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使用 Nanocompore 从直接 RNA 纳米孔测序数据中鉴定 RNA 修饰。

Using Nanocompore to Identify RNA Modifications from Direct RNA Nanopore Sequencing Data.

机构信息

Center for Genomic Science of IIT@SEMM, Fondazione Istituto Italiano di Tecnologia, Milano, Italy.

European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, Cambridgeshire, U.K.

出版信息

Curr Protoc. 2023 Feb;3(2):e683. doi: 10.1002/cpz1.683.

Abstract

RNA modifications can alter the behavior of RNA molecules depending on where they are located on the strands. Traditionally, RNA modifications have been detected and characterized by biophysical assays, mass spectrometry, or specific next-generation sequencing techniques, but are limited to specific modifications or are low throughput. Nanopore is a platform capable of sequencing RNA strands directly, which permits transcriptome-wide detection of RNA modifications. RNA modifications alter the nanopore raw signal relative to the canonical form of the nucleotide, and several software tools detect these signal alterations. One such tool is Nanocompore, which compares the ionic current features between two different experimental conditions (i.e., with and without RNA modifications) to detect RNA modifications. Nanocompore is not limited to a single type of RNA modification, has a high specificity for detecting RNA modifications, and does not require model training. To use Nanocompore, the following steps are needed: (i) the data must be basecalled and aligned to the reference transcriptome, then the raw ionic current signals are aligned to the sequences and transformed into a Nanocompore-compatible format; (ii) finally, the statistical testing is conducted on the transformed data and produces a table of p-value predictions for the positions of the RNA modifications. These steps can be executed with several different methods, and thus we have also included two alternative protocols for running Nanocompore. Once the positions of RNA modifications are determined by Nanocompore, users can investigate their function in various metabolic pathways. © 2023 The Authors. Current Protocols published by Wiley Periodicals LLC. Basic Protocol: RNA modification detection by Nanocompore Alternate Protocol 1: RNA modification detection by Nanocompore with f5c Alternate Protocol 2: RNA modification detection by Nanocompore using Nextflow.

摘要

RNA 修饰可以改变 RNA 分子的行为,具体取决于它们在链上的位置。传统上,RNA 修饰是通过生物物理测定法、质谱分析或特定的下一代测序技术来检测和表征的,但这些方法仅限于特定的修饰或通量较低。纳米孔是一种能够直接测序 RNA 链的平台,它允许对 RNA 修饰进行全转录组检测。RNA 修饰会改变相对于核苷酸标准形式的纳米孔原始信号,并且有几个软件工具可以检测这些信号变化。其中一种工具是 Nanocompore,它比较两种不同实验条件(即有和没有 RNA 修饰)之间的离子电流特征,以检测 RNA 修饰。Nanocompore 不仅限于一种类型的 RNA 修饰,对检测 RNA 修饰具有很高的特异性,并且不需要模型训练。要使用 Nanocompore,需要执行以下步骤:(i) 必须对数据进行碱基调用并与参考转录组对齐,然后将原始离子电流信号与序列对齐并转换为 Nanocompore 兼容的格式;(ii) 最后,对转换后的数据进行统计检验,并生成 RNA 修饰位置的 p 值预测表。这些步骤可以通过几种不同的方法执行,因此我们还包括了运行 Nanocompore 的两种替代方案。一旦通过 Nanocompore 确定了 RNA 修饰的位置,用户就可以研究它们在各种代谢途径中的功能。© 2023 作者。Wiley Periodicals LLC 出版的《当代协议》。基本方案:Nanocompore 检测 RNA 修饰备选方案 1:使用 f5c 的 Nanocompore 检测 RNA 修饰备选方案 2:使用 Nextflow 的 Nanocompore 检测 RNA 修饰

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