Abstract
Glycerol bioconversion to 1,3-propanediol (1,3-PD) by Klebsiella pneumoniae (K. pneumoniae) can be characterized by an intricate network of interactions among biochemical fluxes, metabolic compounds, key enzymes and genetic regulatory. To date, there still exist some uncertain factors in this complex network because of the limitation in bio-techniques, especially in measuring techniques for intracellular substances. In this paper, among these uncertain factors, we aim to infer the transport mechanisms of glycerol and 1,3-PD across the cell membrane, which have received intensive interest in recent years. On the basis of different inferences of the transport mechanisms, we reconstruct various metabolic networks correspondingly and subsequently develop their dynamical systems (S-systems). To determine the most reasonable metabolic network from all possible ones, we establish a quantitative definition of biological robustness and undertake parameter identification and robustness analysis for each system. Numerical results show that it is most possible that both glycerol and 1,3-PD pass the cell membrane by active transport and passive diffusion.
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Zeng, A.P., Rose, A., Biebl, H., Tag, C., Guenzel, B., Deckwer, W.D.: Multiple product inhibition and growth modeling of Clostridium butyricum and Klebsiella pneumoniae in ferentation. Biotechnol. Bioeng. 44, 902–911 (1994)
Zeng, A.P., Deckwer, W.D.: A kinetic model for substrate and energy comsumption of microbial growth under substrate-sufficient conditions. Biotechnol. Prog. 11, 71–79 (1995)
Zeng, A.P.: A kinetic model for product formation of microbial and mammalian cells. Biotechnol. Bioeng. 46, 314–324 (1995)
Biebl, H., Menzel, K., Zeng, A.P., Deckwer, W.D.: Microbial production of 1,3-propanedial. Appl. Microbiol. Biotechnol. 52, 289–297 (1999)
Sun, J., van den Heuvel, J., Soucaille, P., Qu, Y., Zeng, A.P.: Comparative genomic analysis of dha regulon and related genes for anaerobic gelycerol metabolism in bacteria. Biotechnol. Prog. 19, 263–272 (2003)
Qu, H.J., Wang, F.H., Tian, P.F., Tan, T.W.: Cloning of 1,3-propanediol oxidoreductase gene from Klebsiella pneumoniae and preliminary study on its expression conditions. Industrial Microbiology 37(1), 25–29 (2008)
Tian, P.F., Tan, T.W.: Genetic modification of Klebsiella pneumoniae for increasing 1,3-propanediol production. Chemical Industry and Engineering Progress 27(3), 322–325 (2008)
Sun, Y.Q., Qia, W.T., Teng, H., Xiu, Z.L., Zeng, A.P.: Mathematical modeling of glycerol fermentation by Klebsiellapneumoniae: Concerning enzyme-catalytic reductive pathway and transport of glycerol and 1,3-propanediol across cell membrane. Biochem. Eng. J. 38(1), 22–32 (2008)
Kitano, H.: Biological robustness. Nat. Rev. Genetic 5(11), 826–837 (2004)
Kitano, H.: Towards a theory of biological robustness. Mol. Sys. Biol. 3 (2007)
Barkai, N., Leibler, S.: Robustness in simple biochemical networks. Nature 387, 913–917 (1997)
Bhalla, U.S., Iyengar, R.: Robustness of the bistable behavior of a biological signaling feedback loop. Chaos 11, 221–226 (2001)
von Dassow, G., Meir, E., Munro, E.M., Odell, G.M.: The segment polarity network is a robust developmental module. Nature 406, 188–192 (2000)
Tian, T.H.: Robustness of mathematical models for biological systems. Austral. Mathematical Soc. 45(E), 565–577 (2004)
Chen, B.S., Wang, Y.C., Wu, W.S., Li, W.H.: A new measure of the robustness of biochemical networks. Bioinformatics 21(11), 2698–2705 (2005)
Alon, U., Surette, M.G., Barkai, N., Leibler, S.: Robustness in bacterial chemotaxis. Nature 397, 168–171 (1999)
Kitano, H.: Cancer as a robust system: implications for anticancer therapy. Nat. Rev. Cancer 4(3), 227–235 (2004)
Stelling, J., Sauer, U., Szallasi, Z., Doyle, F.J., Doyle, J.: Robustness of cellular functions. Cell 118(6), 675–685 (2004)
Zeng, A.P.: Quantitative Zellphysiologie, Metabolic Engineering und Modellierung der Glycerinfermentation zu 1,3-Propandiol, Habilitationschrift, Technical University of Braunschweig, Germany (2000)
Savageau, M.A.: Biochemical systems analysis, II. The steady-state solutions for an n-pool system using a power-law approximation. J. Theor. Biol. 25, 370–379 (1969)
Zhang, S.H., Zui, G.: A real-coded adaptive genetic algorithm and its application reseatch in thermal process identification. Chin. Soc. for Elec. Eng. 24(2), 210–214 (2004)
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© 2009 ICST Institute for Computer Science, Social Informatics and Telecommunications Engineering
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Ye, J., Feng, E., Wang, L., Xiu, Z., Sun, Y. (2009). Modeling and Robustness Analysis of Biochemical Networks of Glycerol Metabolism by Klebsiella Pneumoniae . In: Zhou, J. (eds) Complex Sciences. Complex 2009. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, vol 4. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-02466-5_44
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DOI: https://doi.org/10.1007/978-3-642-02466-5_44
Publisher Name: Springer, Berlin, Heidelberg
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