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Mapping of RNA Modifications by Direct Nanopore Sequencing and JACUSA2

Authors: Amina, Lemsara; Christoph, Dieterich; Isabel S, Naarmann-de Vries;

Mapping of RNA Modifications by Direct Nanopore Sequencing and JACUSA2

Abstract

RNA modifications exist in all kingdom of life. Several different types of base or ribose modifications are now summarized under the term the ”epitranscriptome”. With the advent of high-throughput sequencing technologies, much progress has been made in understanding RNA modification biology and how these modifications can influence many aspects of RNA life. The most widespread internal modification on mRNA is m6A, which has been implicated in physiological processes as well as disease pathogenesis. Here, we provide a workflow for the mapping of m6A sites using Nanopore direct RNA sequencing data. Our strategy employs pairwise comparison of base calling error profiles with JACUSA2. We outline a general strategy for RNA modification detection on mRNA and describe two specific use cases on m6A detection in detail. Use case 1: a sample of interest with modifications (e.g. ”wild type” sample) is compared to a sample lacking a specific modification type (e.g. ”knock out” sample, here METTL3 -KO) or Use case 2: a sample of interest with modifications is compared to a sample lacking all modifications (e.g. in vitro transcribed cDNA). We provide a detailed protocol on experimental and computational aspects. Extensive online material provides a snakemake pipeline to identify m6A positions in mRNA and to validate the results against a miCLIP-derived m6A reference set. The general strategy is flexible and can be easily adapted by users in different application scenarios.

Keywords

Nanopore Sequencing, Nanopores, Base Sequence, RNA modification, nanopore, JACUSA, snakemake, prediction, RNA, High-Throughput Nucleotide Sequencing, RNA, Messenger, RNA modification, nanopore, snakemake, JACUSA, prediction

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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