Bis-SNP: Combined DNA methylation and SNP calling for Bisulfite-seq data

被引:187
作者
Liu, Yaping [1 ,2 ]
Siegmund, Kimberly D. [3 ]
Laird, Peter W. [1 ]
Berman, Benjamin P. [1 ,3 ]
机构
[1] Univ So Calif, USC Epigenome Ctr, Los Angeles, CA 90089 USA
[2] Univ So Calif, Genet Mol & Cellular Biol Program, Los Angeles, CA 90089 USA
[3] Univ So Calif, Dept Prevent Med, Keck Sch Med, Los Angeles, CA 90089 USA
来源
GENOME BIOLOGY | 2012年 / 13卷 / 07期
关键词
METHYLOME; IDENTIFICATION; PLURIPOTENT; FRAMEWORK; PREVALENT; EPIGENOME; ACCURATE; SEQUENCE; MAPS;
D O I
10.1186/gb-2012-13-7-r61
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Bisulfite treatment of DNA followed by high-throughput sequencing (Bisulfite-seq) is an important method for studying DNA methylation and epigenetic gene regulation, yet current software tools do not adequately address single nucleotide polymorphisms (SNPs). Identifying SNPs is important for accurate quantification of methylation levels and for identification of allele-specific epigenetic events such as imprinting. We have developed a model-based bisulfite SNP caller, Bis-SNP, that results in substantially better SNP calls than existing methods, thereby improving methylation estimates. At an average 30x genomic coverage, Bis-SNP correctly identified 96% of SNPs using the default high-stringency settings. The open-source package is available at http://epigenome.usc.edu/publicationdata/bissnp2011.
引用
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页数:14
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