Genome-Wide Dna Methylation Profiling Of Leukocytes Identifies Cpg Methylation Signatures Of Aggressive Prostate Cancer

AMERICAN JOURNAL OF CANCER RESEARCH(2021)

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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.
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关键词
Prostate cancer, aggressive disease, Gleason score, whole genome DNA methylation, peripheral blood leukocytes
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