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Global characterization of copy number variants in epilepsy patients from whole genome sequencing
Epilepsy will affect nearly 3% of people at some point during their lifetime. Previous copy number variants (CNVs) studies of epilepsy have used array-based technology and were restricted to the detection of large or exonic events. In contrast, whole-genome sequencing (WGS) has the potential to more...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5978987/ https://www.ncbi.nlm.nih.gov/pubmed/29649218 http://dx.doi.org/10.1371/journal.pgen.1007285 |
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author | Monlong, Jean Girard, Simon L. Meloche, Caroline Cadieux-Dion, Maxime Andrade, Danielle M. Lafreniere, Ron G. Gravel, Micheline Spiegelman, Dan Dionne-Laporte, Alexandre Boelman, Cyrus Hamdan, Fadi F. Michaud, Jacques L. Rouleau, Guy Minassian, Berge A. Bourque, Guillaume Cossette, Patrick |
author_facet | Monlong, Jean Girard, Simon L. Meloche, Caroline Cadieux-Dion, Maxime Andrade, Danielle M. Lafreniere, Ron G. Gravel, Micheline Spiegelman, Dan Dionne-Laporte, Alexandre Boelman, Cyrus Hamdan, Fadi F. Michaud, Jacques L. Rouleau, Guy Minassian, Berge A. Bourque, Guillaume Cossette, Patrick |
author_sort | Monlong, Jean |
collection | PubMed |
description | Epilepsy will affect nearly 3% of people at some point during their lifetime. Previous copy number variants (CNVs) studies of epilepsy have used array-based technology and were restricted to the detection of large or exonic events. In contrast, whole-genome sequencing (WGS) has the potential to more comprehensively profile CNVs but existing analytic methods suffer from limited accuracy. We show that this is in part due to the non-uniformity of read coverage, even after intra-sample normalization. To improve on this, we developed PopSV, an algorithm that uses multiple samples to control for technical variation and enables the robust detection of CNVs. Using WGS and PopSV, we performed a comprehensive characterization of CNVs in 198 individuals affected with epilepsy and 301 controls. For both large and small variants, we found an enrichment of rare exonic events in epilepsy patients, especially in genes with predicted loss-of-function intolerance. Notably, this genome-wide survey also revealed an enrichment of rare non-coding CNVs near previously known epilepsy genes. This enrichment was strongest for non-coding CNVs located within 100 Kbp of an epilepsy gene and in regions associated with changes in the gene expression, such as expression QTLs or DNase I hypersensitive sites. Finally, we report on 21 potentially damaging events that could be associated with known or new candidate epilepsy genes. Our results suggest that comprehensive sequence-based profiling of CNVs could help explain a larger fraction of epilepsy cases. |
format | Online Article Text |
id | pubmed-5978987 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-59789872018-06-16 Global characterization of copy number variants in epilepsy patients from whole genome sequencing Monlong, Jean Girard, Simon L. Meloche, Caroline Cadieux-Dion, Maxime Andrade, Danielle M. Lafreniere, Ron G. Gravel, Micheline Spiegelman, Dan Dionne-Laporte, Alexandre Boelman, Cyrus Hamdan, Fadi F. Michaud, Jacques L. Rouleau, Guy Minassian, Berge A. Bourque, Guillaume Cossette, Patrick PLoS Genet Research Article Epilepsy will affect nearly 3% of people at some point during their lifetime. Previous copy number variants (CNVs) studies of epilepsy have used array-based technology and were restricted to the detection of large or exonic events. In contrast, whole-genome sequencing (WGS) has the potential to more comprehensively profile CNVs but existing analytic methods suffer from limited accuracy. We show that this is in part due to the non-uniformity of read coverage, even after intra-sample normalization. To improve on this, we developed PopSV, an algorithm that uses multiple samples to control for technical variation and enables the robust detection of CNVs. Using WGS and PopSV, we performed a comprehensive characterization of CNVs in 198 individuals affected with epilepsy and 301 controls. For both large and small variants, we found an enrichment of rare exonic events in epilepsy patients, especially in genes with predicted loss-of-function intolerance. Notably, this genome-wide survey also revealed an enrichment of rare non-coding CNVs near previously known epilepsy genes. This enrichment was strongest for non-coding CNVs located within 100 Kbp of an epilepsy gene and in regions associated with changes in the gene expression, such as expression QTLs or DNase I hypersensitive sites. Finally, we report on 21 potentially damaging events that could be associated with known or new candidate epilepsy genes. Our results suggest that comprehensive sequence-based profiling of CNVs could help explain a larger fraction of epilepsy cases. Public Library of Science 2018-04-12 /pmc/articles/PMC5978987/ /pubmed/29649218 http://dx.doi.org/10.1371/journal.pgen.1007285 Text en © 2018 Monlong et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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 Monlong, Jean Girard, Simon L. Meloche, Caroline Cadieux-Dion, Maxime Andrade, Danielle M. Lafreniere, Ron G. Gravel, Micheline Spiegelman, Dan Dionne-Laporte, Alexandre Boelman, Cyrus Hamdan, Fadi F. Michaud, Jacques L. Rouleau, Guy Minassian, Berge A. Bourque, Guillaume Cossette, Patrick Global characterization of copy number variants in epilepsy patients from whole genome sequencing |
title | Global characterization of copy number variants in epilepsy patients from whole genome sequencing |
title_full | Global characterization of copy number variants in epilepsy patients from whole genome sequencing |
title_fullStr | Global characterization of copy number variants in epilepsy patients from whole genome sequencing |
title_full_unstemmed | Global characterization of copy number variants in epilepsy patients from whole genome sequencing |
title_short | Global characterization of copy number variants in epilepsy patients from whole genome sequencing |
title_sort | global characterization of copy number variants in epilepsy patients from whole genome sequencing |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5978987/ https://www.ncbi.nlm.nih.gov/pubmed/29649218 http://dx.doi.org/10.1371/journal.pgen.1007285 |
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