Kinetic modelling of plant metabolic pathways
Abstract
This paper provides a review of kinetic modelling of plant metabolic pathways as a tool for analysing their control and regulation. An overview of different modelling strategies is presented, starting with those approaches that only require a knowledge of the network stoichiometry; these are referred to as structural. Flux-balance analysis, metabolic flux analysis using isotope labelling, and elementary mode analysis are briefly mentioned as three representative examples. The main focus of this paper, however, is a discussion of kinetic modelling, which requires, in addition to the stoichiometry, a knowledge of the kinetic properties of the constituent pathway enzymes. The different types of kinetic modelling analysis, namely time-course simulation, steady-state analysis, and metabolic control analysis, are explained in some detail. An overview is presented of strategies for obtaining model parameters, as well as software tools available for simulation of such models. The kinetic modelling approach is exemplified with discussion of three models from the general plant physiology literature. With the aid of kinetic modelling it is possible to perform a control analysis of a plant metabolic system, to identify potential targets for biotechnological manipulation, as well as to ascertain the regulatory importance of different enzymes (including isoforms of the same enzyme) in a pathway. Finally, a framework is presented for extending metabolic models to the whole-plant scale by linking biochemical reactions with diffusion and advective flow through the phloem. Future challenges include explicit modelling of subcellular compartments, as well as the integration of kinetic models on the different levels of the cellular and organizational hierarchy.
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For leaf metabolism, kinetic modeling has mainly focused on photosynthesis and associated processes in the chloroplast.
“For leaf metabolism, this approach has mainly focused on photosynthesis and associated processes in the chloroplast (Rohwer, 2012).”
From Leaf Energy Balance Requires Mitochondrial Respiration and Export of Chloroplast NADPH in the Light (2019) · cites this paper as Rohwer, 2012
Cites
Gibon, Y., Blaesing, O. E., Hannemann, J., Carillo, P., Höhne, M., Hendriks, J. H. M., Palacios, N., Cross, J., Selbig, J., & Stitt, M. (2004) · The Plant Cell · doi:10.1105/tpc.104.025973 · Cited by 552 · see citing works
Zea mays iRS1563: A Comprehensive Genome-Scale Metabolic Reconstruction of Maize Metabolism
Saha, R., Suthers, P. F., & Maranas, C. D. (2011) · PLoS ONE · doi:10.1371/journal.pone.0021784 · Cited by 201 · see citing works
Thermodynamics of enzyme-catalyzed reactions--a database for quantitative biochemistry
Goldberg, R. N., Tewari, Y. B., & Bhat, T. N. (2004) · Bioinformatics · doi:10.1093/bioinformatics/bth314 · Cited by 191 · see citing works
Flux-Balance Modeling of Plant Metabolism
Sweetlove, L. J., & Ratcliffe, R. G. (2011) · Frontiers in Plant Science · doi:10.3389/fpls.2011.00038 · Cited by 137 · see citing works
International alliances for quantitative modeling in systems biology
Kitano, H. (2005) · Molecular Systems Biology · doi:10.1038/msb4100011 · Cited by 38 · see citing works
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Leaf Energy Balance Requires Mitochondrial Respiration and Export of Chloroplast NADPH in the Light
Shameer, S., Ratcliffe, R. G., & Sweetlove, L. J. (2019) · Plant Physiology · doi:10.1104/pp.19.00624 · Cited by 118 · see citing works
- Authors
- Rohwer, J. M.
- Affiliations
- Stellenbosch University (ZA)
- Corresponding author
- Rohwer, Johann M.
- ORCID
- Rohwer, Johann M.
- Venue
- Journal of Experimental Botany
- Publisher
- Oxford University Press (OUP)
- Published
- 2012-03
- Volume
- 63
- Issue
- 6
- Pages
- 2275-2292
- ISSN
- 0022-0957 (ISSN-L)
- 1460-2431
- OpenAlex
- W2119600524
- Cited by
- 106
- References
- 5
- Citations by year
- 2026: 4 · 2025: 4 · 2024: 4 · 2023: 3 · 2022: 4 · 2021: 6 · 2020: 7 · 2019: 8 · 2018: 8 · 2017: 4 · 2016: 5 · 2015: 11 · 2014: 16 · 2013: 13 · 2012: 9
- FWCI
- 1.43
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Experimental Botany (publishedVersion)
- PubMed (publishedVersion)
- SUNScholar (Stellenbosch University) (submittedVersion)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Microbial Metabolic Engineering and Bioproduction
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gene Regulatory Network Analysis
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Bioinformatics and Genomic Networks
- Keywords
- kinetic modeling, plant metabolic pathways, metabolic control analysis, enzyme kinetics, metabolic regulation, flux balance analysis, isotopic labeling, elementary mode analysis, time course simulation, steady-state analysis, parameter estimation, phloem transport, isozymes
- MeSH terms
- Computer Simulation, Kinetics, Models, Biological, Plants, Software, Time Factors, Computational Biology, Metabolic Networks and Pathways
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