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Association of leukocyte DNA methylation changes with dietary folate and alcohol intake in the EPIC study

机译:EPIC研究中白细胞DNA甲基化变化与膳食叶酸和酒精摄入量的关系

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摘要

BackgroundThere is increasing evidence that folate, an important component of one-carbon metabolism, modulates the epigenome. Alcohol, which can disrupt folate absorption, is also known to affect the epigenome. We investigated the association of dietary folate and alcohol intake on leukocyte DNA methylation levels in the European Prospective Investigation into Cancer and Nutrition (EPIC) study. Leukocyte genome-wide DNA methylation profiles on approximately 450,000 CpG sites were acquired with Illumina HumanMethylation 450K BeadChip measured among 450 women control participants of a case-control study on breast cancer nested within the EPIC cohort. After data preprocessing using surrogate variable analysis to reduce systematic variation, associations of DNA methylation with dietary folate and alcohol intake, assessed with dietary questionnaires, were investigated using CpG site-specific linear models. Specific regions of the methylome were explored using differentially methylated region (DMR) analysis and fused lasso (FL) regressions. The DMR analysis combined results from the feature-specific analysis for a specific chromosome and using distances between features as weights whereas FL regression combined two penalties to encourage sparsity of single features and the difference between two consecutive features.
机译:背景技术越来越多的证据表明,叶酸是一碳代谢的重要组成部分,它调节表观基因组。还已知可以破坏叶酸吸收的酒精会影响表观基因组。在欧洲癌症与营养前瞻性研究(EPIC)研究中,我们调查了饮食中叶酸和酒精摄入与白细胞DNA甲基化水平的关系。使用Illumina HumanMethylation 450K BeadChip在EPIC队列中进行的一项乳腺癌病例对照研究的450位女性对照参与者中测量了约450,000个CpG位点的白细胞全基因组DNA甲基化谱图。在使用替代变量分析进行数据预处理以减少系统差异后,使用CpG特定于位点的线性模型研究了通过饮食问卷评估的DNA甲基化与饮食叶酸和酒精摄入的关联。使用差异甲基化区域(DMR)分析和融合套索(FL)回归探索了甲基化组的特定区域。 DMR分析结合了特定染色体特征分析的结果,并使用特征之间的距离作为权重,而FL回归结合了两种惩罚以鼓励单个特征的稀疏性和两个连续特征之间的差异。

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