DNA motifs associated with aberrant CpG island methylation

被引:70
作者
Feltus, F. Alex
Lee, Eva K.
Costello, Joseph F.
Plass, Christoph
Vertino, Paula M.
机构
[1] Emory Univ, Sch Med, Dept Radiat Oncol, Atlanta, GA 30322 USA
[2] Emory Univ, Sch Med, Winship Canc Inst, Atlanta, GA 30322 USA
[3] Georgia Inst Technol, Sch Ind & Syst Engn, Atlanta, GA 30332 USA
[4] Univ Calif San Francisco, Sch Med, Brain Tumor Res Ctr, San Francisco, CA 94143 USA
[5] Univ Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
[6] Ohio State Univ, Dept Med Microbiol & Immunol, Div Human Canc Genet, Columbus, OH 43210 USA
关键词
epigenetics; DNA methylation; discriminant analysis; classification techniques; repetitive DNA; Alu;
D O I
10.1016/j.ygeno.2005.12.016
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
Epigenetic silencing involving the aberrant methylation of promoter region CpG islands is widely recognized as a tumor suppressor silencing mechanism in cancer. However, the molecular pathways underlying aberrant DNA methylation remain elusive. Recently we showed that, on a genome-wide level, CpG island loci differ in their intrinsic susceptibility to aberrant methylation and that this susceptibility can be predicted based on underlying sequence context. These data suggest that there are sequence/structural features that contribute to the protection from or susceptibility to aberrant methylation. Here we use motif elicitation coupled with classification techniques to identify DNA sequence motifs that selectively define methylation-prone or methylation-resistant CpG islands. Motifs common to 28 methylation-prone or 47 methylation-resistant CpG island-containing genomic fragments were determined using the MEME and MAST algorithms (http://meme.sdsc.edu). The five most discriminatory motifs derived from methylation-prone sequences were found to be associated with CpG islands in general and were nonrandomly distributed throughout the genome. In contrast, the eight most discriminatory motifs derived from the methylation-resistant CpG islands were randomly distributed throughout the genome. Interestingly, this latter group tended to associate with Alu and other repetitive sequences. Used together, the frequency of occurrence of these motifs successfully discriminated methylation-prone and methylation-resistant CpG island groups with an accuracy of 87% after 10-fold cross-validation. The motifs identified here are candidate methylation-targeting or methylation-protection DNA sequences. (c) 2005 Elsevier Inc. All rights reserved.
引用
收藏
页码:572 / 579
页数:8
相关论文
共 43 条
[1]  
BAILEY TL, 1995, MACH LEARN, V21, P51, DOI 10.1007/BF00993379
[2]   Combining evidence using p-values: application to sequence homology searches [J].
Bailey, TL ;
Gribskov, M .
BIOINFORMATICS, 1998, 14 (01) :48-54
[3]   Alu repeats and human genomic diversity [J].
Batzer, MA ;
Deininger, PL .
NATURE REVIEWS GENETICS, 2002, 3 (05) :370-379
[4]   Methylation of a CTCF-dependent boundary controls imprinted expression of the Igf2 gene [J].
Bell, AC ;
Felsenfeld, G .
NATURE, 2000, 405 (6785) :482-485
[5]   SP1 ELEMENTS PROTECT A CPG ISLAND FROM DE-NOVO METHYLATION [J].
BRANDEIS, M ;
FRANK, D ;
KESHET, I ;
SIEGFRIED, Z ;
MENDELSOHN, M ;
NEMES, A ;
TEMPER, V ;
RAZIN, A ;
CEDAR, H .
NATURE, 1994, 371 (6496) :435-438
[6]   HAIRPINS ARE FORMED BY THE SINGLE DNA STRANDS OF THE FRAGILE-X TRIPLET REPEATS - STRUCTURE AND BIOLOGICAL IMPLICATIONS [J].
CHEN, XA ;
MARIAPPAN, SVS ;
CATASTI, P ;
RATLIFF, R ;
MOYZIS, RK ;
LAAYOUN, A ;
SMITH, SS ;
BRADBURY, EM ;
GUPTA, G .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1995, 92 (11) :5199-5203
[7]   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
[8]   Aberrant CpG-island methylation has non-random and tumour-type-specific patterns [J].
Costello, JF ;
Frühwald, MC ;
Smiraglia, DJ ;
Rush, LJ ;
Robertson, GP ;
Gao, X ;
Wright, FA ;
Feramisco, JD ;
Peltomäki, P ;
Lang, JC ;
Schuller, DE ;
Yu, L ;
Bloomfield, CD ;
Caligiuri, MA ;
Yates, A ;
Nishikawa, R ;
Huang, HJS ;
Petrelli, NJ ;
Zhang, XL ;
O'Dorisio, MS ;
Held, WA ;
Cavenee, WK ;
Plass, C .
NATURE GENETICS, 2000, 24 (02) :132-138
[9]   Methyltransferase recruitment and DNA hypermethylation of target promoters by an oncogenic transcription factor [J].
Di Croce, L ;
Raker, VA ;
Corsaro, M ;
Fazi, F ;
Fanelli, M ;
Faretta, M ;
Fuks, F ;
Lo Coco, F ;
Kouzarides, T ;
Nervi, C ;
Minucci, S ;
Pelicci, PG .
SCIENCE, 2002, 295 (5557) :1079-1082
[10]   Predicting aberrant CpG island methylation [J].
Feltus, FA ;
Lee, EK ;
Costello, JF ;
Plass, C ;
Vertino, PM .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2003, 100 (21) :12253-12258