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Banaji M, Boros B, Hofbauer J. Bifurcations in planar, quadratic mass-action networks with few reactions and low molecularity. NONLINEAR DYNAMICS 2024; 112:21425-21448. [PMID: 39399442 PMCID: PMC11466909 DOI: 10.1007/s11071-024-10068-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/01/2024] [Accepted: 07/22/2024] [Indexed: 10/15/2024]
Abstract
In this paper we study bifurcations in mass-action networks with two chemical species and reactant complexes of molecularity no more than two. We refer to these as planar, quadratic networks as they give rise to (at most) quadratic differential equations on the nonnegative quadrant of the plane. Our aim is to study bifurcations in networks in this class with the fewest possible reactions, and the lowest possible product molecularity. We fully characterise generic bifurcations of positive equilibria in such networks with up to four reactions, and product molecularity no higher than three. In these networks we find fold, Andronov-Hopf, Bogdanov-Takens and Bautin bifurcations, and prove the non-occurrence of any other generic bifurcations of positive equilibria. In addition, we present a number of results which go beyond planar, quadratic networks. For example, we show that mass-action networks without conservation laws admit no bifurcations of codimension greater than m - 2 , where m is the number of reactions; we fully characterise quadratic, rank-one mass-action networks admitting fold bifurcations; and we write down some necessary conditions for Andronov-Hopf and cusp bifurcations in mass-action networks. Finally, we draw connections with a number of previous results in the literature on nontrivial dynamics, bifurcations, and inheritance in mass-action networks.
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Affiliation(s)
- Murad Banaji
- Mathematical Institute, University of Oxford, Oxford, UK
| | - Balázs Boros
- Department of Mathematics, University of Vienna, Vienna, Austria
| | - Josef Hofbauer
- Department of Mathematics, University of Vienna, Vienna, Austria
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2
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Maćešić S, Novakovic K. Diffusion-driven instabilities in the BT-GN oscillatory carbonylation reaction network. CHAOS (WOODBURY, N.Y.) 2024; 34:073152. [PMID: 39047161 DOI: 10.1063/5.0211536] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/31/2024] [Accepted: 07/01/2024] [Indexed: 07/27/2024]
Abstract
This study explores the role of diffusion in creating instabilities in the Bruk Temkin-Gorodsky Novakovic (BT-GN) oscillatory carbonylation reaction network. Stoichiometric network analysis and numerical methods revealed the presence of two destabilizing feedback cycles responsible for these instabilities. Analysis of a spatially uniform system showed that the saddle-node bifurcation can be simulated within the reaction network. The introduction of diffusion results in two types of instabilities: one occurs when a spatially uniform system is already unstable, leading to a reaction-diffusion front; and another involves diffusion-driven instabilities where introducing diffusion destabilizes a stable spatially uniform system. Slower PdI2 diffusion plays a key role in inducing these instabilities. Equations describing conditions for the emergence of the instabilities in both cases were derived.
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Affiliation(s)
- Stevan Maćešić
- Faculty of Physical Chemistry, University of Belgrade, Studentski trg 12-16, Belgrade, Serbia
| | - Katarina Novakovic
- School of Engineering, Newcastle University, Newcastle upon Tyne NE1 7RU, United Kingdom
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3
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Ribó JM, Hochberg D. Physical Chemistry Models for Chemical Research in the XXth and XXIst Centuries. ACS PHYSICAL CHEMISTRY AU 2024; 4:122-134. [PMID: 38560750 PMCID: PMC10979499 DOI: 10.1021/acsphyschemau.3c00057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/12/2023] [Revised: 12/22/2023] [Accepted: 12/22/2023] [Indexed: 04/04/2024]
Abstract
Thermodynamic hypotheses and models are the touchstone for chemical results, but the actual models based on time-invariance, which have performed efficiently in the development of chemistry, are nowadays invalid for the interpretation of the behavior of complex systems exhibiting nonlinear kinetics and with matter and energy exchange flows with the surroundings. Such fields of research will necessarily foment and drive the use of thermodynamic models based on the description of irreversibility at the macroscopic level, instead of the current models which are strongly anchored in microreversibility.
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Affiliation(s)
- Josep M. Ribó
- Department
of Inorganic and Organic Chemistry, University
of Barcelona, c. Martí i Franquès 1, 08028 Barcelona, Catalonia, Spain
- Institute
of Cosmos Science (IEEC-UB), c. Martí i Franquès 1, 08028 Barcelona, Catalonia, Spain
| | - David Hochberg
- Department
of Molecular Evolution, Centro de Astrobiología
(CSIC-INTA), E-28850 Torrejón de Ardóz, Madrid, Spain
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4
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Sivan D, Meron E, Kinast S. Stability and bifurcation analysis of Generation IV reactors via point reactor models with temperature reactivity feedback. PROGRESS IN NUCLEAR ENERGY 2023. [DOI: 10.1016/j.pnucene.2023.104674] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/05/2023]
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Kolar-Anić L, Čupić Ž, Maćešić S, Ivanović-Šašić A, Dietrich JW. Modelling of the thyroid hormone synthesis as a part of nonlinear reaction mechanism with feedback. Comput Biol Med 2023; 160:106980. [PMID: 37141650 DOI: 10.1016/j.compbiomed.2023.106980] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 04/04/2023] [Accepted: 04/23/2023] [Indexed: 05/06/2023]
Abstract
The synthesis of thyroid hormones in the hypothalamic-pituitary-thyroid (HPT) axis was studied. For this purpose, a reaction model for HPT axis with stoichiometric relations between the main reaction species was postulated. Using the law of mass action, this model has been transformed into a set of nonlinear ordinary differential equations. This new model has been examined by stoichiometric network analysis (SNA) with the aim to see if it possesses the ability to reproduce oscillatory ultradian dynamics founded on the internal feedback mechanism. In particular, a feedback regulation of TSH production based on the interplay between TRH, TSH, somatostatin and thyroid hormones was proposed. Besides, the ten times larger amount of produced T4 with respect to T3 in the thyroid gland was successfully simulated. The properties of SNA in combination with experimental results, were used to determine the unknown parameters (19 rate constants of particular reaction steps) necessary for numerical investigations. The steady-state concentrations of 15 reactive species were tuned to be consistent with the experimental data. The predictive potential of the proposed model was illustrated on numerical simulations of somatostatin influence on TSH dynamics investigated experimentally by Weeke et al. in 1975. In addition, all programs for SNA analysis were adapted for this kind of a large model. The procedure of calculating rate constants from steady-state reaction rates and very limited available experimental data was developed. For this purpose, a unique numerical method was developed to fine-tune model parameters while preserving the fixed rate ratios and using the magnitude of the experimentally known oscillation period as the only target value. The postulated model was numerically validated by perturbation simulations with somatostatin infusion and the results were compared with experiments available in literature. Finally, as far as we know, this reaction model with 15 variables is the most dimensional one that have been analysed mathematically to obtain instability region and oscillatory dynamic states. Among the existing models of thyroid homeostasis this theory represents a new class that may improve our understanding of basic physiological processes and helps to develop new therapeutic approaches. Additionally, it may pave the way to improved diagnostic methods for pituitary and thyroid disorders.
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Affiliation(s)
| | - Željko Čupić
- University of Belgrade, Institute of Chemistry, Technology and Metallurgy, Department of Catalysis and Chemical Engineering, Serbia.
| | - Stevan Maćešić
- University of Belgrade, Faculty of Physical Chemistry, Serbia
| | - Ana Ivanović-Šašić
- University of Belgrade, Institute of Chemistry, Technology and Metallurgy, Department of Catalysis and Chemical Engineering, Serbia
| | - Johannes W Dietrich
- Diabetes, Endocrinology and Metabolism Section, Department of Internal Medicine I, St. Josef Hospital, Ruhr University Bochum, Bochum, NRW, Germany; Diabetes Centre Bochum/Hattingen, St. Elisabeth Hospital Blankenstein, Hattingen, NRW, Germany; Centre for Rare Endocrine Diseases, Ruhr Centre for Rare Diseaeses (CeSER), Ruhr University of Bochum and Witten/Herdecke University, Bochum, NRW, Germany; Centre for Diabetes Technology, Catholic Hospitals Bochum, Hattingen, NRW, Germany
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Maćešić S, Tóth Á, Horváth D. Origins of oscillatory dynamics in the model of reactive oxygen species in the rhizosphere. J Chem Phys 2021; 155:175102. [PMID: 34742207 DOI: 10.1063/5.0062139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Oscillatory processes are essential for normal functioning and survival of biological systems, and reactive oxygen species have a prominent role in many of them. A mechanism representing the dynamics of these species in the rhizosphere is analyzed using stoichiometric network analysis with the aim to determine its capabilities to simulate various dynamical states, including oscillations. A detailed analysis has shown that unstable steady states result from four destabilizing feedback cycles, among which the cycle involving hydroquinone, an electron acceptor, and its semi-reduced form is the dominant one responsible for the existence of saddle-node and Andronov-Hopf bifurcations. This requires a higher steady-state concentration for the reduced electron acceptor compared to that of the remaining species, where the level of oxygen steady-state concentration determines whether the Andronov-Hopf or saddle-node bifurcation will occur.
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Affiliation(s)
- Stevan Maćešić
- Department of Physical Chemistry and Materials Science, University of Szeged, Rerrich Béla tér 1, 6720 Szeged, Hungary
| | - Ágota Tóth
- Department of Physical Chemistry and Materials Science, University of Szeged, Rerrich Béla tér 1, 6720 Szeged, Hungary
| | - Dezső Horváth
- Department of Applied and Environmental Chemistry, University of Szeged, Rerrich Béla tér 1, 6720 Szeged, Hungary
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Čupić Ž, Maćešić S, Novakovic K, Anić S, Kolar-Anić L. Stoichiometric network analysis of a reaction system with conservation constraints. CHAOS (WOODBURY, N.Y.) 2018; 28:083114. [PMID: 30180608 DOI: 10.1063/1.5026791] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/23/2018] [Accepted: 07/26/2018] [Indexed: 06/08/2023]
Abstract
Stoichiometric Network Analysis (SNA) is a powerful method that can be used to examine instabilities in modelling a broad range of reaction systems without knowing the explicit values of reaction rate constants. Due to a lack of understanding, SNA is rarely used and its full potential is not yet fulfilled. Using the oscillatory carbonylation of a polymeric substrate [poly(ethylene glycol)methyl ether acetylene] as a case study, in this work, we consider two mathematical methods for the application of SNA to the reaction models when conservation constraints between species have an important role. The first method takes conservation constraints into account and uses only independent intermediate species, while the second method applies to the full set of intermediate species, without the separation of independent and dependent variables. Both methods are used for examination of steady state stability by means of a characteristic polynomial and related Jacobian matrix. It was shown that both methods give the same results. Therefore, as the second method is simpler, we suggest it as a more straightforward method for the applications.
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Affiliation(s)
- Željko Čupić
- Centre of Catalysis and Chemical Engineering, Institute of Chemistry, Technology and Metallurgy, University of Belgrade, Njegoševa 12, 11000 Belgrade, Serbia
| | - Stevan Maćešić
- Faculty of Physical Chemistry, University of Belgrade, Studentski trg 12, 11000 Belgrade, Serbia
| | - Katarina Novakovic
- School of Engineering, Newcastle University, Merz Court, Newcastle upon Tyne NE1 7RU, United Kingdom
| | - Slobodan Anić
- Centre of Catalysis and Chemical Engineering, Institute of Chemistry, Technology and Metallurgy, University of Belgrade, Njegoševa 12, 11000 Belgrade, Serbia
| | - Ljiljana Kolar-Anić
- Faculty of Physical Chemistry, University of Belgrade, Studentski trg 12, 11000 Belgrade, Serbia
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Okada T, Tsai JC, Mochizuki A. Structural bifurcation analysis in chemical reaction networks. Phys Rev E 2018; 98:012417. [PMID: 30110840 DOI: 10.1103/physreve.98.012417] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2017] [Indexed: 06/08/2023]
Abstract
In living cells, chemical reactions form complex networks. Dynamics arising from such networks are the origins of biological functions. We propose a mathematical method to analyze bifurcation behaviors of network systems using their structures alone. Specifically, a whole network is decomposed into subnetworks, and for each of them the bifurcation condition can be studied independently. Further, parameters inducing bifurcations and chemicals exhibiting bifurcations can be determined on the network. We illustrate our theory using hypothetical and real networks.
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Affiliation(s)
- Takashi Okada
- iTHEMS Program, RIKEN, Wako 351-0198, Japan
- Theoretical Biology Laboratory, RIKEN, Wako 351-0198, Japan
| | - Je-Chiang Tsai
- Department of Mathematics, National Tsing Hua University, Hsinchu 300, Taiwan
- National Center for Theoretical Sciences, National Taiwan University, Taipei 106, Taiwan
| | - Atsushi Mochizuki
- iTHEMS Program, RIKEN, Wako 351-0198, Japan
- Theoretical Biology Laboratory, RIKEN, Wako 351-0198, Japan
- Laboratory of Mathematical Biology, Institute for Frontier Life and Medical Sciences, Kyoto University, Kyoto 606-8507, Japan
- CREST, JST, Kawaguchi 332-0012, Japan
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9
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Schmitz G. Historical overview of the oscillating reactions. Contribution of Professor Slobodan Anić. REACTION KINETICS MECHANISMS AND CATALYSIS 2016. [DOI: 10.1007/s11144-015-0968-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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10
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Bifurcation analysis of the reduced model of the Bray–Liebhafsky reaction. REACTION KINETICS MECHANISMS AND CATALYSIS 2016. [DOI: 10.1007/s11144-016-1000-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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11
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Marković VM, Čupić Ž, Maćešić S, Stanojević A, Vukojević V, Kolar-Anić L. Modelling cholesterol effects on the dynamics of the hypothalamic–pituitary–adrenal (HPA) axis. MATHEMATICAL MEDICINE AND BIOLOGY-A JOURNAL OF THE IMA 2014; 33:1-28. [DOI: 10.1093/imammb/dqu020] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/30/2013] [Accepted: 09/09/2014] [Indexed: 02/04/2023]
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12
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Marković VM, Čupić Ž, Ivanović A, Kolar-Anić L. The stability of the extended model of hypothalamic-pituitary-adrenal axis examined by stoichiometric network analysis. RUSSIAN JOURNAL OF PHYSICAL CHEMISTRY A 2011. [DOI: 10.1134/s0036024411130115] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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13
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Oscillations in Biochemical Reaction Networks Arising from Pairs of Subnetworks. Bull Math Biol 2011; 73:2277-304. [DOI: 10.1007/s11538-010-9620-6] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2009] [Accepted: 12/10/2010] [Indexed: 11/26/2022]
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14
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Improvement of the stoichiometric network analysis for determination of instability conditions of complex nonlinear reaction systems. Chem Eng Sci 2010. [DOI: 10.1016/j.ces.2010.03.008] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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15
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Abstract
We discuss and review different ways to map cellular components and their temporal interaction with other such components to different non-spatially explicit mathematical models. The essential choices made in the literature are between discrete and continuous state spaces, between rule and event-based state updates and between deterministic and stochastic series of such updates. The temporal modelling of cellular regulatory networks (dynamic network theory) is compared with static network approaches in two first introductory sections on general network modelling. We concentrate next on deterministic rate-based dynamic regulatory networks and their derivation. In the derivation, we include methods from multiscale analysis and also look at structured large particles, here called macromolecular machines. It is clear that mass-action systems and their derivatives, i.e. networks based on enzyme kinetics, play the most dominant role in the literature. The tools to analyse cellular reaction networks are without doubt most complete for mass-action systems. We devote a long section at the end of the review to make a comprehensive review of related tools and mathematical methods. The emphasis is to show how cellular reaction networks can be analysed with the help of different associated graphs and the dissection into modules, i.e. sub-networks.
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16
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Schmitz G, Kolar-Anić LZ, Anić SR, Čupić ŽD. Stoichiometric Network Analysis and Associated Dimensionless Kinetic Equations. Application to a Model of the Bray−Liebhafsky Reaction. J Phys Chem A 2008; 112:13452-7. [DOI: 10.1021/jp8056674] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Guy Schmitz
- Faculté des Sciences Appliquées, Universté Libre de Bruxelles, CP165/63, Av. F. Roosevelt 50, 1050 Bruxelles, Belgium, Faculty of Physical Chemistry, University of Belgrade, P.O.Box 47, 11000 Belgrade, Serbia, and Department of Catalysis and Chemical Engineering, IChTM, University of Belgrade, Njegoševa 12, 11000 Belgrade, Serbia
| | - Ljiljana Z. Kolar-Anić
- Faculté des Sciences Appliquées, Universté Libre de Bruxelles, CP165/63, Av. F. Roosevelt 50, 1050 Bruxelles, Belgium, Faculty of Physical Chemistry, University of Belgrade, P.O.Box 47, 11000 Belgrade, Serbia, and Department of Catalysis and Chemical Engineering, IChTM, University of Belgrade, Njegoševa 12, 11000 Belgrade, Serbia
| | - Slobodan R. Anić
- Faculté des Sciences Appliquées, Universté Libre de Bruxelles, CP165/63, Av. F. Roosevelt 50, 1050 Bruxelles, Belgium, Faculty of Physical Chemistry, University of Belgrade, P.O.Box 47, 11000 Belgrade, Serbia, and Department of Catalysis and Chemical Engineering, IChTM, University of Belgrade, Njegoševa 12, 11000 Belgrade, Serbia
| | - Željko D. Čupić
- Faculté des Sciences Appliquées, Universté Libre de Bruxelles, CP165/63, Av. F. Roosevelt 50, 1050 Bruxelles, Belgium, Faculty of Physical Chemistry, University of Belgrade, P.O.Box 47, 11000 Belgrade, Serbia, and Department of Catalysis and Chemical Engineering, IChTM, University of Belgrade, Njegoševa 12, 11000 Belgrade, Serbia
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17
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Bistability and oscillations in chemical reaction networks. J Math Biol 2008; 59:467-501. [DOI: 10.1007/s00285-008-0234-7] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2008] [Indexed: 11/26/2022]
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18
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Mincheva M, Roussel MR. Graph-theoretic methods for the analysis of chemical and biochemical networks. I. Multistability and oscillations in ordinary differential equation models. J Math Biol 2007; 55:61-86. [PMID: 17541594 DOI: 10.1007/s00285-007-0099-1] [Citation(s) in RCA: 64] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2005] [Revised: 03/15/2007] [Indexed: 11/30/2022]
Abstract
A chemical mechanism is a model of a chemical reaction network consisting of a set of elementary reactions that express how molecules react with each other. In classical mass-action kinetics, a mechanism implies a set of ordinary differential equations (ODEs) which govern the time evolution of the concentrations. In this article, ODE models of chemical kinetics that have the potential for multiple positive equilibria or oscillations are studied. We begin by considering some methods of stability analysis based on the digraph of the Jacobian matrix. We then prove two theorems originally given by A. N. Ivanova which correlate the bifurcation structure of a mass-action model to the properties of a bipartite graph with nodes representing chemical species and reactions. We provide several examples of the application of these theorems.
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Affiliation(s)
- Maya Mincheva
- Department of Chemistry and Biochemistry, University of Lethbridge, Lethbridge, Alberta, Canada.
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19
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Stemwedel JD, Ross J, Schreiber I. Formulation of Oscillatory Reaction Mechanisms by Deduction from Experiments. ADVANCES IN CHEMICAL PHYSICS 2007. [DOI: 10.1002/9780470141489.ch5] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/07/2023]
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Abstract
This paper reviews recent developments in the field of nonlinear chemical kinetics. Five topics are dealt with: (a) new approaches to complex reaction mechanisms, stoichiometric network analysis, classification of chemical oscillators and formulation of their mechanisms by deduction from experiments, and correlation metric construction of reaction pathways from measurements; (b) thermodynamic and stochastic theory of nonequilibrium processes, the eikonal approximation, the evaluation of stochastic potentials, experimental tests of the thermodynamic and stochastic theory of relative stability, and fluctuation-dissipation relations in nonequilibrium chemical systems; (c) chemical kinetics and cellular automata and lattice gas automata; (d) theoretical approaches and experimental studies of stochastic resonance in chemical kinetics; and (e) rate processes in disordered systems, stochastic Liouville equations, stretched exponential relaxation in disordered systems, and universality classes for rate processes in systems with static or dynamic disorder.
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Affiliation(s)
- J Ross
- Department of Chemistry, Stanford University, Stanford, CA 94305-5080, USA.
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Krylov SN, Dunford HB. Detailed Model of the Peroxidase-Catalyzed Oxidation of Indole-3-Acetic Acid at Neutral pH. ACTA ACUST UNITED AC 1996. [DOI: 10.1021/jp9522270] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Affiliation(s)
- Sergey N. Krylov
- Department of Chemistry, University of Alberta, Edmonton, Alberta, Canada T6G 2G2
| | - H. Brian Dunford
- Department of Chemistry, University of Alberta, Edmonton, Alberta, Canada T6G 2G2
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22
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Koper MTM. Some simple bifurcation sets of an extended Van der Pol model and their relation to chemical oscillators. J Chem Phys 1995. [DOI: 10.1063/1.469253] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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