A DNA methylation state transition model reveals the programmed epigenetic heterogeneity in human pre-implantation embryos

Genome Biol. 2020 Nov 16;21(1):277. doi: 10.1186/s13059-020-02189-8.

Abstract

Background: During mammalian early embryogenesis, expression and epigenetic heterogeneity emerge before the first cell fate determination, but the programs causing such determinate heterogeneity are largely unexplored.

Results: Here, we present MethylTransition, a novel DNA methylation state transition model, for characterizing methylation changes during one or a few cell cycles at single-cell resolution. MethylTransition involves the creation of a transition matrix comprising three parameters that represent the probabilities of DNA methylation-modifying activities in order to link the methylation states before and after a cell cycle. We apply MethylTransition to single-cell DNA methylome data from human pre-implantation embryogenesis and elucidate that the DNA methylation heterogeneity that emerges at promoters during this process is largely an intrinsic output of a program with unique probabilities of DNA methylation-modifying activities. Moreover, we experimentally validate the effect of the initial DNA methylation on expression heterogeneity in pre-implantation mouse embryos.

Conclusions: Our study reveals the programmed DNA methylation heterogeneity during human pre-implantation embryogenesis through a novel mathematical model and provides valuable clues for identifying the driving factors of the first cell fate determination during this process.

Keywords: DNA methylation; First cell fate determination; Heterogeneity.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Animals
  • Chromosomal Proteins, Non-Histone
  • DNA Methylation*
  • Embryo, Mammalian
  • Embryonic Development / genetics*
  • Epigenesis, Genetic*
  • Epigenome
  • Epigenomics
  • Genetic Heterogeneity
  • Humans
  • Mice
  • Models, Biological
  • Promoter Regions, Genetic

Substances

  • Chromosomal Proteins, Non-Histone
  • Dppa3 protein, mouse