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Rescuing low frequency variants within intra-host viral populations directly from Oxford Nanopore sequencing data

Infectious disease monitoring on Oxford Nanopore Technologies (ONT) platforms offers rapid turnaround times and low cost. Tracking low frequency intra-host variants provides important insights with respect to elucidating within-host viral population dynamics and transmission. However, given the high...

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Autores principales: Liu, Yunxi, Kearney, Joshua, Mahmoud, Medhat, Kille, Bryce, Sedlazeck, Fritz J., Treangen, Todd J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8921239/
https://www.ncbi.nlm.nih.gov/pubmed/35288552
http://dx.doi.org/10.1038/s41467-022-28852-1
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author Liu, Yunxi
Kearney, Joshua
Mahmoud, Medhat
Kille, Bryce
Sedlazeck, Fritz J.
Treangen, Todd J.
author_facet Liu, Yunxi
Kearney, Joshua
Mahmoud, Medhat
Kille, Bryce
Sedlazeck, Fritz J.
Treangen, Todd J.
author_sort Liu, Yunxi
collection PubMed
description Infectious disease monitoring on Oxford Nanopore Technologies (ONT) platforms offers rapid turnaround times and low cost. Tracking low frequency intra-host variants provides important insights with respect to elucidating within-host viral population dynamics and transmission. However, given the higher error rate of ONT, accurate identification of intra-host variants with low allele frequencies remains an open challenge with no viable computational solutions available. In response to this need, we present Variabel, a novel approach and first method designed for rescuing low frequency intra-host variants from ONT data alone. We evaluate Variabel on both synthetic data (SARS-CoV-2) and patient derived datasets (Ebola virus, norovirus, SARS-CoV-2); our results show that Variabel can accurately identify low frequency variants below 0.5 allele frequency, outperforming existing state-of-the-art ONT variant callers for this task. Variabel is open-source and available for download at: www.gitlab.com/treangenlab/variabel.
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spelling pubmed-89212392022-04-01 Rescuing low frequency variants within intra-host viral populations directly from Oxford Nanopore sequencing data Liu, Yunxi Kearney, Joshua Mahmoud, Medhat Kille, Bryce Sedlazeck, Fritz J. Treangen, Todd J. Nat Commun Article Infectious disease monitoring on Oxford Nanopore Technologies (ONT) platforms offers rapid turnaround times and low cost. Tracking low frequency intra-host variants provides important insights with respect to elucidating within-host viral population dynamics and transmission. However, given the higher error rate of ONT, accurate identification of intra-host variants with low allele frequencies remains an open challenge with no viable computational solutions available. In response to this need, we present Variabel, a novel approach and first method designed for rescuing low frequency intra-host variants from ONT data alone. We evaluate Variabel on both synthetic data (SARS-CoV-2) and patient derived datasets (Ebola virus, norovirus, SARS-CoV-2); our results show that Variabel can accurately identify low frequency variants below 0.5 allele frequency, outperforming existing state-of-the-art ONT variant callers for this task. Variabel is open-source and available for download at: www.gitlab.com/treangenlab/variabel. Nature Publishing Group UK 2022-03-14 /pmc/articles/PMC8921239/ /pubmed/35288552 http://dx.doi.org/10.1038/s41467-022-28852-1 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Liu, Yunxi
Kearney, Joshua
Mahmoud, Medhat
Kille, Bryce
Sedlazeck, Fritz J.
Treangen, Todd J.
Rescuing low frequency variants within intra-host viral populations directly from Oxford Nanopore sequencing data
title Rescuing low frequency variants within intra-host viral populations directly from Oxford Nanopore sequencing data
title_full Rescuing low frequency variants within intra-host viral populations directly from Oxford Nanopore sequencing data
title_fullStr Rescuing low frequency variants within intra-host viral populations directly from Oxford Nanopore sequencing data
title_full_unstemmed Rescuing low frequency variants within intra-host viral populations directly from Oxford Nanopore sequencing data
title_short Rescuing low frequency variants within intra-host viral populations directly from Oxford Nanopore sequencing data
title_sort rescuing low frequency variants within intra-host viral populations directly from oxford nanopore sequencing data
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8921239/
https://www.ncbi.nlm.nih.gov/pubmed/35288552
http://dx.doi.org/10.1038/s41467-022-28852-1
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