RNA modifications detection by comparative Nanopore direct RNA sequencing

被引:195
作者
Leger, Adrien [1 ,13 ]
Amaral, Paulo P. [2 ,3 ,4 ]
Pandolfini, Luca [2 ,5 ]
Capitanchik, Charlotte [6 ]
Capraro, Federica [6 ,7 ]
Miano, Valentina [8 ]
Migliori, Valentina [2 ]
Toolan-Kerr, Patrick [6 ,7 ]
Sideri, Theodora [6 ]
Enright, Anton J. [9 ]
Tzelepis, Konstantinos [2 ]
van Werven, Folkert J. [6 ]
Luscombe, Nicholas M. [6 ,10 ,11 ]
Barbieri, Isaia [2 ,8 ]
Ule, Jernej [6 ,7 ]
Fitzgerald, Tomas [1 ]
Birney, Ewan [1 ]
Leonardi, Tommaso [2 ,12 ]
Kouzarides, Tony [2 ,3 ]
机构
[1] European Mol Biol Lab, European Bioinformat Inst, Wellcome Genome Campus, Cambridge, England
[2] Univ Cambridge, Gurdon Inst, Tennis Court Rd, Cambridge, England
[3] Univ Cambridge, Jeffrey Cheah Biomed Ctr, Milner Therapeut Inst, Puddicombe Way, Cambridge, England
[4] INSPER Inst Educ & Res, Sao Paulo, SP, Brazil
[5] Ist Italiano Tecnol IIT, Ctr Human Technol CHT, Genoa, Italy
[6] Francis Crick Inst, London, England
[7] UCL Queen Sq Inst Neurol, Dept Neuromuscular Dis, Queen Sq, London, England
[8] Univ Cambridge, Dept Pathol, Div Cellular & Mol Pathol, Cambridge, England
[9] Univ Cambridge, Dept Pathol, Tennis Court Rd, Cambridge, England
[10] UCL Genet Inst, Dept Genet Environm & Evolut, London, England
[11] Okinawa Inst Sci & Technol Grad Univ, Onna, Okinawa, Japan
[12] Ist Italian Tecnol IIT, Ctr Genom Sci IIT SEMM, Milan, Italy
[13] Oxford Nanopore Technol, Gosling Bldg,Oxford Sci Pk, Oxford, England
基金
英国生物技术与生命科学研究理事会; 英国惠康基金; 英国医学研究理事会;
关键词
7SK SNRNA; EPITRANSCRIPTOME; TRANSCRIPTION; REVEALS;
D O I
10.1038/s41467-021-27393-3
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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. 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 m(6)A 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.
引用
收藏
页数:17
相关论文
共 61 条
  • [1] New Twists in Detecting mRNA Modification Dynamics
    Anreiter, Ina
    Mir, Quoseena
    Simpson, Jared T.
    Janga, Sarath C.
    Soller, Matthias
    [J]. TRENDS IN BIOTECHNOLOGY, 2021, 39 (01) : 72 - 89
  • [2] Promoter-bound METTL3 maintains myeloid leukaemia by m6A-dependent translation control
    Barbieri, Isaia
    Tzelepis, Konstantinos
    Pandolfini, Luca
    Shi, Junwei
    Millan-Zambrano, Gonzalo
    Robson, Samuel C.
    Aspris, Demetrios
    Migliori, Valentina
    Bannister, Andrew J.
    Han, Namshik
    De Braekeleer, Etienne
    Ponstingl, Hannes
    Hendrick, Alan
    Vakoc, Christopher R.
    Vassiliou, George S.
    Kouzarides, Tony
    [J]. NATURE, 2017, 552 (7683) : 126 - +
  • [3] Quantitative profiling of pseudouridylation dynamics in native RNAs with nanopore sequencing
    Begik, Oguzhan
    Lucas, Morghan C.
    Pryszcz, Leszek P.
    Ramirez, Jose Miguel
    Medina, Rebeca
    Milenkovic, Ivan
    Cruciani, Sonia
    Liu, Huanle
    Vieira, Helaine Graziele Santos
    Sas-Chen, Aldema
    Mattick, John S.
    Schwartz, Schraga
    Novoa, Eva Maria
    [J]. NATURE BIOTECHNOLOGY, 2021, 39 (10) : 1278 - +
  • [4] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300
  • [5] MODOMICS: a database of RNA modification pathways. 2017 update
    Boccaletto, Pietro
    Machnicka, Magdalena A.
    Purta, Elzbieta
    Piatkowski, Pawe
    Baginski, Blazej
    Wirecki, Tomasz K.
    de Crecy-Lagard, Valerie
    Ross, Robert
    Limbach, Patrick A.
    Kotter, Annika
    Helm, Mark
    Bujnicki, Janusz M.
    [J]. NUCLEIC ACIDS RESEARCH, 2018, 46 (D1) : D303 - D307
  • [6] P-TEFb Activation by RBM7 Shapes a Pro-survival Transcriptional Response to Genotoxic Stress
    Bugai, Andrii
    Quaresma, Alexandre J. C.
    Friedel, Caroline C.
    Lenasi, Tina
    Duester, Robert
    Sibley, Christopher R.
    Fujinaga, Koh
    Kukanja, Petra
    Hennig, Thomas
    Blasius, Melanie
    Geyer, Matthias
    Ule, Jernej
    Doelken, Lars
    Barboric, Matjaz
    [J]. MOLECULAR CELL, 2019, 74 (02) : 254 - +
  • [7] Targeting the m6A RNA modification pathway blocks SARS-CoV-2 and HCoV-OC43 replication
    Burgess, Hannah M.
    Depledge, Daniel P.
    Thompson, Letitia
    Srinivas, Kalanghad Puthankalam
    Grande, Rebecca C.
    Vink, Elizabeth I.
    Abebe, Jonathan S.
    Blackaby, Wesley P.
    Hendrick, Alan
    Albertella, Mark R.
    Kouzarides, Tony
    Stapleford, Kenneth A.
    Wilson, Angus C.
    Mohr, Ian
    [J]. GENES & DEVELOPMENT, 2021, 35 (13-14) : 1005 - 1019
  • [8] UpSetR: an R package for the visualization of intersecting sets and their properties
    Conway, Jake R.
    Lex, Alexander
    Gehlenborg, Nils
    [J]. BIOINFORMATICS, 2017, 33 (18) : 2938 - 2940
  • [9] STAR: ultrafast universal RNA-seq aligner
    Dobin, Alexander
    Davis, Carrie A.
    Schlesinger, Felix
    Drenkow, Jorg
    Zaleski, Chris
    Jha, Sonali
    Batut, Philippe
    Chaisson, Mark
    Gingeras, Thomas R.
    [J]. BIOINFORMATICS, 2013, 29 (01) : 15 - 21
  • [10] Topology of the human and mouse m6A RNA methylomes revealed by m6A-seq
    Dominissini, Dan
    Moshitch-Moshkovitz, Sharon
    Schwartz, Schraga
    Salmon-Divon, Mali
    Ungar, Lior
    Osenberg, Sivan
    Cesarkas, Karen
    Jacob-Hirsch, Jasmine
    Amariglio, Ninette
    Kupiec, Martin
    Sorek, Rotem
    Rechavi, Gideon
    [J]. NATURE, 2012, 485 (7397) : 201 - U84