Abstract
In yeast, the transcription factor Crz1 is dephosphorylated and translocates into the nucleus in response to extracellular calcium. Here we show, using time-lapse microscopy, that Crz1 exhibits short bursts of nuclear localization (typically lasting 2 min) that occur stochastically in individual cells and propagate to the expression of downstream genes. Strikingly, calcium concentration controls the frequency, but not the duration, of localization bursts. Using an analytic model, we also show that this frequency modulation of bursts ensures proportional expression of multiple target genes across a wide dynamic range of expression levels, independent of promoter characteristics. We experimentally confirm this theory with natural and synthetic Crz1 target promoters. Another stress-response transcription factor, Msn2, exhibits similar, but largely uncorrelated, localization bursts under calcium stress suggesting that frequency-modulation regulation of localization bursts may be a general control strategy used by the cell to coordinate multi-gene responses to external signals.
Similar content being viewed by others
References
Cyert, M. S. Regulation of nuclear localization during signaling. J. Biol. Chem. 276, 20805–20808 (2001)
Estruch, F. Stress-controlled transcription factors, stress-induced genes and stress tolerance in budding yeast. FEMS Microbiol. Rev. 24, 469–486 (2000)
Kyriakis, J. M. The integration of signaling by multiprotein complexes containing Raf kinases. Biochim. Biophys. Acta 1773, 1238–1247 (2007)
Stathopoulos-Gerontides, A., Guo, J. J. & Cyert, M. S. Yeast calcineurin regulates nuclear localization of the Crz1p transcription factor through dephosphorylation. Genes Dev. 13, 798–803 (1999)
Yoshimoto, H. et al. Genome-wide analysis of gene expression regulated by the calcineurin/Crz1p signaling pathway in Saccharomyces cerevisiae . J. Biol. Chem. 277, 31079–31088 (2002)
Huh, W. K. et al. Global analysis of protein localization in budding yeast. Nature 425, 686–691 (2003)
Mettetal, J. T. et al. The frequency dependence of osmo-adaptation in Saccharomyces cerevisiae . Science 319, 482–484 (2008)
Hersen, P. et al. Signal processing by the HOG MAP kinase pathway. Proc. Natl Acad. Sci. USA 105, 7165–7170 (2008)
Suel, G. M. et al. Tunability and noise dependence in differentiation dynamics. Science 315, 1716–1719 (2007)
Ghaemmaghami, S. et al. Global analysis of protein expression in yeast. Nature 425, 737–741 (2003)
Di Talia, S. et al. The effects of molecular noise and size control on variability in the budding yeast cell cycle. Nature 448, 947–951 (2007)
Fewtrell, C. Ca2+ oscillations in non-excitable cells. Annu. Rev. Physiol. 55, 427–454 (1993)
Wiesenberger, G. et al. Mg2+ deprivation elicits rapid Ca2+ uptake and activates Ca2+/calcineurin signaling in Saccharomyces cerevisiae . Eukaryot. Cell 6, 592–599 (2007)
Boustany, L. M. & Cyert, M. S. Calcineurin-dependent regulation of Crz1p nuclear export requires Msn5p and a conserved calcineurin docking site. Genes Dev. 16, 608–619 (2002)
Roy, J. et al. A conserved docking site modulates substrate affinity for calcineurin, signaling output, and in vivo function. Mol. Cell 25, 889–901 (2007)
Breuder, T. et al. Calcineurin is essential in cyclosporin A- and FK506-sensitive yeast strains. Proc. Natl Acad. Sci. USA 91, 5372–5376 (1994)
Jacquet, M. et al. Oscillatory nucleocytoplasmic shuttling of the general stress response transcriptional activators Msn2 and Msn4 in Saccharomyces cerevisiae . J. Cell Biol. 161, 497–505 (2003)
Garmendia-Torres, C., Goldbeter, A. & Jacquet, M. Nucleocytoplasmic oscillations of the yeast transcription factor Msn2: evidence for periodic PKA activation. Curr. Biol. 17, 1044–1049 (2007)
Medvedik, O. et al. MSN2 and MSN4 Link calorie restriction and tor to sirtuin-mediated lifespan extension in Saccharomyces cerevisiae . PLoS Biol. 5, e261 (2007)
Stathopoulos, A. M. & Cyert, M. S. Calcineurin acts through the CRZ1/TCN1-encoded transcription factor to regulate gene expression in yeast. Genes Dev. 11, 3432–3444 (1997)
Golding, I. et al. Real-time kinetics of gene activity in individual bacteria. Cell 123, 1025–1036 (2005)
Raj, A. et al. Stochastic mRNA synthesis in mammalian cells. PLoS Biol. 4, e309 (2006)
Rodriguez, A. J. et al. Visualization of mRNA translation in living cells. J. Cell Biol. 175, 67–76 (2006)
Elowitz, M. B. et al. Stochastic gene expression in a single cell. Science 297, 1183–1186 (2002)
Bar-Even, A. et al. Noise in protein expression scales with natural protein abundance. Nature Genet. 38, 636–643 (2006)
Cai, L., Friedman, N. & Xie, X. S. Stochastic protein expression in individual cells at the single molecule level. Nature 440, 358–362 (2006)
Friedman, N., Cai, L. & Xie, X. S. Linking stochastic dynamics to population distribution: an analytical framework of gene expression. Phys. Rev. Lett. 97, 168302-1–168302-4 (2006)
Kaern, M., Elston, T. C., Blake, W. J. & Collins, J. J. Stochasticity in gene expression: from theories to phenotypes. Nature Rev. Genet. 6, 451–464 (2005)
Kaufmann, B. B. & van Oudenaarden, A. Stochastic gene expression: from single molecules to the proteome. Curr. Opin. Genet. Dev. 17, 107–112 (2007)
Maheshri, N. & O’Shea, E. K. Living with noisy genes: how cells function reliably with inherent variability in gene expression. Annu. Rev. Biophys. Biomol. Struct. 36, 413–434 (2007)
Newman, J. R. et al. Single-cell proteomic analysis of S. cerevisiae reveals the architecture of biological noise. Nature 441, 840–846 (2006)
Ozbudak, E. M. et al. Regulation of noise in the expression of a single gene. Nature Genet. 31, 69–73 (2002)
Sigal, A. et al. Variability and memory of protein levels in human cells. Nature 444, 643–646 (2006)
Yu, J. et al. Probing gene expression in live cells, one protein molecule at a time. Science 311, 1600–1603 (2006)
Rosenfeld, N. et al. Gene regulation at the single-cell level. Science 307, 1962–1965 (2005)
Matheos, D. P. et al. Tcn1p/Crz1p, a calcineurin-dependent transcription factor that differentially regulates gene expression in Saccharomyces cerevisiae . Genes Dev. 11, 3445–3458 (1997)
Armstrong, E. H. A method of reducing disturbances in radio signaling by a system of frequency modulation. Proc. Inst. Radio Eng. 24, 689–740 (1936)
Song, G. B., Buck, N. V. & Agrawal, B. N. Spacecraft vibration reduction using pulse-width pulse-frequency modulated input shaper. J. Guid. Control Dyn. 22, 433–440 (1999)
Adrian, E. D. & Zotterman, Y. The impulses produced by sensory nerve-endings: Part II. The response of a single end-organ. J. Physiol. (Lond.) 61, 151–171 (1926)
Sarpeshkar, R. Analog versus digital: extrapolating from electronics to neurobiology. Neural Comput. 10, 1601–1638 (1998)
Dolmetsch, R. E., Xu, K. & Lewis, R. S. Calcium oscillations increase the efficiency and specificity of gene expression. Nature 392, 933–936 (1998)
Geva-Zatorsky, N. et al. Oscillations and variability in the p53 system. Mol. Syst. Biol. 2, 2006.0033 (2006)
Nelson, D. E. et al. Oscillations in NF-κB signaling control the dynamics of gene expression. Science 306, 704–708 (2004)
Friedman, N. et al. Precise temporal modulation in the response of the SOS DNA repair network in individual bacteria. PLoS Biol. 3, e238 (2005)
Sheff, M. A. & Thorn, K. S. Optimized cassettes for fluorescent protein tagging in Saccharomyces cerevisiae . Yeast 21, 661–670 (2004)
Gietz, R. D. & Woods, R. A. Transformation of yeast by lithium acetate/single-stranded carrier DNA/polyethylene glycol method. Methods Enzymol. 350, 87–96 (2002)
Sherman, F. Getting started with yeast. Methods Enzymol. 350, 3–41 (2002)
Nachman, I., Regev, A. & Ramanathan, S. Dissecting timing variability in yeast meiosis. Cell 131, 544–556 (2007)
Acknowledgements
We thank M. Cyert for the CDRE and Crz1 mutant plasmids, K. Cunningham for the Crz1 overexpression plasmid pLE66, J. Stadler for the pGW845 FRET plasmid, S. Ramanathan for image analysis code, and K. Thorn, C.-L. Guo and L. LeBon for technical assistance. We thank U. Alon, M. Carlson, M. Cyert, H. Garcia, R. Kishony, G. Lahav, J.-G. Ojalvo, I. Riedel-Kruse, B. Shraiman, G. Süel, members of the laboratory, and especially N. Friedman for discussions. L.C. is supported by the Beckman Fellows Program at Caltech. This work was supported by National Institutes of Health grants R01GM079771 and P50 GM068763 for National Centers of Systems Biology, and the Packard Foundation.
Author information
Authors and Affiliations
Corresponding author
Supplementary information
Supplementary Information
This file contains Supplementary Materials, Supplementary Figures S1-S18 and Supplementary References (PDF 1019 kb)
Supplementary Movie
This file contains a time-lapse fluorescence movie of Crz1-GFP cells with 150 mM Ca2+ added at the beginning of the movie. (MOV 5739 kb)
Rights and permissions
About this article
Cite this article
Cai, L., Dalal, C. & Elowitz, M. Frequency-modulated nuclear localization bursts coordinate gene regulation. Nature 455, 485–490 (2008). https://doi.org/10.1038/nature07292
Received:
Accepted:
Issue Date:
DOI: https://doi.org/10.1038/nature07292
- Springer Nature Limited
This article is cited by
-
Modulation of transcription factor dynamics allows versatile information transmission
Scientific Reports (2023)
-
Integration of nuclear Ca2+ transients and subnuclear protein shuttling provides a novel mechanism for the regulation of CREB-dependent gene expression
Cellular and Molecular Life Sciences (2023)
-
Frequency modulation of a bacterial quorum sensing response
Nature Communications (2022)
-
Microfluidic chip for precise trapping of single cells and temporal analysis of signaling dynamics
Communications Engineering (2022)
-
CRZ1 transcription factor is involved in cell survival, stress tolerance, and virulence in fungi
Journal of Biosciences (2022)