#31 · Epigenomics
Coupled Models Link Chromatin Organization to Hydration and Cohesin Kinetics
The dominant thread is multiscale physical modeling in which a driving process is coupled explicitly to the organization it shapes. The osmotic preprint couples chromatin elasticity, water transport, and epigenetic reaction-diffusion in a non-equilibrium mesoscale model to predict hydration-driven phase organization. The cohesion preprint integrates biochemical kinetics with polymer modeling to infer cohesin turnover, motion, and encounter rules from sister chromatid folding signatures. The DDX3X study pairs coarse-grained simulations with deep learning to identify ATP-independent, entropy-driven dsRNA unwinding via rare strand-displacing intermediates. The new element is inference direction: kinetic and encounter parameters are recovered from structural signatures using coupled models. The DDX3X study addresses a different system and shares only the coupled simulation framing rather than chromatin organization.
Published papers
ATP-independent entropy-driven dsRNA unwinding by DDX3X revealed by coarse-grained simulations and deep learning.
Coarse-grained simulations plus deep learning reveal ATP-independent, entropy-driven dsRNA unwinding by DDX3X via rare strand-displacing intermediates, with…
Preprints
Osmotic Coupling of Mechanics and Epigenetics Regulates Chromatin Phase Organization
Non-equilibrium mesoscale model couples chromatin elasticity, water transport, and epigenetic reaction-diffusion to predict hydration-driven…
Chromosome folding encodes mechanisms of cohesion maintenance
Integrates biochemical kinetics with polymer modeling to infer cohesin turnover, motion, and encounter rules from sister chromatid folding signatures.
Topic history
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