Correlation between variant call accuracy and quality parameters in comprehensive cancer genomic profiling tests

IF 1.3 Q3 MEDICAL LABORATORY TECHNOLOGY Practical Laboratory Medicine Pub Date : 2024-03-01 Epub Date: 2024-02-15 DOI:10.1016/j.plabm.2024.e00369
Hideaki Isago, Kousuke Watanabe, Yumiko Satoh, Makoto Kurano
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Abstract

Background

Comprehensive genomic profiling (CGP) tests have been widely utilized in clinical practice. In this test, the variant list automatically output from the data analysis pipeline often contains false-positive variants, although the correlation between the quality parameters and prevalence of false-positive variants remains unclear.

Methods

We analyzed 125 CGP tests performed in our laboratory. False-positive variants were manually detected via visual inspection. The quality parameters of both wet and dry processes were also analyzed.

Results

Among the 125 tests, 52 (41.6%) required more than one correction of the called variants, and 21 (16.8%) required multiple corrections. A significant correlation was detected between somatic false-positive variants and quality parameters in the wet (ΔΔCq, pre-capture library peak size, pre-capture library DNA amount, capture library peak size, and capture library concentration) and dry processes (total reads, mapping rates, duplication rates, mean depth, and depth coverage). Capture library concentration and mean depth were strong independent predictors of somatic false-positive variants.

Conclusions

We demonstrated a correlation between somatic false-positive variants and quality parameters in the CGP test. This study facilitates gaining a better understanding of CGP test quality management.

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癌症基因组图谱综合测试中变异调用准确性与质量参数之间的相关性
背景全面基因组特征分析(CGP)检验已广泛应用于临床实践。在这种检测中,数据分析管道自动输出的变异列表往往包含假阳性变异,但质量参数与假阳性变异发生率之间的相关性仍不清楚。假阳性变异是通过肉眼人工检测出来的。结果在 125 项检测中,52 项(41.6%)需要对调用变异进行一次以上的校正,21 项(16.8%)需要多次校正。在湿法(ΔΔCq、捕获前文库峰值大小、捕获前文库 DNA 量、捕获文库峰值大小和捕获文库浓度)和干法(总读数、映射率、重复率、平均深度和深度覆盖率)中,体细胞假阳性变异与质量参数之间存在明显的相关性。捕获文库浓度和平均深度是体细胞假阳性变异的强独立预测因子。这项研究有助于更好地了解 CGP 检测的质量管理。
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来源期刊
Practical Laboratory Medicine
Practical Laboratory Medicine Health Professions-Radiological and Ultrasound Technology
CiteScore
3.50
自引率
0.00%
发文量
40
审稿时长
7 weeks
期刊介绍: Practical Laboratory Medicine is a high-quality, peer-reviewed, international open-access journal publishing original research, new methods and critical evaluations, case reports and short papers in the fields of clinical chemistry and laboratory medicine. The objective of the journal is to provide practical information of immediate relevance to workers in clinical laboratories. The primary scope of the journal covers clinical chemistry, hematology, molecular biology and genetics relevant to laboratory medicine, microbiology, immunology, therapeutic drug monitoring and toxicology, laboratory management and informatics. We welcome papers which describe critical evaluations of biomarkers and their role in the diagnosis and treatment of clinically significant disease, validation of commercial and in-house IVD methods, method comparisons, interference reports, the development of new reagents and reference materials, reference range studies and regulatory compliance reports. Manuscripts describing the development of new methods applicable to laboratory medicine (including point-of-care testing) are particularly encouraged, even if preliminary or small scale.
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