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The use of technical replication for detection of low-level somatic mutations in next-generation sequencing

Accurate genome-wide detection of somatic mutations with low variant allele frequency (VAF, <1%) has proven difficult, for which generalized, scalable methods are lacking. Herein, we describe a new computational method, called RePlow, that we developed to detect low-VAF somatic mutations based on...

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Autores principales: Kim, Junho, Kim, Dachan, Lim, Jae Seok, Maeng, Ju Heon, Son, Hyeonju, Kang, Hoon-Chul, Nam, Hojung, Lee, Jeong Ho, Kim, Sangwoo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6400950/
https://www.ncbi.nlm.nih.gov/pubmed/30837471
http://dx.doi.org/10.1038/s41467-019-09026-y
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author Kim, Junho
Kim, Dachan
Lim, Jae Seok
Maeng, Ju Heon
Son, Hyeonju
Kang, Hoon-Chul
Nam, Hojung
Lee, Jeong Ho
Kim, Sangwoo
author_facet Kim, Junho
Kim, Dachan
Lim, Jae Seok
Maeng, Ju Heon
Son, Hyeonju
Kang, Hoon-Chul
Nam, Hojung
Lee, Jeong Ho
Kim, Sangwoo
author_sort Kim, Junho
collection PubMed
description Accurate genome-wide detection of somatic mutations with low variant allele frequency (VAF, <1%) has proven difficult, for which generalized, scalable methods are lacking. Herein, we describe a new computational method, called RePlow, that we developed to detect low-VAF somatic mutations based on simple, library-level replicates for next-generation sequencing on any platform. Through joint analysis of replicates, RePlow is able to remove prevailing background errors in next-generation sequencing analysis, facilitating remarkable improvement in the detection accuracy for low-VAF somatic mutations (up to ~99% reduction in false positives). The method is validated in independent cancer panel and brain tissue sequencing data. Our study suggests a new paradigm with which to exploit an overwhelming abundance of sequencing data for accurate variant detection.
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spelling pubmed-64009502019-03-07 The use of technical replication for detection of low-level somatic mutations in next-generation sequencing Kim, Junho Kim, Dachan Lim, Jae Seok Maeng, Ju Heon Son, Hyeonju Kang, Hoon-Chul Nam, Hojung Lee, Jeong Ho Kim, Sangwoo Nat Commun Article Accurate genome-wide detection of somatic mutations with low variant allele frequency (VAF, <1%) has proven difficult, for which generalized, scalable methods are lacking. Herein, we describe a new computational method, called RePlow, that we developed to detect low-VAF somatic mutations based on simple, library-level replicates for next-generation sequencing on any platform. Through joint analysis of replicates, RePlow is able to remove prevailing background errors in next-generation sequencing analysis, facilitating remarkable improvement in the detection accuracy for low-VAF somatic mutations (up to ~99% reduction in false positives). The method is validated in independent cancer panel and brain tissue sequencing data. Our study suggests a new paradigm with which to exploit an overwhelming abundance of sequencing data for accurate variant detection. Nature Publishing Group UK 2019-03-05 /pmc/articles/PMC6400950/ /pubmed/30837471 http://dx.doi.org/10.1038/s41467-019-09026-y Text en © The Author(s) 2019 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/.
spellingShingle Article
Kim, Junho
Kim, Dachan
Lim, Jae Seok
Maeng, Ju Heon
Son, Hyeonju
Kang, Hoon-Chul
Nam, Hojung
Lee, Jeong Ho
Kim, Sangwoo
The use of technical replication for detection of low-level somatic mutations in next-generation sequencing
title The use of technical replication for detection of low-level somatic mutations in next-generation sequencing
title_full The use of technical replication for detection of low-level somatic mutations in next-generation sequencing
title_fullStr The use of technical replication for detection of low-level somatic mutations in next-generation sequencing
title_full_unstemmed The use of technical replication for detection of low-level somatic mutations in next-generation sequencing
title_short The use of technical replication for detection of low-level somatic mutations in next-generation sequencing
title_sort use of technical replication for detection of low-level somatic mutations in next-generation sequencing
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6400950/
https://www.ncbi.nlm.nih.gov/pubmed/30837471
http://dx.doi.org/10.1038/s41467-019-09026-y
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