Abstract
In Escherichia coli, an enzyme called Hmp is a key contributor to the detoxification of nitric oxide (NO). In the absence of NO, the transcription of the hmp gene is repressed by an iron-sulfur protein called FNR. NO damages the iron-sulfur cluster of FNR, weakening the repression of hmp and allowing expression of Hmp to high levels. A delayed mass-action model for the Hmp-FNR network has been developed. This model has 33 parameters, all but three of which were estimated. One of the unknown parameters, the rate of NO inflow into the cell’s cytoplasm, was used as a control parameter in a study of the steady-state structure of this model. This study revealed bistability across a wide range of inflow rates, oxygen concentrations, and values of the unknown parameters. The bistability is caused by substrate inhibition of Hmp by NO, which allows for a high-NO steady state, which would likely be lethal, to coexist with a biologically desirable low-NO steady state.
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References
Aguda, B.D.: Emergent properties of coupled enzyme reaction systems. 1. Switching and clustering behaviour. Biophys. Chem. 61, 1–7 (1996)
an der Heiden, U.: Delays in physiological systems. J. Math. Biol. 8, 345–364 (1979)
Bakshi, S., Siryaporn, A., Goulian, M., Weisshaar, J.C.: Superresolution imaging of ribosomes and RNA polymerase in live Escherichia coli cells. Mol. Microbiol. 85, 21–38 (2012)
Barrio, M., Burrage, K., Leier, A., Tian, T.: Oscillatory regulation of Hes1: discrete stochastic delay modelling and simulation. PLoS Comput. Biol. 2, e117 (2006)
Bennett, B.D., Kimball, E.H., Gao, M., Osterhout, R., Van Dien, S.J., Rabinowitz, J.D.: Absolute metabolite concentrations and implied enzyme active site occupancy in Escherichia coli. Nat. Chem. Biol. 5, 593–599 (2009)
Bliss, R.D.: Analysis of the Dynamic Behavior of the Tryptophan Operon of Escherichia coli: The Functional Significance of Feedback Inhibition. PhD Thesis, University of California Riverside (1979)
Bratsun, D., Volfson, D., Tsimring, L.S., Hasty, J.: Delay-induced stochastic oscillations in gene regulation. Proc. Natl. Acad. Sci. USA 102, 14593–14598 (2005)
Chen, H., Shiroguchi, K., Ge, H., Xie, X.S.: Genome-wide study of mRNA degradation and transcript elongation in Escherichia coli. Mol. Syst. Biol. 11, 781 (2015). Errata: Mol. Syst. Biol. 11, 808 (2015)
Crack, J.C., Stapleton, M.R., Green, J., Thomson, A.J., Le Brun, N.E.: Mechanism of [4Fe-4S](Cys)\(_4\) cluster nitrosylation is conserved among NO-responsive regulators. J. Biol. Chem. 288, 11492–11502 (2013)
Crack, J.C., Stapleton, M.R., Green, J., Thomson, A.J., Le Brun, N.E.: Influence of association state and DNA binding on the O\(_2\)-reactivity of [4Fe-4S] fumarate and nitrate reduction (FNR) regulator. Biochem. J. 463, 83–92 (2014)
Crack, J.C., Svistunenko, D.A., Munnoch, J., Thomson, A.J., Hutchings, M.I., Le Brun, N.E.: Differentiated, promoter-specific response of [4Fe-4S] NsrR DNA binding to reaction with nitric oxide. J. Biol. Chem. 291, 8663–8672 (2016)
Cruz-Ramos, H., Crack, J., Wu, G., Hughes, M.N., Scott, C., Thomson, A.J., Green, J., Poole, R.K.: NO sensing by FNR: regulation of the Escherichia coli NO-detoxifying flavohaemoglobin, Hmp. EMBO J. 21, 3235–3244 (2002)
Degn, H.: Bistability caused by substrate inhibition of peroxidase in an open reaction. Nature 217, 1047–1050 (1968)
Dibden, D.P., Green, J.: In vivo cycling of the Escherichia coli transcription factor FNR between active and inactive states. Microbiology 151, 4063–4070 (2005)
Ermentrout, B.: Simulating, Analyzing, and Animating Dynamical Systems. SIAM, Philadelphia (2002)
Gardner, A.M., Martin, L.A., Gardner, P.R., Dou, Y., Olson, J.S.: Steady-state and transient kinetics of Escherichia coli nitric-oxide dioxygenase (flavohemoglobin). J. Biol. Chem. 275, 12581–12589 (2000)
Gerstle, J.T., Fried, M.G.: Measurement of binding kinetics using the gel electrophoresis mobility shift assay. Electrophoresis 14, 725–731 (1993)
Gibson, M.A., Bruck, J.: Efficient exact stochastic simulation of chemical systems with many species and many channels. J. Phys. Chem. A 104, 1876–1889 (2000)
Grossman, N., Ron, E.Z., Woldringh, C.L.: Changes in cell dimensions during amino acid starvation of Escherichia coli. J. Bacteriol. 152, 35–41 (1982)
Hasona, A., Kim, Y., Healy, F.G., Ingram, L.O., Shanmugam, K.T.: Pyruvate formate lyase and acetate kinase are essential for anaerobic growth of Escherichia coli on xylose. J. Bacteriol. 186, 7593–7600 (2004)
He, G., Shankar, R.A., Chzhan, M., Samouilov, A., Kuppusamy, P., Zweier, J.L.: Noninvasive measurement of anatomic structure and intraluminal oxygenation in the gastrointestinal tract of living mice with spatial and spectral EPR imaging. Proc. Natl. Acad. Sci. USA 96, 4586–4591 (1999)
Hu, Y., Butcher, P.D., Mangan, J.A., Rajandream, M.-A., Coates, A.R.M.: Regulation of hmp gene transcription in Mycobacterium tuberculosis: effects of oxygen limitation and nitrosative and oxidative stress. J. Bacteriol. 181, 3486–3493 (1999)
Kapanidis, A.N., Margeat, E., Ho, S.O., Kortkhonjia, E., Weiss, S., Ebright, R.H.: Initial transcription by RNA polymerase proceeds through a DNA-scrunching mechanism. Science 314, 1144–1147 (2006)
Kennell, D., Riezman, H.: Transcription and translation initiation frequencies of the Escherichia coli lac operon. J. Mol. Biol. 114, 1–21 (1977)
Kennell, D., Talkad, V.: Messenger RNA potential and the delay before exponential decay of messages. J. Mol. Biol. 104, 285–298 (1976)
Kiley, P.J., Beinert, H.: Oxygen sensing by the global regulator, FNR: the role of the iron-sulfur cluster. FEMS Microbiol. Rev. 22, 341–352 (1999)
Lazazzera, B.A., Beinert, H., Khoroshilova, N., Kennedy, M.C., Kiley, P.J.: DNA binding and dimerization of the Fe-S-containing FNR protein from Escherichia coli are regulated by oxygen. J. Biol. Chem. 271, 2762–2768 (1996)
Lloyd-Price, J., Gupta, A., Ribeiro, A.S.: SGNS2: a compartmental stochastic chemical kinetics simulator for dynamic cell populations. Bioinformatics 28, 3004–3005 (2012)
MacDonald, N.: Time lag in a model of a biochemical reaction sequence with end product inhibition. J. Theor. Biol. 67, 549–556 (1977)
Pauling, L.: General Chemistry. Dover, New York (1988)
Poole, R.K.: Nitric oxide and nitrosative stress tolerance in bacteria. Biochem. Soc. Trans. 33, 176–180 (2005)
Poole, R.K., Hughes, M.N.: New functions for the ancient globin family: bacterial responses to nitric oxide and nitrosative stress. Mol. Microbiol. 36, 775–783 (2000)
Potapov, I., Lloyd-Price, J., Yli-Harja, O., Ribeiro, A.S.: Dynamics of a genetic toggle switch at the nucleotide and codon levels. Phys. Rev. E 84, 031903 (2011)
Potapov, I., Mäkelä, J., Yli-Harja, O., Ribeiro, A.S.: Effects of codon sequence on the dynamics of genetic networks. J. Theor. Biol. 315, 17–25 (2012)
Ramsey, S., Orrell, D., Bolouri, H.: Dizzy: stochastic simulation of large-scale genetic regulatory networks. J. Bioinform. Comput. Biol. 3, 415–436 (2005)
Record Jr., M.T., Reznikoff, W.S., Craig, M.L., McQuade, K.L., Schlax, P.J.: Escherichia coli RNA polymerase (\(\rm E\sigma ^{70}\)), promoters, and the kinetics of the steps of transcription initiation. In: Neidhardt, F.C. (ed) Escherichia coli and Salmonella: Cellular and Molecular Biology, vol. 2, 2nd edn, pp. 792–820. ASM Press, Washington (1996)
Rettich, T.R., Battino, R., Wilhelm, E.: Solubility of gases in liquids. 22. High-precision determination of Henry’s law constants of oxygen in liquid water from \(T = 274\,\rm K \) to \(T=328\,\rm K \). J. Chem. Thermodyn. 32, 1145–1156 (2000)
Ribeiro, A.S.: Stochastic and delayed stochastic models of gene expression and regulation. Math. Biosci. 223, 1–11 (2010)
Robinson, J.L., Brynildsen, M.P.: A kinetic platform to determine the fate of nitric oxide in Escherichia coli. PLoS Comput. Biol. 9, e1003049 (2013)
Robinson, J.L., Brynildsen, M.P.: Discovery and dissection of metabolic oscillations in the microaerobic nitric oxide response network of Escherichia coli. Proc. Natl. Acad. Sci. USA 113, E1757–E1766 (2016)
Rodionov, D.A., Dubchak, I.L., Arkin, A.P., Alm, E.J., Gelfrand, M.S.: Dissimilatory metabolism of nitrogen oxides in bacteria: Comparative reconstruction of transcriptional networks. PLoS Comput. Biol. 1, e55 (2005)
Roussel, M.R.: The use of delay differential equations in chemical kinetics. J. Phys. Chem. 100, 8323–8330 (1996)
Roussel, M.R., Zhu, R.: Stochastic kinetics description of a simple transcription model. Bull. Math. Biol. 68, 1681–1713 (2006)
Roussel, M.R., Zhu, R.: Validation of an algorithm for delay stochastic simulation of transcription and translation in prokaryotic gene expression. Phys. Biol. 3, 274–284 (2006)
Seelig, F.F., Denzel, B.: Hysteresis without autocatalysis: Simple enzyme systems as possible binary memory elements. FEBS Lett. 24, 283–286 (1972)
Shamir, M., Bar-On, Y., Phillips, R., Milo, R.: Snapshot: Timescales in cell biology. Cell 164, 1302 (2016)
Skancke, J., Bar, N., Kuiper, M., Hsu, L.M.: Sequence-dependent promoter escape efficiency is strongly influenced by bias for the pretranslocated state during initial transcription. Biochemistry 54, 4267–4275 (2015)
Sutton, V.R., Mettert, E.L., Beinert, H., Kiley, P.J.: Kinetic analysis of the oxidative conversion of the [4Fe-4S]\(^{2+}\) cluster of FNR to a [2Fe-2S]\(^{2+}\) cluster. J. Bacteriol. 186, 8018–8025 (2004)
Taylor, S.R., Campbell, S.A.: Approximating chaotic saddles for delay differential equations. Phys. Rev. E 75, 046215 (2007)
Tolla, D.A., Savageau, M.A.: Regulation of aerobic-to-anaerobic transitions by the FNR cycle in Escherichia coli. J. Mol. Biol. 397, 893–905 (2010)
Tolla, D.A., Kiley, P.J., Lomnitz, J.G., Savageau, M.A.: Design principles of a conditional futile cycle exploited for regulation. Mol. Biosyst. 11, 1841–1849 (2015)
Vasudevan, S.G., Armarego, W.L.F., Shaw, D.C., Lilley, P.E., Dixon, N.E., Poole, R.K.: Isolation and nucleotide sequence of the hmp gene that encodes a haemoglobin-like protein in Escherichia coli K-12. Mol. Gen. Genet. 226, 49–58 (1991)
Wang, Z., Han, Q.-Q., Zhou, M.-T., Chen, X., Guo, L.: Protein turnover analysis in Salmonella Typhimurium during infection by dynamic SILAC, Topograph, and quantitative proteomics. J. Basic Microbiol. 56, 801–811 (2016)
Wei, J., Kuo, J.C.W.: A lumping analysis in monomolecular reaction systems. Analysis of the exactly lumpable system. Ind. Eng. Chem. Fundam. 8, 114–123 (1969)
Xu, L., Chen, H., Hu, X., Zhang, R., Zhang, Z., Luo, Z.W.: Average gene length is highly conserved in prokaryotes and eukaryotes and diverges only between the two kingdoms. Mol. Biol. Evol. 23, 1107–1108 (2006)
Young, R., Bremer, H.: Polypeptide-chain-elongation rate in Escherichia coli B/r as a function of growth rate. Biochem. J. 160, 185–194 (1976)
Acknowledgements
I would like to thank Professor Nick Le Brun of the University of East Anglia for answering some of my questions about this system. This work was supported by the Natural Sciences and Engineering Research Council of Canada.
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Roussel, M.R. (2019). A Delayed Mass-Action Model for the Transcriptional Control of Hmp, an NO Detoxifying Enzyme, by the Iron-Sulfur Protein FNR. In: Valmorbida, G., Seuret, A., Boussaada, I., Sipahi, R. (eds) Delays and Interconnections: Methodology, Algorithms and Applications. Advances in Delays and Dynamics, vol 10. Springer, Cham. https://doi.org/10.1007/978-3-030-11554-8_14
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