Accurate and Effective Detection of Recurrent Copy Number Variants in Large SNP Genotype Datasets. Issue 12 (5th December 2022)

• Record Type: Journal Article
• Authors: Montalbano, Simone; Sánchez, Xabier Calle; Vaez, Morteza; Helenius, Dorte; Werge, Thomas; Ingason, Andrés
• Is Part Of: Current protocols. Volume 2:Issue 12(2022)
• Page Start: n/a
• Page End: n/a
• Publication Date: 2022-12-05
• Subjects: bioinformatics pipeline -- CNVs -- structural variation -- SNPs; Life sciences -- Laboratory manuals -- Periodicals; Biology -- Laboratory manuals -- Periodicals; Life sciences -- Technique -- Periodicals; Biology -- Technique -- Periodicals; 570.028
• DOI: 10.1002/cpz1.621
• Languages: English
• ISSNs: 2691-1299

Abstract

Abstract: Structural variations, including recurrent Copy Number Variants (CNVs) at specific genomic loci, have been found to be associated with increased risk of several diseases and syndromes. CNV carrier status can be determined in large collections of samples using SNP arrays and, more recently, sequencing data. Although there is some consensus among researchers about the essential steps required in such analysis (i.e., CNV calling, filtering of putative carriers, and visual validation using intensity data plots of the genomic region), standard methodologies and processes to control the quality and consistency of the results are lacking. Here, we present a comprehensive and user‐friendly protocol that we have refined from our extensive research experience in the field. We cover every aspect of the analysis, from input data curation to final results. For each step, we highlight which parameters affect the analysis the most and how different settings may lead to different results. We provide a pipeline to run the complete analysis with effective (but customizable) pre‐sets. We present software that we developed to better handle and filter putative CNV carriers and perform visual inspection to validate selected candidates. Finally, we describe methods to evaluate the critical sections and actions to counterbalance potential problems. The current implementation is focused on Illumina SNP array data. All the presented software is freely available and provided in a ready‐to‐use docker container. © 2022 The Authors. Current Protocols published by Wiley Periodicals LLC. Basic Protocol 1 : From raw intensity data files to CNV calls Basic Protocol 2 : From CNV calls to validated CNV carriers. Basic Protocol 3 : Quality control and quality assessment Basic Protocol 4 : Install the necessary software