Institute of Biomedical & Clinical Science, University of Exeter, Exeter, United Kingdom.
PLoS Comput Biol. 2022 Mar 16;18(3):e1009940. doi: 10.1371/journal.pcbi.1009940. eCollection 2022 Mar.
Identifying copy number variants (CNVs) can provide diagnoses to patients and provide important biological insights into human health and disease. Current exome and targeted sequencing approaches cannot detect clinically and biologically-relevant CNVs outside their target area. We present SavvyCNV, a tool which uses off-target read data from exome and targeted sequencing data to call germline CNVs genome-wide. Up to 70% of sequencing reads from exome and targeted sequencing fall outside the targeted regions. We have developed a new tool, SavvyCNV, to exploit this 'free data' to call CNVs across the genome. We benchmarked SavvyCNV against five state-of-the-art CNV callers using truth sets generated from genome sequencing data and Multiplex Ligation-dependent Probe Amplification assays. SavvyCNV called CNVs with high precision and recall, outperforming the five other tools at calling CNVs genome-wide, using off-target or on-target reads from targeted panel and exome sequencing. We then applied SavvyCNV to clinical samples sequenced using a targeted panel and were able to call previously undetected clinically-relevant CNVs, highlighting the utility of this tool within the diagnostic setting. SavvyCNV outperforms existing tools for calling CNVs from off-target reads. It can call CNVs genome-wide from targeted panel and exome data, increasing the utility and diagnostic yield of these tests. SavvyCNV is freely available at https://github.com/rdemolgen/SavvySuite.
鉴定拷贝数变异(CNVs)可以为患者提供诊断,并为人类健康和疾病提供重要的生物学见解。目前的外显子组和靶向测序方法无法在其目标区域之外检测到具有临床和生物学意义的 CNVs。我们提出了 SavvyCNV,这是一种利用外显子组和靶向测序数据中的脱靶读取数据来调用种系全基因组 CNVs 的工具。外显子组和靶向测序的多达 70%的测序读取落在目标区域之外。我们开发了一种新工具 SavvyCNV,利用这种“免费数据”来调用全基因组范围内的 CNVs。我们使用来自基因组测序数据和多重连接依赖性探针扩增检测的真实集,将 SavvyCNV 与五种最先进的 CNV 调用器进行了基准测试。SavvyCNV 以高精度和召回率调用 CNVs,在调用全基因组 CNVs 方面优于其他五种工具,同时使用靶向面板和外显子组测序的脱靶或靶读数。然后,我们将 SavvyCNV 应用于使用靶向面板测序的临床样本,并能够调用以前未检测到的具有临床意义的 CNVs,突出了该工具在诊断环境中的实用性。SavvyCNV 在调用脱靶读取的 CNVs 方面优于现有工具。它可以从靶向面板和外显子组数据中调用全基因组 CNVs,增加了这些测试的实用性和诊断产量。SavvyCNV 可在 https://github.com/rdemolgen/SavvySuite 上免费获得。