Genome-wide DNA methylation profiling of leukocytes identifies CpG methylation signatures of aggressive prostate cancer

被引:1
作者
Han, Yuyan [1 ,4 ]
Zhang, Mutian [3 ]
Xu, Junfeng [1 ]
Li, Jia [3 ]
Xu, Yifan [1 ]
Thompson, Timothy C. [2 ]
Logothetis, Christopher J. [2 ]
Sun, Deqiang [3 ]
Gu, Jian [1 ]
机构
[1] Univ Texas MD Anderson Canc Ctr, Dept Epidemiol, Unit 1340,1155 Pressler St, Houston, TX 77030 USA
[2] Univ Texas MD Anderson Canc Ctr, Dept Genitourinary Med Oncol, Houston, TX 77030 USA
[3] Texas A&M Univ, Inst Biosci & Technol, 2121 W Holcombe Blvd, Houston, TX 77030 USA
[4] Univ Northern Colorado, Sch Biol Sci, Greeley, CO 80639 USA
关键词
Prostate cancer; aggressive disease; Gleason score; whole genome DNA methylation; peripheral blood leukocytes; PERIPHERAL-BLOOD; INSTABILITY; RISK;
D O I
暂无
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Most of screening-detected prostate cancer (PCa) are indolent and not lethal. Biomarkers that can predict aggressive diseases independently of clinical features are needed to improve risk stratification of localized PCa patients and reduce overtreatment. We aimed to identify leukocyte DNA methylation differences between clinically defined aggressive and non-aggressive PCa. We performed whole genome DNA methylation profiling in leukocyte DNA from 287 PCa patients with Gleason Score (GS) 6 and >= 8 using Illumina 450k methylation arrays. We observed a global hypomethylation in GS >= 8 patients compared to GS=6 PCa patients; in contrast, the methylation level in core promoter and exon 1 region was significantly higher in GS >= 8 patients than GS=6 PCa. We then performed 5-fold cross validated random forest model training on 1,459 differentially methylated CpG Probes (DMPs) with false discovery rate (FDR) <0.01 between GS=6 and GS >= 8 groups. The power of the predictive model was further reinforced by ranking the DMPs with Decreased Gini and re-train the model with the top 97 DMPs (Testing AUC=0.920, predict accuracy =0.847). In conclusion, we identified a CpG methylation signature in leukocyte DNA that is associated with aggressive clinical features of PCa at diagnosis.
引用
收藏
页码:968 / 978
页数:11
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