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A Method for Measuring RNA N6-methyladenosine Modifications in Cells and Tissues
Published on: December 5, 2016
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Direct RNA sequencing enables m6A detection in endogenous transcript isoforms at base-specific resolution
Daniel A Lorenz1,2,3, Shashank Sathe1,2,3, Jaclyn M Einstein1,2
1Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, California 92093, USA.
Summary
Direct RNA sequencing now identifies RNA modifications like N6-methyladenosine (m6A) with single-coordinate resolution. Our MINES software accurately maps thousands of new m6A sites in human cells.
Area of Science:
- Molecular Biology
- Genomics
- Bioinformatics
Background:
- Direct RNA sequencing offers potential for novel RNA modification discovery.
- Interpreting direct RNA sequencing data to identify modified bases is challenging.
Purpose of the Study:
- To develop a computational tool for identifying N6-methyladenosine (m6A) modifications using direct RNA sequencing.
- To annotate m6A sites at single-coordinate resolution in human transcripts.
Main Methods:
- Developed a random forest classifier using experimentally detected m6A sites.
- Trained the classifier on N6-methyladenosine (m6A) sites within DRACH motifs.
- Utilized Oxford Nanopore's direct RNA sequencing technology.
Main Results:
- The MINES software identified over 13,000 unannotated DRACH sites in HEK293T cells.
- Identified over 40,000 m6A sites with isoform-level resolution in human mammary epithelial cells.
- Observed sensitivity of identified sites to METTL3 (writer) and ALKBH5 (eraser).
Conclusions:
- MINES enables accurate m6A annotation at single-coordinate resolution from direct RNA nanopore sequencing data.
- Facilitates the discovery of novel RNA modification sites and their regulatory dynamics.
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