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
References (23)
23 references, click to expand
-
Copy number variation: new insights in genome diversity.
Genome Res. 2006 Aug;16(8):949-61
PMID: 16809666
-
CNV-seq, a new method to detect copy number variation using high-throughput sequencing.
BMC Bioinformatics. 2009 Mar 06;10:80
PMID: 19267900
-
High-resolution mapping of copy-number alterations with massively parallel sequencing.
Nat Methods. 2009 Jan;6(1):99-103
PMID: 19043412
-
Sensitive and accurate detection of copy number variants using read depth of coverage.
Genome Res. 2009 Sep;19(9):1586-92
PMID: 19657104
-
The first Korean genome sequence and analysis: full genome sequencing for a socio-ethnic group.
Genome Res. 2009 Sep;19(9):1622-9
PMID: 19470904
-
Moderated statistical tests for assessing differences in tag abundance.
Bioinformatics. 2007 Nov 1;23(21):2881-7
PMID: 17881408
-
Assembly of microarrays for genome-wide measurement of DNA copy number.
Nat Genet. 2001 Nov;29(3):263-4
PMID: 11687795
-
Accurate whole human genome sequencing using reversible terminator chemistry.
Nature. 2008 Nov 6;456(7218):53-9
PMID: 18987734
-
Copy-number variation and association studies of human disease.
Nat Genet. 2007 Jul;39(7 Suppl):S37-42
PMID: 17597780
-
Personalized copy number and segmental duplication maps using next-generation sequencing.
Nat Genet. 2009 Oct;41(10):1061-7
PMID: 19718026
-
The impact of translocations and gene fusions on cancer causation.
Nat Rev Cancer. 2007 Apr;7(4):233-45
PMID: 17361217
-
A faster circular binary segmentation algorithm for the analysis of array CGH data.
Bioinformatics. 2007 Mar 15;23(6):657-63
PMID: 17234643
-
Fast and accurate short read alignment with Burrows-Wheeler transform.
Bioinformatics. 2009 Jul 15;25(14):1754-60
PMID: 19451168
-
PIK3CA is implicated as an oncogene in ovarian cancer.
Nat Genet. 1999 Jan;21(1):99-102
PMID: 9916799
-
A genomic sequencing protocol that yields a positive display of 5-methylcytosine residues in individual DNA strands.
Proc Natl Acad Sci U S A. 1992 Mar 1;89(5):1827-31
PMID: 1542678
-
Structure of chromosomal duplicons and their role in mediating human genomic disorders.
Genome Res. 2000 May;10(5):597-610
PMID: 10810082
-
Human DNA methylomes at base resolution show widespread epigenomic differences.
Nature. 2009 Nov 19;462(7271):315-22
PMID: 19829295
-
The diploid genome sequence of an Asian individual.
Nature. 2008 Nov 6;456(7218):60-5
PMID: 18987735
-
Molecular mechanisms for genomic disorders.
Annu Rev Genomics Hum Genet. 2002;3:199-242
PMID: 12142364
-
High resolution analysis of DNA copy number variation using comparative genomic hybridization to microarrays.
Nat Genet. 1998 Oct;20(2):207-11
PMID: 9771718
-
Detection of large-scale variation in the human genome.
Nat Genet. 2004 Sep;36(9):949-51
PMID: 15286789
-
Pash 3.0: A versatile software package for read mapping and integrative analysis of genomic and epigenomic variation using massively parallel DNA sequencing.
BMC Bioinformatics. 2010 Nov 23;11:572
PMID: 21092284
-
DNA copy number, including telomeres and mitochondria, assayed using next-generation sequencing.
BMC Genomics. 2010 Apr 16;11:244
PMID: 20398377