PLoS GeneticsSystems BiologyPeer-reviewed journal article
Transcription factor binding process is the primary driver of noise in gene expression
Abstract
Noise in expression of individual genes gives rise to variations in activity of cellular pathways and generates heterogeneity in cellular phenotypes. Phenotypic heterogeneity has important implications for antibiotic persistence, mutation penetrance, cancer growth and therapy resistance. Specific molecular features such as presence of the TATA box sequence and promoter nucleosome occupancy have been associated with noise. However, the relative importance of these features in noise regulation has not yet been assessed. In addition, how well these features can predict noise also remains unclear. Here through an integrated statistical model of gene expression noise in yeast we found that the number of regulating transcription factors (TFs) was a key predictor of noise. With an increase in the number of regulatory TFs, we observed a rise in the number of TFs that bound cooperatively. In addition, increased number of TFs meant more overlaps in TF binding sites that caused competition between TFs for binding to the same region of the promoter. Through modeling of TF binding to promoter and applying stochastic simulations, we demonstrated that competition and cooperation among TFs could increase noise. Thus, our work uncovers a process of noise regulation that arises out of the dynamics of gene regulation and is not dependent on any specific transcription factor or specific promoter sequence.
- organism: yeast
- assay: bulk RNA-seq
- research focus: differential expression
- approach: statistical model
- Citations
- 32
- FWCI
- 2.29
- Field percentile
- top 10%
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
- Enhancement of gene expression noise due to nonspecific transcription factor binding
Supravat Dey, Mohammad Soltani, Abhyudai Singh·bioRxiv·Dec 24, 2019
- Expression noise facilitates the evolution of gene regulation
Luise Wolf, Olin K Silander, Erik J van Nimwegen·bioRxiv·Jul 18, 2014
- Regulatory properties of transcription factors with diverse mechanistic function
Md Zulfikar Ali, Sunil Guharajan, … Robert C. Brewster·PLoS Computational BiologyPeer-reviewed·Jun 10, 2024
- Short residence times of DNA-bound transcription factors can reduce gene expression noise and increase the transmission of information in a gene regulation system
Eugenio M. Azpeitia, Andreas Wagner·Frontiers in Molecular BiosciencesPeer-reviewed·Apr 28, 2020
- Noise propagation shapes condition-dependent gene expression noise in Escherichia coli
Arantxa Urchueguía-Fornes, Luca Galbusera, … Erik van Nimwegen·bioRxiv·Oct 7, 2019
- Quantitative Control of Noise in Mammalian Gene Expression by Dynamic Histone Regulations
Deng Tan, Rui Chen, … Wei Huang·eLifePeer-reviewed·Aug 11, 2021