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SavvyCNV: Genome-wide CNV calling from off-target reads
Identifying copy number variants (CNVs) can provide diagnoses to patients and provide important biological insights into human health and disease. Current exome and targeted sequencing approaches cannot detect clinically and biologically-relevant CNVs outside their target area. We present SavvyCNV,...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8959187/ https://www.ncbi.nlm.nih.gov/pubmed/35294448 http://dx.doi.org/10.1371/journal.pcbi.1009940 |
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author | Laver, Thomas W. De Franco, Elisa Johnson, Matthew B. Patel, Kashyap A. Ellard, Sian Weedon, Michael N. Flanagan, Sarah E. Wakeling, Matthew N. |
author_facet | Laver, Thomas W. De Franco, Elisa Johnson, Matthew B. Patel, Kashyap A. Ellard, Sian Weedon, Michael N. Flanagan, Sarah E. Wakeling, Matthew N. |
author_sort | Laver, Thomas W. |
collection | PubMed |
description | Identifying copy number variants (CNVs) can provide diagnoses to patients and provide important biological insights into human health and disease. Current exome and targeted sequencing approaches cannot detect clinically and biologically-relevant CNVs outside their target area. We present SavvyCNV, a tool which uses off-target read data from exome and targeted sequencing data to call germline CNVs genome-wide. Up to 70% of sequencing reads from exome and targeted sequencing fall outside the targeted regions. We have developed a new tool, SavvyCNV, to exploit this ‘free data’ to call CNVs across the genome. We benchmarked SavvyCNV against five state-of-the-art CNV callers using truth sets generated from genome sequencing data and Multiplex Ligation-dependent Probe Amplification assays. SavvyCNV called CNVs with high precision and recall, outperforming the five other tools at calling CNVs genome-wide, using off-target or on-target reads from targeted panel and exome sequencing. We then applied SavvyCNV to clinical samples sequenced using a targeted panel and were able to call previously undetected clinically-relevant CNVs, highlighting the utility of this tool within the diagnostic setting. SavvyCNV outperforms existing tools for calling CNVs from off-target reads. It can call CNVs genome-wide from targeted panel and exome data, increasing the utility and diagnostic yield of these tests. SavvyCNV is freely available at https://github.com/rdemolgen/SavvySuite. |
format | Online Article Text |
id | pubmed-8959187 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-89591872022-03-29 SavvyCNV: Genome-wide CNV calling from off-target reads Laver, Thomas W. De Franco, Elisa Johnson, Matthew B. Patel, Kashyap A. Ellard, Sian Weedon, Michael N. Flanagan, Sarah E. Wakeling, Matthew N. PLoS Comput Biol Research Article Identifying copy number variants (CNVs) can provide diagnoses to patients and provide important biological insights into human health and disease. Current exome and targeted sequencing approaches cannot detect clinically and biologically-relevant CNVs outside their target area. We present SavvyCNV, a tool which uses off-target read data from exome and targeted sequencing data to call germline CNVs genome-wide. Up to 70% of sequencing reads from exome and targeted sequencing fall outside the targeted regions. We have developed a new tool, SavvyCNV, to exploit this ‘free data’ to call CNVs across the genome. We benchmarked SavvyCNV against five state-of-the-art CNV callers using truth sets generated from genome sequencing data and Multiplex Ligation-dependent Probe Amplification assays. SavvyCNV called CNVs with high precision and recall, outperforming the five other tools at calling CNVs genome-wide, using off-target or on-target reads from targeted panel and exome sequencing. We then applied SavvyCNV to clinical samples sequenced using a targeted panel and were able to call previously undetected clinically-relevant CNVs, highlighting the utility of this tool within the diagnostic setting. SavvyCNV outperforms existing tools for calling CNVs from off-target reads. It can call CNVs genome-wide from targeted panel and exome data, increasing the utility and diagnostic yield of these tests. SavvyCNV is freely available at https://github.com/rdemolgen/SavvySuite. Public Library of Science 2022-03-16 /pmc/articles/PMC8959187/ /pubmed/35294448 http://dx.doi.org/10.1371/journal.pcbi.1009940 Text en © 2022 Laver et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Laver, Thomas W. De Franco, Elisa Johnson, Matthew B. Patel, Kashyap A. Ellard, Sian Weedon, Michael N. Flanagan, Sarah E. Wakeling, Matthew N. SavvyCNV: Genome-wide CNV calling from off-target reads |
title | SavvyCNV: Genome-wide CNV calling from off-target reads |
title_full | SavvyCNV: Genome-wide CNV calling from off-target reads |
title_fullStr | SavvyCNV: Genome-wide CNV calling from off-target reads |
title_full_unstemmed | SavvyCNV: Genome-wide CNV calling from off-target reads |
title_short | SavvyCNV: Genome-wide CNV calling from off-target reads |
title_sort | savvycnv: genome-wide cnv calling from off-target reads |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8959187/ https://www.ncbi.nlm.nih.gov/pubmed/35294448 http://dx.doi.org/10.1371/journal.pcbi.1009940 |
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