Review of processing and analysis methods for DNA methylation array data

被引:135
|
作者
Wilhelm-Benartzi, C. S. [1 ]
Koestler, D. C. [2 ]
Karagas, M. R. [2 ]
Flanagan, J. M. [1 ]
Christensen, B. C. [2 ,3 ]
Kelsey, K. T. [4 ,5 ]
Marsit, C. J. [2 ,3 ]
Houseman, E. A. [6 ]
Brown, R. [1 ,7 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, Epigenet Unit, Div Canc, Dept Surg & Canc,Fac Med,Ovarian Canc Act Res Ctr, London W12 0NN, England
[2] Dartmouth Coll, Geisel Sch Med, Sect Biostat & Epidemiol, Hanover, NH 03755 USA
[3] Dartmouth Coll, Geisel Sch Med, Dept Pharmacol & Toxicol, Hanover, NH 03755 USA
[4] Brown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
[5] Brown Univ, Dept Epidemiol, Providence, RI 02912 USA
[6] Oregon State Univ, Dept Publ Hlth, Corvallis, OR 97331 USA
[7] Inst Canc Res, Sect Mol Pathol, Sutton, Surrey, England
关键词
DNA methylation; microarray; processing; analysis; bioconductor and R packages; GENOME-WIDE METHYLATION; SURROGATE VARIABLE ANALYSIS; ILLUMINA INFINIUM PLATFORM; GRAPHICAL USER-INTERFACE; MICROARRAY DATA; DIFFERENTIAL METHYLATION; GENE-EXPRESSION; QUANTILE NORMALIZATION; SUBSET-QUANTILE; R PACKAGE;
D O I
10.1038/bjc.2013.496
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
The promise of epigenome-wide association studies and cancer-specific somatic DNA methylation changes in improving our understanding of cancer, coupled with the decreasing cost and increasing coverage of DNA methylation microarrays, has brought about a surge in the use of these technologies. Here, we aim to provide both a review of issues encountered in the processing and analysis of array-based DNA methylation data and a summary of the advantages of recent approaches proposed for handling those issues, focusing on approaches publicly available in open-source environments such as R and Bioconductor. We hope that the processing tools and analysis flowchart described herein will facilitate researchers to effectively use these powerful DNA methylation array-based platforms, thereby advancing our understanding of human health and disease.
引用
收藏
页码:1394 / 1402
页数:9
相关论文
共 50 条
  • [41] Comprehensive analysis of DNA methylation data with RnBeads
    Assenov, Yassen
    Mueller, Fabian
    Lutsik, Pavlo
    Walter, Joern
    Lengauer, Thomas
    Bock, Christoph
    NATURE METHODS, 2014, 11 (11) : 1138 - 1140
  • [42] Comprehensive analysis of DNA methylation data with RnBeads
    Yassen Assenov
    Fabian Müller
    Pavlo Lutsik
    Jörn Walter
    Thomas Lengauer
    Christoph Bock
    Nature Methods, 2014, 11 : 1138 - 1140
  • [43] Methods: DNA methylation
    El-Maarri, O
    PEROXISOMAL DISORDERS AND REGULATION OF GENES, 2003, 544 : 197 - 204
  • [44] Who's afraid of the X? Incorporating the X and Y chromosomes into the analysis of DNA methylation array data
    Inkster, Amy M.
    Wong, Martin T.
    Matthews, Allison M.
    Brown, Carolyn J.
    Robinson, Wendy P.
    EPIGENETICS & CHROMATIN, 2023, 16 (01)
  • [45] Who’s afraid of the X? Incorporating the X and Y chromosomes into the analysis of DNA methylation array data
    Amy M. Inkster
    Martin T. Wong
    Allison M. Matthews
    Carolyn J. Brown
    Wendy P. Robinson
    Epigenetics & Chromatin, 16
  • [46] DNA methylation analysis: a review of current methodologies
    Oakeley, EJ
    PHARMACOLOGY & THERAPEUTICS, 1999, 84 (03) : 389 - 400
  • [47] DNA Methylation Validation Methods: a Coherent Review with Practical Comparison
    Šárka Šestáková
    Cyril Šálek
    Hana Remešová
    Biological Procedures Online, 2019, 21
  • [48] DNA Methylation Array Analysis Identifies Profiles of Blood-Derived DNA Methylation Associated With Bladder Cancer
    Marsit, Carmen J.
    Koestler, Devin C.
    Christensen, Brock C.
    Karagas, Margaret R.
    Houseman, E. Andres
    Kelsey, Karl T.
    JOURNAL OF CLINICAL ONCOLOGY, 2011, 29 (09) : 1133 - 1139
  • [49] DNA Methylation Validation Methods: a Coherent Review with Practical Comparison
    Sestakova, Sarka
    Salek, Cyril
    Remesova, Hana
    BIOLOGICAL PROCEDURES ONLINE, 2019, 21 (01)
  • [50] Methods for DNA methylation analysis and applications in colon cancer
    Jorda, Mireia
    Peinado, Miguel A.
    MUTATION RESEARCH-FUNDAMENTAL AND MOLECULAR MECHANISMS OF MUTAGENESIS, 2010, 693 (1-2) : 84 - 93