Accurate genome-scale percentage DNA methylation estimates from microarray data

被引:56
作者
Aryee, Martin J. [1 ,2 ]
Wu, Zhijin [3 ]
Ladd-Acosta, Christine [4 ,5 ]
Herb, Brian [4 ,5 ]
Feinberg, Andrew P. [4 ,5 ]
Yegnasubramanian, Srinivasan [1 ]
Irizarry, Rafael A. [2 ]
机构
[1] Johns Hopkins Univ, Sidney Kimmel Comprehens Canc Ctr, Baltimore, MD 21231 USA
[2] Sch Publ Hlth, Dept Biostat, Baltimore, MD 21231 USA
[3] Brown Univ, Ctr Stat Sci, Providence, RI 02912 USA
[4] Johns Hopkins Univ, Sch Med, Ctr Epigenet, Baltimore, MD 21231 USA
[5] Johns Hopkins Univ, Sch Med, Dept Med, Baltimore, MD 21231 USA
基金
美国国家卫生研究院;
关键词
DNA methylation; Epigenetics; Microarray; MODEL-BASED ANALYSIS; CANCER; ARRAYS; NORMALIZATION; EXPRESSION; METHYLOME; TISSUE; CELLS; EPIGENOMICS; EPIGENETICS;
D O I
10.1093/biostatistics/kxq055
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
DNA methylation is a key regulator of gene function in a multitude of both normal and abnormal biological processes, but tools to elucidate its roles on a genome-wide scale are still in their infancy. Methylation sensitive restriction enzymes and microarrays provide a potential high-throughput, low-cost platform to allow methylation profiling. However, accurate absolute methylation estimates have been elusive due to systematic errors and unwanted variability. Previous microarray preprocessing procedures, mostly developed for expression arrays, fail to adequately normalize methylation-related data since they rely on key assumptions that are violated in the case of DNA methylation. We develop a normalization strategy tailored to DNA methylation data and an empirical Bayes percentage methylation estimator that together yield accurate absolute methylation estimates that can be compared across samples. We illustrate the method on data generated to detect methylation differences between tissues and between normal and tumor colon samples.
引用
收藏
页码:197 / 210
页数:14
相关论文
共 34 条
[1]   DNA methylation patterns and epigenetic memory [J].
Bird, A .
GENES & DEVELOPMENT, 2002, 16 (01) :6-21
[2]   A comparison of normalization methods for high density oligonucleotide array data based on variance and bias [J].
Bolstad, BM ;
Irizarry, RA ;
Åstrand, M ;
Speed, TP .
BIOINFORMATICS, 2003, 19 (02) :185-193
[3]   DNA methylation: Bisulphite modification and analysis [J].
Clark, Susan J. ;
Statham, Aaron ;
Stirzaker, Clare ;
Molloy, Peter L. ;
Frommer, Marianne .
NATURE PROTOCOLS, 2006, 1 (05) :2353-2364
[4]  
CLOUD J, 2010, WHY GENES ARENT DEST, V175
[5]   A Bayesian deconvolution strategy for immunoprecipitation-based DNA methylome analysis [J].
Down, Thomas A. ;
Rakyan, Vardhman K. ;
Turner, Daniel J. ;
Flicek, Paul ;
Li, Heng ;
Kulesha, Eugene ;
Graf, Stefan ;
Johnson, Nathan ;
Herrero, Javier ;
Tomazou, Eleni M. ;
Thorne, Natalie P. ;
Backdahl, Liselotte ;
Herberth, Marlis ;
Howe, Kevin L. ;
Jackson, David K. ;
Miretti, Marcos M. ;
Marioni, John C. ;
Birney, Ewan ;
Hubbard, Tim J. P. ;
Durbin, Richard ;
Tavare, Simon ;
Beck, Stephan .
NATURE BIOTECHNOLOGY, 2008, 26 (07) :779-785
[6]   DNA methylation profiling of human chromosomes 6, 20 and 22 [J].
Eckhardt, Florian ;
Lewin, Joern ;
Cortese, Rene ;
Rakyan, Vardhman K. ;
Attwood, John ;
Burger, Matthias ;
Burton, John ;
Cox, Tony V. ;
Davies, Rob ;
Down, Thomas A. ;
Haefliger, Carolina ;
Horton, Roger ;
Howe, Kevin ;
Jackson, David K. ;
Kunde, Jan ;
Koenig, Christoph ;
Liddle, Jennifer ;
Niblett, David ;
Otto, Thomas ;
Pettett, Roger ;
Seemann, Stefanie ;
Thompson, Christian ;
West, Tony ;
Rogers, Jane ;
Olek, Alex ;
Berlin, Kurt ;
Beck, Stephan .
NATURE GENETICS, 2006, 38 (12) :1378-1385
[7]   Empirical Bayes analysis of a microarray experiment [J].
Efron, B ;
Tibshirani, R ;
Storey, JD ;
Tusher, V .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2001, 96 (456) :1151-1160
[8]   Timeline - The history of cancer epigenetics [J].
Feinberg, AP ;
Tycko, B .
NATURE REVIEWS CANCER, 2004, 4 (02) :143-153
[9]   A GENOMIC SEQUENCING PROTOCOL THAT YIELDS A POSITIVE DISPLAY OF 5-METHYLCYTOSINE RESIDUES IN INDIVIDUAL DNA STRANDS [J].
FROMMER, M ;
MCDONALD, LE ;
MILLAR, DS ;
COLLIS, CM ;
WATT, F ;
GRIGG, GW ;
MOLLOY, PL ;
PAUL, CL .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1992, 89 (05) :1827-1831
[10]   Exploration, normalization, and summaries of high density oligonucleotide array probe level data [J].
Irizarry, RA ;
Hobbs, B ;
Collin, F ;
Beazer-Barclay, YD ;
Antonellis, KJ ;
Scherf, U ;
Speed, TP .
BIOSTATISTICS, 2003, 4 (02) :249-264