Detection of copy-number variations from NGS data using read depth information: a diagnostic performance evaluation

被引:25
作者
Quenez, Olivier [1 ,2 ,3 ]
Cassinari, Kevin [1 ,2 ,3 ]
Coutant, Sophie [1 ,4 ]
Lecoquierre, Francois [1 ,4 ]
Le Guennec, Kilan [1 ,2 ,3 ]
Rousseau, Stephane [1 ,2 ,3 ]
Richard, Anne-Claire [1 ,2 ,3 ]
Vasseur, Stephanie [1 ,4 ]
Bouvignies, Emilie [1 ,4 ]
Bou, Jacqueline [1 ,4 ]
Lienard, Gwendoline [1 ,4 ]
Manase, Sandrine [1 ,4 ]
Fourneaux, Steeve [1 ,4 ]
Drouot, Nathalie [1 ,4 ]
Nguyen-Viet, Virginie [1 ,4 ]
Vezain, Myriam [1 ,4 ]
Chambon, Pascal [1 ,4 ]
Joly-Helas, Geraldine [1 ,4 ]
Le Meur, Nathalie [1 ,4 ]
Castelain, Mathieu [1 ,4 ]
Boland, Anne [5 ,6 ]
Deleuze, Jean-Francois [5 ,6 ]
Tournier, Isabelle [1 ,4 ]
Charbonnier, Francoise [1 ,4 ]
Kasper, Edwige [1 ,4 ]
Bougeard, Gaelle [1 ,4 ]
Frebourg, Thierry [1 ,4 ]
Saugier-Veber, Pascale [1 ,4 ]
Baert-Desurmont, Stephanie [1 ,4 ]
Campion, Dominique [1 ,2 ,3 ,7 ]
Rovelet-Lecrux, Anne [1 ,2 ,3 ]
Nicolas, Gael [1 ,2 ,3 ]
机构
[1] Normandie Univ, UNIROUEN, INSERM, U1245, Rouen, France
[2] Rouen Univ Hosp, Dept Genet, Rouen, France
[3] CNR, Normandy Ctr Genom & Personalized Med, MAJ, Rouen, France
[4] Rouen Univ Hosp, Normandy Ctr Genom & Personalized Med, Dept Genet, Rouen, France
[5] CEA, Ctr Natl Rech Genom Humaine, Inst Genom, Evry, France
[6] Fdn Jean Dausset, CEPH, Evry, France
[7] Ctr Hosp Rouvray, Dept Res, Sotteville Les Rouen, France
关键词
NONPOLYPOSIS COLORECTAL-CANCER; MISMATCH REPAIR GENES; BRAIN CALCIFICATION; GENOMIC DELETIONS; DETECTION TOOLS; IDENTIFICATION; DISCOVERY; FRAMEWORK; VARIANTS; FREQUENT;
D O I
10.1038/s41431-020-0672-2
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
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.bioinfodiag.fr/nc4gpm/canoes-centered-workflow.
引用
收藏
页码:99 / 109
页数:11
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