He Meng, Hu Fuyan
Department of Statistics, School of Science, Wuhan University of Technology, 122 Luoshi Road, Wuhan 430070, China.
Int J Mol Sci. 2021 Aug 16;22(16):8789. doi: 10.3390/ijms22168789.
Aberrant alternative splicing (AS) is increasingly linked to cancer; however, how AS contributes to cancer development still remains largely unknown. AS events (ASEs) are largely regulated by RNA-binding proteins (RBPs) whose ability can be modulated by a variety of genetic and epigenetic mechanisms. In this study, we used a computational framework to investigate the roles of transcription factors (TFs) on regulating RBP-AS interactions. A total of 6519 TF-RBP-AS triplets were identified, including 290 TFs, 175 RBPs, and 16 ASEs from TCGA-KIRC RNA sequencing data. TF function categories were defined according to correlation changes between RBP expression and their targeted ASEs. The results suggested that most TFs affected multiple targets, and six different classes of TF-mediated transcriptional dysregulations were identified. Then, regulatory networks were constructed for TF-RBP-AS triplets. Further pathway-enrichment analysis showed that these TFs and RBPs involved in triplets were enriched in a variety of pathways that were associated with cancer development and progression. Survival analysis showed that some triplets were highly associated with survival rates. These findings demonstrated that the integration of TFs into alternative splicing regulatory networks can help us in understanding the roles of alternative splicing in cancer.
异常可变剪接(AS)与癌症的关联日益紧密;然而,AS如何促进癌症发展在很大程度上仍不清楚。AS事件(ASEs)主要由RNA结合蛋白(RBPs)调控,而RBPs的能力可通过多种遗传和表观遗传机制进行调节。在本研究中,我们使用了一个计算框架来研究转录因子(TFs)在调节RBP-AS相互作用中的作用。从TCGA-KIRC RNA测序数据中总共鉴定出6519个TF-RBP-AS三联体,包括290个TFs、175个RBPs和16个ASEs。TF功能类别根据RBP表达与其靶向ASEs之间的相关性变化来定义。结果表明,大多数TFs影响多个靶点,并鉴定出六种不同类型的TF介导的转录失调。然后,构建了TF-RBP-AS三联体的调控网络。进一步的通路富集分析表明,参与三联体的这些TFs和RBPs在与癌症发展和进展相关的多种通路中富集。生存分析表明,一些三联体与生存率高度相关。这些发现表明,将TFs整合到可变剪接调控网络中有助于我们理解可变剪接在癌症中的作用。