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MethRaFo: MeDIP-seq methylation estimate using a Random Forest Regressor

机译:Methrafo:Medip-SEQ甲基化估计使用随机森林回归

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Motivation: Profiling of genome wide DNA methylation is now routinely performed when studying development, cancer and several other biological processes. Although Whole genome Bisulfite Sequencing provides high-quality methylation measurements at the resolution of nucleotides, it is relatively costly and so several studies have used alternative methods for such profiling. One of the most widely used low cost alternatives is MeDIP-Seq. However, MeDIP-Seq is biased for CpG enriched regions and thus its results need to be corrected in order to determine accurate methylation levels.
机译:动机:在研究发育,癌症和其他几种生物过程时,现在常规进行基因组宽DNA甲基化的分析。 虽然全基因组亚硫酸氢盐测序为核苷酸分辨率提供高质量的甲基化测量,但它相对昂贵,因此几项研究已经使用了这种分析的替代方法。 最广泛使用的低成本替代品之一是Medip-SEQ。 然而,Medip-SEQ偏向CpG富集的区域,因此需要纠正其结果以确定准确的甲基化水平。

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