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RELIC: a novel dye-bias correction method for Illumina Methylation BeadChip

机译:RELIC:Illumina甲基化BeadChip的新型染料偏倚校正方法

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Background The Illumina Infinium HumanMethylation450 BeadChip and its successor, Infinium MethylationEPIC BeadChip, have been extensively utilized in epigenome-wide association studies. Both arrays use two fluorescent dyes (Cy3-green/Cy5-red) to measure methylation level at CpG sites. However, performance difference between dyes can result in biased estimates of methylation levels. Results Here we describe a novel method, called REgression on Logarithm of Internal Control probes (RELIC) to correct for dye bias on whole array by utilizing the intensity values of paired internal control probes that monitor the two color channels. We evaluate the method in several datasets against other widely used dye-bias correction methods. Results on data quality improvement showed that RELIC correction statistically significantly outperforms alternative dye-bias correction methods. We incorporated the method into the R package ENmix, which is freely available from the Bioconductor website ( https://www.bioconductor.org/packages/release/bioc/html/ENmix.html ). Conclusions RELIC is an efficient and robust method to correct for dye-bias in Illumina Methylation BeadChip data. It outperforms other alternative methods and conveniently implemented in R package ENmix to facilitate DNA methylation studies.
机译:背景技术Illumina Infinium HumanMethylation450 BeadChip及其后继产品Infinium MethylationEPIC BeadChip已被广泛用于表观基因组关联研究。两种阵列都使用两种荧光染料(Cy3-绿/ Cy5-红)来测量CpG位点的甲基化水平。但是,染料之间的性能差异可能导致甲基化水平的估计偏差。结果在这里,我们描述了一种新颖的方法,称为内部控制探针对数的回归(RELIC),它通过利用监视两个颜色通道的配对内部控制探针的强度值来校正整个阵列上的染料偏差。我们针对其他广泛使用的染料偏倚校正方法在几个数据集中评估该方法。数据质量改善的结果表明,RELIC校正在统计上显着优于替代染料偏倚校正方法。我们将该方法合并到R包ENmix中,该包可从Bioconductor网站(https://www.bioconductor.org/packages/release/bioc/html/ENmix.html)免费获得。结论RELIC是一种校正Illumina甲基化BeadChip数据中染料偏倚的有效而强大的方法。它优于其他替代方法,并在R包ENmix中方便地实现,以促进DNA甲基化研究。

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