Cargando…

ReadDepth: A Parallel R Package for Detecting Copy Number Alterations from Short Sequencing Reads

Copy number alterations are important contributors to many genetic diseases, including cancer. We present the readDepth package for R, which can detect these aberrations by measuring the depth of coverage obtained by massively parallel sequencing of the genome. In addition to achieving higher accura...

Descripción completa

Detalles Bibliográficos
Autores principales: Miller, Christopher A., Hampton, Oliver, Coarfa, Cristian, Milosavljevic, Aleksandar
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3031566/
https://www.ncbi.nlm.nih.gov/pubmed/21305028
http://dx.doi.org/10.1371/journal.pone.0016327
_version_ 1782197362011144192
author Miller, Christopher A.
Hampton, Oliver
Coarfa, Cristian
Milosavljevic, Aleksandar
author_facet Miller, Christopher A.
Hampton, Oliver
Coarfa, Cristian
Milosavljevic, Aleksandar
author_sort Miller, Christopher A.
collection PubMed
description Copy number alterations are important contributors to many genetic diseases, including cancer. We present the readDepth package for R, which can detect these aberrations by measuring the depth of coverage obtained by massively parallel sequencing of the genome. In addition to achieving higher accuracy than existing packages, our tool runs much faster by utilizing multi-core architectures to parallelize the processing of these large data sets. In contrast to other published methods, readDepth does not require the sequencing of a reference sample, and uses a robust statistical model that accounts for overdispersed data. It includes a method for effectively increasing the resolution obtained from low-coverage experiments by utilizing breakpoint information from paired end sequencing to do positional refinement. We also demonstrate a method for inferring copy number using reads generated by whole-genome bisulfite sequencing, thus enabling integrative study of epigenomic and copy number alterations. Finally, we apply this tool to two genomes, showing that it performs well on genomes sequenced to both low and high coverage. The readDepth package runs on Linux and MacOSX, is released under the Apache 2.0 license, and is available at http://code.google.com/p/readdepth/.
format Text
id pubmed-3031566
institution National Center for Biotechnology Information
language English
publishDate 2011
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-30315662011-02-08 ReadDepth: A Parallel R Package for Detecting Copy Number Alterations from Short Sequencing Reads Miller, Christopher A. Hampton, Oliver Coarfa, Cristian Milosavljevic, Aleksandar PLoS One Research Article Copy number alterations are important contributors to many genetic diseases, including cancer. We present the readDepth package for R, which can detect these aberrations by measuring the depth of coverage obtained by massively parallel sequencing of the genome. In addition to achieving higher accuracy than existing packages, our tool runs much faster by utilizing multi-core architectures to parallelize the processing of these large data sets. In contrast to other published methods, readDepth does not require the sequencing of a reference sample, and uses a robust statistical model that accounts for overdispersed data. It includes a method for effectively increasing the resolution obtained from low-coverage experiments by utilizing breakpoint information from paired end sequencing to do positional refinement. We also demonstrate a method for inferring copy number using reads generated by whole-genome bisulfite sequencing, thus enabling integrative study of epigenomic and copy number alterations. Finally, we apply this tool to two genomes, showing that it performs well on genomes sequenced to both low and high coverage. The readDepth package runs on Linux and MacOSX, is released under the Apache 2.0 license, and is available at http://code.google.com/p/readdepth/. Public Library of Science 2011-01-31 /pmc/articles/PMC3031566/ /pubmed/21305028 http://dx.doi.org/10.1371/journal.pone.0016327 Text en Miller 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Miller, Christopher A.
Hampton, Oliver
Coarfa, Cristian
Milosavljevic, Aleksandar
ReadDepth: A Parallel R Package for Detecting Copy Number Alterations from Short Sequencing Reads
title ReadDepth: A Parallel R Package for Detecting Copy Number Alterations from Short Sequencing Reads
title_full ReadDepth: A Parallel R Package for Detecting Copy Number Alterations from Short Sequencing Reads
title_fullStr ReadDepth: A Parallel R Package for Detecting Copy Number Alterations from Short Sequencing Reads
title_full_unstemmed ReadDepth: A Parallel R Package for Detecting Copy Number Alterations from Short Sequencing Reads
title_short ReadDepth: A Parallel R Package for Detecting Copy Number Alterations from Short Sequencing Reads
title_sort readdepth: a parallel r package for detecting copy number alterations from short sequencing reads
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3031566/
https://www.ncbi.nlm.nih.gov/pubmed/21305028
http://dx.doi.org/10.1371/journal.pone.0016327
work_keys_str_mv AT millerchristophera readdepthaparallelrpackagefordetectingcopynumberalterationsfromshortsequencingreads
AT hamptonoliver readdepthaparallelrpackagefordetectingcopynumberalterationsfromshortsequencingreads
AT coarfacristian readdepthaparallelrpackagefordetectingcopynumberalterationsfromshortsequencingreads
AT milosavljevicaleksandar readdepthaparallelrpackagefordetectingcopynumberalterationsfromshortsequencingreads