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

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

Abstract

Abstract 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.

Funder

Institut National Du Cancer

Publisher

Springer Science and Business Media LLC

Subject

Applied Mathematics,Computer Science Applications,Molecular Biology,Biochemistry,Structural Biology

Reference36 articles.

1. Cao T, Jiang N, Liao H, Shuai X, Su J, Zheng Q. The flt3-itd mutation and the expression of its downstream signaling intermediates stat5 and pim-1 are positively correlated with cxcr4 expression in patients with acute myeloid leukemia. Sci Rep. 2019;9(1):1–10.

2. Pratz KW, Levis MJ. Bench to bedside targeting of FLT3 in acute leukemia. Current Drug Targets. 2010;11(7):781–9.

3. Small D. FLT3 mutations: biology and treatment. ASH Edu Prog Book. 2006;2006(1):178–84.

4. Thiede C, Steudel C, Mohr B, Schaich M, Schäkel U, Platzbecker U, Wermke M, Bornhäuser M, Ritter M, Neubauer A, et al. Analysis of FLT3-activating mutations in 979 patients with acute myelogenous leukemia: association with FAB subtypes and identification of subgroups with poor prognosis. Blood J Am Soc Hematol. 2002;99(12):4326–35.

5. Kottaridis PD, Gale RE, Frew ME, Harrison G, Langabeer SE, Belton AA, Walker H, Wheatley K, Bowen DT, Burnett AK, et al. The presence of a FLT3 internal tandem duplication in patients with acute myeloid leukemia (AML) adds important prognostic information to cytogenetic risk group and response to the first cycle of chemotherapy: analysis of 854 patients from the United Kingdom Medical Research Council AML 10 and 12 trials. Blood J Am Soc Hematol. 2001;98(6):1752–9.

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