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PMID: 21305028 Published · epublish English Journal Article Research Support, N.I.H., Extramural

ReadDepth: a parallel R package for detecting copy number alterations from short sequencing reads.

PloS one ·Vol. 6 ·No. 1 ·2011-01-31 ·Pages e16327

Miller CA, Hampton O, Coarfa C, Milosavljevic A

Abstract

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/.

MeSH Terms
Base Sequence Computational Biology/methods Gene Dosage Genome Models, Statistical Neural Networks, Computer Software
Authors & Affiliations
4 authors, click to expand affiliations / ORCID
Miller Christopher A
Graduate Program in Structural and Computational Biology and Molecular Biophysics, Baylor College of Medicine, Houston, Texas, United States of America.
Hampton Oliver
Coarfa Cristian
Milosavljevic Aleksandar
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Article Info
Journal
PloS one
Abbr.
PLoS One
ISSN
1932-6203
Published
2011-01-31
Epub
2011-00-31
Pages
e16327
Language
English
Region
United States
NLM ID
101285081
PMCID
PMC3031566
Subset
IM
Grants
NHGRI NIH HHS · R01 HG004009 · United States
NIDA NIH HHS · U01 DA025956 · United States
NCI NIH HHS · R33-CA114151 · United States
NHGRI NIH HHS · R21 HG004554 · United States
NHGRI NIH HHS · R21-HG004554 · United States
NCI NIH HHS · R33 CA114151 · United States
NHGRI NIH HHS · R01-HG004009 · United States
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