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DAMEfinder:一种检测差异等位基因特异性甲基化的方法。

DAMEfinder: a method to detect differential allele-specific methylation.

机构信息

Institute of Molecular Life Sciences and SIB Swiss Institute of Bioinformatics, University of Zurich, Winterthurerstrasse 190, 8057, Zurich, Switzerland.

Institute of Molecular Cancer Research, University of Zurich, Winterthurerstrasse 190, 8057, Zurich, Switzerland.

出版信息

Epigenetics Chromatin. 2020 Jun 1;13(1):25. doi: 10.1186/s13072-020-00346-8.

Abstract

BACKGROUND

DNA methylation is a highly studied epigenetic signature that is associated with regulation of gene expression, whereby genes with high levels of promoter methylation are generally repressed. Genomic imprinting occurs when one of the parental alleles is methylated, i.e., when there is inherited allele-specific methylation (ASM). A special case of imprinting occurs during X chromosome inactivation in females, where one of the two X chromosomes is silenced, to achieve dosage compensation between the sexes. Another more widespread form of ASM is sequence dependent (SD-ASM), where ASM is linked to a nearby heterozygous single nucleotide polymorphism (SNP).

RESULTS

We developed a method to screen for genomic regions that exhibit loss or gain of ASM in samples from two conditions (treatments, diseases, etc.). The method relies on the availability of bisulfite sequencing data from multiple samples of the two conditions. We leverage other established computational methods to screen for these regions within a new R package called DAMEfinder. It calculates an ASM score for all CpG sites or pairs in the genome of each sample, and then quantifies the change in ASM between conditions. It then clusters nearby CpG sites with consistent change into regions. In the absence of SNP information, our method relies only on reads to quantify ASM. This novel ASM score compares favorably to current methods that also screen for ASM. Not only does it easily discern between imprinted and non-imprinted regions, but also females from males based on X chromosome inactivation. We also applied DAMEfinder to a colorectal cancer dataset and observed that colorectal cancer subtypes are distinguishable according to their ASM signature. We also re-discover known cases of loss of imprinting.

CONCLUSION

We have designed DAMEfinder to detect regions of differential ASM (DAMEs), which is a more refined definition of differential methylation, and can therefore help in breaking down the complexity of DNA methylation and its influence in development and disease.

摘要

背景

DNA 甲基化是一种高度研究的表观遗传特征,与基因表达的调控有关,其中高启动子甲基化的基因通常受到抑制。基因组印迹发生在一个亲本等位基因被甲基化时,即存在遗传等位基因特异性甲基化(ASM)时。印迹的一个特殊情况发生在女性的 X 染色体失活过程中,其中两条 X 染色体中的一条被沉默,以实现性别之间的剂量补偿。另一种更广泛的 ASM 形式是序列依赖性(SD-ASM),其中 ASM 与附近的杂合单核苷酸多态性(SNP)相关联。

结果

我们开发了一种方法来筛选来自两种条件(处理、疾病等)的样本中 ASM 丢失或获得的基因组区域。该方法依赖于两种条件的多个样本的亚硫酸氢盐测序数据的可用性。我们利用其他已建立的计算方法在一个名为 DAMEfinder 的新 R 包中筛选这些区域。它为每个样本的基因组中的所有 CpG 位点或对计算 ASM 评分,然后量化条件之间 ASM 的变化。然后将具有一致变化的附近 CpG 位点聚类到区域中。在没有 SNP 信息的情况下,我们的方法仅依赖于读取来量化 ASM。这种新的 ASM 评分与也筛选 ASM 的当前方法相比具有优势。它不仅容易区分印迹和非印迹区域,还可以根据 X 染色体失活区分女性和男性。我们还将 DAMEfinder 应用于结直肠癌数据集,并观察到结直肠癌亚型可以根据其 ASM 特征区分。我们还重新发现了已知的印迹丢失病例。

结论

我们设计了 DAMEfinder 来检测差异 ASM(DAME)区域,这是对差异甲基化的更精细定义,因此有助于分解 DNA 甲基化及其对发育和疾病影响的复杂性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/be75/7268773/7636536ccec3/13072_2020_346_Fig1_HTML.jpg

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