Department of Obstetrics and Gynecology, Columbia University Irving Medical Center, New York, New York, USA.
Division of Pediatric Pulmonary Medicine, UPMC Children's Hospital of Pittsburgh, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Epigenetics. 2022 Mar;17(3):286-296. doi: 10.1080/15592294.2021.1900026. Epub 2021 Mar 23.
Exposure to environmental factors can affect DNA methylation at a 5'-cytosine-phosphate-guanine-3' (CpG) site or a genomic region, which can then affect an outcome. In other words, environmental effects on an outcome could be mediated by DNA methylation. To date, single CpG-site-based mediation analysis has been employed extensively. More recently, however, there has been considerable interest in studying differentially methylated regions (DMRs), both because DMRs are more likely to have functional effects than single CpG sites and because testing DMRs reduces multiple testing. In this report, we propose a novel causal mediation approach under the counterfactual framework to test the significance of total (TE), direct (DE), and indirect effects (IE) of predictors on response variable with a methylated region (MR) as the mediator (denoted as MR-Mediation). Functional linear transformation is used to reduce the possible high dimension of the CpG sites in a predefined MR and to account for their location information. In our simulation studies, MR-Mediation retained the desired Type I error rates for TE, DE, and IE tests. Furthermore, MR-Mediation had better power performance than testing mean methylation level as the mediator in most considered scenarios, especially for IE (i.e., mediated effect) test, which could be more interesting than the other two effect tests. We further illustrate our proposed method by analysing the methylation mediated effect of exposure to gun violence on total immunoglobulin E or atopic asthma among participants in the Epigenetic Variation and Childhood Asthma in Puerto Ricans study.
环境因素的暴露会影响 5'-胞嘧啶-磷酸-鸟嘌呤-3'(CpG)位点或基因组区域的 DNA 甲基化,进而影响结果。换句话说,环境对结果的影响可以通过 DNA 甲基化来介导。迄今为止,广泛采用了基于单个 CpG 位点的中介分析。然而,最近人们对研究差异甲基化区域(DMR)产生了浓厚的兴趣,这不仅是因为 DMR 比单个 CpG 位点更有可能产生功能影响,而且因为测试 DMR 可以减少多重测试。在本报告中,我们提出了一种新的因果中介分析方法,该方法基于反事实框架,用于测试预测因子对响应变量的总(TE)、直接(DE)和间接(IE)效应的显著性,其中甲基化区域(MR)作为中介(表示为 MR-Mediation)。功能线性变换用于减少预定义 MR 中 CpG 位点的可能高维度,并考虑其位置信息。在我们的模拟研究中,MR-Mediation 保留了 TE、DE 和 IE 检验的期望的Ⅰ型错误率。此外,在大多数考虑的情况下,MR-Mediation 比将平均甲基化水平作为中介的检验具有更好的功效性能,尤其是对于 IE(即中介效应)检验,这比其他两种效应检验更有趣。我们通过分析波多黎各人群中暴露于枪支暴力对总免疫球蛋白 E 或特应性哮喘的甲基化介导效应,进一步说明了我们提出的方法。