Complex small-world regulatory networks emerge from the 3D organisation of the human genome
C. A. Brackley, N. Gilbert, D. Michieletto, A. Papantonis, M. C. F. Pereira, P. R. Cook, D. Marenduzzo
Abstract
The discovery that overexpressing one or a few critical transcription factors can switch cell state suggests that gene regulatory networks are relatively simple. In contrast, genome-wide association studies (GWAS) point to complex phenotypes being determined by hundreds of loci that rarely encode transcription factors and which individually have small effects. Here, we use computer simulations and a simple fitting-free polymer model of chromosomes to show that spatial correlations arising from 3D genome organisation naturally lead to stochastic and bursty transcription plus complex small-world regulatory networks (where the transcriptional activity of each genomic region subtly affects almost all others). These effects require factors to be present at sub-saturating levels; increasing levels dramatically simplifies networks as more transcription units are pressed into use. Consequently, results from GWAS can be reconciled with those involving overexpression. We apply this pan-genomic model to predict patterns of transcriptional activity in whole human chromosomes, and, as an example, the effects of the deletion causing the diGeorge syndrome.
02 /Specification & Classification
Click any tag to browse matching papersReproducibility 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
- Spatial organization of the transcriptional regulatory network of Saccharomyces cerevisiae
Dongqing Sun, Liu Tian, Bin‐Guang Ma·FEBS LettersPeer-reviewed·Mar 25, 2019
- The impact of whole genome duplications on the human gene regulatory networks
Francesco Mottes, Chiara Villa, … Michele Caselle·PLoS Computational BiologyPeer-reviewed·Dec 6, 2021
- Modeling regulatory network topology improves genome-wide analyses of complex human traits
Xiang Zhu, Zhana Duren, Wing Hung Wong·Nature CommunicationsPeer-reviewed·May 14, 2021
- Local genetic context shapes the function of a gene regulatory network
Anna Staroń, Kathrin Tomasek, … Călin C. Guet·eLifePeer-reviewed·Mar 8, 2021
- Gene regulatory network structure informs the distribution of perturbation effects
Matthew Aguirre, Jeffrey P. Spence, … Jonathan K. Pritchard·PLoS Computational BiologyPeer-reviewed·Sep 2, 2025
- The transcription factor basal regulatory network of Homo sapiens and Saccharomyces cerevisiae: uncovering the relationship between topology and phenotype
JL Hernández-Domínguez, Andy Brass, EM Navarro-López·bioRxiv·Jun 12, 2019