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RNA modifications detection by comparative Nanopore direct RNA sequencing

Author

Listed:
  • Adrien Leger

    (Wellcome Genome Campus, Hinxton
    Gosling Building, Oxford Science Park)

  • Paulo P. Amaral

    (University of Cambridge, Tennis Court Road
    University of Cambridge, Puddicombe Way
    INSPER - Institute of Education and Research)

  • Luca Pandolfini

    (University of Cambridge, Tennis Court Road
    Center for Human Technologies (CHT))

  • Charlotte Capitanchik

    (The Francis Crick Institute)

  • Federica Capraro

    (The Francis Crick Institute
    UCL Queen Square Institute of Neurology, Queen Square)

  • Valentina Miano

    (Division of Cellular and Molecular Pathology, University of Cambridge)

  • Valentina Migliori

    (University of Cambridge, Tennis Court Road)

  • Patrick Toolan-Kerr

    (The Francis Crick Institute
    UCL Queen Square Institute of Neurology, Queen Square)

  • Theodora Sideri

    (The Francis Crick Institute)

  • Anton J. Enright

    (University of Cambridge, Tennis Court Road)

  • Konstantinos Tzelepis

    (University of Cambridge, Tennis Court Road)

  • Folkert J. Werven

    (The Francis Crick Institute)

  • Nicholas M. Luscombe

    (The Francis Crick Institute
    Environment and Evolution, UCL Genetics Institute
    Okinawa Institute of Science & Technology Graduate University)

  • Isaia Barbieri

    (University of Cambridge, Tennis Court Road
    Division of Cellular and Molecular Pathology, University of Cambridge)

  • Jernej Ule

    (The Francis Crick Institute
    UCL Queen Square Institute of Neurology, Queen Square)

  • Tomas Fitzgerald

    (Wellcome Genome Campus, Hinxton)

  • Ewan Birney

    (Wellcome Genome Campus, Hinxton)

  • Tommaso Leonardi

    (University of Cambridge, Tennis Court Road
    Istituto Italiano di Tecnologia (IIT))

  • Tony Kouzarides

    (University of Cambridge, Tennis Court Road
    University of Cambridge, Puddicombe Way)

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.

Suggested Citation

  • Adrien Leger & Paulo P. Amaral & Luca Pandolfini & Charlotte Capitanchik & Federica Capraro & Valentina Miano & Valentina Migliori & Patrick Toolan-Kerr & Theodora Sideri & Anton J. Enright & Konstant, 2021. "RNA modifications detection by comparative Nanopore direct RNA sequencing," Nature Communications, Nature, vol. 12(1), pages 1-17, December.
  • Handle: RePEc:nat:natcom:v:12:y:2021:i:1:d:10.1038_s41467-021-27393-3
    DOI: 10.1038/s41467-021-27393-3
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    as
    1. Eliza Yankova & Wesley Blackaby & Mark Albertella & Justyna Rak & Etienne Braekeleer & Georgia Tsagkogeorga & Ewa S. Pilka & Demetrios Aspris & Dan Leggate & Alan G. Hendrick & Natalie A. Webster & By, 2021. "Small-molecule inhibition of METTL3 as a strategy against myeloid leukaemia," Nature, Nature, vol. 593(7860), pages 597-601, May.
    2. Alexander M. Price & Katharina E. Hayer & Alexa B. R. McIntyre & Nandan S. Gokhale & Jonathan S. Abebe & Ashley N. Fera & Christopher E. Mason & Stacy M. Horner & Angus C. Wilson & Daniel P. Depledge , 2020. "Direct RNA sequencing reveals m6A modifications on adenovirus RNA are necessary for efficient splicing," Nature Communications, Nature, vol. 11(1), pages 1-17, December.
    3. Isaia Barbieri & Konstantinos Tzelepis & Luca Pandolfini & Junwei Shi & Gonzalo Millán-Zambrano & Samuel C. Robson & Demetrios Aspris & Valentina Migliori & Andrew J. Bannister & Namshik Han & Etienne, 2017. "Promoter-bound METTL3 maintains myeloid leukaemia by m6A-dependent translation control," Nature, Nature, vol. 552(7683), pages 126-131, December.
    4. Dan Dominissini & Sharon Moshitch-Moshkovitz & Schraga Schwartz & Mali Salmon-Divon & Lior Ungar & Sivan Osenberg & Karen Cesarkas & Jasmine Jacob-Hirsch & Ninette Amariglio & Martin Kupiec & Rotem So, 2012. "Topology of the human and mouse m6A RNA methylomes revealed by m6A-seq," Nature, Nature, vol. 485(7397), pages 201-206, May.
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    Cited by:

    1. P Acera Mateos & A J Sethi & A Ravindran & A Srivastava & K Woodward & S Mahmud & M Kanchi & M Guarnacci & J Xu & Z W S Yuen & Y Zhou & A Sneddon & W Hamilton & J Gao & L M Starrs & R Hayashi & V Wick, 2024. "Prediction of m6A and m5C at single-molecule resolution reveals a transcriptome-wide co-occurrence of RNA modifications," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    2. You Wu & Wenna Shao & Mengxiao Yan & Yuqin Wang & Pengfei Xu & Guoqiang Huang & Xiaofei Li & Brian D. Gregory & Jun Yang & Hongxia Wang & Xiang Yu, 2024. "Transfer learning enables identification of multiple types of RNA modifications using nanopore direct RNA sequencing," Nature Communications, Nature, vol. 15(1), pages 1-19, December.

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