Abstract
Whole-cell biocatalysts have proven a tractable path toward sustainable production of bulk and fine chemicals. Yet the screening of libraries of cellular designs to identify best-performing biocatalysts is most often a low-throughput endeavor. For this reason, the development of biosensors enabling real-time monitoring of production has attracted attention. Here we applied systematic engineering of multiple parameters to search for a general biosensor design in the budding yeast Saccharomyces cerevisiae based on small-molecule binding transcriptional activators from the prokaryote superfamily of LysR-type transcriptional regulators (LTTRs). We identified a design supporting LTTR-dependent activation of reporter gene expression in the presence of cognate small-molecule inducers. As proof of principle, we applied the biosensors for in vivo screening of cells producing naringenin or cis,cis-muconic acid at different levels, and found that reporter gene output correlated with production. The transplantation of prokaryotic transcriptional activators into the eukaryotic chassis illustrates the potential of a hitherto untapped biosensor resource useful for biotechnological applications.
This is a preview of subscription content, access via your institution
Access options
Subscribe to this journal
Receive 12 print issues and online access
$259.00 per year
only $21.58 per issue
Buy this article
- Purchase on Springer Link
- Instant access to full article PDF
Prices may be subject to local taxes which are calculated during checkout
Similar content being viewed by others
Accession codes
References
Jakočiūnas, T., Jensen, M.K. & Keasling, J.D. CRISPR/Cas9 advances engineering of microbial cell factories. Metab. Eng. 34, 44–59 (2016).
Esvelt, K.M. & Wang, H.H. Genome-scale engineering for systems and synthetic biology. Mol. Syst. Biol. 9, 641 (2013).
Elowitz, M.B. & Leibler, S. A synthetic oscillatory network of transcriptional regulators. Nature 403, 335–338 (2000).
Wang, B., Barahona, M. & Buck, M. Amplification of small molecule-inducible gene expression via tuning of intracellular receptor densities. Nucleic Acids Res. 43, 1955–1964 (2015).
Farzadfard, F. & Lu, T.K. Genomically encoded analog memory with precise in vivo DNA writing in living cell populations. Science 346, 1256272 (2014).
Michener, J.K. & Smolke, C.D. High-throughput enzyme evolution in Saccharomyces cerevisiae using a synthetic RNA switch. Metab. Eng. 14, 306–316 (2012).
Raman, S., Rogers, J.K., Taylor, N.D. & Church, G.M. Evolution-guided optimization of biosynthetic pathways. Proc. Natl. Acad. Sci. USA 111, 17803–17808 (2014).
Choi, J.H. & Ostermeier, M. Rational design of a fusion protein to exhibit disulfide-mediated logic gate behavior. ACS Synth. Biol. 4, 400–406 (2015).
Ausländer, S., Ausländer, D., Müller, M., Wieland, M. & Fussenegger, M. Programmable single-cell mammalian biocomputers. Nature 487, 123–127 (2012).
Khalil, A.S. et al. A synthetic biology framework for programming eukaryotic transcription functions. Cell 150, 647–658 (2012).
Folcher, M., Xie, M., Spinnler, A. & Fussenegger, M. Synthetic mammalian trigger-controlled bipartite transcription factors. Nucleic Acids Res. 41, e134 (2013).
Stanton, B.C. et al. Genomic mining of prokaryotic repressors for orthogonal logic gates. Nat. Chem. Biol. 10, 99–105 (2014).
Gossen, M. & Bujard, H. Tight control of gene expression in mammalian cells by tetracycline-responsive promoters. Proc. Natl. Acad. Sci. USA 89, 5547–5551 (1992).
Stanton, B.C. et al. Systematic transfer of prokaryotic sensors and circuits to mammalian cells. ACS Synth. Biol. 3, 880–891 (2014).
Gilbert, L.A. et al. CRISPR-mediated modular RNA-guided regulation of transcription in eukaryotes. Cell 154, 442–451 (2013).
Gossen, M. et al. Transcriptional activation by tetracyclines in mammalian cells. Science 268, 1766–1769 (1995).
Teo, W.S. & Chang, M.W. Bacterial XylRs and synthetic promoters function as genetically encoded xylose biosensors in Saccharomyces cerevisiae. Biotechnol. J. 10, 315–322 (2015).
Lee, N., Francklyn, C. & Hamilton, E.P. Arabinose-induced binding of AraC protein to araI2 activates the araBAD operon promoter. Proc. Natl. Acad. Sci. USA 84, 8814–8818 (1987).
Shadel, G.S. & Baldwin, T.O. The Vibrio fischeri LuxR protein is capable of bidirectional stimulation of transcription and both positive and negative regulation of the luxR gene. J. Bacteriol. 173, 568–574 (1991).
Lee, D.J., Minchin, S.D. & Busby, S.J.W. Activating transcription in bacteria. Annu. Rev. Microbiol. 66, 125–152 (2012).
Siedler, S., Stahlhut, S.G., Malla, S., Maury, J. & Neves, A.R. Novel biosensors based on flavonoid-responsive transcriptional regulators introduced into Escherichia coli. Metab. Eng. 21, 2–8 (2014).
Maddocks, S.E. & Oyston, P.C.F. Structure and function of the LysR-type transcriptional regulator (LTTR) family proteins. Microbiology 154, 3609–3623 (2008).
Collier, L.S., Gaines, G.L. III & Neidle, E.L. Regulation of benzoate degradation in Acinetobacter sp. strain ADP1 by BenM, a LysR-type transcriptional activator. J. Bacteriol. 180, 2493–2501 (1998).
Suastegui, M. et al. Combining Metabolic Engineering and Electrocatalysis: Application to the Production of Polyamides from Sugar. Angew. Chem. 128, 2414–2419 (2016).
Curran, K.A., Leavitt, J.M., Karim, A.S. & Alper, H.S. Metabolic engineering of muconic acid production in Saccharomyces cerevisiae. Metab. Eng. 15, 55–66 (2013).
Bundy, B.M., Collier, L.S., Hoover, T.R. & Neidle, E.L. Synergistic transcriptional activation by one regulatory protein in response to two metabolites. Proc. Natl. Acad. Sci. USA 99, 7693–7698 (2002).
Wang, M., Li, S. & Zhao, H. Design and engineering of intracellular-metabolite-sensing/regulation gene circuits in Saccharomyces cerevisiae. Biotechnol. Bioeng. 113, 206–215 (2016).
Olesen, J., Hahn, S. & Guarente, L. Yeast HAP2 and HAP3 activators both bind to the CYC1 upstream activation site, UAS2, in an interdependent manner. Cell 51, 953–961 (1987).
McIsaac, R.S., Gibney, P.A., Chandran, S.S., Benjamin, K.R. & Botstein, D. Synthetic biology tools for programming gene expression without nutritional perturbations in Saccharomyces cerevisiae. Nucleic Acids Res. 42, e48 (2014).
Li, W.Z. & Sherman, F. Two types of TATA elements for the CYC1 gene of the yeast Saccharomyces cerevisiae. Mol. Cell. Biol. 11, 666–676 (1991).
Pfeifer, K., Arcangioli, B. & Guarente, L. Yeast HAP1 activator competes with the factor RC2 for binding to the upstream activation site UAS1 of the CYC1 gene. Cell 49, 9–18 (1987).
Lee, M.E., Aswani, A., Han, A.S., Tomlin, C.J. & Dueber, J.E. Expression-level optimization of a multi-enzyme pathway in the absence of a high-throughput assay. Nucleic Acids Res. 41, 10668–10678 (2013).
Peng, H.L., Shiou, S.R. & Chang, H.Y. Characterization of mdcR, a regulatory gene of the malonate catabolic system in Klebsiella pneumoniae. J. Bacteriol. 181, 2302–2306 (1999).
MacLean, A.M., MacPherson, G., Aneja, P. & Finan, T.M. Characterization of the beta-ketoadipate pathway in Sinorhizobium meliloti. Appl. Environ. Microbiol. 72, 5403–5413 (2006).
Laishram, R.S. & Gowrishankar, J. Environmental regulation operating at the promoter clearance step of bacterial transcription. Genes Dev. 21, 1258–1272 (2007).
Maclean, A.M., Haerty, W., Golding, G.B. & Finan, T.M. The LysR-type PcaQ protein regulates expression of a protocatechuate-inducible ABC-type transport system in Sinorhizobium meliloti. Microbiology 157, 2522–2533 (2011).
Chen, W.N. & Tan, K.Y. “Malonate uptake and metabolism in Saccharomyces cerevisiae”. Appl. Biochem. Biotechnol. 171, 44–62 (2013).
Opekarová, M. & Kubín, J. On the unidirectionality of arginine uptake in the yeast Saccharomyces cerevisiae. FEMS Microbiol. Lett. 152, 261–267 (1997).
Rogers, J.K. & Church, G.M. Genetically encoded sensors enable real-time observation of metabolite production. Proc. Natl. Acad. Sci. USA 113, 2388–2393 (2016).
Rikhvanov, E.G., Varakina, N.N., Rusaleva, T.M., Rachenko, E.I. & Voǐnikov, V.K. [The effect of sodium malonate on yeast thermotolerance]. Mikrobiologiia 72, 616–620 (2003).
Koopman, F. et al. De novo production of the flavonoid naringenin in engineered Saccharomyces cerevisiae. Microb. Cell Fact. 11, 155 (2012).
Winkel-Shirley, B. Flavonoid biosynthesis. A colorful model for genetics, biochemistry, cell biology, and biotechnology. Plant Physiol. 126, 485–493 (2001).
Naesby, M. et al. Yeast artificial chromosomes employed for random assembly of biosynthetic pathways and production of diverse compounds in Saccharomyces cerevisiae. Microb. Cell Fact. 8, 45 (2009).
Gupta, R.K., Patterson, S.S., Ripp, S., Simpson, M.L. & Sayler, G.S. Expression of the Photorhabdus luminescens lux genes (luxA, B, C, D, and E) in Saccharomyces cerevisiae. FEMS Yeast Res. 4, 305–313 (2003).
Galloway, K.E., Franco, E. & Smolke, C.D. Dynamically reshaping signaling networks to program cell fate via genetic controllers. Science 341, 1235005 (2013).
Kim, T., Folcher, M., Doaud-El Baba, M. & Fussenegger, M. A synthetic erectile optogenetic stimulator enabling blue-light-inducible penile erection. Angew. Chem. Int. Edn Engl. 54, 5933–5938 (2015).
Zhang, H., Li, Z., Pereira, B. & Stephanopoulos, G. Engineering E. coli-E. coli cocultures for production of muconic acid from glycerol. Microb. Cell Fact. 14, 134 (2015).
Trapnell, C. et al. Differential gene and transcript expression analysis of RNA-seq experiments with TopHat and Cufflinks. Nat. Protoc. 7, 562–578 (2012).
Jensen, N.B. et al. EasyClone: method for iterative chromosomal integration of multiple genes in Saccharomyces cerevisiae. FEMS Yeast Res. 14, 238–248 (2014).
Gietz, R.D. & Schiestl, R.H. Large-scale high-efficiency yeast transformation using the LiAc/SS carrier DNA/PEG method. Nat. Protoc. 2, 38–41 (2007).
Eckert-Boulet, N., Pedersen, M.L., Krogh, B.O. & Lisby, M. Optimization of ordered plasmid assembly by gap repair in Saccharomyces cerevisiae. Yeast 29, 323–334 (2012).
Mikkelsen, M.D. et al. Microbial production of indolylglucosinolate through engineering of a multi-gene pathway in a versatile yeast expression platform. Metab. Eng. 14, 104–111 (2012).
Kildegaard, K.R. et al. Evolution reveals a glutathione-dependent mechanism of 3-hydroxypropionic acid tolerance. Metab. Eng. 26, 57–66 (2014).
Pettersen, E.F. et al. UCSF Chimera--a visualization system for exploratory research and analysis. J. Comput. Chem. 25, 1605–1612 (2004).
Acknowledgements
This work was supported by the Novo Nordisk Foundation and by the European Union Seventh Framework Programme (FP7-KBBE-2013-7-single-stage) under grant agreement no. 613745, Promys (M.E. & S.S.). We acknowledge A. Koza and E. Özdemir for technical assistance.
Author information
Authors and Affiliations
Contributions
M.L.S., T.S., J.D.K. and M.K.J. conceived this project. M.L.S., T.S. and M.K.J. designed all of the experiments. M.L.S., T.S. and D.A. performed all flow cytometry analyses. M.L.S., T.S., D.A., B.J.L., J.Z., K.R.K., S.S., T.J.G. and M.E. constructed all strains and plasmids. M.K. and K.R.K. performed all analytical measurements, and M.K.J. performed the RNA-seq experiment. M.L.S., T.S., M.K.J., I.B., A.S.R. and K.R.K. analyzed the data. M.K.J. wrote the paper.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing financial interests.
Supplementary information
Supplementary Text and Figures
Supplementary Results, Supplementary Figures 1–7 and Supplementary Tables 1–5. (PDF 2914 kb)
Supplementary Dataset 1
RNA-seq gene list. (XLSX 947 kb)
Rights and permissions
About this article
Cite this article
Skjoedt, M., Snoek, T., Kildegaard, K. et al. Engineering prokaryotic transcriptional activators as metabolite biosensors in yeast. Nat Chem Biol 12, 951–958 (2016). https://doi.org/10.1038/nchembio.2177
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1038/nchembio.2177
This article is cited by
-
Quantification and mitigation of byproduct formation by low-glycerol-producing Saccharomyces cerevisiae strains containing Calvin-cycle enzymes
Biotechnology for Biofuels and Bioproducts (2023)
-
Identification of acetic acid sensitive strains through biosensor-based screening of a Saccharomyces cerevisiae CRISPRi library
Microbial Cell Factories (2022)
-
Engineering a two-gene system to operate as a highly sensitive biosensor or a sharp switch upon induction with β-estradiol
Scientific Reports (2022)
-
Biosensor for branched-chain amino acid metabolism in yeast and applications in isobutanol and isopentanol production
Nature Communications (2022)
-
Development of a whole-cell biosensor for detection of antibiotics targeting bacterial cell envelope in Bacillus subtilis
Applied Microbiology and Biotechnology (2022)