Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Loka, Tobias P., Tausch, Simon H., Renard, Bernhard Y.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
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
_version_ 1783469077804613632
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
work_keys_str_mv AT lokatobiasp reliablevariantcallingduringruntimeofilluminasequencing
AT tauschsimonh reliablevariantcallingduringruntimeofilluminasequencing
AT renardbernhardy reliablevariantcallingduringruntimeofilluminasequencing