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Human copy number variants are enriched in regions of low mappability
Copy number variants (CNVs) are known to affect a large portion of the human genome and have been implicated in many diseases. Although whole-genome sequencing (WGS) can help identify CNVs, most analytical methods suffer from limited sensitivity and specificity, especially in regions of low mappabil...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6101599/ https://www.ncbi.nlm.nih.gov/pubmed/30137632 http://dx.doi.org/10.1093/nar/gky538 |
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author | Monlong, Jean Cossette, Patrick Meloche, Caroline Rouleau, Guy Girard, Simon L Bourque, Guillaume |
author_facet | Monlong, Jean Cossette, Patrick Meloche, Caroline Rouleau, Guy Girard, Simon L Bourque, Guillaume |
author_sort | Monlong, Jean |
collection | PubMed |
description | Copy number variants (CNVs) are known to affect a large portion of the human genome and have been implicated in many diseases. Although whole-genome sequencing (WGS) can help identify CNVs, most analytical methods suffer from limited sensitivity and specificity, especially in regions of low mappability. To address this, we use PopSV, a CNV caller that relies on multiple samples to control for technical variation. We demonstrate that our calls are stable across different types of repeat-rich regions and validate the accuracy of our predictions using orthogonal approaches. Applying PopSV to 640 human genomes, we find that low-mappability regions are approximately 5 times more likely to harbor germline CNVs, in stark contrast to the nearly uniform distribution observed for somatic CNVs in 95 cancer genomes. In addition to known enrichments in segmental duplication and near centromeres and telomeres, we also report that CNVs are enriched in specific types of satellite and in some of the most recent families of transposable elements. Finally, using this comprehensive approach, we identify 3455 regions with recurrent CNVs that were missing from existing catalogs. In particular, we identify 347 genes with a novel exonic CNV in low-mappability regions, including 29 genes previously associated with disease. |
format | Online Article Text |
id | pubmed-6101599 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-61015992018-08-27 Human copy number variants are enriched in regions of low mappability Monlong, Jean Cossette, Patrick Meloche, Caroline Rouleau, Guy Girard, Simon L Bourque, Guillaume Nucleic Acids Res Genomics Copy number variants (CNVs) are known to affect a large portion of the human genome and have been implicated in many diseases. Although whole-genome sequencing (WGS) can help identify CNVs, most analytical methods suffer from limited sensitivity and specificity, especially in regions of low mappability. To address this, we use PopSV, a CNV caller that relies on multiple samples to control for technical variation. We demonstrate that our calls are stable across different types of repeat-rich regions and validate the accuracy of our predictions using orthogonal approaches. Applying PopSV to 640 human genomes, we find that low-mappability regions are approximately 5 times more likely to harbor germline CNVs, in stark contrast to the nearly uniform distribution observed for somatic CNVs in 95 cancer genomes. In addition to known enrichments in segmental duplication and near centromeres and telomeres, we also report that CNVs are enriched in specific types of satellite and in some of the most recent families of transposable elements. Finally, using this comprehensive approach, we identify 3455 regions with recurrent CNVs that were missing from existing catalogs. In particular, we identify 347 genes with a novel exonic CNV in low-mappability regions, including 29 genes previously associated with disease. Oxford University Press 2018-08-21 2018-06-21 /pmc/articles/PMC6101599/ /pubmed/30137632 http://dx.doi.org/10.1093/nar/gky538 Text en © The Author(s) 2018. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Genomics Monlong, Jean Cossette, Patrick Meloche, Caroline Rouleau, Guy Girard, Simon L Bourque, Guillaume Human copy number variants are enriched in regions of low mappability |
title | Human copy number variants are enriched in regions of low mappability |
title_full | Human copy number variants are enriched in regions of low mappability |
title_fullStr | Human copy number variants are enriched in regions of low mappability |
title_full_unstemmed | Human copy number variants are enriched in regions of low mappability |
title_short | Human copy number variants are enriched in regions of low mappability |
title_sort | human copy number variants are enriched in regions of low mappability |
topic | Genomics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6101599/ https://www.ncbi.nlm.nih.gov/pubmed/30137632 http://dx.doi.org/10.1093/nar/gky538 |
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