Identify differential mRNA methylation with a binomial likelihood ratio test

来源 :2015 Genomics Frontiers Symposium(2015基因组学前沿研讨会) | 被引量 : 0次 | 上传用户:andrew2011
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
  Transcriptome N6-methyladenine (m6A) methylation affects the regulation of various biological processes such as RNA stability and mRNA translation.Altered transcriptome methylation is known to contribute to etiology of human diseases.Detecting the differentially-methylated m6A sites under different conditions from methylated RNA immunoprecipitation sequencing (MeRIP-Seq) data is essential to understand the mechanism of m6A in disease.Identification of differential m6A site from MeRIP-Seq requires comparing IP/input read enrichments from two conditions.However, since these samples are usually sequenced at different library size, new differential analysis approach that can properly normalize different library size is needed.We propose here bltest, a new likelihood ratio test based on binomial models for identifying differentially-methylated m6A sites.Compensation of sequencing depth is implicitly included in the model of bltest and thus no separate normalization is needed.Simulation results show that bltest consistently outperforms exomePeak, the existing alternative, especially when the sequencing depths of MeRIP-Seq samples are considerably different.bltest was applied to 3 real MeRIP-Seq datasets of different conditions and revealed highly context-dependent landscape of global m6A.The bltest algorithm has been integrated into the open source exomePeak R/Bioconductor package and is freely available at http://www.bioconductor.org.
其他文献
The mechanism is indeterminate that obesity cause the hypertension.The effect of natriuresis that dopamine receptor mediated was defective in the obesity.So, whether the dopamine receptor dysfunction
Pseudouridine (ψ) is the most abundant post-transcriptional RNA modification, yet little is known about the prevalence, mechanism, and function of ψ in mRNA.Here, we perform quantitative mass spectrom
会议
Recent studies on enzymes regulating dynamic N6-methyl-adenosine (m6A) in RNA together with the findings from m6A-methylated RNA immunoprecipitation followed by high-throughput sequencing (MeRIP-seq/m
会议
N6-methyladenosine (m6A) is the most abundant internal modification in the mRNA of all higher eukaryotes.This modification has been shown to be reversible in mammals;it is installed by a methyltransfe
会议
Cytosine DNA methylation is an epigenetic modification that regulates gene expression, represses transposable elements (TEs), and maintains genome integrity.The establishment of DNA methylation in all
会议
Background:Long-range chromatin interactions are spatially and temporally maintained and established through a set of protein complexes.Various efforts have been made to elucidate these proteins;howev
Fibroblast growth factors (FGFs) make up a large family of polypeptide growth factors that are found in organisms ranging from nematodes to humans.In vertebrates, a number of FGFs have been shown to p
Chromosome conformation capture (3C) technology and its derivations, e.g., Hi-C, have made surveys of whole genome 3D structure possible, however, due to inherent limitations of the technology, it rem
会议
RNA splicing is prevalent in mammalian transcriptome, and alternative splicing on pre-mRNAs is believed to be one of the major sources for protein divergence.However, it remains largely uncharacterize
会议
Our previous study revealed that PDCD2 plays a role in erythroid differentiation (unpublished data).To get a further view, RNA-seq analyses of control and PDCD2-KD TF-1 cells were conducted, and 574 d