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Direct RNA sequencing enables m<sup>6</sup>A detection in endogenous transcript isoforms at base-specific resolution.

RNA (New York, N.Y.) · 2020 · Vol. 26 (1) · pp. 19-28

Abstract

Direct RNA sequencing holds great promise for the de novo identification of RNA modifications at single-coordinate resolution; however, interpretation of raw sequencing output to discover modified bases remains a challenge. Using Oxford Nanopore's direct RNA sequencing technology, we developed a random forest classifier trained using experimentally detected <i>N</i><sup>6</sup>-methyladenosine (m<sup>6</sup>A) sites within DRACH motifs. Our software MINES (m<sup>6</sup>A Identification using Nanopore Sequencing) assigned m<sup>6</sup>A methylation status to more than 13,000 previously unannotated DRACH sites in endogenous HEK293T transcripts and identified more than 40,000 sites with isoform-level resolution in a human mammary epithelial cell line. These sites displayed sensitivity to the m<sup>6</sup>A writer, METTL3, and eraser, ALKBH5, respectively. MINES (https://github.com/YeoLab/MINES.git) enables m<sup>6</sup>A annotation at single coordinate-level resolution from direct RNA nanopore sequencing.

Publication Types

["Evaluation Study", "Journal Article", "Research Support, N.I.H., Extramural"]

Keywords

MeSH Terms

["HEK293 Cells", "Humans", "Methylation", "Nanopore Sequencing", "Protein Isoforms", "RNA Processing, Post-Transcriptional", "RNA, Messenger", "Sequence Analysis, RNA", "Software"]

Funding

U24 HG009889 NHGRI NIH HHS (United States)
R01 HG004659 NHGRI NIH HHS (United States)
T32 CA067754 NCI NIH HHS (United States)
U41 HG009889 NHGRI NIH HHS (United States)

Linked Datasets (1)

GSE132971 GSE via ncbi_elink
GEO

Direct RNA sequencing enables single-nucleotide m6A detection in endogenous transcript isoforms

Homo sapiens
8 data files
FileTypeSize
HEK_shMETTL3_Fast5.tar.gz RNA-Seq 748.9 MB
HEK_shMETTL3_Fast5.tar.gz RNA-Seq 748.9 MB
HEK_WT_Fast5.tar.gz RNA-Seq 1.2 GB
HEK_WT_Fast5.tar.gz RNA-Seq 1.2 GB
HMEC_ALKBH5_Fast5.tar.gz RNA-Seq 1.0 GB
HMEC_ALKBH5_Fast5.tar.gz RNA-Seq 1.0 GB
HMEC_WT_Fast5.tar.gz RNA-Seq 1.2 GB
HMEC_WT_Fast5.tar.gz RNA-Seq 1.2 GB

Potentially Related Datasets (2)

These accessions were text-mined from the PMC full text. They may be referenced for comparison, cited from other studies, or otherwise mentioned without being primary data for this paper.

GSM2300429 GSM GEO
GSM1556678 GSM GEO

Analysis Pipelines (1)

RNA-seq geo_data_processing GSE132971