ArticlePLoS computational biology2019
A diurnal flux balance model of Synechocystis sp. PCC 6803 metabolism.
Article in PLoS computational biology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
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17 citing papers in PubMed, 39 citations in OpenAlex.
- Effects of the Pattern of Light and a Dark Recovery Period on Photosynthesis and Growth inMicroorganisms · 2026Article
- Unraveling metabolism underpinning biomass composition shift inFrontiers in plant science · 2025Article
- A quantitative description of light-limited cyanobacterial growth using flux balance analysis.PLoS computational biology · 2024Article
- Thioredoxin A regulates protein synthesis to maintain carbon and nitrogen partitioning in cyanobacteria.Plant physiology · 2024Article
- Conditional flux balance analysis toolbox for python: application to research metabolism in cyclic environments.Bioinformatics advances · 2024Article
- Light and carbon: Synthetic biology toward new cyanobacteria-based living biomaterials.Materials today. Bio · 2023Article
- Quantitative insight into the metabolism of isoprene-producing Synechocystis sp. PCC 6803 using steady statePhotosynthesis research · 2022Article
- The paradoxes hidden behind the Droop model highlighted by a metabolic approach.Frontiers in plant science · 2022Article
- Elucidation of trophic interactions in an unusual single-cell nitrogen-fixing symbiosis using metabolic modeling.PLoS computational biology · 2021Article
- Selective Uptake of Pelagic Microbial Community Members by Caribbean Reef Corals.Applied and environmental microbiology · 2021Article
- Computational Analysis of Dynamic Light Exposure of Unicellular Algal Cells in a Flat-Panel Photobioreactor to Support Light-Induced COFrontiers in microbiology · 2021Article
- A Hybrid Flux Balance Analysis and Machine Learning Pipeline Elucidates Metabolic Adaptation in Cyanobacteria.iScience · 2020Article
- Article
- Modifying the Cyanobacterial Metabolism as a Key to Efficient Biopolymer Production in Photosynthetic Microorganisms.International journal of molecular sciences · 2020Review
- Metabolic Analyses of Nitrogen Fixation in the Soybean Microsymbiont Sinorhizobium fredii Using Constraint-Based Modeling.mSystems · 2020Article
- An integrated computational and experimental study to investigate Staphylococcus aureus metabolism.NPJ systems biology and applications · 2020Article
- Exploiting Day- and Night-Time Metabolism ofACS synthetic biology · 2019Article
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5 authors at 2 institutions in 1 country.
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No grant is acknowledged in the PubMed record.
Abstract
Phototrophic organisms such as cyanobacteria utilize the sun's energy to convert atmospheric carbon dioxide into organic carbon, resulting in diurnal variations in the cell's metabolism. Flux balance analysis is a widely accepted constraint-based optimization tool for analyzing growth and metabolism, but it is generally used in a time-invariant manner with no provisions for sequestering different biomass components at different time periods. Here we present CycleSyn, a periodic model of Synechocystis sp. PCC 6803 metabolism that spans a 12-hr light/12-hr dark cycle by segmenting it into 12 Time Point Models (TPMs) with a uniform duration of two hours. The developed framework allows for the flow of metabolites across TPMs while inventorying metabolite levels and only allowing for the utilization of currently or previously produced compounds. The 12 TPMs allow for the incorporation of time-dependent constraints that capture the cyclic nature of cellular processes. Imposing bounds on reactions informed by temporally-segmented transcriptomic data enables simulation of phototrophic growth as a single linear programming (LP) problem. The solution provides the time varying reaction fluxes over a 24-hour cycle and the accumulation/consumption of metabolites. The diurnal rhythm of metabolic gene expression driven by the circadian clock and its metabolic consequences is explored. Predicted flux and metabolite pools are in line with published studies regarding the temporal organization of phototrophic growth in Synechocystis PCC 6803 paving the way for constructing time-resolved genome-scale models (GSMs) for organisms with a circadian clock. In addition, the metabolic reorganization that would be required to enable Synechocystis PCC 6803 to temporally separate photosynthesis from oxygen-sensitive nitrogen fixation is also explored using the developed model formalism.
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