Estimation and assessment of raw copy numbers at the single locus level

作者: H. Bengtsson , R. Irizarry , B. Carvalho , T. P. Speed

DOI: 10.1093/BIOINFORMATICS/BTN016

关键词:

摘要: Motivation: Although copy-number aberrations are known to contribute the diversity of human DNA and cause various diseases, many their phenotypes still be explored. The recent development single-nucleotide polymorphism (SNP) arrays provides researchers with tools for calling genotypes identifying chromosomal at an order-of-magnitude greater resolution than possible a few years ago. fundamental problem in array-based (CN) analysis is obtain CN estimates single-locus high accuracy precision such that downstream segmentation methods more likely succeed. Results: We propose preprocessing method estimating raw CNs from Affymetrix SNP arrays. Its core utilizes multichip probe-level model analogous high-density oligonucleotide expression extend this by adding adjustment sequence-specific allelic imbalances as cross-hybridization between allele A B probes. focus on total estimates, which allows us further constrain increase signal-to-noise ratio estimates. Further improvement obtained controlling PCR effects. Each part fitted robustly. performance assessed quantifying how well alone differentiate one two copies Chromosome X (ChrX) (27kb) up 200kb resolution. evaluation done publicly available HapMap data. Availability: proposed open-source R package named aroma.affymetrix. Because it bounded-memory algorithm, any number can analyzed. Contact: hb@stat.berkeley.edu Supplementary information: Supplementary data Bioinformatics online.

参考文章(17)
Henrik Bengtsson, Göran Jönsson, Johan Vallon-Christersson, Calibration and assessment of channel-specific biases in microarray data with extended dynamical range BMC Bioinformatics. ,vol. 5, pp. 177- 177 ,(2004) , 10.1186/1471-2105-5-177
JasonC Ting, Ying Ye, GeorgeH Thomas, Ingo Ruczinski, Jonathan Pevsner, Analysis and visualization of chromosomal abnormalities in SNP data with SNPscan BMC Bioinformatics. ,vol. 7, pp. 25- 25 ,(2006) , 10.1186/1471-2105-7-25
Henrik Bengtsson, Low-level analysis of microarray data Centre for Mathematical Sciences, Lund University. ,(2004)
C. Li, W. H. Wong, Model-based analysis of oligonucleotide arrays: Expression index computation and outlier detection Proceedings of the National Academy of Sciences of the United States of America. ,vol. 98, pp. 31- 36 ,(2001) , 10.1073/PNAS.98.1.31
Shumpei Ishikawa, Daisuke Komura, Shingo Tsuji, Kunihiro Nishimura, Shogo Yamamoto, Binaya Panda, Jing Huang, Masashi Fukayama, Keith W. Jones, Hiroyuki Aburatani, Allelic dosage analysis with genotyping microarrays Biochemical and Biophysical Research Communications. ,vol. 333, pp. 1309- 1314 ,(2005) , 10.1016/J.BBRC.2005.06.040
TIH Project, None, The International HapMap Project Nature. ,vol. 426, pp. 789- 796 ,(2003) , 10.1038/NATURE02168
L. Zhou, D. M. Rocke, An expression index for Affymetrix GeneChips based on the generalized logarithm Bioinformatics. ,vol. 21, pp. 3983- 3989 ,(2005) , 10.1093/BIOINFORMATICS/BTI665
Rafael A Irizarry, Benjamin M Bolstad, Francois Collin, Leslie M Cope, Bridget Hobbs, Terence P Speed, Summaries of Affymetrix GeneChip probe level data Nucleic Acids Research. ,vol. 31, ,(2003) , 10.1093/NAR/GNG015
B. Carvalho, H. Bengtsson, T. P. Speed, R. A. Irizarry, EXPLORATION, NORMALIZATION, AND GENOTYPE CALLS OF HIGH DENSITY OLIGONUCLEOTIDE SNP ARRAY DATA Biostatistics. ,vol. 8, pp. 485- 499 ,(2007) , 10.1093/BIOSTATISTICS/KXL042