← Back to search

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

Daniel A Lorenz, Shashank Sathe, Jaclyn M Einstein, Gene W Yeo

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.

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_WT_Fast5.tar.gz RNA-Seq 1.2 GB
HMEC_ALKBH5_Fast5.tar.gz RNA-Seq 1.0 GB
HMEC_WT_Fast5.tar.gz RNA-Seq 1.2 GB
SRR9646141_GSM3897645 RNA-Seq 1.2 GB
SRR9646142_GSM3897646 RNA-Seq 748.0 MB
SRR9646143_GSM3897647 RNA-Seq 1.2 GB
SRR9646144_GSM3897648 RNA-Seq 1.0 GB

Potentially related datasets 3

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.

Accession Source Title
GSM2300429 GSM · GEO No title in the index
GSM1556678 GSM · GEO No title in the index
GSE132971 GSE · GEO GEO ↗ Direct RNA sequencing enables single-nucleotide m6A detection in endogenous transcript isoforms

Analysis pipelines 1

Pipeline Assay Steps Dataset
GSE132971 RNA-seq Data Processing geo_data_processing RNA-seq 4 GSE132971
Funding 4 grants
Grant Funder
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)