ParseCNV2: efficient sequencing tool for copy number variation genome-wide association studies

被引:5
作者
Glessner, Joseph T. [1 ,2 ]
Li, Jin [3 ,4 ]
Liu, Yichuan [1 ,2 ]
Khan, Munir [1 ,2 ]
Chang, Xiao [1 ,2 ]
Sleiman, Patrick M. A. [1 ,2 ]
Hakonarson, Hakon [1 ,2 ]
机构
[1] Childrens Hosp Philadelphia, Dept Pediat, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
[2] Perelman Sch Med, Dept Pediat, 3400 Civ Ctr Blvd, Philadelphia, PA 19104 USA
[3] Tianjin Med Univ, Sch Basic Med Sci, Dept Cell Biol, Tianjin 300070, Peoples R China
[4] Tianjin Med Univ, Sch Basic Med Sci, Collaborat Innovat Ctr Med Epigenet, Tianjin 300070, Peoples R China
关键词
STRUCTURAL VARIATION; VARIANTS; ARRAY; MAP;
D O I
10.1038/s41431-022-01222-7
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
Improved copy number variation (CNV) detection remains an area of heavy emphasis for algorithm development; however, both CNV curation and disease association approaches remain in its infancy. The current practice of focusing on candidate CNVs, where researchers study specific CNVs they believe to be pathological while discarding others, refrains from considering the full spectrum of CNVs in a hypothesis-free GWAS. To address this, we present a next-generation approach to CNV association by natively supporting the popular VCF specification for sequencing-derived variants as well as SNP array calls using a PennCNV format. The code is fast and efficient, allowing for the analysis of large (>100,000 sample) cohorts without dividing up the data on a compute cluster. The scripts are condensed into a single tool to promote simplicity and best practices. CNV curation pre and post-association is rigorously supported and emphasized to yield reliable results of highest quality. We benchmarked two large datasets, including the UK Biobank (n> 450,000) and CAG Biobank (n > 350,000) both of which are genotyped at >0.5 M probes, for our input files. ParseCNV has been actively supported and developed since 2008. ParseCNV2 presents a critical addition to formalizing CNV association for inclusion with SNP associations in GWAS Catalog. Clinical CNV prioritization, interactive quality control (QC), and adjustment for covariates are revolutionary new features of ParseCNV2 vs. ParseCNV. The software is freely available at https://github.com/CAG-CNV/ParseCNV2.
引用
收藏
页码:304 / 312
页数:9
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