Key Laboratory of Genomic and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing, China.
CAS Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming, China.
PLoS Comput Biol. 2018 Mar 21;14(3):e1006034. doi: 10.1371/journal.pcbi.1006034. eCollection 2018 Mar.
Embryonic stem cells (ESCs) consist of a population of self-renewing cells displaying extensive phenotypic and functional heterogeneity. Research towards the understanding of the epigenetic mechanisms underlying the heterogeneity among ESCs is still in its initial stage. Key issues, such as how to identify cell-subset specifically methylated loci and how to interpret the biological meanings of methylation variations remain largely unexplored. To fill in the research gap, we implemented a computational pipeline to analyze single-cell methylome and to perform an integrative analysis with single-cell transcriptome data. According to the origins of variation in DNA methylation, we determined the genomic loci associated with allelic-specific methylation or asymmetric DNA methylation, and explored a beta mixture model to infer the genomic loci exhibiting cell-subset specific methylation (CSM). We observed that the putative CSM loci in ESCs are significantly enriched in CpG island (CGI) shelves and regions with histone marks for promoter and enhancer, and the genes hosting putative CSM loci show wide-ranging expression among ESCs. More interestingly, the putative CSM loci may be clustered into co-methylated modules enriching the binding motifs of distinct sets of transcription factors. Taken together, our study provided a novel tool to explore single-cell methylome and transcriptome to reveal the underlying transcriptional regulatory networks associated with epigenetic heterogeneity of ESCs.
胚胎干细胞 (ESCs) 由一群具有自我更新能力的细胞组成,表现出广泛的表型和功能异质性。对于理解 ESCs 异质性背后的表观遗传机制的研究仍处于起步阶段。关键问题,如如何识别细胞亚群特异性甲基化位点,以及如何解释甲基化变异的生物学意义,在很大程度上仍未得到探索。为了填补这一研究空白,我们实施了一个计算管道来分析单细胞甲基组,并与单细胞转录组数据进行综合分析。根据 DNA 甲基化变异的起源,我们确定了与等位基因特异性甲基化或不对称 DNA 甲基化相关的基因组位点,并探索了 beta 混合模型来推断表现出细胞亚群特异性甲基化 (CSM) 的基因组位点。我们观察到,ESC 中的假定 CSM 位点在 CpG 岛 (CGI) 支架和具有启动子和增强子组蛋白标记的区域中显著富集,并且假定 CSM 位点宿主的基因在 ESC 中表现出广泛的表达。更有趣的是,假定的 CSM 位点可能会聚类成共甲基化模块,富集不同转录因子集的结合基序。总之,我们的研究提供了一种新的工具,用于探索单细胞甲基组和转录组,以揭示与 ESCs 表观遗传异质性相关的潜在转录调控网络。