Self-consistent theory of transcriptional control in complex regulatory architectures
Abstract
Individual regulatory proteins are typically charged with the simultaneous regulation of a battery of different genes. As a result, when one of these proteins is limiting, competitive effects have a significant impact on the transcriptional response of the regulated genes. Here we present a general framework for the analysis of any generic regulatory architecture that accounts for the competitive effects of the regulatory environment by isolating these effects into an effective concentration parameter. These predictions are formulated using the grand-canonical ensemble of statistical mechanics and the fold-change in gene expression is predicted as a function of the number of transcription factors, the strength of interactions between the transcription factors and their DNA binding sites, and the effective concentration of the transcription factor. The effective concentration is set by the transcription factor interactions with competing binding sites within the cell and is determined self-consistently. Using this approach, we analyze regulatory architectures in the grand-canonical ensemble ranging from simple repression and simple activation to scenarios that include repression mediated by DNA looping of distal regulatory sites. It is demonstrated that all the canonical expressions previously derived in the case of an isolated, non-competing gene, can be generalised by a simple substitution to their grand canonical counterpart, which allows for simple intuitive incorporation of the influence of multiple competing transcription factor binding sites. As an example of the strength of this approach, we build on these results to present an analytical description of transcriptional regulation of the lac operon.
Additional Information
© 2017 Landman et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Received: February 23, 2017. Accepted: May 25, 2017. Published: July 7, 2017. We would like to thank Manuel Razo-Mejia for his help in selecting which states are allowed in the lac operon. This work was supported by the Netherlands Organisation for Scientific Research grant 022.004.016 (JL), by the European Synchrotron Radiation Facility (JL), by La Fondation Pierre Gilles de Gennes (RP), by the National Institutes of Health through the Directors Pioneer Award DP1 OD000217 (RP) and through R01 GM085286 (RP), and by the John Templeton Foundation (RP and FMW). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. The authors declare no conflict of interest.Attached Files
Published - journal.pone.0179235.pdf
Supplemental Material - journal.pone.0179235.s001.pdf
Supplemental Material - journal.pone.0179235.s002.pdf
Supplemental Material - journal.pone.0179235.s003.pdf
Supplemental Material - journal.pone.0179235.s004.pdf
Supplemental Material - journal.pone.0179235.s005.pdf
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Additional details
- PMCID
- PMC5501422
- Eprint ID
- 79121
- Resolver ID
- CaltechAUTHORS:20170717-090138223
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek (NWO)
- 022.004.016
- European Synchrotron Radiation Facility
- La Fondation Pierre Gilles de Gennes
- NIH
- DP1 OD000217
- NIH
- R01 GM085286
- John Templeton Foundation
- Created
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2017-07-17Created from EPrint's datestamp field
- Updated
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2021-11-15Created from EPrint's last_modified field