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ERASE-Seq: Leveraging replicate measurements to enhance ultralow frequency variant detection in NGS data

机译:ERASE-Seq:利用重复测量增强NGS数据中的超低频变异检测

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摘要

The accurate detection of ultralow allele frequency variants in DNA samples is of interest in both research and medical settings, particularly in liquid biopsies where cancer mutational status is monitored from circulating DNA. Next-generation sequencing (NGS) technologies employing molecular barcoding have shown promise but significant sensitivity and specificity improvements are still needed to detect mutations in a majority of patients before the metastatic stage. To address this we present analytical validation data for ERASE-Seq (Elimination of Recurrent Artifacts and Stochastic Errors), a method for accurate and sensitive detection of ultralow frequency DNA variants in NGS data. ERASE-Seq differs from previous methods by creating a robust statistical framework to utilize technical replicates in conjunction with background error modeling, providing a 10 to 100-fold reduction in false positive rates compared to published molecular barcoding methods. ERASE-Seq was tested using spiked human DNA mixtures with clinically realistic DNA input quantities to detect SNVs and indels between 0.05% and 1% allele frequency, the range commonly found in liquid biopsy samples. Variants were detected with greater than 90% sensitivity and a false positive rate below 0.1 calls per 10,000 possible variants. The approach represents a significant performance improvement compared to molecular barcoding methods and does not require changing molecular reagents.
机译:在研究和医学环境中,特别是在通过循环DNA监测癌症突变状态的液体活检中,DNA样品中超低等位基因频率变异的准确检测是非常重要的。使用分子条形码的下一代测序(NGS)技术已显示出希望,但仍需要显着提高灵敏度和特异性,才能在转移阶段之前检测大多数患者的突变。为了解决这个问题,我们提供了ERASE-Seq(消除重复工件和随机误差)的分析验证数据,这是一种精确,灵敏地检测NGS数据中超低频DNA变异的方法。 ERASE-Seq与以前的方法不同,它创建了一个强大的统计框架以结合背景错误建模来利用技术复制,与已发布的分子条形码方法相比,假阳性率降低了10到100倍。 ERASE-Seq使用掺人的人类DNA混合物和临床上现实的DNA输入量进行了测试,以检测SNV和等位基因频率介于0.05%和1%之间的插入缺失,这是液体活检样品中常见的范围。检测到的变体的敏感性大于90%,每10,000个可能的变体的假阳性率低于0.1个调用。与分子条形码方法相比,该方法代表了显着的性能改进,并且不需要更换分子试剂。

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