Identification of active regulatory regions from DNA methylation data

被引:158
作者
Burger, Lukas [1 ,2 ]
Gaidatzis, Dimos [1 ,2 ]
Schuebeler, Dirk [1 ,3 ]
Stadler, Michael B. [1 ,2 ]
机构
[1] Friedrich Miescher Inst Biomed Res, CH-4058 Basel, Switzerland
[2] Swiss Inst Bioinformat, CH-4058 Basel, Switzerland
[3] Univ Basel, CH-4003 Basel, Switzerland
关键词
GENOME; METHYLOME; ELEMENTS; BINDING; SEQUENCES; PROFILES; PACKAGE; STATES;
D O I
10.1093/nar/gkt599
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
We have recently shown that transcription factor binding leads to defined reduction in DNA methylation, allowing for the identification of active regulatory regions from high-resolution methylomes. Here, we present MethylSeekR, a computational tool to accurately identify such footprints from bisulfite-sequencing data. Applying our method to a large number of published human methylomes, we demonstrate its broad applicability and generalize our previous findings from a neuronal differentiation system to many cell types and tissues. MethylSeekR is available as an R package at www.bioconductor.org.
引用
收藏
页数:7
相关论文
共 29 条
[1]  
[Anonymous], MOL CELL
[2]   The NIH Roadmap Epigenomics Mapping Consortium [J].
Bernstein, Bradley E. ;
Stamatoyannopoulos, John A. ;
Costello, Joseph F. ;
Ren, Bing ;
Milosavljevic, Aleksandar ;
Meissner, Alexander ;
Kellis, Manolis ;
Marra, Marco A. ;
Beaudet, Arthur L. ;
Ecker, Joseph R. ;
Farnham, Peggy J. ;
Hirst, Martin ;
Lander, Eric S. ;
Mikkelsen, Tarjei S. ;
Thomson, James A. .
NATURE BIOTECHNOLOGY, 2010, 28 (10) :1045-1048
[3]   Identification and analysis of functional elements in 1% of the human genome by the ENCODE pilot project [J].
Birney, Ewan ;
Stamatoyannopoulos, John A. ;
Dutta, Anindya ;
Guigo, Roderic ;
Gingeras, Thomas R. ;
Margulies, Elliott H. ;
Weng, Zhiping ;
Snyder, Michael ;
Dermitzakis, Emmanouil T. ;
Stamatoyannopoulos, John A. ;
Thurman, Robert E. ;
Kuehn, Michael S. ;
Taylor, Christopher M. ;
Neph, Shane ;
Koch, Christoph M. ;
Asthana, Saurabh ;
Malhotra, Ankit ;
Adzhubei, Ivan ;
Greenbaum, Jason A. ;
Andrews, Robert M. ;
Flicek, Paul ;
Boyle, Patrick J. ;
Cao, Hua ;
Carter, Nigel P. ;
Clelland, Gayle K. ;
Davis, Sean ;
Day, Nathan ;
Dhami, Pawandeep ;
Dillon, Shane C. ;
Dorschner, Michael O. ;
Fiegler, Heike ;
Giresi, Paul G. ;
Goldy, Jeff ;
Hawrylycz, Michael ;
Haydock, Andrew ;
Humbert, Richard ;
James, Keith D. ;
Johnson, Brett E. ;
Johnson, Ericka M. ;
Frum, Tristan T. ;
Rosenzweig, Elizabeth R. ;
Karnani, Neerja ;
Lee, Kirsten ;
Lefebvre, Gregory C. ;
Navas, Patrick A. ;
Neri, Fidencio ;
Parker, Stephen C. J. ;
Sabo, Peter J. ;
Sandstrom, Richard ;
Shafer, Anthony .
NATURE, 2007, 447 (7146) :799-816
[4]   JASPAR, the open access database of transcription factor-binding profiles: new content and tools in the 2008 update [J].
Bryne, Jan Christian ;
Valen, Eivind ;
Tang, Man-Hung Eric ;
Marstrand, Troels ;
Winther, Ole ;
da Piedade, Isabelle ;
Krogh, Anders ;
Lenhard, Boris ;
Sandelin, Albin .
NUCLEIC ACIDS RESEARCH, 2008, 36 :D102-D106
[5]   The transcriptional foundation of pluripotency [J].
Chambers, Ian ;
Tomlinson, Simon R. .
DEVELOPMENT, 2009, 136 (14) :2311-2322
[6]   Critical role for transcription factor AP-2α in human trophoblast differentiation [J].
Cheng, YH ;
Aronow, BJ ;
Hossain, S ;
Trapnell, B ;
Kong, S ;
Handwerger, S .
PHYSIOLOGICAL GENOMICS, 2004, 18 (01) :99-107
[7]   CYTOSINE METHYLATION AND THE FATE OF CPG DINUCLEOTIDES IN VERTEBRATE GENOMES [J].
COOPER, DN ;
KRAWCZAK, M .
HUMAN GENETICS, 1989, 83 (02) :181-188
[8]   Identifying gene regulatory elements by genome-wide recovery of DNase hypersensitive sites [J].
Crawford, GE ;
Holt, IE ;
Mullikin, JC ;
Tai, D ;
Green, ED ;
Wolfsberg, TG ;
Collins, FS .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (04) :992-997
[9]   An integrated encyclopedia of DNA elements in the human genome [J].
Dunham, Ian ;
Kundaje, Anshul ;
Aldred, Shelley F. ;
Collins, Patrick J. ;
Davis, CarrieA. ;
Doyle, Francis ;
Epstein, Charles B. ;
Frietze, Seth ;
Harrow, Jennifer ;
Kaul, Rajinder ;
Khatun, Jainab ;
Lajoie, Bryan R. ;
Landt, Stephen G. ;
Lee, Bum-Kyu ;
Pauli, Florencia ;
Rosenbloom, Kate R. ;
Sabo, Peter ;
Safi, Alexias ;
Sanyal, Amartya ;
Shoresh, Noam ;
Simon, Jeremy M. ;
Song, Lingyun ;
Trinklein, Nathan D. ;
Altshuler, Robert C. ;
Birney, Ewan ;
Brown, James B. ;
Cheng, Chao ;
Djebali, Sarah ;
Dong, Xianjun ;
Dunham, Ian ;
Ernst, Jason ;
Furey, Terrence S. ;
Gerstein, Mark ;
Giardine, Belinda ;
Greven, Melissa ;
Hardison, Ross C. ;
Harris, Robert S. ;
Herrero, Javier ;
Hoffman, Michael M. ;
Iyer, Sowmya ;
Kellis, Manolis ;
Khatun, Jainab ;
Kheradpour, Pouya ;
Kundaje, Anshul ;
Lassmann, Timo ;
Li, Qunhua ;
Lin, Xinying ;
Marinov, Georgi K. ;
Merkel, Angelika ;
Mortazavi, Ali .
NATURE, 2012, 489 (7414) :57-74
[10]   Discovery and characterization of chromatin states for systematic annotation of the human genome [J].
Ernst, Jason ;
Kellis, Manolis .
NATURE BIOTECHNOLOGY, 2010, 28 (08) :817-U94