Section of Bioinformatics and Systems Cardiology, University Hospital Heidelberg, Heidelberg, Germany.
German Center for Cardiovascular Research (DZHK), Partner Site Heidelberg/Mannheim, Heidelberg, Germany.
RNA Biol. 2023 Jan;20(1):652-665. doi: 10.1080/15476286.2023.2248752.
Ribosomal RNAs are decorated by numerous post-transcriptional modifications whose exact roles in ribosome biogenesis, function, and human pathophysiology remain largely unknown. Here, we report a targeted direct rRNA sequencing approach involving a substrate selection step and demonstrate its suitability to identify differential modification sites in combination with the JACUSA2 software. We compared JACUSA2 to other tools designed for RNA modification detection and show that JACUSA2 outperforms other software with regard to detection of base modifications such as methylation, acetylation and aminocarboxypropylation. To illustrate its widespread usability, we applied our method to a collection of CRISPR-Cas9 engineered colon carcinoma cells lacking specific enzymatic activities responsible for particular rRNA modifications and systematically compared them to isogenic wild-type RNAs. Besides the numerous 2'-O methylated riboses and pseudouridylated residues, our approach was suitable to reliably identify differential base methylation and acetylation events. Importantly, our method does not require any prior knowledge of modification sites or the need to train complex models. We further report for the first time detection of human rRNA modifications by direct RNA-sequencing on Flongle flow cells, the smallest-scale nanopore flow cell available to date. The use of these smaller flow cells reduces RNA input requirements, making our workflow suitable for the analysis of samples with limited availability and clinical work.
核糖体 RNA 被大量的转录后修饰所修饰,但其在核糖体生物发生、功能和人类病理生理学中的确切作用在很大程度上仍然未知。在这里,我们报告了一种涉及底物选择步骤的靶向直接 rRNA 测序方法,并证明了其与 JACUSA2 软件结合识别差异修饰位点的适用性。我们将 JACUSA2 与其他专门用于 RNA 修饰检测的工具进行了比较,并表明 JACUSA2 在检测甲基化、乙酰化和氨甲酰化等碱基修饰方面优于其他软件。为了说明其广泛的可用性,我们将我们的方法应用于一组经 CRISPR-Cas9 工程改造的结肠癌细胞,这些细胞缺乏负责特定 rRNA 修饰的特定酶活性,并将其与同基因野生型 RNA 进行了系统比较。除了大量的 2'-O 甲基化核糖和假尿嘧啶化残基外,我们的方法还适合可靠地识别差异碱基甲基化和乙酰化事件。重要的是,我们的方法不需要任何关于修饰位点的先验知识,也不需要训练复杂的模型。我们还首次通过在 Flongle 流片上直接 RNA 测序报告了人类 rRNA 修饰的检测,Flongle 流片是迄今为止可用的最小规模的纳米孔流片。这些较小的流片的使用减少了 RNA 的输入需求,使我们的工作流程适合于具有有限可用性和临床工作的样品分析。