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NIPTmer: rapid k-mer-based software package for detection of fetal aneuploidies

Non-invasive prenatal testing (NIPT) is a recent and rapidly evolving method for detecting genetic lesions, such as aneuploidies, of a fetus. However, there is a need for faster and cheaper laboratory and analysis methods to make NIPT more widely accessible. We have developed a novel software packag...

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Autores principales: Sauk, Martin, Žilina, Olga, Kurg, Ants, Ustav, Eva-Liina, Peters, Maire, Paluoja, Priit, Roost, Anne Mari, Teder, Hindrek, Palta, Priit, Brison, Nathalie, Vermeesch, Joris R., Krjutškov, Kaarel, Salumets, Andres, Kaplinski, Lauris
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5884839/
https://www.ncbi.nlm.nih.gov/pubmed/29618827
http://dx.doi.org/10.1038/s41598-018-23589-8
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author Sauk, Martin
Žilina, Olga
Kurg, Ants
Ustav, Eva-Liina
Peters, Maire
Paluoja, Priit
Roost, Anne Mari
Teder, Hindrek
Palta, Priit
Brison, Nathalie
Vermeesch, Joris R.
Krjutškov, Kaarel
Salumets, Andres
Kaplinski, Lauris
author_facet Sauk, Martin
Žilina, Olga
Kurg, Ants
Ustav, Eva-Liina
Peters, Maire
Paluoja, Priit
Roost, Anne Mari
Teder, Hindrek
Palta, Priit
Brison, Nathalie
Vermeesch, Joris R.
Krjutškov, Kaarel
Salumets, Andres
Kaplinski, Lauris
author_sort Sauk, Martin
collection PubMed
description Non-invasive prenatal testing (NIPT) is a recent and rapidly evolving method for detecting genetic lesions, such as aneuploidies, of a fetus. However, there is a need for faster and cheaper laboratory and analysis methods to make NIPT more widely accessible. We have developed a novel software package for detection of fetal aneuploidies from next-generation low-coverage whole genome sequencing data. Our tool – NIPTmer – is based on counting pre-defined per-chromosome sets of unique k-mers from raw sequencing data, and applying linear regression model on the counts. Additionally, the filtering process used for k-mer list creation allows one to take into account the genetic variance in a specific sample, thus reducing the source of uncertainty. The processing time of one sample is less than 10 CPU-minutes on a high-end workstation. NIPTmer was validated on a cohort of 583 NIPT samples and it correctly predicted 37 non-mosaic fetal aneuploidies. NIPTmer has the potential to reduce significantly the time and complexity of NIPT post-sequencing analysis compared to mapping-based methods. For non-commercial users the software package is freely available at http://bioinfo.ut.ee/NIPTMer/.
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spelling pubmed-58848392018-04-09 NIPTmer: rapid k-mer-based software package for detection of fetal aneuploidies Sauk, Martin Žilina, Olga Kurg, Ants Ustav, Eva-Liina Peters, Maire Paluoja, Priit Roost, Anne Mari Teder, Hindrek Palta, Priit Brison, Nathalie Vermeesch, Joris R. Krjutškov, Kaarel Salumets, Andres Kaplinski, Lauris Sci Rep Article Non-invasive prenatal testing (NIPT) is a recent and rapidly evolving method for detecting genetic lesions, such as aneuploidies, of a fetus. However, there is a need for faster and cheaper laboratory and analysis methods to make NIPT more widely accessible. We have developed a novel software package for detection of fetal aneuploidies from next-generation low-coverage whole genome sequencing data. Our tool – NIPTmer – is based on counting pre-defined per-chromosome sets of unique k-mers from raw sequencing data, and applying linear regression model on the counts. Additionally, the filtering process used for k-mer list creation allows one to take into account the genetic variance in a specific sample, thus reducing the source of uncertainty. The processing time of one sample is less than 10 CPU-minutes on a high-end workstation. NIPTmer was validated on a cohort of 583 NIPT samples and it correctly predicted 37 non-mosaic fetal aneuploidies. NIPTmer has the potential to reduce significantly the time and complexity of NIPT post-sequencing analysis compared to mapping-based methods. For non-commercial users the software package is freely available at http://bioinfo.ut.ee/NIPTMer/. Nature Publishing Group UK 2018-04-04 /pmc/articles/PMC5884839/ /pubmed/29618827 http://dx.doi.org/10.1038/s41598-018-23589-8 Text en © The Author(s) 2018 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
Sauk, Martin
Žilina, Olga
Kurg, Ants
Ustav, Eva-Liina
Peters, Maire
Paluoja, Priit
Roost, Anne Mari
Teder, Hindrek
Palta, Priit
Brison, Nathalie
Vermeesch, Joris R.
Krjutškov, Kaarel
Salumets, Andres
Kaplinski, Lauris
NIPTmer: rapid k-mer-based software package for detection of fetal aneuploidies
title NIPTmer: rapid k-mer-based software package for detection of fetal aneuploidies
title_full NIPTmer: rapid k-mer-based software package for detection of fetal aneuploidies
title_fullStr NIPTmer: rapid k-mer-based software package for detection of fetal aneuploidies
title_full_unstemmed NIPTmer: rapid k-mer-based software package for detection of fetal aneuploidies
title_short NIPTmer: rapid k-mer-based software package for detection of fetal aneuploidies
title_sort niptmer: rapid k-mer-based software package for detection of fetal aneuploidies
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5884839/
https://www.ncbi.nlm.nih.gov/pubmed/29618827
http://dx.doi.org/10.1038/s41598-018-23589-8
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