Peter MacCallum Cancer Centre, Melbourne, Victoria, 3000, Australia.
Department of Pediatrics, University of Melbourne, Parkville, Victoria, 3010, Australia.
Genome Biol. 2021 Jun 8;22(1):173. doi: 10.1186/s13059-021-02388-x.
DNA methylation is one of the most commonly studied epigenetic marks, due to its role in disease and development. Illumina methylation arrays have been extensively used to measure methylation across the human genome. Methylation array analysis has primarily focused on preprocessing, normalization, and identification of differentially methylated CpGs and regions. GOmeth and GOregion are new methods for performing unbiased gene set testing following differential methylation analysis. Benchmarking analyses demonstrate GOmeth outperforms other approaches, and GOregion is the first method for gene set testing of differentially methylated regions. Both methods are publicly available in the missMethyl Bioconductor R package.
DNA 甲基化是最常见的表观遗传标记之一,因为它在疾病和发育中起着重要作用。Illumina 甲基化芯片已被广泛用于测量人类基因组中的甲基化。甲基化芯片分析主要集中在预处理、标准化以及差异甲基化 CpG 点和区域的鉴定上。GOmeth 和 GOregion 是在差异甲基化分析后进行无偏基因集测试的新方法。基准分析表明,GOmeth 优于其他方法,而 GOregion 则是差异甲基化区域基因集测试的第一种方法。这两种方法都在 missMethyl Bioconductor R 包中公开可用。