College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang, China.
PLoS One. 2012;7(2):e32201. doi: 10.1371/journal.pone.0032201. Epub 2012 Feb 22.
MicroRNAs, a new class of key regulators of gene expression, have been shown to be involved in diverse biological processes and linked to many human diseases. To elucidate miRNA function from a global perspective, we constructed a conserved miRNA co-expression network by integrating multiple human and mouse miRNA expression data. We found that these conserved co-expressed miRNA pairs tend to reside in close genomic proximity, belong to common families, share common transcription factors, and regulate common biological processes by targeting common components of those processes based on miRNA targets and miRNA knockout/transfection expression data, suggesting their strong functional associations. We also identified several co-expressed miRNA sub-networks. Our analysis reveals that many miRNAs in the same sub-network are associated with the same diseases. By mapping known disease miRNAs to the network, we identified three cancer-related miRNA sub-networks. Functional analyses based on targets and miRNA knockout/transfection data consistently show that these sub-networks are significantly involved in cancer-related biological processes, such as apoptosis and cell cycle. Our results imply that multiple co-expressed miRNAs can cooperatively regulate a given biological process by targeting common components of that process, and the pathogenesis of disease may be associated with the abnormality of multiple functionally cooperative miRNAs rather than individual miRNAs. In addition, many of these co-expression relationships provide strong evidence for the involvement of new miRNAs in important biological processes, such as apoptosis, differentiation and cell cycle, indicating their potential disease links.
微小 RNA(miRNAs)是一类新的基因表达关键调控因子,已被证明参与多种生物过程,并与许多人类疾病相关。为了从全局角度阐明 miRNA 的功能,我们通过整合多种人类和小鼠的 miRNA 表达数据,构建了一个保守的 miRNA 共表达网络。我们发现,这些保守的共表达 miRNA 对倾向于在基因组上紧密相邻,属于共同的家族,共享共同的转录因子,并通过靶向这些过程的共同成分来调节共同的生物学过程,这是基于 miRNA 靶标和 miRNA 敲除/转染表达数据得出的,这表明它们具有很强的功能相关性。我们还鉴定出了几个共表达 miRNA 子网络。我们的分析表明,同一子网络中的许多 miRNA 与相同的疾病相关。通过将已知的疾病 miRNA 映射到网络上,我们鉴定出了三个与癌症相关的 miRNA 子网络。基于靶标和 miRNA 敲除/转染数据的功能分析一致表明,这些子网络显著参与了与癌症相关的生物学过程,如细胞凋亡和细胞周期。我们的结果表明,多个共表达的 miRNAs 可以通过靶向该过程的共同成分来协同调节给定的生物学过程,并且疾病的发病机制可能与多个功能协同的 miRNAs 的异常有关,而不是单个 miRNAs。此外,这些共表达关系中的许多为新 miRNAs 参与细胞凋亡、分化和细胞周期等重要生物学过程提供了有力证据,表明它们可能与疾病相关。