4.8 Article

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

Journal

NATURE GENETICS
Volume 49, Issue 5, Pages 719-+

Publisher

NATURE PORTFOLIO
DOI: 10.1038/ng.3811

Keywords

-

Funding

  1. US National Institutes of Health (NIH) [R01CA054358, DP1ES022579]
  2. National Science Foundation [CCF-1217213, CCF-1656201]
  3. NIH [AG021334]
  4. Medical Scientist Training Program

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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.

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