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CONTRA: copy number analysis for targeted resequencing
Motivation: In light of the increasing adoption of targeted resequencing (TR) as a cost-effective strategy to identify disease-causing variants, a robust method for copy number variation (CNV) analysis is needed to maximize the value of this promising technology. Results: We present a method for CNV...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3348560/ https://www.ncbi.nlm.nih.gov/pubmed/22474122 http://dx.doi.org/10.1093/bioinformatics/bts146 |
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author | Li, Jason Lupat, Richard Amarasinghe, Kaushalya C. Thompson, Ella R. Doyle, Maria A. Ryland, Georgina L. Tothill, Richard W. Halgamuge, Saman K. Campbell, Ian G. Gorringe, Kylie L. |
author_facet | Li, Jason Lupat, Richard Amarasinghe, Kaushalya C. Thompson, Ella R. Doyle, Maria A. Ryland, Georgina L. Tothill, Richard W. Halgamuge, Saman K. Campbell, Ian G. Gorringe, Kylie L. |
author_sort | Li, Jason |
collection | PubMed |
description | Motivation: In light of the increasing adoption of targeted resequencing (TR) as a cost-effective strategy to identify disease-causing variants, a robust method for copy number variation (CNV) analysis is needed to maximize the value of this promising technology. Results: We present a method for CNV detection for TR data, including whole-exome capture data. Our method calls copy number gains and losses for each target region based on normalized depth of coverage. Our key strategies include the use of base-level log-ratios to remove GC-content bias, correction for an imbalanced library size effect on log-ratios, and the estimation of log-ratio variations via binning and interpolation. Our methods are made available via CONTRA (COpy Number Targeted Resequencing Analysis), a software package that takes standard alignment formats (BAM/SAM) and outputs in variant call format (VCF4.0), for easy integration with other next-generation sequencing analysis packages. We assessed our methods using samples from seven different target enrichment assays, and evaluated our results using simulated data and real germline data with known CNV genotypes. Availability and implementation: Source code and sample data are freely available under GNU license (GPLv3) at http://contra-cnv.sourceforge.net/ Contact: Jason.Li@petermac.org Supplementary information: Supplementary data are available at Bioinformatics online. |
format | Online Article Text |
id | pubmed-3348560 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-33485602012-05-09 CONTRA: copy number analysis for targeted resequencing Li, Jason Lupat, Richard Amarasinghe, Kaushalya C. Thompson, Ella R. Doyle, Maria A. Ryland, Georgina L. Tothill, Richard W. Halgamuge, Saman K. Campbell, Ian G. Gorringe, Kylie L. Bioinformatics Original Papers Motivation: In light of the increasing adoption of targeted resequencing (TR) as a cost-effective strategy to identify disease-causing variants, a robust method for copy number variation (CNV) analysis is needed to maximize the value of this promising technology. Results: We present a method for CNV detection for TR data, including whole-exome capture data. Our method calls copy number gains and losses for each target region based on normalized depth of coverage. Our key strategies include the use of base-level log-ratios to remove GC-content bias, correction for an imbalanced library size effect on log-ratios, and the estimation of log-ratio variations via binning and interpolation. Our methods are made available via CONTRA (COpy Number Targeted Resequencing Analysis), a software package that takes standard alignment formats (BAM/SAM) and outputs in variant call format (VCF4.0), for easy integration with other next-generation sequencing analysis packages. We assessed our methods using samples from seven different target enrichment assays, and evaluated our results using simulated data and real germline data with known CNV genotypes. Availability and implementation: Source code and sample data are freely available under GNU license (GPLv3) at http://contra-cnv.sourceforge.net/ Contact: Jason.Li@petermac.org Supplementary information: Supplementary data are available at Bioinformatics online. Oxford University Press 2012-05-15 2012-04-02 /pmc/articles/PMC3348560/ /pubmed/22474122 http://dx.doi.org/10.1093/bioinformatics/bts146 Text en © The Author(s) 2012. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/3.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/3.0), which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Papers Li, Jason Lupat, Richard Amarasinghe, Kaushalya C. Thompson, Ella R. Doyle, Maria A. Ryland, Georgina L. Tothill, Richard W. Halgamuge, Saman K. Campbell, Ian G. Gorringe, Kylie L. CONTRA: copy number analysis for targeted resequencing |
title | CONTRA: copy number analysis for targeted resequencing |
title_full | CONTRA: copy number analysis for targeted resequencing |
title_fullStr | CONTRA: copy number analysis for targeted resequencing |
title_full_unstemmed | CONTRA: copy number analysis for targeted resequencing |
title_short | CONTRA: copy number analysis for targeted resequencing |
title_sort | contra: copy number analysis for targeted resequencing |
topic | Original Papers |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3348560/ https://www.ncbi.nlm.nih.gov/pubmed/22474122 http://dx.doi.org/10.1093/bioinformatics/bts146 |
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