Center for Genomic Science of IIT@SEMM, Istituto Italiano di Tecnologia (IIT)-Via Adamello 16, 20139 Milan, Italy.
Department of Electrical Engineering and Information Technology, University of Naples "Federico II", Via Claudio 21, Naples 80128, Italy.
Nucleic Acids Res. 2022 Feb 28;50(4):2019-2035. doi: 10.1093/nar/gkac057.
It is currently unknown how many RNA transcripts are able to induce degradation of microRNAs (miRNA) via the mechanism known as target-directed miRNA degradation (TDMD). We developed TDMDfinder, a computational pipeline that identifies 'high confidence' TDMD interactions in the Human and Mouse transcriptomes by combining sequence alignment and feature selection approaches. Our predictions suggested that TDMD is widespread, with potentially every miRNA controlled by endogenous targets. We experimentally tested 37 TDMDfinder predictions, of which 17 showed TDMD effects as measured by RT-qPCR and small RNA sequencing, linking the miR-17, miR-19, miR-30, miR-221, miR-26 and miR-23 families to novel endogenous TDMDs. In some cases, TDMD was found to affect different members of the same miRNA family selectively. Features like complementarity to the miRNA 3' region, bulge size and hybridization energy appeared to be the main factors determining sensitivity. Computational analyses performed using the multiomic TCGA platform substantiated the involvement of many TDMD transcripts in human cancer and highlighted 36 highly significant interactions, suggesting TDMD as a new potential oncogenic mechanism. In conclusion, TDMDfinder provides the first inventory of bona fide human and mouse TDMDs. Available as a free webtool, TDMDfinder allows users to search for any TDMD interaction of interest by customizing its selection criteria.
目前尚不清楚有多少 RNA 转录本能够通过称为靶向 miRNA 降解(TDMD)的机制诱导 miRNA(miRNA)降解。我们开发了 TDMDfinder,这是一种计算管道,通过结合序列比对和特征选择方法,在人类和小鼠转录组中识别“高可信度”TDMD 相互作用。我们的预测表明,TDMD 很普遍,每个 miRNA 都可能受到内源性靶标的控制。我们通过 RT-qPCR 和小 RNA 测序实验测试了 37 个 TDMDfinder 预测,其中 17 个表现出 TDMD 效应,将 miR-17、miR-19、miR-30、miR-221、miR-26 和 miR-23 家族与新的内源性 TDMD 联系起来。在某些情况下,TDMD 被发现选择性地影响同一 miRNA 家族的不同成员。像与 miRNA 3' 区域的互补性、凸起大小和杂交能这样的特征似乎是决定敏感性的主要因素。使用多组学 TCGA 平台进行的计算分析证实了许多 TDMD 转录本参与人类癌症,并突出了 36 个高度显著的相互作用,表明 TDMD 是一种新的潜在致癌机制。总之,TDMDfinder 提供了第一个真实的人类和小鼠 TDMD 清单。作为一个免费的网络工具,TDMDfinder 允许用户通过自定义其选择标准来搜索任何感兴趣的 TDMD 相互作用。