Department of Human Genetics, Emory University School of Medicine, Atlanta, GA, USA; Population Biology, Ecology, and Evolution Program, Emory University, Atlanta, GA, USA.
Department of Human Genetics, Emory University School of Medicine, Atlanta, GA, USA.
Am J Hum Genet. 2024 Apr 4;111(4):654-667. doi: 10.1016/j.ajhg.2024.02.009. Epub 2024 Mar 11.
Allele-specific methylation (ASM) is an epigenetic modification whereby one parental allele becomes methylated and the other unmethylated at a specific locus. ASM is most often driven by the presence of nearby heterozygous variants that influence methylation, but also occurs somatically in the context of genomic imprinting. In this study, we investigate ASM using publicly available single-cell reduced representation bisulfite sequencing (scRRBS) data on 608 B cells sampled from six healthy B cell samples and 1,230 cells from 11 chronic lymphocytic leukemia (CLL) samples. We developed a likelihood-based criterion to test whether a CpG exhibited ASM, based on the distributions of methylated and unmethylated reads both within and across cells. Applying our likelihood ratio test, 65,998 CpG sites exhibited ASM in healthy B cell samples according to a Bonferroni criterion (p < 8.4 × 10), and 32,862 CpG sites exhibited ASM in CLL samples (p < 8.5 × 10). We also called ASM at the sample level. To evaluate the accuracy of our method, we called heterozygous variants from the scRRBS data, which enabled variant-based calls of ASM within each cell. Comparing sample-level ASM calls to the variant-based measures of ASM, we observed a positive predictive value of 76%-100% across samples. We observed high concordance of ASM across samples and an overrepresentation of ASM in previously reported imprinted genes and genes with imprinting binding motifs. Our study demonstrates that single-cell bisulfite sequencing is a potentially powerful tool to investigate ASM, especially as studies expand to increase the number of samples and cells sequenced.
等位基因特异性甲基化(ASM)是一种表观遗传修饰,其中一个亲本等位基因在特定位置被甲基化,而另一个未被甲基化。ASM 最常由影响甲基化的附近杂合变体的存在驱动,但也会在基因组印迹的背景下发生体细胞。在这项研究中,我们使用来自六个健康 B 细胞样本的 608 个 B 细胞和 11 个慢性淋巴细胞白血病(CLL)样本的 1230 个细胞的公开可用单细胞简化重亚硫酸盐测序(scRRBS)数据来研究 ASM。我们开发了一种基于似然的标准,用于根据细胞内和细胞间甲基化和未甲基化读取的分布来测试 CpG 是否表现出 ASM。应用我们的似然比检验,根据 Bonferroni 标准(p<8.4×10),60888 个 CpG 位点在健康 B 细胞样本中表现出 ASM,32862 个 CpG 位点在 CLL 样本中表现出 ASM(p<8.5×10)。我们还在样本水平上调用了 ASM。为了评估我们方法的准确性,我们从 scRRBS 数据中调用了杂合变体,这使得能够在每个细胞内基于变体调用 ASM。将样本水平的 ASM 调用与基于变体的 ASM 测量值进行比较,我们观察到跨样本的阳性预测值为 76%-100%。我们观察到 ASM 在样本之间的高度一致性,并且在先前报道的印迹基因和具有印迹结合基序的基因中存在 ASM 的过度表示。我们的研究表明,单细胞亚硫酸盐测序是研究 ASM 的一种潜在强大工具,尤其是随着研究的扩展,测序的样本和细胞数量增加。