Published May 17, 2024 | Version v1

Multiscale Bayesian Simulations Reveal Functional Chromatin Condensation of Gene Loci

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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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