College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China.
Adv Exp Med Biol. 2018;1094:9-18. doi: 10.1007/978-981-13-0719-5_2.
Non-coding RNAs (ncRNAs) are biologically significant in variable ways. They modulate gene expression at the levels of transcription and post-transcription. MiRNAs and lncRNAs are two major classes of non-coding RNAs and have been extensively characterized. They are implicated in various biological processes and diseases. Thus, identification of miRNAs and lncRNAs are fundamental to further understand their roles and dissect their mechanisms. Here, we overviewed pipelines of identifying miRNAs and lncRNAs based on next-generation sequencing technologies. We applied the pipelines to identify miRNAs in multiple cell lines and perform expression quantification of mature, precursor and primary miRNAs. In addition, we provided an alternative way to re-annotate lncRNAs from microarray data. We summarized multiple resources and databases for lncRNA annotation and compared their annotation processes and specific parameters. Finally, we utilized RNA-seq and miRNA-seq data to construct a comprehensive transcriptome containing miRNAs, lncRNAs and protein-coding genes in heart failure.
非编码 RNA(ncRNAs)在多种方式下具有重要的生物学意义。它们在转录和转录后水平上调节基因表达。miRNA 和 lncRNA 是两类主要的非编码 RNA,已经得到了广泛的研究。它们参与了各种生物过程和疾病。因此,鉴定 miRNA 和 lncRNA 对于进一步了解它们的作用和剖析它们的机制至关重要。在这里,我们综述了基于下一代测序技术鉴定 miRNA 和 lncRNA 的方法。我们应用这些方法来鉴定多个细胞系中的 miRNA,并对成熟 miRNA、前体 miRNA 和初级 miRNA 进行表达定量。此外,我们提供了一种从微阵列数据中重新注释 lncRNA 的替代方法。我们总结了多个 lncRNA 注释的资源和数据库,并比较了它们的注释过程和特定参数。最后,我们利用 RNA-seq 和 miRNA-seq 数据构建了一个包含心力衰竭中 miRNA、lncRNA 和蛋白编码基因的综合转录组。