A Bayesian deconvolution strategy for immunoprecipitation-based DNA methylome analysis

被引:433
作者
Down, Thomas A. [2 ,3 ]
Rakyan, Vardhman K. [1 ]
Turner, Daniel J. [4 ]
Flicek, Paul [5 ]
Li, Heng [4 ]
Kulesha, Eugene [5 ]
Graf, Stefan [5 ]
Johnson, Nathan [5 ]
Herrero, Javier [5 ]
Tomazou, Eleni M. [4 ]
Thorne, Natalie P. [6 ]
Backdahl, Liselotte [7 ]
Herberth, Marlis [8 ]
Howe, Kevin L. [6 ]
Jackson, David K. [4 ]
Miretti, Marcos M. [4 ]
Marioni, John C. [6 ]
Birney, Ewan [5 ]
Hubbard, Tim J. P. [4 ]
Durbin, Richard [4 ]
Tavare, Simon [6 ]
Beck, Stephan [7 ]
机构
[1] Barts & London, Inst Cell & Mol Sci, London E1 2AT, England
[2] Univ Cambridge, Wellcome Trust Canc Res UK Gurdon Inst, Cambridge CB2 1QR, England
[3] Univ Cambridge, Dept Genet, Cambridge CB2 1QR, England
[4] Wellcome Trust Sanger Inst, Cambridge CB10 1SA, England
[5] Wellcome Trust Genome Campus Hinxton, European Bioinformat Inst EMBL EBI, Cambridge CB10 1SD, England
[6] Univ Cambridge, Canc Res UK Cambridge Res Inst, Li Ka Shing Ctr, Dept Oncol, Cambridge CB2 0RE, England
[7] UCL, Inst Canc, London WC1E 6BT, England
[8] Univ Cambridge, Inst Biotechnol, Cambridge CB2 1QT, England
基金
英国惠康基金;
关键词
D O I
10.1038/nbt1414
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
DNA methylation is an indispensible epigenetic modification required for regulating the expression of mammalian genomes. Immunoprecipitation-based methods for DNA methylome analysis are rapidly shifting the bottleneck in this field from data generation to data analysis, necessitating the development of better analytical tools. In particular, an inability to estimate absolute methylation levels remains a major analytical difficulty associated with immunoprecipitation-based DNA methylation profiling. To address this issue, we developed a cross-platform algorithm - Bayesian tool for methylation analysis ( Batman) - for analyzing methylated DNA immunoprecipitation (MeDIP) profiles generated using oligonucleotide arrays (MeDIP-chip) or next-generation sequencing (MeDIP-seq). We developed the latter approach to provide a high-resolution whole-genome DNA methylation profile ( DNA methylome) of a mammalian genome. Strong correlation of our data, obtained using mature human spermatozoa, with those obtained using bisulfite sequencing suggest that combining MeDIP-seq or MeDIP-chip with Batman provides a robust, quantitative and cost-effective functional genomic strategy for elucidating the function of DNA methylation.
引用
收藏
页码:779 / 785
页数:7
相关论文
共 44 条
[1]   Tumour class prediction and discovery by microarray-based DNA methylation analysis -: art. no. e21 [J].
Adorján, P ;
Distler, J ;
Lipscher, E ;
Model, F ;
Müller, J ;
Pelet, C ;
Braun, A ;
Florl, AR ;
Gütig, D ;
Grabs, G ;
Howe, A ;
Kursar, M ;
Lesche, R ;
Leu, E ;
Lewin, A ;
Maier, S ;
Müller, V ;
Otto, T ;
Scholz, C ;
Schulz, WA ;
Seifert, HH ;
Schwope, I ;
Ziebarth, H ;
Berlin, K ;
Piepenbrock, C ;
Olek, A .
NUCLEIC ACIDS RESEARCH, 2002, 30 (05) :e21
[2]   High-resolution profiling of histone methylations in the human genome [J].
Barski, Artern ;
Cuddapah, Suresh ;
Cui, Kairong ;
Roh, Tae-Young ;
Schones, Dustin E. ;
Wang, Zhibin ;
Wei, Gang ;
Chepelev, Iouri ;
Zhao, Keji .
CELL, 2007, 129 (04) :823-837
[3]   The methylome: approaches for global DNA methylation profiling [J].
Beck, Stephan ;
Rakyan, Vardhman K. .
TRENDS IN GENETICS, 2008, 24 (05) :231-237
[4]   The mammalian epigenome [J].
Bernstein, Bradley E. ;
Meissner, Alexander ;
Lander, Eric S. .
CELL, 2007, 128 (04) :669-681
[5]  
BESTOR TH, 1999, NOVART FDN SYMP, V214, P187
[6]   High-throughput DNA methylation profiling using universal bead arrays [J].
Bibikova, M ;
Lin, ZW ;
Zhou, LX ;
Chudin, E ;
Garcia, EW ;
Wu, B ;
Doucet, D ;
Thomas, NJ ;
Wang, YH ;
Vollmer, E ;
Goldmann, T ;
Seifart, C ;
Jiang, W ;
Barker, DL ;
Chee, MS ;
Floros, J ;
Fan, JB .
GENOME RESEARCH, 2006, 16 (03) :383-393
[7]   DNA methylation patterns and epigenetic memory [J].
Bird, A .
GENES & DEVELOPMENT, 2002, 16 (01) :6-21
[8]   Epithelial progeny of estrogen-exposed breast progenitor cells display a cancer-like methylome [J].
Cheng, Alfred S. L. ;
Culhane, Aedin C. ;
Chan, Michael W. Y. ;
Venkataranm, Chinnambally R. ;
Ehrich, Mathias ;
Nasir, Aejaz ;
Rodriguez, Benjamin A. T. ;
Liu, Joseph ;
Yan, Pearlly S. ;
Quackenbush, John ;
Nephew, Kenneth P. ;
Yeatman, Timothy J. ;
Huang, Tim H-M. .
CANCER RESEARCH, 2008, 68 (06) :1786-1796
[9]   Epigenome analyses using BAC microarrays identify evolutionary conservation of tissue-specific methylation of SHANK3 [J].
Ching, TT ;
Maunakea, AK ;
Jun, P ;
Hong, CB ;
Zardo, G ;
Pinkel, D ;
Albertson, DG ;
Fridlyand, J ;
Mao, JH ;
Shchors, K ;
Weiss, WA ;
Costello, JF .
NATURE GENETICS, 2005, 37 (06) :645-651
[10]   Shotgun bisulphite sequencing of the Arabidopsis genome reveals DNA methylation patterning [J].
Cokus, Shawn J. ;
Feng, Suhua ;
Zhang, Xiaoyu ;
Chen, Zugen ;
Merriman, Barry ;
Haudenschild, Christian D. ;
Pradhan, Sriharsa ;
Nelson, Stanley F. ;
Pellegrini, Matteo ;
Jacobsen, Steven E. .
NATURE, 2008, 452 (7184) :215-219