Department of Mathematics, Massachusetts Institute of Technology, Cambridge, 02139, USA.
Proc Natl Acad Sci U S A. 2010 Sep 7;107(36):15751-6. doi: 10.1073/pnas.1006172107. Epub 2010 Aug 20.
MicroRNAs (miRNAs) are a class of short noncoding RNAs that regulate protein-coding genes posttranscriptionally. In animals, most known miRNA targeting occurs within the 3'UTR of mRNAs, but the extent of biologically relevant targeting in the ORF or 5'UTR of mRNAs remains unknown. Here, we develop an algorithm (MinoTar-miRNA ORF Targets) to identify conserved regulatory motifs within protein-coding regions and use it to estimate the number of preferentially conserved miRNA-target sites in ORFs. We show that, in Drosophila, preferentially conserved miRNA targeting in ORFs is as widespread as it is in 3'UTRs and that, while far less abundant, conserved targets in Drosophila 5'UTRs number in the hundreds. Using our algorithm, we predicted a set of high-confidence ORF targets and selected seven miRNA-target pairs from among these for experimental validation. We observed down-regulation by the miRNA in five out of seven cases, indicating our approach can recover functional sites with high confidence. Additionally, we observed additive targeting by multiple sites within a single ORF. Altogether, our results demonstrate that the scale of biologically important miRNA targeting in ORFs is extensive and that computational tools such as ours can aid in the identification of such targets. Further evidence suggests that our results extend to mammals, but that the extent of ORF and 5'UTR targeting relative to 3'UTR targeting may be greater in Drosophila.
微小 RNA(miRNA)是一类短的非编码 RNA,可在后转录水平调节蛋白编码基因。在动物中,大多数已知的 miRNA 靶向发生在 mRNAs 的 3'UTR 内,但 mRNAs 的 ORF 或 5'UTR 中具有生物学意义的靶向程度仍不清楚。在这里,我们开发了一种算法(MinoTar-miRNA ORF Targets)来识别蛋白质编码区域内的保守调控基序,并利用它来估计 ORF 中优先保守的 miRNA 靶位的数量。我们表明,在果蝇中,ORF 中优先保守的 miRNA 靶向与 3'UTR 中一样广泛,虽然数量少得多,但果蝇 5'UTR 中的保守靶位数量达到数百个。使用我们的算法,我们预测了一组高可信度的 ORF 靶位,并从中选择了七个 miRNA 靶位对进行实验验证。在七种情况中的五种情况下,我们观察到 miRNA 的下调,表明我们的方法可以高度置信地恢复功能位点。此外,我们还观察到单个 ORF 内的多个位点的附加靶向。总的来说,我们的结果表明,ORF 中具有生物学重要性的 miRNA 靶向的规模是广泛的,而像我们这样的计算工具可以帮助识别这些靶位。进一步的证据表明,我们的结果可以扩展到哺乳动物,但相对于 3'UTR 靶向,ORF 和 5'UTR 靶向的程度在果蝇中可能更大。