Gaps in current methods to detect polymorphic CpGs from Illumina Infinium human methylation microarrays and exploring their potential impact in multi-EWAS analyses.

IF 2.9 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Epigenetics Pub Date : 2023-12-01 Epub Date: 2023-11-20 DOI:10.1080/15592294.2023.2281153
Basharat Bhat, Gregory T Jones
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Abstract

DNA methylation (DNAm) epigenome-wide association studies (EWAS) have been performed on diverse ethnicities to discover novel biomarkers associated with various diseases, such as cancers, autoimmune diseases, and neurological disorders. However, genetic polymorphisms can influence DNAm levels resulting in methylation quantitative trait loci (meQTL). These can be either direct effects, by altering the sequence of the methylation (CpG) site itself, or, in the case of array-based measures, indirectly altering the detection probe-binding site interaction. Given that genetic variant frequencies associated with meQTL can differ between population groups, these have the potential to confound EWAS observations, particularly in multi-ethnic populations. In this study, we analysed publicly available DNA methylation profiles (450K array), consisting of 1342 individuals from 6 distinct ancestral groups. We investigate two distinct tools (GapHunter and MethylToSNP) specifically designed to identify CpG sites that may be influenced by genetic variation. Results from this aggregated trans-ancestral epigenome-wide dataset suggest that both tools fail to consistently identify not only rarer (MAF < 0.05) genetic variant effects but also more than half of sites predicted to be associated with variants with much higher allele frequencies (MAF >0.2). In addition, there is a relatively low concordance in the detection of polymorphic CpGs between GapHunter and MethylToSNP. Screening of CpG site associations from EWAS using either of these tools is unlikely to be a robust or comprehensive means of identifying all genetic variant confounding effects.

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从Illumina Infinium人甲基化微阵列中检测多态性CpGs的现有方法的空白,并探索其在多ewas分析中的潜在影响。
DNA甲基化(DNAm)表观基因组关联研究(EWAS)已经在不同的种族中进行,以发现与各种疾病相关的新的生物标志物,如癌症、自身免疫性疾病和神经系统疾病。然而,遗传多态性可以影响dna水平,导致甲基化数量性状位点(meQTL)。这些可能是直接影响,通过改变甲基化(CpG)位点本身的序列,或者,在基于阵列的测量的情况下,间接改变检测探针结合位点的相互作用。鉴于与meQTL相关的遗传变异频率在不同人群中可能不同,这可能会混淆EWAS的观察结果,特别是在多民族人群中。在这项研究中,我们分析了公开可用的DNA甲基化谱(450K阵列),包括来自6个不同祖先群体的1342个个体。我们研究了两种不同的工具(GapHunter和MethylToSNP),专门用于识别可能受遗传变异影响的CpG位点。来自这个汇总的跨祖先表观基因组数据集的结果表明,这两种工具不仅不能一致地识别出更罕见的遗传变异效应(MAF < 0.05),而且超过一半的位点预测与更高等位基因频率的变异相关(MAF >0.2)。此外,GapHunter和MethylToSNP在多态性CpGs检测上的一致性相对较低。使用这些工具中的任何一种筛选EWAS的CpG位点关联都不太可能是识别所有遗传变异混杂效应的可靠或全面的方法。
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来源期刊
Epigenetics
Epigenetics 生物-生化与分子生物学
CiteScore
6.80
自引率
2.70%
发文量
82
审稿时长
3-8 weeks
期刊介绍: Epigenetics publishes peer-reviewed original research and review articles that provide an unprecedented forum where epigenetic mechanisms and their role in diverse biological processes can be revealed, shared, and discussed. Epigenetics research studies heritable changes in gene expression caused by mechanisms others than the modification of the DNA sequence. Epigenetics therefore plays critical roles in a variety of biological systems, diseases, and disciplines. Topics of interest include (but are not limited to): DNA methylation Nucleosome positioning and modification Gene silencing Imprinting Nuclear reprogramming Chromatin remodeling Non-coding RNA Non-histone chromosomal elements Dosage compensation Nuclear organization Epigenetic therapy and diagnostics Nutrition and environmental epigenetics Cancer epigenetics Neuroepigenetics
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