College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China.
PLoS One. 2013 Jun 12;8(6):e65871. doi: 10.1371/journal.pone.0065871. Print 2013.
DNA methylation is an essential epigenetic mechanism involved in transcriptional control. However, how genes with different methylation patterns are assembled in the protein-protein interaction network (PPIN) remains a mystery.
In the present study, we systematically dissected the characterization of genes with different methylation patterns in the PPIN. A negative association was detected between the methylation levels in the brain tissues and topological centralities. By focusing on two classes of genes with considerably different methylation levels in the brain tissues, namely the low methylated genes (LMGs) and high methylated genes (HMGs), we found that their organizing principles in the PPIN are distinct. The LMGs tend to be the center of the PPIN, and attacking them causes a more deleterious effect on the network integrity. Furthermore, the LMGs express their functions in a modular pattern and substantial differences in functions are observed between the two types of genes. The LMGs are enriched in the basic biological functions, such as binding activity and regulation of transcription. More importantly, cancer genes, especially recessive cancer genes, essential genes, and aging-related genes were all found more often in the LMGs. Additionally, our analysis presented that the intra-classes communications are enhanced, but inter-classes communications are repressed. Finally, a functional complementation was revealed between methylation and miRNA regulation in the human genome.
We have elucidated the assembling principles of genes with different methylation levels in the context of the PPIN, providing key insights into the complex epigenetic regulation mechanisms.
DNA 甲基化是一种参与转录调控的重要表观遗传机制。然而,具有不同甲基化模式的基因如何在蛋白质-蛋白质相互作用网络(PPIN)中组装仍然是一个谜。
在本研究中,我们系统地剖析了 PPIN 中具有不同甲基化模式的基因的特征。在脑组织中,甲基化水平与拓扑中心度之间存在负相关。通过关注脑组织中甲基化水平差异较大的两类基因,即低甲基化基因(LMGs)和高甲基化基因(HMGs),我们发现它们在 PPIN 中的组织原则是不同的。LMGs 倾向于成为 PPIN 的中心,攻击它们会对网络完整性造成更大的损害。此外,LMGs 以模块化的方式表达其功能,并且两种类型的基因之间存在显著的功能差异。LMGs 富集于基本的生物学功能,如结合活性和转录调控。更重要的是,癌症基因,特别是隐性癌症基因、必需基因和与衰老相关的基因,都更常出现在 LMGs 中。此外,我们的分析表明,内类通讯得到增强,而类间通讯受到抑制。最后,在人类基因组中揭示了甲基化和 miRNA 调控之间的功能互补。
我们阐明了 PPIN 中具有不同甲基化水平的基因的组装原则,为复杂的表观遗传调控机制提供了关键见解。