ArticlePLoS biology2017
Nonlatching positive feedback enables robust bimodality by decoupling expression noise from the mean.
Article in PLoS biology, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
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Who cites it
17 citing papers in PubMed.
- Mathematical modeling and mechanisms of HIV latency for personalized anti latency therapies.NPJ systems biology and applications · 2025Review
- HIV Expression in Infected T Cell Clones.Viruses · 2024Review
- Review
- Review
- Origin and functional role of antisense transcription in endogenous and exogenous retroviruses.Retrovirology · 2023Review
- Enhanced Transcriptional Strength of HIV-1 Subtype C Minimizes Gene Expression Noise and Confers Stability to the Viral Latent State.Journal of virology · 2023Article
- A transcriptional cycling model recapitulates chromatin-dependent features of noisy inducible transcription.PLoS computational biology · 2022Article
- T cell stimulation remodels the latently HIV-1 infected cell population by differential activation of proviral chromatin.PLoS pathogens · 2022Article
- Review
- Differences in Transcriptional Dynamics Between T-cells and Macrophages as Determined by a Three-State Mathematical Model.Scientific reports · 2020Article
- Kinetics of HTLV-1 reactivation from latency quantified by single-molecule RNA FISH and stochastic modelling.PLoS pathogens · 2019Article
- Targeting HIV-1 proviral transcription.Current opinion in virology · 2019Review
- Post-Transcriptional Noise Control.BioEssays : news and reviews in molecular, cellular and developmental biology · 2019Article
- Cell Size-Based Decision-Making of a Viral Gene Circuit.Cell reports · 2018Article
- Probabilistic control of HIV latency and transactivation by the Tat gene circuit.Proceedings of the National Academy of Sciences of the United States of America · 2018Article
- Article
- Relatively slow stochastic gene-state switching in the presence of positive feedback significantly broadens the region of bimodality through stabilizing the uninduced phenotypic state.PLoS computational biology · 2018Article
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Authors and funding
6 authors.
Funding
Abstract
Fundamental to biological decision-making is the ability to generate bimodal expression patterns where 2 alternate expression states simultaneously exist. Here, we use a combination of single-cell analysis and mathematical modeling to examine the sources of bimodality in the transcriptional program controlling HIV's fate decision between active replication and viral latency. We find that the HIV transactivator of transcription (Tat) protein manipulates the intrinsic toggling of HIV's promoter, the long terminal repeat (LTR), to generate bimodal ON-OFF expression and that transcriptional positive feedback from Tat shifts and expands the regime of LTR bimodality. This result holds for both minimal synthetic viral circuits and full-length virus. Strikingly, computational analysis indicates that the Tat circuit's noncooperative "nonlatching" feedback architecture is optimized to slow the promoter's toggling and generate bimodality by stochastic extinction of Tat. In contrast to the standard Poisson model, theory and experiment show that nonlatching positive feedback substantially dampens the inverse noise-mean relationship to maintain stochastic bimodality despite increasing mean expression levels. Given the rapid evolution of HIV, the presence of a circuit optimized to robustly generate bimodal expression appears consistent with the hypothesis that HIV's decision between active replication and latency provides a viral fitness advantage. More broadly, the results suggest that positive-feedback circuits may have evolved not only for signal amplification but also for robustly generating bimodality by decoupling expression fluctuations (noise) from mean expression levels.
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