Germline CNV Detection through Whole-Exome Sequencing (WES) Data Analysis Enhances Resolution of Rare Genetic Diseases.
Faidon-Nikolaos TilemisNikolaos M MarinakisDanai VeltraMaria SvingouKyriaki KarampatouAnastasios MitrakosMaria TzetisKonstantina KosmaPeriklis MakrythanasisJoanne Traeger SynodinosChristalena SofocleousPublished in: Genes (2023)
Whole-Exome Sequencing (WES) has proven valuable in the characterization of underlying genetic defects in most rare diseases (RDs). Copy Number Variants (CNVs) were initially thought to escape detection. Recent technological advances enabled CNV calling from WES data with the use of accurate and highly sensitive bioinformatic tools. Amongst 920 patients referred for WES, 454 unresolved cases were further analysed using the ExomeDepth algorithm. CNVs were called, evaluated and categorized according to ACMG/ClinGen recommendations. Causative CNVs were identified in 40 patients, increasing the diagnostic yield of WES from 50.7% (466/920) to 55% (506/920). Twenty-two CNVs were available for validation and were all confirmed; of these, five were novel. Implementation of the ExomeDepth tool promoted effective identification of phenotype-relevant and/or novel CNVs. Among the advantages of calling CNVs from WES data, characterization of complex genotypes comprising both CNVs and SNVs minimizes cost and time to final diagnosis, while allowing differentiation between true or false homozygosity, as well as compound heterozygosity of variants in AR genes. The use of a specific algorithm for calling CNVs from WES data enables ancillary detection of different types of causative genetic variants, making WES a critical first-tier diagnostic test for patients with RDs.
Keyphrases
- copy number
- data analysis
- end stage renal disease
- genome wide
- mitochondrial dna
- chronic kidney disease
- ejection fraction
- newly diagnosed
- machine learning
- healthcare
- electronic health record
- primary care
- prognostic factors
- peritoneal dialysis
- label free
- dna methylation
- big data
- loop mediated isothermal amplification
- high resolution
- gene expression
- patient reported outcomes
- sensitive detection
- fluorescent probe
- genome wide identification