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ITD assembler: an algorithm for internal tandem duplication discovery from short-read sequencing data

机译:ITD汇编程序:从短读序列数据中发现内部串联重复的算法

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Background Detection of tandem duplication within coding exons, referred to as internal tandem duplication (ITD), remains challenging due to inefficiencies in alignment of ITD-containing reads to the reference genome. There is a critical need to develop efficient methods to recover these important mutational events. Results In this paper we introduce ITD Assembler, a novel approach that rapidly evaluates all unmapped and partially mapped reads from whole exome NGS data using a De Bruijn graphs approach to select reads that harbor cycles of appropriate length, followed by assembly using overlap-layout-consensus. We tested ITD Assembler on The Cancer Genome Atlas AML dataset as a truth set. ITD Assembler identified the highest percentage of reported FLT3-ITDs when compared to other ITD detection algorithms, and discovered additional ITDs in FLT3 , KIT , CEBPA, WT1 and other genes. Evidence of polymorphic ITDs in 54 genes were also found. Novel ITDs were validated by analyzing the corresponding RNA sequencing data. Conclusions ITD Assembler is a very sensitive tool which can detect partial, large and complex tandem duplications. This study highlights the need to more effectively look for?ITD’s in other cancers and Mendelian diseases.
机译:由于含ITD的读段与参考基因组比对效率低下,背景检测编码外显子中的串联重复(称为内部串联重复(ITD))仍然具有挑战性。迫切需要开发有效的方法来恢复这些重要的突变事件。结果在本文中,我们介绍了ITD汇编程序,这是一种新颖的方法,可以使用De Bruijn图方法从整个外显子组NGS数据快速评估所有未映射和部分映射的读段,以选择具有适当长度的循环的读段,然后使用重叠布局进行汇编。共识。我们在癌症基因组图谱AML数据集上测试了ITD汇编器是否为真值集。与其他ITD检测算法相比,ITD组装商鉴定出报告的FLT3-ITD百分比最高,并在FLT3,KIT,CEBPA,WT1和其他基因中发现了其他ITD。还发现了54个基因中多态性ITD的证据。通过分析相应的RNA测序数据验证了新型ITD。结论ITD汇编器是一种非常敏感的工具,可以检测到部分,大型和复杂的串联重复。这项研究强调需要更有效地寻找其他癌症和孟德尔疾病中的ITD。

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