54 条
[1]  
[Anonymous], 2005, BIOINFORMATICS COMPU
[2]  
[Anonymous], 2013, NATURE
[3]   Multilayer-omics analysis of renal cell carcinoma, including the whole exome, methylome and transcriptome [J].
Arai, Eri ;
Sakamoto, Hiromi ;
Ichikawa, Hitoshi ;
Totsuka, Hirohiko ;
Chiku, Suenori ;
Gotoh, Masahiro ;
Mori, Taisuke ;
Nakatani, Tamao ;
Ohnami, Sumiko ;
Nakagawa, Tohru ;
Fujimoto, Hiroyuki ;
Wang, Linghua ;
Aburatani, Hiroyuki ;
Yoshida, Teruhiko ;
Kanai, Yae .
INTERNATIONAL JOURNAL OF CANCER, 2014, 135 (06) :1330-1342
[4]   Single-CpG-resolution methylome analysis identifies clinicopathologically aggressive CpG island methylator phenotype clear cell renal cell carcinomas [J].
Arai, Eri ;
Chiku, Suenori ;
Mori, Taisuke ;
Gotoh, Masahiro ;
Nakagawa, Tohru ;
Fujimoto, Hiroyuki ;
Kanai, Yae .
CARCINOGENESIS, 2012, 33 (08) :1487-1493
[5]  
Assenov Y, 2014, NAT METHODS, V11, P1138, DOI [10.1038/NMETH.3115, 10.1038/nmeth.3115]
[6]   Intratumor Heterogeneity and Precision of Microarray-Based Predictors of Breast Cancer Biology and Clinical Outcome [J].
Barry, William T. ;
Kernagis, Dawn N. ;
Dressman, Holly K. ;
Griffis, Ryan J. ;
Hunter, J'Vonne D. ;
Olson, John A. ;
Marks, Jeff R. ;
Ginsburg, Geoffrey S. ;
Marcom, Paul K. ;
Nevins, Joseph R. ;
Geradts, Joseph ;
Datto, Michael B. .
JOURNAL OF CLINICAL ONCOLOGY, 2010, 28 (13) :2198-2206
[7]   CpG Island Methylation Profiling in Human Salivary Gland Adenoid Cystic Carcinoma [J].
Bell, Achim ;
Bell, Diana ;
Weber, Randal S. ;
El-Naggar, Adel K. .
CANCER, 2011, 117 (13) :2898-2909
[8]   DNA methylation markers and early recurrence in stage I lung cancer [J].
Brock, Malcolm V. ;
Hooker, Craig M. ;
Ota-Machida, Emi ;
Han, Yu ;
Guo, Mingzhou ;
Ames, Stephen ;
Gloeckner, Sabine ;
Piantadosi, Steven ;
Gabrielson, Edward ;
Pridham, Genevieve ;
Pelosky, Kristen ;
Belinsky, Steven A. ;
Yang, Stephen C. ;
Baylin, Stephen B. ;
Herman, James G. .
NEW ENGLAND JOURNAL OF MEDICINE, 2008, 358 (11) :1118-1128
[9]   ClearCode34: A Prognostic Risk Predictor for Localized Clear Cell Renal Cell Carcinoma [J].
Brooks, Samira A. ;
Brannon, A. Rose ;
Parker, Joel S. ;
Fisher, Jennifer C. ;
Sen, Oishee ;
Kattan, Michael W. ;
Hakimi, A. Ari ;
Hsieh, James J. ;
Choueiri, Toni K. ;
Tamboli, Pheroze ;
Maranchie, Jodi K. ;
Hinds, Peter ;
Miller, C. Ryan ;
Nielsen, Matthew E. ;
Rathmell, W. Kimryn .
EUROPEAN UROLOGY, 2014, 66 (01) :77-84
[10]   Validation and clinical utility of a 70-gene prognostic signature for women with node-negative breast cancer [J].
Buyse, Marc ;
Loi, Sherene ;
van't Veer, Laura ;
Viale, Giuseppe ;
Delorenzi, Mauro ;
Glas, Annuska M. ;
d'Assignies, Mahasti Saghatchian ;
Bergh, Jonas ;
Lidereau, Rosette ;
Ellis, Paul ;
Harris, Adrian ;
Bogaerts, Jan ;
Therasse, Patrick ;
Floore, Arno ;
Amakrane, Mohamed ;
Piette, Fanny ;
Rutgers, Emiel ;
Sotiriou, Christos ;
Cardoso, Fatima ;
Piccart, Martine J. .
JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2006, 98 (17) :1183-1192