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Using beta-binomial regression for high-precision differential methylation analysis in multifactor whole-genome bisulfite sequencing experiments

机译:使用β-二项式回归进行多因素全基因组亚硫酸氢盐测序实验中的高精度差异甲基化分析

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摘要

BackgroundWhole-genome bisulfite sequencing currently provides the highest-precision view of the epigenome, with quantitative information about populations of cells down to single nucleotide resolution. Several studies have demonstrated the value of this precision: meaningful features that correlate strongly with biological functions can be found associated with only a few CpG sites. Understanding the role of DNA methylation, and more broadly the role of DNA accessibility, requires that methylation differences between populations of cells are identified with extreme precision and in complex experimental designs.
机译:背景全基因组亚硫酸氢盐测序目前提供了表观基因组的最高精度视图,并提供了有关直至单核苷酸分辨率的细胞数量的定量信息。几项研究证明了这种精确度的价值:与生物学功能密切相关的有意义的特征仅与少数CpG位点有关。要了解DNA甲基化的作用以及更广泛的DNA可及性的作用,就需要以极高的精度和复杂的实验设计来识别细胞群之间的甲基化差异。

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