Texas Children's Cancer Center and Department of Pediatrics, Baylor College of Medicine, Houston, TX, USA.
IBM Research-Zurich, 8803 Rüschlikon, Zurich, Switzerland.
Nucleic Acids Res. 2018 May 18;46(9):4354-4369. doi: 10.1093/nar/gky286.
microRNAs (miRNAs) play key roles in cancer, but their propensity to couple their targets as competing endogenous RNAs (ceRNAs) has only recently emerged. Multiple models have studied ceRNA regulation, but these models did not account for the effects of co-regulation by miRNAs with many targets. We modeled ceRNA and simulated its effects using established parameters for miRNA/mRNA interaction kinetics while accounting for co-regulation by multiple miRNAs with many targets. Our simulations suggested that co-regulation by many miRNA species is more likely to produce physiologically relevant context-independent couplings. To test this, we studied the overlap of inferred ceRNA networks from four tumor contexts-our proposed pan-cancer ceRNA interactome (PCI). PCI was composed of interactions between genes that were co-regulated by nearly three-times as many miRNAs as other inferred ceRNA interactions. Evidence from expression-profiling datasets suggested that PCI interactions are predictive of gene expression in 12 independent tumor- and non-tumor contexts. Biochemical assays confirmed ceRNA couplings for two PCI subnetworks, including oncogenes CCND1, HIF1A and HMGA2, and tumor suppressors PTEN, RB1 and TP53. Our results suggest that PCI is enriched for context-independent interactions that are coupled by many miRNA species and are more likely to be context independent.
微小 RNA(miRNA)在癌症中发挥着关键作用,但它们将靶标作为竞争性内源 RNA(ceRNA)偶联的倾向最近才出现。多个模型研究了 ceRNA 的调控,但这些模型没有考虑到具有多个靶标的 miRNA 的共同调控的影响。我们使用 miRNA/mRNA 相互作用动力学的既定参数对 ceRNA 进行建模并进行模拟,同时考虑到具有多个靶标的多个 miRNA 的共同调控。我们的模拟表明,许多 miRNA 物种的共同调控更有可能产生具有生理相关性的、独立于上下文的偶联。为了验证这一点,我们研究了来自四个肿瘤背景的推断的 ceRNA 网络的重叠-我们提出的泛癌 ceRNA 相互作用组(PCI)。PCI 由基因组成,这些基因受到近三倍于其他推断的 ceRNA 相互作用的 miRNA 的共同调控。来自表达谱数据集的证据表明,PCI 相互作用可预测 12 个独立的肿瘤和非肿瘤背景中的基因表达。生化测定证实了 PCI 两个子网的 ceRNA 偶联,包括癌基因 CCND1、HIF1A 和 HMGA2,以及肿瘤抑制基因 PTEN、RB1 和 TP53。我们的结果表明,PCI 富含由许多 miRNA 物种偶联的独立于上下文的相互作用,并且更有可能是独立于上下文的。