Read Count Patterns and Detection of Cancerous Copy Number Alterations in Plasma Cell-Free DNA Whole Exome Sequencing Data for Advanced Non-Small Cell Lung Cancer

被引:1
作者
Jang, Ho [1 ]
Choi, Chang-Min [2 ]
Lee, Seung-Hyeun [3 ]
Lee, Sungyong [4 ]
Jeong, Mi-Kyung [5 ]
机构
[1] Korea Inst Oriental Med, Korea Med Data Div, Daejeon 34054, South Korea
[2] Univ Ulsan, Coll Med, Asan Med Ctr, Dept Pulm & Crit Care Med,Dept Oncol, Seoul 05505, South Korea
[3] Kyung Hee Univ, Sch Med, Dept Internal Med, Div Pulm & Crit Care Med,Med Ctr, Seoul 02447, South Korea
[4] Korea Univ, Dept Internal Med, Div Pulm Allergy & Crit Care Med, Guro Hosp, Seoul 08308, South Korea
[5] Korea Inst Oriental Med, Korea Med Convergence Res Div, Daejeon 34054, South Korea
基金
新加坡国家研究基金会;
关键词
plasma cell-free DNA; whole exome sequencing; copy number alteration detection; non-small cell lung cancer;
D O I
10.3390/ijms232112932
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Plasma cell-free DNA (cfDNA) sequencing data have been widely studied for early diagnosis and treatment response or recurrence monitoring of cancers because of the non-invasive benefits. In cancer studies, whole exome sequencing (WES) is mostly used for discovering single nucleotide variants (SNVs), but it also has the potential to detect copy number alterations (CNAs) that are mostly discovered by whole genome sequencing or microarray. In clinical settings where the quantity of the acquired blood from the patients is limited and where various sequencing experiments are not possible, providing various types of mutation information such as CNAs and SNVs using only WES will be helpful in the treatment decision. Here, we questioned whether the plasma cfDNA WES data for patients with advanced non-small cell lung cancer (NSCLC) could be exploited for CNA detection. When the read count (RC) signals of the WES data were investigated, a similar fluctuation pattern was observed among the signals of different samples, and it can be a major challenge hindering CNA detection. When these RC patterns among cfDNA were suppressed by the method we proposed, the cancerous CNAs were more distinguishable in some samples with higher cfDNA quantity. Although the potential to detect CNAs using the plasma cfDNA WES data for NSCLC patients was studied here, further studies with other cancer types, with more samples, and with more sophisticated techniques for bias correction are required to confirm our observation. In conclusion, the detection performance for cancerous CNAs can be improved by controlling RC bias, but it depends on the quantity of cfDNA in plasma.
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页数:13
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