Whole-genome bisulfite sequencing of multiple individuals reveals complementary roles of promoter and gene body methylation in transcriptional regulation

被引:133
作者
Lou, Shaoke [1 ,2 ]
Lee, Heung-Man [3 ,4 ,5 ]
Qin, Hao [2 ]
Li, Jing-Woei [2 ]
Gao, Zhibo [6 ]
Liu, Xin [6 ]
Chan, Landon L. [1 ,2 ]
Lam, Vincent K. L. [3 ,4 ,5 ]
So, Wing-Yee [3 ,4 ,5 ]
Wang, Ying [3 ,4 ,5 ]
Lok, Si [7 ]
Wang, Jun [4 ,5 ,6 ,8 ,9 ,10 ]
Ma, Ronald C. W. [3 ,4 ,5 ]
Tsui, Stephen Kwok-Wing [11 ,12 ,13 ]
Chan, Juliana C. N. [3 ,4 ,5 ]
Chan, Ting-Fung [12 ,13 ]
Yip, Kevin Y. [1 ,12 ,13 ]
机构
[1] Chinese Univ Hong Kong, Dept Comp Sci & Engn, Shatin, Hong Kong, Peoples R China
[2] Chinese Univ Hong Kong, Sch Life Sci, Shatin, Hong Kong, Peoples R China
[3] Chinese Univ Hong Kong, Dept Med & Therapeut, Shatin, Hong Kong, Peoples R China
[4] Chinese Univ Hong Kong, Hong Kong Inst Diabet & Obes, Shatin, Hong Kong, Peoples R China
[5] Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Shatin, Hong Kong, Peoples R China
[6] BGI, Shenzhen, Peoples R China
[7] Chinese Univ Hong Kong, Dept Chem Pathol, Shatin, Hong Kong, Peoples R China
[8] Univ Copenhagen, Dept Biol, Copenhagen, Denmark
[9] Univ Copenhagen, Novo Nordisk Fdn, Ctr Basic Metab Res, Copenhagen, Denmark
[10] King Abdulaziz Univ, Jeddah 21413, Saudi Arabia
[11] Chinese Univ Hong Kong, Sch Biomed Sci, Shatin, Hong Kong, Peoples R China
[12] Chinese Univ Hong Kong, Hong Kong Bioinformat Ctr, Shatin, Hong Kong, Peoples R China
[13] Chinese Univ Hong Kong, CUHK BGI Innovat Inst Transom, Shatin, Hong Kong, Peoples R China
来源
GENOME BIOLOGY | 2014年 / 15卷 / 07期
关键词
INTRAGENIC DNA METHYLATION; CODING REGION; WIDE; EXPRESSION; PATTERNS; METHYLOME; SITES; ELONGATION; ISLANDS;
D O I
10.1186/s13059-014-0408-0
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
Background: DNA methylation is an important type of epigenetic modification involved in gene regulation. Although strong DNA methylation at promoters is widely recognized to be associated with transcriptional repression, many aspects of DNA methylation remain not fully understood, including the quantitative relationships between DNA methylation and expression levels, and the individual roles of promoter and gene body methylation. Results: Here we present an integrated analysis of whole-genome bisulfite sequencing and RNA sequencing data from human samples and cell lines. We find that while promoter methylation inversely correlates with gene expression as generally observed, the repressive effect is clear only on genes with a very high DNA methylation level. By means of statistical modeling, we find that DNA methylation is indicative of the expression class of a gene in general, but gene body methylation is a better indicator than promoter methylation. These findings are general in that a model constructed from a sample or cell line could accurately fit the unseen data from another. We further find that promoter and gene body methylation have minimal redundancy, and either one is sufficient to signify low expression. Finally, we obtain increased modeling power by integrating histone modification data with the DNA methylation data, showing that neither type of information fully subsumes the other. Conclusion: Our results suggest that DNA methylation outside promoters also plays critical roles in gene regulation. Future studies on gene regulatory mechanisms and disease-associated differential methylation should pay more attention to DNA methylation at gene bodies and other non-promoter regions.
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页数:21
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共 64 条
  • [1] Base-Pair Resolution DNA Methylation Sequencing Reveals Profoundly Divergent Epigenetic Landscapes in Acute Myeloid Leukemia
    Akalin, Altuna
    Garrett-Bakelman, Francine E.
    Kormaksson, Matthias
    Busuttil, Jennifer
    Zhang, Lu
    Khrebtukova, Irina
    Milne, Thomas A.
    Huang, Yongsheng
    Biswas, Debabrata
    Hess, Jay L.
    Allis, C. David
    Roeder, Robert G.
    Valk, Peter J. M.
    Lowenberg, Bob
    Delwel, Ruud
    Fernandez, Hugo F.
    Paietta, Elisabeth
    Tallman, Martin S.
    Schroth, Gary P.
    Mason, Christopher E.
    Melnick, Ari
    Figueroa, Maria E.
    [J]. PLOS GENETICS, 2012, 8 (06):
  • [2] DNA methylation of distal regulatory sites characterizes dysregulation of cancer genes
    Aran, Dvir
    Sabato, Sivan
    Hellman, Asaf
    [J]. GENOME BIOLOGY, 2013, 14 (03)
  • [3] Targeted and genome-scale strategies reveal gene-body methylation signatures in human cells
    Ball, Madeleine P.
    Li, Jin Billy
    Gao, Yuan
    Lee, Je-Hyuk
    LeProust, Emily M.
    Park, In-Hyun
    Xie, Bin
    Daley, George Q.
    Church, George M.
    [J]. NATURE BIOTECHNOLOGY, 2009, 27 (04) : 361 - 368
  • [4] The methylome: approaches for global DNA methylation profiling
    Beck, Stephan
    Rakyan, Vardhman K.
    [J]. TRENDS IN GENETICS, 2008, 24 (05) : 231 - 237
  • [5] DNA methylation patterns associate with genetic and gene expression variation in HapMap cell lines
    Bell, Jordana T.
    Pai, Athma A.
    Pickrell, Joseph K.
    Gaffney, Daniel J.
    Pique-Regi, Roger
    Degner, Jacob F.
    Gilad, Yoav
    Pritchard, Jonathan K.
    [J]. GENOME BIOLOGY, 2011, 12 (01)
  • [6] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300
  • [7] The NIH Roadmap Epigenomics Mapping Consortium
    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.
    [J]. NATURE BIOTECHNOLOGY, 2010, 28 (10) : 1045 - 1048
  • [8] DNA methylation patterns and epigenetic memory
    Bird, A
    [J]. GENES & DEVELOPMENT, 2002, 16 (01) : 6 - 21
  • [9] CPG-RICH ISLANDS AND THE FUNCTION OF DNA METHYLATION
    BIRD, AP
    [J]. NATURE, 1986, 321 (6067) : 209 - 213
  • [10] Quantitative comparison of genome-wide DNA methylation mapping technologies
    Bock, Christoph
    Tomazou, Eleni M.
    Brinkman, Arie B.
    Mueller, Fabian
    Simmer, Femke
    Gu, Hongcang
    Jaeger, Natalie
    Gnirke, Andreas
    Stunnenberg, Hendrik G.
    Meissner, Alexander
    [J]. NATURE BIOTECHNOLOGY, 2010, 28 (10) : 1106 - U196