Integrative Bioinformatics Analysis Reveals New Prognostic Biomarkers of Clear Cell Renal Cell Carcinoma

被引:68
作者
Butz, Henriett [1 ,2 ,3 ]
Szabo, Peter M. [4 ]
Nofech-Mozes, Roy [1 ,2 ]
Rotondo, Fabio [1 ,2 ]
Kovacs, Kalman [1 ,2 ]
Mirham, Lorna [1 ,2 ]
Girgis, Hala [1 ,2 ]
Boles, Dina [1 ,2 ]
Patocs, Attila [5 ]
Yousef, George M. [1 ,2 ,3 ]
机构
[1] St Michaels Hosp, Dept Lab Med, Toronto, ON M5B 1W8, Canada
[2] St Michaels Hosp, Keenan Res Ctr Biomed Sci, Toronto, ON M5B 1W8, Canada
[3] Univ Toronto, Dept Lab Med & Pathobiol, Toronto, ON, Canada
[4] NCI, Biometr Res Branch, Div Canc Treatment & Diag, NIH, Bethesda, MD 20892 USA
[5] Hungarian Acad Sci, HAS SE Lendulet Hereditary Endocrine Tumors Res G, Budapest, Hungary
关键词
ARYL-HYDROCARBON RECEPTOR; DOWN-REGULATION; EXPRESSION; DIFFERENTIATION; MICRORNA-139; ACTIVATION; TRANSITION; TUMORS;
D O I
10.1373/clinchem.2014.225854
中图分类号
R446 [实验室诊断]; R-33 [实验医学、医学实验];
学科分类号
100118 [医学信息学]; 100208 [临床检验诊断学];
摘要
BACKGROUND: The outcome of clear cell renal cell carcinoma (ccRCC) is still unpredictable. Even with new targeted therapies, the average progression-free survival is dismal. Markers for early detection and progression could improve disease outcome. METHODS: To identify efficient and hitherto unrecognized pathogenic factors of the disease, we performed a uniquely comprehensive pathway analysis and built a gene interaction network based on large publicly available data sets assembled from 28 publications, comprising a 3-prong approach with high-throughput mRNA, microRNA, and protein expression profiles of 593 ccRCC and 389 normal kidney samples. We validated our results on 2 different data sets of 882 ccRCC and 152 normal tissues. Functional analyses were done by proliferation, migration, and invasion assays following siRNA (small interfering RNA) knockdown. RESULTS: After integration of multilevel data, we identified aryl-hydrocarbon receptor (AHR), grainyheadlike-2 (GRHL2), and KIAA0101 as new pathogenic factors. GRHL2 expression was associated with higher chances for disease relapse and retained prognostic utility after controlling for grade and stage [hazard ratio (HR), 3.47, P = 0.012]. Patients with KIAA0101-positive expression suffered worse disease-free survival (HR, 3.64, P < 0.001), and in multivariate analysis KIAA0101 retained its independent prognostic significance. Survival analysis showed that GRHL2-and KIAA0101-positive patients had significantly lower disease-free survival (P = 0.002 and P < 0.001). We also found that KIAA0101 silencing decreased kidney cancer cell migration and invasion in vitro. CONCLUSIONS: Using an integrative system biology approach, we identified 3 novel factors as potential biomarkers (AHR, GRHL2 and KIAA0101) involved in ccRCC pathogenesis and not linked to kidney cancer before. (C) 2014 American Association for Clinical Chemistry
引用
收藏
页码:1314 / 1326
页数:13
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