Abstract
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.
Keywords
circulating tumor DNA
copy number variations
non-small cell lung cancer
targeted sequencing
MeSH Terms
Antineoplastic Agents/pharmacology,therapeutic use
Carcinoma, Non-Small-Cell Lung/blood,diagnosis,drug therapy,genetics
Cell Line, Tumor
Circulating Tumor DNA/genetics,isolation & purification
Clonal Evolution
Cohort Studies
Computer Simulation
Crizotinib/pharmacology,therapeutic use
DNA Copy Number Variations
Drug Resistance, Neoplasm/genetics
ErbB Receptors/genetics
Female
Gene Amplification
Genetic Testing/methods
Humans
Limit of Detection
Liquid Biopsy/methods
Lung Neoplasms/blood,diagnosis,drug therapy,genetics
Molecular Diagnostic Techniques/methods
Precision Medicine/methods
Proto-Oncogene Proteins c-met/genetics
Receptor, ErbB-2/genetics
Treatment Outcome
Whole Exome Sequencing
Chemicals
Antineoplastic Agents
Circulating Tumor DNA
Crizotinib
EGFR protein, human
ERBB2 protein, human
ErbB Receptors
MET protein, human
Proto-Oncogene Proteins c-met
Receptor, ErbB-2
Authors & Affiliations
11 authors, click to expand affiliations / ORCID
Peng Hao
Department of Clinical Medicine, Kunming University of Science and Technology, Yunnan 650093, China.
Lu Lan
National Cancer Center, National Clinical Research Center for Cancer, Shenzhen 518116, China.
Zhou Zisong
The Bioinformatics Department, 3D Medicines Inc., Shanghai 201114, China.
Liu Jian
Department of Clinical Medicine, Guangzhou Medical University, Guangzhou 511436, China.
Zhang Dadong
The Translational Medicine Department, 3D Medicines Inc., Shanghai 201114, China.
Nan Kejun
Department of Medical Oncology, Xi'an Jiaotong University, Shaanxi 710061, China.
Zhao Xiaochen
ORCID
The Medical Department, 3D Medicines Inc., Shanghai 201114, China.
Li Fugen
The Bioinformatics Department, 3D Medicines Inc., Shanghai 201114, China.
Tian Lei
Department of Thoracic Surgery Clinical Colleage, Chongqing Medical University, Chongqing 400016, China.
Dong Hua
ORCID
The Bioinformatics Department, 3D Medicines Inc., Shanghai 201114, China.
Yao Yu
Department of Medical Oncology, Xi'an Jiaotong University, Shaanxi 710061, China.
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