Prognostic Utility of a New mRNA Expression Signature of Gleason Score

被引:56
作者
Sinnott, Jennifer A. [1 ,2 ]
Peisch, Sam F. [2 ]
Tyekucheva, Svitlana [3 ,4 ]
Gerke, Travis [5 ]
Lis, Rosina [6 ]
Rider, Jennifer R. [2 ,7 ]
Fiorentino, Michelangelo [8 ]
Stampfer, Meir J. [2 ,9 ,10 ,11 ]
Mucci, Lorelei A. [2 ,9 ,10 ]
Loda, Massimo [8 ,10 ,12 ]
Penney, Kathryn L. [2 ,9 ,10 ]
机构
[1] Ohio State Univ, Dept Stat, Columbus, OH 43210 USA
[2] Harvard TH Chan Sch Publ Hlth, Dept Epidemiol, Boston, MA USA
[3] Harvard TH Chan Sch Publ Hlth, Dept Biostat, Boston, MA USA
[4] Dana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02115 USA
[5] H Lee Moffitt Canc Ctr & Res Inst, Dept Canc Epidemiol, Tampa, FL USA
[6] Harvard Med Sch, Dana Farber Canc Inst, Dept Med Oncol, Boston, MA USA
[7] Boston Univ, Sch Publ Hlth, Dept Epidemiol, Boston, MA USA
[8] St Orsola Marcello Malpighi Hosp, Addarii Inst, Pathol Unit, Bologna, Italy
[9] Brigham & Womens Hosp, Dept Med, Channing Div Network Med, 75 Francis St, Boston, MA 02115 USA
[10] Harvard Med Sch, Boston, MA USA
[11] Harvard TH Chan Sch Publ Hlth, Dept Nutr, Boston, MA USA
[12] Brigham & Womens Hosp, Dept Pathol, 75 Francis St, Boston, MA 02115 USA
关键词
PROSTATE-CANCER; GENE-EXPRESSION; TRANSITION ZONE; PERIPHERAL ZONE; VARIANTS; PSA;
D O I
10.1158/1078-0432.CCR-16-1245
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: Gleason score strongly predicts prostate cancer mortality; however, scoring varies among pathologists, and many men are diagnosed with intermediate-risk Gleason score 7. We previously developed a 157-gene signature for Gleason score using a limited gene panel. Using a new whole-transcriptome expression dataset, we verified the previous signature's performance and developed a new Gleason signature to improve lethal outcome prediction among men with Gleason score 7. Experimental Design: We generated mRNA expression data from prostate tumor tissue from men in the Physicians' Health Study and Health Professionals Follow-Up Study (N = 404) using the Affymetrix Human Gene 1.0 ST microarray. The Prediction Analysis for Microarrays method was used to develop a signature to distinguish high (>= 8) versus low (<= 6) Gleason score. We evaluated the signature's ability to improve prediction of lethality among men with Gleason score 7, adjusting for 3+4/4+3 status, by quantifying the area under the receiver operating characteristic (ROC) curve (AUC). Results: We identified a 30-gene signature that best distinguished Gleason score <= 6 from >= 8. The AUC to predict lethal disease among Gleason score 7 men was 0.76 [95% confidence interval (CI), 0.67-0.84] compared with 0.68 (95% CI, 0.59-0.76) using 3 + 4/4 + 3 status alone (P = 0.0001). This signature was a nonsignificant (P = 0.09) improvement over our previous signature (AUC = 0.72). Conclusions: Our new 30-gene signature improved prediction of lethality among men with Gleason score 7. This signature can potentially become a useful prognostic tool for physicians to improve treatment decision making. (C) 2016 AACR.
引用
收藏
页码:81 / 87
页数:7
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