In silico nanoscope to study the interplay of genome organization and transcription regulation
Soundhararajan GopiiD, Giovanni Bruno BrandaniiD, Cheng TaniD, Jaewoon JungiD, Chenyang GuiD, Azuki MizutaniiD, Hiroshi OchiaiiD, Yuji SugitaiD, Shoji TakadaiD
Abstract
In eukaryotic genomes, regulated access and communication between cis-regulatory elements (CREs) are necessary for enhancer-mediated transcription of genes. The molecular framework of the chromatin organization underlying such communication remains poorly understood. To better understand it, we develop a multiscale modeling pipeline to build near-atomistic models of the 200 kb Nanog gene locus in mouse embryonic stem cells comprising nucleosomes, transcription factors, co-activators, and RNA polymerase II-Mediator complexes. By integrating diverse experimental data, including protein localization, genomic interaction frequencies, cryo-electron microscopy, and single-molecule fluorescence studies, our model offers novel insights into chromatin organization and its role in enhancer-promoter communication. The models equilibrated by high-performance molecular dynamics simulations span a scale of [~]350 nm, revealing an experimentally consistent local and global organization of chromatin and transcriptional machinery. Our models elucidate that the sequence-regulated chromatin accessibility facilitates the recruitment of transcription regulatory proteins exclusively at CREs, guided by the contrasting nucleosome organization compared to other regions. By constructing an experimentally consistent near-atomic model of chromatin in the cellular environment, our approach provides a robust framework for future studies on nuclear compartmentalization, chromatin organization, and transcription regulation.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 5
- FWCI
- 1.49
- Field percentile
- top 20%
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Physics-based nucleosome-resolution modeling of epigenetic-driven chromatin domain dynamics
Chenyang Gu, Shoji Takada, Giovanni Bruno Brandani·Nucleic Acids ResearchPeer-reviewed·May 15, 2026
- Multiscale Bayesian Simulations Reveal Functional Chromatin Condensation of Gene Loci
Giovanni Bruno Brandani, Chenyang Gu, … Shoji Takada·PNAS NexusPeer-reviewed·May 31, 2024
- Uncovering High-Resolution Organization of Genomic Loci using Experimentally Informed Polymer Model
Rahul Mittal, Dieter W. Heermann, Arnab Bhattacherjee·bioRxiv·Nov 19, 2025
- Euchromatin forms condensed domains with short active regions on the surface
Joseph M. Paggi, Lü Long, Bin Zhang·Nature GeneticsPeer-reviewed·Sep 25, 2026
- Transcription condensates are promoter hubs that enhance transcriptional bursts
Ganesh Pandey, Jonah Galeota-Sprung, … Jan-Hendrik Spille·bioRxiv·May 25, 2026
- Modeling nascent transcription from chromatin landscape and structure
Marc Pielies Avelli, Arnor Ingi Sigurdsson, … Simon Rasmussen·Genome biologyPeer-reviewed·Feb 14, 2026