Cargando…

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,...

Descripción completa

Detalles Bibliográficos
Autores principales: Laver, Thomas W., De Franco, Elisa, Johnson, Matthew B., Patel, Kashyap A., Ellard, Sian, Weedon, Michael N., Flanagan, Sarah E., Wakeling, Matthew N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
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
_version_ 1784677094489325568
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
work_keys_str_mv AT laverthomasw savvycnvgenomewidecnvcallingfromofftargetreads
AT defrancoelisa savvycnvgenomewidecnvcallingfromofftargetreads
AT johnsonmatthewb savvycnvgenomewidecnvcallingfromofftargetreads
AT patelkashyapa savvycnvgenomewidecnvcallingfromofftargetreads
AT ellardsian savvycnvgenomewidecnvcallingfromofftargetreads
AT weedonmichaeln savvycnvgenomewidecnvcallingfromofftargetreads
AT flanagansarahe savvycnvgenomewidecnvcallingfromofftargetreads
AT wakelingmatthewn savvycnvgenomewidecnvcallingfromofftargetreads