Genetic Medicine, Eli Lilly and Company, Indianapolis, IN 46225, United States.
Bioinformatics. 2024 Jan 2;40(1). doi: 10.1093/bioinformatics/btae011.
On-target gene knockdown, using siRNA, ideally results from binding fully complementary regions in mRNA transcripts to induce direct cleavage. Off-target siRNA gene knockdown can occur through several modes, one being a seed-mediated mechanism mimicking miRNA gene regulation. Seed-mediated off-target effects occur when the ∼8 nucleotides at the 5' end of the guide strand, called a seed region, bind the 3' untranslated regions of mRNA, causing reduced translation. Experiments using siRNA knockdown paired with RNA-seq can be used to detect siRNA sequences with off-target effects driven by the seed region. However, there are limited computational tools designed specifically for detecting siRNA off-target effects mediated by the seed region in differential gene expression experiments.
SeedMatchR is an R package developed to provide users a single, unified resource for detecting and visualizing seed-mediated off-target effects of siRNA using RNA-seq experiments. SeedMatchR is designed to extend current differential expression analysis tools, such as DESeq2, by annotating results with predicted seed matches. Using publicly available data, we demonstrate the ability of SeedMatchR to detect cumulative changes in differential gene expression attributed to siRNA seed region activity.
SeedMatchR is available on CRAN. Documentation and example workflows are available through the SeedMatchR GitHub page at https://github.com/tacazares/SeedMatchR.
使用 siRNA 进行靶向基因敲低,理想情况下是通过与 mRNA 转录本中完全互补的区域结合来诱导直接切割。非靶向 siRNA 基因敲低可能通过几种模式发生,其中一种是模拟 miRNA 基因调控的种子介导机制。当引导链 5'端的约 8 个核苷酸(称为种子区域)与 mRNA 的 3'非翻译区结合时,就会发生种子介导的非靶向效应,导致翻译减少。使用 siRNA 敲低与 RNA-seq 配对的实验可用于检测具有种子区域驱动的非靶向效应的 siRNA 序列。然而,设计用于检测差异表达实验中由种子区域介导的 siRNA 非靶向效应的计算工具非常有限。
SeedMatchR 是一个 R 包,用于为用户提供一个单一的、统一的资源,用于使用 RNA-seq 实验检测和可视化 siRNA 的种子介导的非靶向效应。SeedMatchR 旨在通过用预测的种子匹配注释结果,扩展当前的差异表达分析工具,如 DESeq2。使用公开可用的数据,我们证明了 SeedMatchR 检测归因于 siRNA 种子区域活性的差异基因表达累积变化的能力。
SeedMatchR 可在 CRAN 上获得。文档和示例工作流程可通过 SeedMatchR 的 GitHub 页面 https://github.com/tacazares/SeedMatchR 获得。