oxBS-MLE: an efficient method to estimate 5-methylcytosine and 5-hydroxymethylcytosine in paired bisulfite and oxidative bisulfite treated DNA
Zongli Xu, Jack A. Taylor, Yuet‐Kin Leung, Shuk‐Mei Ho, Liang Niu
Abstract
Zongli Xu, Jack A. Taylor, Yuet‐Kin Leung, Shuk‐Mei Ho, Liang Niu
Abstract
MOTIVATION: 5-Methylcytosine (5mC) and 5-hydroxymethylcytosine (5hmC) are important epigenetic regulators of gene expression. 5mC and 5hmC levels can be computationally inferred at single base resolution using sequencing or array data from paired DNA samples that have undergone bisulfite and oxidative bisulfite conversion. Current estimation methods have been shown to produce irregular estimates of 5hmC level or are extremely computation intensive. RESULTS: We developed an efficient method oxBS-MLE based on binomial modeling of paired bisulfite and oxidative bisulfite data from sequencing or array analysis. Evaluation in several datasets showed that it outperformed alternative methods in estimate accuracy and computation speed. AVAILABILITY AND IMPLEMENTATION: oxBS-MLE is implemented in Bioconductor package ENmix. CONTACT: niulg@ucmail.uc.eduSupplementary information: Supplementary data are available at Bioinformatics online.
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MOTIVATION: 5-Methylcytosine (5mC) and 5-hydroxymethylcytosine (5hmC) are important epigenetic regulators of gene expression. 5mC and 5hmC levels can be computationally inferred at single base resolution using sequencing or array data from paired DNA samples that have undergone bisulfite and oxidative bisulfite conversion. Current estimation methods have been shown to produce irregular estimates of 5hmC level or are extremely computation intensive. RESULTS: We developed an efficient method oxBS-MLE based on binomial modeling of paired bisulfite and oxidative bisulfite data from sequencing or array analysis. Evaluation in several datasets showed that it outperformed alternative methods in estimate accuracy and computation speed. AVAILABILITY AND IMPLEMENTATION: oxBS-MLE is implemented in Bioconductor package ENmix. CONTACT: niulg@ucmail.uc.eduSupplementary information: Supplementary data are available at Bioinformatics online.
Key concepts: Bisulfite, 5-Hydroxymethylcytosine, 5-Methylcytosine, Sodium bisulfite, DNA, Bisulfite sequencing, Chemistry, DNA methylation