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Reliable variant calling during runtime of Illumina sequencing
The sequential paradigm of data acquisition and analysis in next-generation sequencing leads to high turnaround times for the generation of interpretable results. We combined a novel real-time read mapping algorithm with fast variant calling to obtain reliable variant calls still during the sequenci...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6848508/ https://www.ncbi.nlm.nih.gov/pubmed/31712740 http://dx.doi.org/10.1038/s41598-019-52991-z |
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author | Loka, Tobias P. Tausch, Simon H. Renard, Bernhard Y. |
author_facet | Loka, Tobias P. Tausch, Simon H. Renard, Bernhard Y. |
author_sort | Loka, Tobias P. |
collection | PubMed |
description | The sequential paradigm of data acquisition and analysis in next-generation sequencing leads to high turnaround times for the generation of interpretable results. We combined a novel real-time read mapping algorithm with fast variant calling to obtain reliable variant calls still during the sequencing process. Thereby, our new algorithm allows for accurate read mapping results for intermediate cycles and supports large reference genomes such as the complete human reference. This enables the combination of real-time read mapping results with complex follow-up analysis. In this study, we showed the accuracy and scalability of our approach by applying real-time read mapping and variant calling to seven publicly available human whole exome sequencing datasets. Thereby, up to 89% of all detected SNPs were already identified after 40 sequencing cycles while showing similar precision as at the end of sequencing. Final results showed similar accuracy to those of conventional post-hoc analysis methods. When compared to standard routines, our live approach enables considerably faster interventions in clinical applications and infectious disease outbreaks. Besides variant calling, our approach can be adapted for a plethora of other mapping-based analyses. |
format | Online Article Text |
id | pubmed-6848508 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-68485082019-11-19 Reliable variant calling during runtime of Illumina sequencing Loka, Tobias P. Tausch, Simon H. Renard, Bernhard Y. Sci Rep Article The sequential paradigm of data acquisition and analysis in next-generation sequencing leads to high turnaround times for the generation of interpretable results. We combined a novel real-time read mapping algorithm with fast variant calling to obtain reliable variant calls still during the sequencing process. Thereby, our new algorithm allows for accurate read mapping results for intermediate cycles and supports large reference genomes such as the complete human reference. This enables the combination of real-time read mapping results with complex follow-up analysis. In this study, we showed the accuracy and scalability of our approach by applying real-time read mapping and variant calling to seven publicly available human whole exome sequencing datasets. Thereby, up to 89% of all detected SNPs were already identified after 40 sequencing cycles while showing similar precision as at the end of sequencing. Final results showed similar accuracy to those of conventional post-hoc analysis methods. When compared to standard routines, our live approach enables considerably faster interventions in clinical applications and infectious disease outbreaks. Besides variant calling, our approach can be adapted for a plethora of other mapping-based analyses. Nature Publishing Group UK 2019-11-11 /pmc/articles/PMC6848508/ /pubmed/31712740 http://dx.doi.org/10.1038/s41598-019-52991-z 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 Loka, Tobias P. Tausch, Simon H. Renard, Bernhard Y. Reliable variant calling during runtime of Illumina sequencing |
title | Reliable variant calling during runtime of Illumina sequencing |
title_full | Reliable variant calling during runtime of Illumina sequencing |
title_fullStr | Reliable variant calling during runtime of Illumina sequencing |
title_full_unstemmed | Reliable variant calling during runtime of Illumina sequencing |
title_short | Reliable variant calling during runtime of Illumina sequencing |
title_sort | reliable variant calling during runtime of illumina sequencing |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6848508/ https://www.ncbi.nlm.nih.gov/pubmed/31712740 http://dx.doi.org/10.1038/s41598-019-52991-z |
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