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freeIbis: an efficient basecaller with calibrated quality scores for Illumina sequencers
Motivation: The conversion of the raw intensities obtained from next-generation sequencing platforms into nucleotide sequences with well-calibrated quality scores is a critical step in the generation of good sequence data. While recent model-based approaches can yield highly accurate calls, they req...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3634191/ https://www.ncbi.nlm.nih.gov/pubmed/23471300 http://dx.doi.org/10.1093/bioinformatics/btt117 |
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author | Renaud, Gabriel Kircher, Martin Stenzel, Udo Kelso, Janet |
author_facet | Renaud, Gabriel Kircher, Martin Stenzel, Udo Kelso, Janet |
author_sort | Renaud, Gabriel |
collection | PubMed |
description | Motivation: The conversion of the raw intensities obtained from next-generation sequencing platforms into nucleotide sequences with well-calibrated quality scores is a critical step in the generation of good sequence data. While recent model-based approaches can yield highly accurate calls, they require a substantial amount of processing time and/or computational resources. We previously introduced Ibis, a fast and accurate basecaller for the Illumina platform. We have continued active development of Ibis to take into account developments in the Illumina technology, as well as to make Ibis fully open source. Results: We introduce here freeIbis, which offers significant improvements in sequence accuracy owing to the use of a novel multiclass support vector machine (SVM) algorithm. Sequence quality scores are now calibrated based on empirically observed scores, thus providing a high correlation to their respective error rates. These improvements result in downstream advantages including improved genotyping accuracy. Availability and implementation: FreeIbis is freely available for use under the GPL (http://bioinf.eva.mpg.de/freeibis/). It requires a Python interpreter and a C++ compiler. Tailored versions of LIBOCAS and LIBLINEAR are distributed along with the package. Contact: kelso@eva.mpg.de Supplementary information: Supplementary data are available at Bioinformatics online. |
format | Online Article Text |
id | pubmed-3634191 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-36341912013-04-24 freeIbis: an efficient basecaller with calibrated quality scores for Illumina sequencers Renaud, Gabriel Kircher, Martin Stenzel, Udo Kelso, Janet Bioinformatics Applications Notes Motivation: The conversion of the raw intensities obtained from next-generation sequencing platforms into nucleotide sequences with well-calibrated quality scores is a critical step in the generation of good sequence data. While recent model-based approaches can yield highly accurate calls, they require a substantial amount of processing time and/or computational resources. We previously introduced Ibis, a fast and accurate basecaller for the Illumina platform. We have continued active development of Ibis to take into account developments in the Illumina technology, as well as to make Ibis fully open source. Results: We introduce here freeIbis, which offers significant improvements in sequence accuracy owing to the use of a novel multiclass support vector machine (SVM) algorithm. Sequence quality scores are now calibrated based on empirically observed scores, thus providing a high correlation to their respective error rates. These improvements result in downstream advantages including improved genotyping accuracy. Availability and implementation: FreeIbis is freely available for use under the GPL (http://bioinf.eva.mpg.de/freeibis/). It requires a Python interpreter and a C++ compiler. Tailored versions of LIBOCAS and LIBLINEAR are distributed along with the package. Contact: kelso@eva.mpg.de Supplementary information: Supplementary data are available at Bioinformatics online. Oxford University Press 2013-05-01 2013-03-06 /pmc/articles/PMC3634191/ /pubmed/23471300 http://dx.doi.org/10.1093/bioinformatics/btt117 Text en © The Author 2013. Published by Oxford University Press. http://creativecommons.org/licenses/by/3.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Applications Notes Renaud, Gabriel Kircher, Martin Stenzel, Udo Kelso, Janet freeIbis: an efficient basecaller with calibrated quality scores for Illumina sequencers |
title | freeIbis: an efficient basecaller with calibrated quality scores for Illumina sequencers |
title_full | freeIbis: an efficient basecaller with calibrated quality scores for Illumina sequencers |
title_fullStr | freeIbis: an efficient basecaller with calibrated quality scores for Illumina sequencers |
title_full_unstemmed | freeIbis: an efficient basecaller with calibrated quality scores for Illumina sequencers |
title_short | freeIbis: an efficient basecaller with calibrated quality scores for Illumina sequencers |
title_sort | freeibis: an efficient basecaller with calibrated quality scores for illumina sequencers |
topic | Applications Notes |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3634191/ https://www.ncbi.nlm.nih.gov/pubmed/23471300 http://dx.doi.org/10.1093/bioinformatics/btt117 |
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