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STEAK: A specific tool for transposable elements and retrovirus detection in high-throughput sequencing data

机译:牛排:用于高通量测序数据中转座因子和逆转录病毒检测的特定工具

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摘要

The advancements of high-throughput genomics have unveiled much about the human genome highlighting the importance of variations between individuals and their contribution to disease. Even though numerous software have been developed to make sense of large genomics datasets, a major short falling of these has been the inability to cope with repetitive regions, specifically to validate structural variants and accordingly assess their role in disease. Here we describe our program STEAK, a massively parallel software designed to detect chimeric reads in high-throughput sequencing data for a broad number of applications such as identifying presence/absence, as well as discovery of transposable elements (TEs), and retroviral integrations. We highlight the capabilities of STEAK by comparing its efficacy in locating HERV-K HML-2 in clinical whole genome projects, target enrichment sequences, and in the 1000 Genomes CEU Trio to the performance of other TE and virus detecting tools. We show that STEAK outperforms other software in terms of computational efficiency, sensitivity, and specificity. We demonstrate that STEAK is a robust tool, which allows analysts to flexibly detect and evaluate TE and retroviral integrations in a diverse range of sequencing projects for both research and clinical purposes.
机译:高通量基因组学的进步揭示了有关人类基因组的诸多内容,突出了个体之间变异及其对疾病的贡献的重要性。尽管已经开发了许多软件来理解大型基因组数据集,但这些软件的主要缺点是无法应对重复区域,特别是无法验证结构变异并因此评估其在疾病中的作用。在这里,我们介绍了STEAK程序,它是一款大型并行软件,旨在检测高通量测序数据中的嵌合读物,以用于广泛的应用程序,例如识别存在与否,发现转座因子(TEs)和逆转录病毒整合。我们通过比较STEAK在临床全基因组计划,目标富集序列以及1000个基因组CEU Trio中定位HERV-K HML-2的功效与其他TE和病毒检测工具的效能,来突出STEAK的功能。我们证明STEAK在计算效率,灵敏度和特异性方面均优于其他软件。我们证明了STEAK是一种强大的工具,它使分析人员可以灵活地检测和评估各种测序项目中的TE和逆转录病毒整合,以用于研究和临床目的。

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