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Frugal alignment-free identification of FLT3-internal tandem duplications with FiLT3r

BACKGROUND: Internal tandem duplications in the FLT3 gene, termed FLT3-ITDs, are useful molecular markers in acute myeloid leukemia (AML) for patient risk stratification and follow-up. FLT3-ITDs are increasingly screened through high-throughput sequencing (HTS) raising the need for robust and effici...

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Autores principales: Boudry, Augustin, Darmon, Sasha, Duployez, Nicolas, Figeac, Martin, Geffroy, Sandrine, Bucci, Maxime, Celli-Lebras, Karine, Duchmann, Matthieu, Joudinaud, Romane, Fenwarth, Laurène, Nibourel, Olivier, Goursaud, Laure, Itzykson, Raphael, Dombret, Hervé, Hunault, Mathilde, Preudhomme, Claude, Salson, Mikaël
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9617311/
https://www.ncbi.nlm.nih.gov/pubmed/36307762
http://dx.doi.org/10.1186/s12859-022-04983-6
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author Boudry, Augustin
Darmon, Sasha
Duployez, Nicolas
Figeac, Martin
Geffroy, Sandrine
Bucci, Maxime
Celli-Lebras, Karine
Duchmann, Matthieu
Joudinaud, Romane
Fenwarth, Laurène
Nibourel, Olivier
Goursaud, Laure
Itzykson, Raphael
Dombret, Hervé
Hunault, Mathilde
Preudhomme, Claude
Salson, Mikaël
author_facet Boudry, Augustin
Darmon, Sasha
Duployez, Nicolas
Figeac, Martin
Geffroy, Sandrine
Bucci, Maxime
Celli-Lebras, Karine
Duchmann, Matthieu
Joudinaud, Romane
Fenwarth, Laurène
Nibourel, Olivier
Goursaud, Laure
Itzykson, Raphael
Dombret, Hervé
Hunault, Mathilde
Preudhomme, Claude
Salson, Mikaël
author_sort Boudry, Augustin
collection PubMed
description BACKGROUND: Internal tandem duplications in the FLT3 gene, termed FLT3-ITDs, are useful molecular markers in acute myeloid leukemia (AML) for patient risk stratification and follow-up. FLT3-ITDs are increasingly screened through high-throughput sequencing (HTS) raising the need for robust and efficient algorithms. We developed a new algorithm, which performs no alignment and uses little resources, to identify and quantify FLT3-ITDs in HTS data. RESULTS: Our algorithm (FiLT3r) focuses on the k-mers from reads covering FLT3 exons 14 and 15. We show that those k-mers bring enough information to accurately detect, determine the length and quantify FLT3-ITD duplications. We compare the performances of FiLT3r to state-of-the-art alternatives and to fragment analysis, the gold standard method, on a cohort of 185 AML patients sequenced with capture-based HTS. On this dataset FiLT3r is more precise (no false positive nor false negative) than the other software evaluated. We also assess the software on public RNA-Seq data, which confirms the previous results and shows that FiLT3r requires little resources compared to other software. CONCLUSION: FiLT3r is a free software available at https://gitlab.univ-lille.fr/filt3r/filt3r. The repository also contains a Snakefile to reproduce our experiments. We show that FiLT3r detects FLT3-ITDs better than other software while using less memory and time. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-022-04983-6.
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spelling pubmed-96173112022-10-30 Frugal alignment-free identification of FLT3-internal tandem duplications with FiLT3r Boudry, Augustin Darmon, Sasha Duployez, Nicolas Figeac, Martin Geffroy, Sandrine Bucci, Maxime Celli-Lebras, Karine Duchmann, Matthieu Joudinaud, Romane Fenwarth, Laurène Nibourel, Olivier Goursaud, Laure Itzykson, Raphael Dombret, Hervé Hunault, Mathilde Preudhomme, Claude Salson, Mikaël BMC Bioinformatics Research BACKGROUND: Internal tandem duplications in the FLT3 gene, termed FLT3-ITDs, are useful molecular markers in acute myeloid leukemia (AML) for patient risk stratification and follow-up. FLT3-ITDs are increasingly screened through high-throughput sequencing (HTS) raising the need for robust and efficient algorithms. We developed a new algorithm, which performs no alignment and uses little resources, to identify and quantify FLT3-ITDs in HTS data. RESULTS: Our algorithm (FiLT3r) focuses on the k-mers from reads covering FLT3 exons 14 and 15. We show that those k-mers bring enough information to accurately detect, determine the length and quantify FLT3-ITD duplications. We compare the performances of FiLT3r to state-of-the-art alternatives and to fragment analysis, the gold standard method, on a cohort of 185 AML patients sequenced with capture-based HTS. On this dataset FiLT3r is more precise (no false positive nor false negative) than the other software evaluated. We also assess the software on public RNA-Seq data, which confirms the previous results and shows that FiLT3r requires little resources compared to other software. CONCLUSION: FiLT3r is a free software available at https://gitlab.univ-lille.fr/filt3r/filt3r. The repository also contains a Snakefile to reproduce our experiments. We show that FiLT3r detects FLT3-ITDs better than other software while using less memory and time. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-022-04983-6. BioMed Central 2022-10-28 /pmc/articles/PMC9617311/ /pubmed/36307762 http://dx.doi.org/10.1186/s12859-022-04983-6 Text en © The Author(s) 2022, corrected publication 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Boudry, Augustin
Darmon, Sasha
Duployez, Nicolas
Figeac, Martin
Geffroy, Sandrine
Bucci, Maxime
Celli-Lebras, Karine
Duchmann, Matthieu
Joudinaud, Romane
Fenwarth, Laurène
Nibourel, Olivier
Goursaud, Laure
Itzykson, Raphael
Dombret, Hervé
Hunault, Mathilde
Preudhomme, Claude
Salson, Mikaël
Frugal alignment-free identification of FLT3-internal tandem duplications with FiLT3r
title Frugal alignment-free identification of FLT3-internal tandem duplications with FiLT3r
title_full Frugal alignment-free identification of FLT3-internal tandem duplications with FiLT3r
title_fullStr Frugal alignment-free identification of FLT3-internal tandem duplications with FiLT3r
title_full_unstemmed Frugal alignment-free identification of FLT3-internal tandem duplications with FiLT3r
title_short Frugal alignment-free identification of FLT3-internal tandem duplications with FiLT3r
title_sort frugal alignment-free identification of flt3-internal tandem duplications with filt3r
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9617311/
https://www.ncbi.nlm.nih.gov/pubmed/36307762
http://dx.doi.org/10.1186/s12859-022-04983-6
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