CNV Detection from Circulating Tumor DNA in Late Stage Non-Small Cell Lung Cancer Patients

被引:40
|
作者
Peng, Hao [1 ]
Lu, Lan [2 ]
Zhou, Zisong [3 ]
Liu, Jian [4 ]
Zhang, Dadong [5 ]
Nan, Kejun [6 ]
Zhao, Xiaochen [7 ]
Li, Fugen [3 ]
Tian, Lei [8 ]
Dong, Hua [3 ]
Yao, Yu [6 ]
机构
[1] Kunming Univ Sci & Technol, Dept Clin Med, Yunnan 650093, Peoples R China
[2] Natl Canc Ctr, Natl Clin Res Ctr Canc, Shenzhen 518116, Guangdong, Peoples R China
[3] 3D Med Inc, Bioinformat Dept, Shanghai 201114, Peoples R China
[4] Guangzhou Med Univ, Dept Clin Med, Guangzhou 511436, Guangdong, Peoples R China
[5] 3D Med Inc, Translat Med Dept, Shanghai 201114, Peoples R China
[6] Xi An Jiao Tong Univ, Dept Med Oncol, Xian 710061, Shaanxi, Peoples R China
[7] 3D Med Inc, Med Dept, Shanghai 201114, Peoples R China
[8] Chongqing Med Univ, Dept Thorac Surg Clin Colleage, Chongqing 400016, Peoples R China
关键词
copy number variations; targeted sequencing; circulating tumor DNA; non-small cell lung cancer; COPY NUMBER; ADENOCARCINOMAS; RESISTANCE; MUTATIONS;
D O I
10.3390/genes10110926
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
While methods for detecting SNVs and indels in circulating tumor DNA (ctDNA) with hybridization capture-based next-generation sequencing (NGS) have been available, copy number variations (CNVs) detection is more challenging. Here, we present a method enabling CNV detection from a 150-gene panel using a very low amount of ctDNA. First, a read depth-based CNV estimation method without a paired blood sample was developed and cfDNA sequencing data from healthy people were used to build a panel of normal (PoN) model. Then, in silico and in vitro simulations were performed to define the limit of detection (LOD) for EGFR, ERBB2, and MET. Compared to the WES results of the 48 samples, the concordance rate for EGFR, ERBB2, and MET CNVs was 78%, 89.6%, and 92.4%, respectively. In another cohort profiled with the 150-gene panel from 5980 lung cancer ctDNA samples, we detected the three genes' amplification with comparable population frequency with other cohorts. One lung adenocarcinoma patient with MET amplification detected by our method reached partial response to crizotinib. These findings show that our ctDNA CNV detection pipeline can detect CNVs with high specificity and concordance, which enables CNV calling in a non-invasive way for cancer patients when tissues are not available.
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页数:13
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