AlleleSeq: analysis of allele-specific expression and binding in a network framework

被引:208
作者
Rozowsky, Joel [1 ,2 ]
Abyzov, Alexej [1 ,2 ]
Wang, Jing [2 ]
Alves, Pedro [2 ]
Raha, Debasish [3 ]
Harmanci, Arif [1 ,2 ]
Leng, Jing [2 ]
Bjornson, Robert [4 ,5 ]
Kong, Yong [5 ]
Kitabayashi, Naoki [6 ]
Bhardwaj, Nitin [1 ,2 ]
Rubin, Mark [6 ]
Snyder, Michael [7 ]
Gerstein, Mark [1 ,2 ,4 ]
机构
[1] Yale Univ, Program Computat Biol & Bioinformat, New Haven, CT 06520 USA
[2] Yale Univ, Dept Mol Biophys & Biochem, New Haven, CT 06520 USA
[3] Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT 06520 USA
[4] Yale Univ, Dept Comp Sci, New Haven, CT 06520 USA
[5] Yale Univ, Keck Biotechnol Resource Lab, New Haven, CT 06520 USA
[6] Weill Cornell Med Ctr, Dept Pathol & Lab Med, New York, NY USA
[7] Stanford Univ, Dept Genet, Sch Med, Stanford, CA 94305 USA
关键词
allele-specific; ChIP-Seq; networks; RNA-Seq; TRANSCRIPTION FACTOR-BINDING; X-CHROMOSOME; GENOME; ASSOCIATION; SEQUENCES; DATABASE; FAMILY;
D O I
10.1038/msb.2011.54
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
To study allele-specific expression (ASE) and binding (ASB), that is, differences between the maternally and paternally derived alleles, we have developed a computational pipeline (AlleleSeq). Our pipeline initially constructs a diploid personal genome sequence (and corresponding personalized gene annotation) using genomic sequence variants (SNPs, indels, and structural variants), and then identifies allele-specific events with significant differences in the number of mapped reads between maternal and paternal alleles. There are many technical challenges in the construction and alignment of reads to a personal diploid genome sequence that we address, for example, bias of reads mapping to the reference allele. We have applied AlleleSeq to variation data for NA12878 from the 1000 Genomes Project as well as matched, deeply sequenced RNA-Seq and ChIP-Seq data sets generated for this purpose. In addition to observing fairly widespread allele-specific behavior within individual functional genomic data sets (including results consistent with X-chromosome inactivation), we can study the interaction between ASE and ASB. Furthermore, we investigate the coordination between ASE and ASB from multiple transcription factors events using a regulatory network framework. Correlation analyses and network motifs show mostly coordinated ASB and ASE. Molecular Systems Biology 7: 522; published online 2 August 2011; doi:10.1038/msb.2011.54
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页数:15
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