1. RNA modifications detection by comparative Nanopore direct RNA sequencing
- Author
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Konstantinos Tzelepis, Adrien Leger, Tommaso Leonardi, Nicholas M. Luscombe, Capraro F, Paulo P. Amaral, Anton J. Enright, Isaia Barbieri, Tony Kouzarides, Migliori, Jernej Ule, Ewan Birney, Tomas W Fitzgerald, Charlotte Capitanchik, Luca Pandolfini, Leger, Adrien [0000-0001-8772-6776], Pandolfini, Luca [0000-0003-1444-8167], Capraro, Federica [0000-0001-8974-4951], Miano, Valentina [0000-0002-0260-5885], Tzelepis, Konstantinos [0000-0002-4865-7648], van Werven, Folkert J [0000-0002-6685-2084], Luscombe, Nicholas M [0000-0001-5293-4778], Barbieri, Isaia [0000-0003-3035-8970], Ule, Jernej [0000-0002-2452-4277], Fitzgerald, Tomas [0000-0002-2370-8496], Birney, Ewan [0000-0001-8314-8497], Leonardi, Tommaso [0000-0002-4449-1863], Kouzarides, Tony [0000-0002-8918-4162], Apollo - University of Cambridge Repository, and Enright, Anton [0000-0002-6090-3100]
- Subjects
Computer science ,Gene Expression ,General Physics and Astronomy ,Transcriptome ,Nanopores ,0302 clinical medicine ,Ecology,Evolution & Ethology ,RNA Processing, Post-Transcriptional ,health care economics and organizations ,0303 health sciences ,Training set ,Multidisciplinary ,Stem Cells ,High-Throughput Nucleotide Sequencing ,RNA sequencing ,3. Good health ,Nanopore ,Genetic Techniques ,Genetics & Genomics ,Model organisms ,Bioinformatics ,Science ,Computational biology ,Biochemistry & Proteomics ,Article ,General Biochemistry, Genetics and Molecular Biology ,03 medical and health sciences ,Humans ,Control sample ,Transcriptomics ,Computational & Systems Biology ,030304 developmental biology ,Base Sequence ,Sequence Analysis, RNA ,FOS: Clinical medicine ,Gene Expression Profiling ,Neurosciences ,RNA ,Computational Biology ,Cell Biology ,General Chemistry ,Tumour Biology ,Nanopore Sequencing ,Cell Cycle & Chromosomes ,Nanopore sequencing ,Software ,030217 neurology & neurosurgery ,Biological variability - Abstract
RNA molecules undergo a vast array of chemical post-transcriptional modifications (PTMs) that can affect their structure and interaction properties. In recent years, a growing number of PTMs have been successfully mapped to the transcriptome using experimental approaches relying on high-throughput sequencing. Oxford Nanopore direct-RNA sequencing has been shown to be sensitive to RNA modifications. We developed and validated Nanocompore, a robust analytical framework that identifies modifications from these data. Our strategy compares an RNA sample of interest against a non-modified control sample, not requiring a training set and allowing the use of replicates. We show that Nanocompore can detect different RNA modifications with position accuracy in vitro, and we apply it to profile m6A in vivo in yeast and human RNAs, as well as in targeted non-coding RNAs. We confirm our results with orthogonal methods and provide novel insights on the co-occurrence of multiple modified residues on individual RNA molecules., Nanopore direct RNA Sequencing data contain information about the presence of RNA modifications, but their detection poses substantial challenges. Here the authors introduce Nanocompore, a new methodology for modification detection from Nanopore data.
- Published
- 2021