Issue 35, 2025

Modelling transcriptional silencing and its coupling to 3D genome organisation

Abstract

Timely up- or down-regulation of gene expression is crucial for cellular differentiation and function. While gene upregulation via transcriptional activators has been extensively investigated, gene silencing remains understudied, especially by modelling. This study employs 3D simulations to study the biophysics of a chromatin fibre where active transcription factors compete with repressors for binding to transcription units along the fibre, and investigates how different silencing mechanisms affect 3D chromatin structure and transcription. We examine three gene silencing feedback mechanisms: positive, negative, and neutral. These mechanisms capture different silencing pathways observed or proposed in biological systems. Our findings reveal that, whilst all mechanisms lead to a silencing transition, the signatures of this transition depend on the choice of the feedback. The latter controls the morphologies of the emergent 3D transcription factor clusters, the average gene expression and its variability, or gene noise, and the network of ensuing correlations between activities of neighbouring transcription units. These results provide insights into the biophysics of gene silencing, as well as into the interplay between transcriptional regulation and 3D genome organisation.

Graphical abstract: Modelling transcriptional silencing and its coupling to 3D genome organisation

Supplementary files

Article information

Article type
Paper
Submitted
03 Jul 2025
Accepted
23 Jul 2025
First published
06 Aug 2025
This article is Open Access
Creative Commons BY license

Soft Matter, 2025,21, 6975-6983

Modelling transcriptional silencing and its coupling to 3D genome organisation

M. Semeraro, G. Negro, D. Marenduzzo and G. Forte, Soft Matter, 2025, 21, 6975 DOI: 10.1039/D5SM00686D

This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. You can use material from this article in other publications without requesting further permissions from the RSC, provided that the correct acknowledgement is given.

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