Multiscale Bayesian Simulations Reveal Functional Chromatin Condensation of Gene Loci
Authors/Creators
Description
Chromatin, the complex assembly of DNA and associated proteins, plays a pivotal role in orchestrating various genomic functions. To aid our understanding of the principles underlying chromatin organization, we introduce Hi-C metainference, a Bayesian approach that integrates Hi-C contact frequencies into multiscale prior models of chromatin. This approach combines both bottom-up (the physics-based prior) and top-down (the data-driven posterior) strategies to characterize the 3D organization of a target genomic locus. We first demonstrate the capability of this method to accurately reconstruct the structural ensemble and the dynamics of a system from contact information. We then apply the approach to investigate the Sox2, Pou5f1, and Nanog loci of mouse embryonic stem cells using a bottom-up chromatin model at 1kb resolution. We observe that the studied loci are conformationally heterogeneous and organized as crumpled globules, favoring contacts between distant enhancers and promoters. Using nucleosome-resolution simulations, we then reveal how the Nanog gene is functionally organized across the multiple scales of chromatin. At the local level, we identify diverse tetranucleosome folding motifs with a characteristic distribution along the genome, predominantly open at cis-regulatory elements and compact in between. At the larger scale, we find that enhancer-promoter contacts are driven by the transient condensation of chromatin into compact domains stabilized by extensive inter-nucleosome interactions. Overall, this work highlights the condensed, but dynamic nature of chromatin in vivo, contributing to a deeper understanding of gene structure-function relationships.
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HiC_metainference_data.zip
Additional details
Funding
- Ministry of Education, Culture, Sports, Science and Technology
- Program for Promoting Research on the Supercomputer Fugaku JPMXP1020200101
- Ministry of Education, Culture, Sports, Science and Technology
- Program for Promoting Researches on the Supercomputer Fugaku JPMXP1020230119
- Japan Society for the Promotion of Science
- KAKENHI 20H05934
- Japan Society for the Promotion of Science
- KAKENHI 21H02441
- Japan Society for the Promotion of Science
- KAKENHI 20K06587