ArticleBiophysical journal2007
Thermodynamics-based metabolic flux analysis.
Article in Biophysical journal, 2007. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 242 papers, 1 of them a synthesis that pooled it.
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Who cites it
242 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Pooled it
- EINN: An enzyme-informed neural network guided by an enzyme-constrained genome-scale metabolic model.Synthetic and systems biotechnology · 2027Article
- Thermodynamic metabolic modeling of growth and bioproduction potential of the acetogenSynthetic and systems biotechnology · 2026Article
- The Gibbs free energy landscape based on liver metabolome revealed thermodynamic robustness against fasting and obesity.iScience · 2026Article
- Thermo-flux: generation and analysis of thermodynamic-stoichiometric metabolic network models.Molecular systems biology · 2026Article
- Natural Selection as a Process That Increases Metabolic Entropy Production? A Regime-Dependent Analysis in Open Chemostat Systems with Michaelis-Menten Kinetics and Mutation-Selection Dynamics.Entropy (Basel, Switzerland) · 2026Article
- One-pot bioprocessing: dynamics and opportunities for integrated multiproduct recovery-a review.Bioprocess and biosystems engineering · 2026Review
- Article
- XomicsToModel: omics data integration and generation of thermodynamically consistent metabolic models.Nature protocols · 2026Article
- Generative approaches to kinetic parameter inference in metabolic networks via latent space exploration.Nature communications · 2026Article
- Early Epigenetic and Metabolic Responses to the Adipocyte Secretome Reveal Stress-Adaptive States in Triple-Negative Breast Cancer.bioRxiv : the preprint server for biology · 2026Article
- CellTarget: a convex optimisation approach to discover cellular objectives.NPJ systems biology and applications · 2026Article
- EHMN 2026: A Thermodynamically Refined, SBML-Standardised Human Metabolic Network for Genome-Scale Analysis and QSP Integration.Metabolites · 2026Article
- In silico analysis and comparison of the metabolic capabilities of different organisms by reducing metabolic complexity.Microbiome · 2026Article
- Metabolic modeling unveils potential probiotic roles ofISME communications · 2026Article
- Pathway thermodynamic analysis postulates change in glutamate metabolism as a key factor in modulating immune responses.Immunometabolism (Cobham, Surrey) · 2026Article
- A constraint-based framework for exploring the impact of multireaction dependencies on metabolic functions.NPJ systems biology and applications · 2025Article
- A compact model of Escherichia coli core and biosynthetic metabolism.PLoS computational biology · 2025Article
- Complex Kinetic Models Predict β-Carotene Production and Reveal Flux Limitations in RecombinantACS synthetic biology · 2025Article
- Synthetic Microbial Cocultivation for Targeted Production of Odd-Chain Carboxylates and Alcohols from Carbon Monoxide.Environmental science & technology · 2025Article
182 more citing papers are in PubMed but not listed here.
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3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
A new form of metabolic flux analysis (MFA) called thermodynamics-based metabolic flux analysis (TMFA) is introduced with the capability of generating thermodynamically feasible flux and metabolite activity profiles on a genome scale. TMFA involves the use of a set of linear thermodynamic constraints in addition to the mass balance constraints typically used in MFA. TMFA produces flux distributions that do not contain any thermodynamically infeasible reactions or pathways, and it provides information about the free energy change of reactions and the range of metabolite activities in addition to reaction fluxes. TMFA is applied to study the thermodynamically feasible ranges for the fluxes and the Gibbs free energy change, Delta(r)G', of the reactions and the activities of the metabolites in the genome-scale metabolic model of Escherichia coli developed by Palsson and co-workers. In the TMFA of the genome scale model, the metabolite activities and reaction Delta(r)G' are able to achieve a wide range of values at optimal growth. The reaction dihydroorotase is identified as a possible thermodynamic bottleneck in E. coli metabolism with a Delta(r)G' constrained close to zero while numerous reactions are identified throughout metabolism for which Delta(r)G' is always highly negative regardless of metabolite concentrations. As it has been proposed previously, these reactions with exclusively negative Delta(r)G' might be candidates for cell regulation, and we find that a significant number of these reactions appear to be the first steps in the linear portion of numerous biosynthesis pathways. The thermodynamically feasible ranges for the concentration ratios ATP/ADP, NAD(P)/NAD(P)H, and H(extracellular)(+)/H(intracellular)(+) are also determined and found to encompass the values observed experimentally in every case. Further, we find that the NAD/NADH and NADP/NADPH ratios maintained in the cell are close to the minimum feasible ratio and maximum feasible ratio, respectively.
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Registered trials
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