Combining targeted sequencing and ultra-low-pass whole-genome sequencing for accurate somatic copy number alteration detection

生物 DNA测序 基因组 深度测序 计算生物学 全基因组测序 基因型 拷贝数变化 遗传学 基因
作者
Junfeng Fu,Weihua Guo,Cheng Yan,Zhenyang Lv,Yu Wang,Ze Wang,Zhe Fan,Ting Lei
出处
期刊:Functional & Integrative Genomics [Springer Nature]
卷期号:21 (2): 161-169 被引量:4
标识
DOI:10.1007/s10142-021-00767-y
摘要

This study investigated the feasibility of combining targeted sequencing and ultra-low-pass whole-genome sequencing (ULP-WGS) for improved somatic copy number alteration (SCNA) detection, due to its role in tumorigenesis and prognosis. Cerebrospinal fluid and matched blood samples were obtained from 29 patients with brain metastasis derived from lung cancer. Samples were subjected to targeted sequencing (genomic coverage: 300 kb) and 2×ULP-WGS. The SCNA was detected by the CTLW_CNV, Control-FreeC, and CNVkit methods and their accuracy was analyzed. Eighteen tumor samples showed consistent SCNA results between the three methods, while a small fraction of samples resulted in different SCNA estimations. Further analysis indicated that consistency of SCNA highly correlated with the difference of baseline depth (normalized depth of regions without SCNA events) estimation between methods. Conflict Index showed that CTLW_CNV significantly improved the accuracy of SCNA detection through precise baseline depth estimation. CTLW_CNV combines targeted sequencing and ULP-WGS for improved SCNA detection. The improvement in detection accuracy is mainly due to a refined baseline depth estimation, guided by single-nucleotide polymorphism allele frequencies within the deeply sequenced region (targeted sequencing). This method is especially suitable for tumor samples with biased aneuploidy, a previously under-estimated genomic characteristic across different cancer types.
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