生物导体
生物
DNA甲基化
差异甲基化区
CpG站点
亚硫酸氢盐测序
甲基化
背景(考古学)
计算生物学
遗传学
基因组
表观遗传学
DNA测序
照明菌甲基化试验
甲基化DNA免疫沉淀
基因
基因表达
古生物学
作者
Marco Catoni,Jonathan Tsang,Alessandro Greco,Nicolae Radu Zabet
摘要
DNA methylation has been associated with transcriptional repression and detection of differential methylation is important in understanding the underlying causes of differential gene expression. Bisulfite-converted genomic DNA sequencing is the current gold standard in the field for building genome-wide maps at a base pair resolution of DNA methylation. Here we systematically investigate the underlying features of detecting differential DNA methylation in CpG and non-CpG contexts, considering both the case of mammalian systems and plants. In particular, we introduce DMRcaller, a highly efficient R/Bioconductor package, which implements several methods to detect differentially methylated regions (DMRs) between two samples. Most importantly, we show that different algorithms are required to compute DMRs and the most appropriate algorithm in each case depends on the sequence context and levels of methylation. Furthermore, we show that DMRcaller outperforms other available packages and we propose a new method to select the parameters for this tool and for other available tools. DMRcaller is a comprehensive tool for differential methylation analysis which displays high sensitivity and specificity for the detection of DMRs and performs entire genome wide analysis within a few hours.
科研通智能强力驱动
Strongly Powered by AbleSci AI