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评估基于下一代测序的经济有效的基因 panel 检测中变异检测的准确性。

Assessing the Accuracy of Variant Detection in Cost-Effective Gene Panel Testing by Next-Generation Sequencing.

机构信息

Department of Technology Development, Kazusa DNA Research Institute, Chiba, Japan.

Percipere, LLC, Tokyo, Japan.

出版信息

J Mol Diagn. 2018 Sep;20(5):572-582. doi: 10.1016/j.jmoldx.2018.04.004. Epub 2018 Jun 25.

DOI:10.1016/j.jmoldx.2018.04.004
PMID:29953964
Abstract

There is significant debate within the diagnostics community regarding the accuracy of variant identification by next-generation sequencing and the necessity of confirmatory testing of detected variants. Because the quality threshold to discriminate false positives depends on the workflow, no regulatory standard regarding this matter has yet been published. The goal of this study was to empirically determine the threshold to perform additional Sanger sequencing and to reduce the experimental cost to a practical level. Using 278 model genes, a hybridization capture-based protocol was examined to meet the clinical requirements of low cost, high efficiency, and high-quality data. To reduce excessive false-positive detection, filtering processes were introduced to remove mismapped reads and strand-biased detection to a published best-practices pipeline. With seven samples from the 1000 Genomes Project, 2750 single-nucleotide polymorphisms and 142 insertions/deletions were identified by our designed workflow. Compared with variants registered in the single nucleotide polymorphism database (dbSNP), a zero false-positive threshold value was determined (quality score > 1000). The variants satisfying these criteria accounted for 95.6% of single-nucleotide polymorphisms and 50.7% of insertions/deletions. Except for deletions located within the highly repeated sequences, the workflow achieved 100% sensitivity. The established threshold allowed us to discriminate between convincing variants and those requiring validation, a design that reconciles the competing objectives of cost minimization and quality maximization of clinical gene panel testing.

摘要

在诊断界,关于下一代测序技术对变异体识别的准确性以及是否需要对检测到的变异体进行确认性测试,存在着广泛的争议。由于区分假阳性的质量阈值取决于工作流程,因此尚未就此事发布任何监管标准。本研究的目的是通过实证确定进行额外的 Sanger 测序的阈值,并将实验成本降低到实际水平。使用 278 个模型基因,检验了基于杂交捕获的方案,以满足低成本、高效率和高质量数据的临床需求。为了减少过多的假阳性检测,引入了过滤过程以去除错配的读取和偏置的单链检测,以符合最佳实践的管道。利用来自 1000 基因组计划的 7 个样本,通过我们设计的工作流程鉴定出 2750 个单核苷酸多态性和 142 个插入/缺失。与单核苷酸多态性数据库(dbSNP)中注册的变体相比,确定了零假阳性阈值(质量评分>1000)。满足这些标准的变体占单核苷酸多态性的 95.6%和插入/缺失的 50.7%。除了位于高度重复序列内的缺失外,该工作流程的灵敏度达到 100%。所建立的阈值允许我们区分有说服力的变体和需要验证的变体,这种设计兼顾了最小化成本和最大化临床基因面板测试质量的目标。

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