Back to Search
Start Over
Detection of copy-number variations from NGS data using read depth information: a diagnostic performance evaluation
- Source :
- European Journal of Human Genetics, European Journal of Human Genetics, Nature Publishing Group, 2020, ⟨10.1038/s41431-020-0672-2⟩, European Journal of Human Genetics, 2020, ⟨10.1038/s41431-020-0672-2⟩, Eur J Hum Genet
- Publication Year :
- 2020
- Publisher :
- Springer Science and Business Media LLC, 2020.
-
Abstract
- International audience; The detection of copy-number variations (CNVs) from NGS data is underexploited as chip-based or targeted techniques are still commonly used. We assessed the performances of a workflow centered on CANOES, a bioinformatics tool based on read depth information. We applied our workflow to gene panel (GP) and whole-exome sequencing (WES) data, and compared CNV calls to quantitative multiplex PCR of short fluorescent fragments (QMSPF) or array comparative genomic hybridization (aCGH) results. From GP data of 3776 samples, we reached an overall positive predictive value (PPV) of 87.8%. This dataset included a complete comprehensive QMPSF comparison of four genes (60 exons) on which we obtained 100% sensitivity and specificity. From WES data, we first compared 137 samples with aCGH and filtered comparable events (exonic CNVs encompassing enough aCGH probes) and obtained an 87.25% sensitivity. The overall PPV was 86.4% following the targeted confirmation of candidate CNVs from 1056 additional WES. In addition, our CANOES-centered workflow on WES data allowed the detection of CNVs with a resolution of single exons, allowing the detection of CNVs that were missed by aCGH. Overall, switching to an NGS-only approach should be cost-effective as it allows a reduction in overall costs together with likely stable diagnostic yields. Our bioinformatics pipeline is available at: https://gitlab.bioinfo-diag.fr/nc4gpm/canoes-centered-workflow.
- Subjects :
- DNA Copy Number Variations
Computer science
[SDV]Life Sciences [q-bio]
Read depth
Computational biology
Sensitivity and Specificity
Article
Workflow
03 medical and health sciences
0302 clinical medicine
Gene panel
Exome Sequencing
Multiplex polymerase chain reaction
Genetics
Humans
Genetic Testing
Copy-number variation
Exome
Genetics (clinical)
030304 developmental biology
Comparative Genomic Hybridization
0303 health sciences
High-Throughput Nucleotide Sequencing
Predictive value
[SDV] Life Sciences [q-bio]
Multiplex Polymerase Chain Reaction
030217 neurology & neurosurgery
Comparative genomic hybridization
Subjects
Details
- ISSN :
- 14765438 and 10184813
- Volume :
- 29
- Database :
- OpenAIRE
- Journal :
- European Journal of Human Genetics
- Accession number :
- edsair.doi.dedup.....00a6f3ab544384d46aa5c88805403359
- Full Text :
- https://doi.org/10.1038/s41431-020-0672-2