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Accurate assembly of minority viral haplotypes from next-generation sequencing through efficient noise reduction

Rapidly evolving RNA viruses continuously produce minority haplotypes that can become dominant if they are drug-resistant or can better evade the immune system. Therefore, early detection and identification of minority viral haplotypes may help to promptly adjust the patient’s treatment plan prevent...

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Autores principales: Knyazev, Sergey, Tsyvina, Viachaslau, Shankar, Anupama, Melnyk, Andrew, Artyomenko, Alexander, Malygina, Tatiana, Porozov, Yuri B, Campbell, Ellsworth M, Switzer, William M, Skums, Pavel, Mangul, Serghei, Zelikovsky, Alex
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8464054/
https://www.ncbi.nlm.nih.gov/pubmed/34214168
http://dx.doi.org/10.1093/nar/gkab576
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author Knyazev, Sergey
Tsyvina, Viachaslau
Shankar, Anupama
Melnyk, Andrew
Artyomenko, Alexander
Malygina, Tatiana
Porozov, Yuri B
Campbell, Ellsworth M
Switzer, William M
Skums, Pavel
Mangul, Serghei
Zelikovsky, Alex
author_facet Knyazev, Sergey
Tsyvina, Viachaslau
Shankar, Anupama
Melnyk, Andrew
Artyomenko, Alexander
Malygina, Tatiana
Porozov, Yuri B
Campbell, Ellsworth M
Switzer, William M
Skums, Pavel
Mangul, Serghei
Zelikovsky, Alex
author_sort Knyazev, Sergey
collection PubMed
description Rapidly evolving RNA viruses continuously produce minority haplotypes that can become dominant if they are drug-resistant or can better evade the immune system. Therefore, early detection and identification of minority viral haplotypes may help to promptly adjust the patient’s treatment plan preventing potential disease complications. Minority haplotypes can be identified using next-generation sequencing, but sequencing noise hinders accurate identification. The elimination of sequencing noise is a non-trivial task that still remains open. Here we propose CliqueSNV based on extracting pairs of statistically linked mutations from noisy reads. This effectively reduces sequencing noise and enables identifying minority haplotypes with the frequency below the sequencing error rate. We comparatively assess the performance of CliqueSNV using an in vitro mixture of nine haplotypes that were derived from the mutation profile of an existing HIV patient. We show that CliqueSNV can accurately assemble viral haplotypes with frequencies as low as 0.1% and maintains consistent performance across short and long bases sequencing platforms.
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spelling pubmed-84640542021-09-27 Accurate assembly of minority viral haplotypes from next-generation sequencing through efficient noise reduction Knyazev, Sergey Tsyvina, Viachaslau Shankar, Anupama Melnyk, Andrew Artyomenko, Alexander Malygina, Tatiana Porozov, Yuri B Campbell, Ellsworth M Switzer, William M Skums, Pavel Mangul, Serghei Zelikovsky, Alex Nucleic Acids Res Methods Online Rapidly evolving RNA viruses continuously produce minority haplotypes that can become dominant if they are drug-resistant or can better evade the immune system. Therefore, early detection and identification of minority viral haplotypes may help to promptly adjust the patient’s treatment plan preventing potential disease complications. Minority haplotypes can be identified using next-generation sequencing, but sequencing noise hinders accurate identification. The elimination of sequencing noise is a non-trivial task that still remains open. Here we propose CliqueSNV based on extracting pairs of statistically linked mutations from noisy reads. This effectively reduces sequencing noise and enables identifying minority haplotypes with the frequency below the sequencing error rate. We comparatively assess the performance of CliqueSNV using an in vitro mixture of nine haplotypes that were derived from the mutation profile of an existing HIV patient. We show that CliqueSNV can accurately assemble viral haplotypes with frequencies as low as 0.1% and maintains consistent performance across short and long bases sequencing platforms. Oxford University Press 2021-07-02 /pmc/articles/PMC8464054/ /pubmed/34214168 http://dx.doi.org/10.1093/nar/gkab576 Text en © The Author(s) 2021. Published by Oxford University Press on behalf of Nucleic Acids Research. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Methods Online
Knyazev, Sergey
Tsyvina, Viachaslau
Shankar, Anupama
Melnyk, Andrew
Artyomenko, Alexander
Malygina, Tatiana
Porozov, Yuri B
Campbell, Ellsworth M
Switzer, William M
Skums, Pavel
Mangul, Serghei
Zelikovsky, Alex
Accurate assembly of minority viral haplotypes from next-generation sequencing through efficient noise reduction
title Accurate assembly of minority viral haplotypes from next-generation sequencing through efficient noise reduction
title_full Accurate assembly of minority viral haplotypes from next-generation sequencing through efficient noise reduction
title_fullStr Accurate assembly of minority viral haplotypes from next-generation sequencing through efficient noise reduction
title_full_unstemmed Accurate assembly of minority viral haplotypes from next-generation sequencing through efficient noise reduction
title_short Accurate assembly of minority viral haplotypes from next-generation sequencing through efficient noise reduction
title_sort accurate assembly of minority viral haplotypes from next-generation sequencing through efficient noise reduction
topic Methods Online
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8464054/
https://www.ncbi.nlm.nih.gov/pubmed/34214168
http://dx.doi.org/10.1093/nar/gkab576
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