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Atlas-CNV: a validated approach to call single-exon CNVs in the eMERGESeq gene panel
- Source :
- Genetics in Medicine
- Publication Year :
- 2019
- Publisher :
- Nature Publishing Group US, 2019.
-
Abstract
- Purpose:To provide a validated method to confidently identify exon-containing copy number variants (CNVs), with a low false discovery rate (FDR), in targeted sequencing data from a clinical laboratory with particular focus on single-exon CNVs.Methods:DNA sequence coverage data are normalized within each sample and subsequently exonic CNVs are identified in a batch of samples (midpool), when the target log2 ratio of the sample to the batch median exceeds defined thresholds. The quality of exonic CNV calls is assessed by C-scores (Z-like scores) using thresholds derived from gold standard samples and simulation studies. We integrate an ExonQC threshold to lower FDR and compare performance with alternate software (VisCap).Results:Thirteen CNVs were used as a truth set to validate Atlas-CNV and compared with VisCap. We demonstrated FDR reduction in validation, simulation and 10,926 eMERGESeq samples without sensitivity loss. Sixty-four multi-exon and 29 single-exon CNVs with high C-scores were assessed by MLPA.Conclusions:Atlas-CNV is validated as a method to identify exonic CNVs in targeted sequencing data generated in the clinical laboratory. The ExonQC and C-score assignment can reduce FDR (identification of targets with high variance) and improve calling accuracy of single-exon CNVs respectively. We proposed guidelines and criteria to identify high confidence single-exon CNVs.
- Subjects :
- 0301 basic medicine
False discovery rate
congenital, hereditary, and neonatal diseases and abnormalities
endocrine system diseases
DNA Copy Number Variations
Computer science
Sequencing data
CNV
Computational biology
Biology
030105 genetics & heredity
DNA sequencing
Article
03 medical and health sciences
Exon
Gene panel
single-exon deletion duplication
mental disorders
Humans
Multiplex ligation-dependent probe amplification
Copy-number variation
Genetics (clinical)
030304 developmental biology
0303 health sciences
Genome, Human
030305 genetics & heredity
targeted gene panel clinical sequencing
High-Throughput Nucleotide Sequencing
Gold standard (test)
Exons
Sequence Analysis, DNA
Atlas-CNV
030104 developmental biology
copy-number variation
Deletion+duplication
Software
Subjects
Details
- Language :
- English
- ISSN :
- 15300366 and 10983600
- Volume :
- 21
- Issue :
- 9
- Database :
- OpenAIRE
- Journal :
- Genetics in Medicine
- Accession number :
- edsair.doi.dedup.....28832f475be74bdfff0010ef749a1cba