Division of Biostatistics, Department of Public Health Sciences, University of Miami, Miller School of Medicine, Miami, FL, USA.
Dr. John T MacDonald Foundation Department of Human Genetics, University of Miami, Miller School of Medicine, Miami, FL, USA.
Epigenetics. 2024 Dec;19(1):2333660. doi: 10.1080/15592294.2024.2333660. Epub 2024 Apr 2.
DNA methylation (DNAm) plays a crucial role in a number of complex diseases. However, the reliability of DNAm levels measured using Illumina arrays varies across different probes. Previous research primarily assessed probe reliability by comparing duplicate samples between the 450k-450k or 450k-EPIC platforms, with limited investigations on Illumina EPIC v1.0 arrays. We conducted a comprehensive assessment of the EPIC v1.0 array probe reliability using 69 blood DNA samples, each measured twice, generated by the Alzheimer's Disease Neuroimaging Initiative study. We observed higher reliability in probes with average methylation beta values of 0.2 to 0.8, and lower reliability in type I probes or those within the promoter and CpG island regions. Importantly, we found that probe reliability has significant implications in the analyses of Epigenome-wide Association Studies (EWAS). Higher reliability is associated with more consistent effect sizes in different studies, the identification of differentially methylated regions (DMRs) and methylation quantitative trait locus (mQTLs), and significant correlations with downstream gene expression. Moreover, blood DNAm measurements obtained from probes with higher reliability are more likely to show concordance with brain DNAm measurements. Our findings, which provide crucial reliability information for probes on the EPIC v1.0 array, will serve as a valuable resource for future DNAm studies.
DNA 甲基化(DNAm)在许多复杂疾病中起着至关重要的作用。然而,使用 Illumina 阵列测量的 DNAm 水平的可靠性因不同的探针而异。先前的研究主要通过比较 450k-450k 或 450k-EPIC 平台之间的重复样本来评估探针的可靠性,而对 Illumina EPIC v1.0 阵列的研究有限。我们使用阿尔茨海默病神经影像学倡议研究生成的 69 个血液 DNA 样本,每个样本测量两次,对 EPIC v1.0 阵列探针的可靠性进行了全面评估。我们观察到平均甲基化β值为 0.2 至 0.8 的探针具有更高的可靠性,而 I 型探针或位于启动子和 CpG 岛区域内的探针可靠性较低。重要的是,我们发现探针可靠性在全基因组关联研究(EWAS)的分析中具有重要意义。更高的可靠性与不同研究中更一致的效应大小、差异甲基化区域(DMR)和甲基化数量性状基因座(mQTL)的识别以及与下游基因表达的显著相关性相关。此外,来自可靠性较高的探针的血液 DNAm 测量值更有可能与大脑 DNAm 测量值一致。我们的研究结果为 EPIC v1.0 阵列上的探针提供了关键的可靠性信息,将成为未来 DNAm 研究的宝贵资源。