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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...

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Detalles Bibliográficos
Autores principales: Lorenz, Daniel A., Sathe, Shashank, Einstein, Jaclyn M., Yeo, Gene W.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory Press 2020
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.
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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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