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
Direct RNA sequencing enables single-nucleotide m6A detection in endogenous transcript isoforms
Homo sapiens
8 data files
| File | Type | Size |
|---|---|---|
| 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) |