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Direct RNA sequencing enables m(6)A detection in endogenous transcript isoforms at base-specific resolution
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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory Press
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6913132/ https://www.ncbi.nlm.nih.gov/pubmed/31624092 http://dx.doi.org/10.1261/rna.072785.119 |
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author | Lorenz, Daniel A. Sathe, Shashank Einstein, Jaclyn M. Yeo, Gene W. |
author_facet | Lorenz, Daniel A. Sathe, Shashank Einstein, Jaclyn M. Yeo, Gene W. |
author_sort | Lorenz, Daniel A. |
collection | PubMed |
description | 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 N(6)-methyladenosine (m(6)A) sites within DRACH motifs. Our software MINES (m(6)A Identification using Nanopore Sequencing) assigned m(6)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(6)A writer, METTL3, and eraser, ALKBH5, respectively. MINES (https://github.com/YeoLab/MINES.git) enables m(6)A annotation at single coordinate–level resolution from direct RNA nanopore sequencing. |
format | Online Article Text |
id | pubmed-6913132 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Cold Spring Harbor Laboratory Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-69131322020-01-01 Direct RNA sequencing enables m(6)A detection in endogenous transcript isoforms at base-specific resolution Lorenz, Daniel A. Sathe, Shashank Einstein, Jaclyn M. Yeo, Gene W. RNA Bioinformatics 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 N(6)-methyladenosine (m(6)A) sites within DRACH motifs. Our software MINES (m(6)A Identification using Nanopore Sequencing) assigned m(6)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(6)A writer, METTL3, and eraser, ALKBH5, respectively. MINES (https://github.com/YeoLab/MINES.git) enables m(6)A annotation at single coordinate–level resolution from direct RNA nanopore sequencing. Cold Spring Harbor Laboratory Press 2020-01 /pmc/articles/PMC6913132/ /pubmed/31624092 http://dx.doi.org/10.1261/rna.072785.119 Text en © 2020 Lorenz et al.; Published by Cold Spring Harbor Laboratory Press for the RNA Society http://creativecommons.org/licenses/by/4.0/ This article, published in RNA, is available under a Creative Commons License (Attribution 4.0 International), as described at http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Bioinformatics Lorenz, Daniel A. Sathe, Shashank Einstein, Jaclyn M. Yeo, Gene W. Direct RNA sequencing enables m(6)A detection in endogenous transcript isoforms at base-specific resolution |
title | Direct RNA sequencing enables m(6)A detection in endogenous transcript isoforms at base-specific resolution |
title_full | Direct RNA sequencing enables m(6)A detection in endogenous transcript isoforms at base-specific resolution |
title_fullStr | Direct RNA sequencing enables m(6)A detection in endogenous transcript isoforms at base-specific resolution |
title_full_unstemmed | Direct RNA sequencing enables m(6)A detection in endogenous transcript isoforms at base-specific resolution |
title_short | Direct RNA sequencing enables m(6)A detection in endogenous transcript isoforms at base-specific resolution |
title_sort | direct rna sequencing enables m(6)a detection in endogenous transcript isoforms at base-specific resolution |
topic | Bioinformatics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6913132/ https://www.ncbi.nlm.nih.gov/pubmed/31624092 http://dx.doi.org/10.1261/rna.072785.119 |
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