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ScanITD:使用稳健的变异等位基因频率估计检测内部串联重复。

ScanITD: Detecting internal tandem duplication with robust variant allele frequency estimation.

机构信息

The Hormel Institute, University of Minnesota, 801 16th Ave NE, Austin, MN 55912, USA.

Masonic Cancer Center, University of Minnesota, 425 E. River Pkwy, Minneapolis, MN 55455, USA.

出版信息

Gigascience. 2020 Aug 1;9(8). doi: 10.1093/gigascience/giaa089.

Abstract

BACKGROUND

Internal tandem duplications (ITDs) are tandem duplications within coding exons and are important prognostic markers and drug targets for acute myeloid leukemia (AML). Next-generation sequencing has enabled the discovery of ITD at single-nucleotide resolution. ITD allele frequency is used in the risk stratification of patients with AML; higher ITD allele frequency is associated with poorer clinical outcomes. However, the ITD allele frequency data are often unavailable to treating physicians and the detection of ITDs with accurate variant allele frequency (VAF) estimation remains challenging for short-read sequencing.

RESULTS

Here we present the ScanITD approach, which performs a stepwise seed-and-realignment procedure for ITD detection with accurate VAF prediction. The evaluations on simulated and real data demonstrate that ScanITD outperforms 3 state-of-the-art ITD detectors, especially for VAF estimation. Importantly, ScanITD yields better accuracy than general-purpose structural variation callers for predicting ITD size range duplications.

CONCLUSIONS

ScanITD enables the accurate identification of ITDs with robust VAF estimation. ScanITD is written in Python and is open-source software that is freely accessible at https://github.com/ylab-hi/ScanITD.

摘要

背景

内部串联重复(ITD)是编码外显子内的串联重复,是急性髓细胞白血病(AML)的重要预后标志物和药物靶点。下一代测序技术使我们能够以单核苷酸分辨率发现 ITD。ITD 等位基因频率用于 AML 患者的风险分层;较高的 ITD 等位基因频率与较差的临床结果相关。然而,治疗医生通常无法获得 ITD 等位基因频率数据,并且对于短读测序而言,准确估计变异等位基因频率(VAF)的 ITD 检测仍然具有挑战性。

结果

我们在这里提出了 ScanITD 方法,该方法通过逐步的种子和重-align 程序进行 ITD 检测,并进行准确的 VAF 预测。对模拟和真实数据的评估表明,ScanITD 优于 3 种最先进的 ITD 检测方法,特别是在 VAF 估计方面。重要的是,ScanITD 在预测 ITD 大小范围重复时,比通用结构变异调用器具有更高的准确性。

结论

ScanITD 能够实现 ITD 的准确识别和稳健的 VAF 估计。ScanITD 是用 Python 编写的开源软件,可在 https://github.com/ylab-hi/ScanITD 上免费获取。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/823c/7450668/fa0537bfae87/giaa089fig1.jpg

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