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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...

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Detalles Bibliográficos
Autores principales: Renaud, Gabriel, Kircher, Martin, Stenzel, Udo, Kelso, Janet
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2013
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.
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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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