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Identification of differential RNA modifications from nanopore direct RNA sequencing with xPore
- Source :
- Nature Biotechnology. 39:1394-1402
- Publication Year :
- 2021
- Publisher :
- Springer Science and Business Media LLC, 2021.
-
Abstract
- RNA modifications, such as N6-methyladenosine (m6A), modulate functions of cellular RNA species. However, quantifying differences in RNA modifications has been challenging. Here we develop a computational method, xPore, to identify differential RNA modifications from nanopore direct RNA sequencing (RNA-seq) data. We evaluate our method on transcriptome-wide m6A profiling data, demonstrating that xPore identifies positions of m6A sites at single-base resolution, estimates the fraction of modified RNA species in the cell and quantifies the differential modification rate across conditions. We apply xPore to direct RNA-seq data from six cell lines and multiple myeloma patient samples without a matched control sample and find that many m6A sites are preserved across cell types, whereas a subset exhibit significant differences in their modification rates. Our results show that RNA modifications can be identified from direct RNA-seq data with high accuracy, enabling analysis of differential modifications and expression from a single high-throughput experiment.
Details
- ISSN :
- 15461696 and 10870156
- Volume :
- 39
- Database :
- OpenAIRE
- Journal :
- Nature Biotechnology
- Accession number :
- edsair.doi...........0e28fdb2284b484ef5a464ab0c79548a
- Full Text :
- https://doi.org/10.1038/s41587-021-00949-w