School of Biological Sciences, Georgia Institute of Technology, Atlanta, USA.
Ecology, Evolution, Marine Biology, University of California, Santa Barbara, Santa Barbara, USA.
BMC Genomics. 2022 Nov 18;23(1):758. doi: 10.1186/s12864-022-08992-w.
The effect of DNA methylation on the regulation of gene expression has been extensively discussed in the literature. However, the potential association between DNA methylation and alternative splicing is not understood well. In this study, we integrated multiple omics data types from The Cancer Genome Atlas (TCGA) and systematically examined the relationship between DNA methylation and alternative splicing. Using the methylation data and exon expression data, we identified many CpG sites significantly associated with exon expression in various types of cancers. We further observed that the direction and strength of significant CpG-exon correlation tended to be consistent across different cancer contexts, indicating that some CpG-exon correlation patterns reflect fundamental biological mechanisms that transcend tissue- and cancer- types. We also discovered that CpG sites correlated with exon expressions were more likely to be associated with patient survival outcomes compared to CpG sites that did not correlate with exon expressions. Furthermore, we found that CpG sites were more strongly correlated with exon expression than expression of isoforms harboring the corresponding exons. This observation suggests that a major effect of CpG methylation on alternative splicing may be related to the inclusion or exclusion of exons, which subsequently impacts the relative usage of various isoforms. Overall, our study revealed correlation patterns between DNA methylation and alternative splicing, which provides new insights into the role of methylation in the transcriptional process.
DNA 甲基化对基因表达调控的影响在文献中已有广泛讨论。然而,DNA 甲基化与可变剪接之间的潜在关联尚未得到很好的理解。在这项研究中,我们整合了来自癌症基因组图谱 (TCGA) 的多种组学数据类型,并系统地研究了 DNA 甲基化与可变剪接之间的关系。我们使用甲基化数据和外显子表达数据,鉴定了许多在各种癌症类型中外显子表达与 CpG 位点显著相关的 CpG 位点。我们进一步观察到,在不同的癌症背景下,显著的 CpG-外显子相关性的方向和强度往往是一致的,这表明一些 CpG-外显子相关性模式反映了超越组织和癌症类型的基本生物学机制。我们还发现,与外显子表达相关的 CpG 位点与患者生存结局的相关性比与外显子表达不相关的 CpG 位点更强。此外,我们发现 CpG 位点与外显子表达的相关性强于含有相应外显子的异构体的表达。这一观察结果表明,CpG 甲基化对可变剪接的主要影响可能与外显子的包含或排除有关,这随后会影响各种异构体的相对使用。总的来说,我们的研究揭示了 DNA 甲基化与可变剪接之间的相关模式,为甲基化在转录过程中的作用提供了新的见解。