Potential energy landscapes identify the information-theoretic nature of the epigenome

被引:81
作者
Jenkinson, Garrett [1 ,2 ]
Pujadas, Elisabet [1 ,3 ]
Goutsias, John [2 ]
Feinberg, Andrew P. [1 ,3 ,4 ]
机构
[1] Johns Hopkins Univ, Sch Med, Ctr Epigenet, Baltimore, MD 21205 USA
[2] Johns Hopkins Univ, Whitaker Biomed Engn Inst, Baltimore, MD 21218 USA
[3] Johns Hopkins Univ, Dept Biomed Engn, Baltimore, MD 21205 USA
[4] Johns Hopkins Univ, Sch Med, Dept Med, Baltimore, MD 21205 USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
STEM-CELLS; HYPOMETHYLATED BLOCKS; CANCER; ORGANIZATION; DOMAINS; MAINTENANCE; PLASTICITY; PRINCIPLES; ISLANDS; BINDING;
D O I
10.1038/ng.3811
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Epigenetics is the study of biochemical modifications carrying information independent of DNA sequence, which are heritable through cell division. In 1940, Waddington coined the term "epigenetic landscape" as a metaphor for pluripotency and differentiation, but methylation landscapes have not yet been rigorously computed. Using principles from statistical physics and information theory, we derive epigenetic energy landscapes from whole-genome bisulfite sequencing (WGBS) data that enable us to quantify methylation stochasticity genome-wide using Shannon's entropy, associating it with chromatin structure. Moreover, we consider the Jensen-Shannon distance between sample-specific energy landscapes as a measure of epigenetic dissimilarity and demonstrate its effectiveness for discerning epigenetic differences. By viewing methylation maintenance as a communications system, we introduce methylation channels and show that higher-order chromatin organization can be predicted from their informational properties. Our results provide a fundamental understanding of the information-theoretic nature of the epigenome that leads to a powerful approach for studying its role in disease and aging.
引用
收藏
页码:719 / +
页数:14
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