ArticlePlant physiology2004
Quantification of compartmented metabolic fluxes in developing soybean embryos by employing biosynthetically directed fractional (13)C labeling, two-dimensional [(13)C, (1)H] nuclear magnetic resonance, and comprehensive isotopomer balancing.
Article in Plant physiology, 2004. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 38 papers.
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38 citing papers in PubMed, 157 citations in OpenAlex.
- Targets and strategies to design soybean seed composition traits.The plant genome · 2025Review
- Metabolic Flux Analysis-Linking Isotope Labeling and Metabolic Fluxes.Metabolites · 2020Review
- Enhancement of extracellular bispecific anti-MUC1 nanobody expression inEngineering in life sciences · 2020Article
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- High Flux Through the Oxidative Pentose Phosphate Pathway Lowers Efficiency in Developing Camelina Seeds.Plant physiology · 2020Article
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- Metabolite fingerprinting of pennycress (Thlaspi arvense L.) embryos to assess active pathways during oil synthesis.Journal of experimental botany · 2015Article
- Methods and advances in metabolic flux analysis: a mini-review.Journal of industrial microbiology & biotechnology · 2015Review
- A systems biology approach toward understanding seed composition in soybean.BMC genomics · 2015Article
- Modelling central metabolic fluxes by constraint-based optimization reveals metabolic reprogramming of developing Solanum lycopersicum (tomato) fruit.The Plant journal : for cell and molecular biology · 2015Article
- Flux profiling of photosynthetic carbon metabolism in intact plants.Nature protocols · 2014Article
- Physical, metabolic and developmental functions of the seed coat.Frontiers in plant science · 2014Review
- Article
- Experimental evidence and isotopomer analysis of mixotrophic glucose metabolism in the marine diatom Phaeodactylum tricornutum.Microbial cell factories · 2013Article
- Influence of carbon to nitrogen ratios on soybean somatic embryo (cv. Jack) growth and composition.Journal of experimental botany · 2013Article
- Metabolic and Transcriptional Reprogramming in Developing Soybean (Glycine max) Embryos.Metabolites · 2013Article
- Carbon and nitrogen provisions alter the metabolic flux in developing soybean embryos.Plant physiology · 2013Article
- Metabolic fluxes in an illuminated Arabidopsis rosette.The Plant cell · 2013Article
- 13CFLUX2--high-performance software suite for (13)C-metabolic flux analysis.Bioinformatics (Oxford, England) · 2013Article
- Metabolic analyses elucidate non-trivial gene targets for amplifying dihydroartemisinic acid production in yeast.Frontiers in microbiology · 2013Article
Corrections and comments
- Erratum issued
Authors and funding
8 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Metabolic flux quantification in plants is instrumental in the detailed understanding of metabolism but is difficult to perform on a systemic level. Toward this aim, we report the development and application of a computer-aided metabolic flux analysis tool that enables the concurrent evaluation of fluxes in several primary metabolic pathways. Labeling experiments were performed by feeding a mixture of U-(13)C Suc, naturally abundant Suc, and Gln to developing soybean (Glycine max) embryos. Two-dimensional [(13)C, (1)H] NMR spectra of seed storage protein and starch hydrolysates were acquired and yielded a labeling data set consisting of 155 (13)C isotopomer abundances. We developed a computer program to automatically calculate fluxes from this data. This program accepts a user-defined metabolic network model and incorporates recent mathematical advances toward accurate and efficient flux evaluation. Fluxes were calculated and statistical analysis was performed to obtain sds. A high flux was found through the oxidative pentose phosphate pathway (19.99 +/- 4.39 micromol d(-1) cotyledon(-1), or 104.2 carbon mol +/- 23.0 carbon mol per 100 carbon mol of Suc uptake). Separate transketolase and transaldolase fluxes could be distinguished in the plastid and the cytosol, and those in the plastid were found to be at least 6-fold higher. The backflux from triose to hexose phosphate was also found to be substantial in the plastid (21.72 +/- 5.00 micromol d(-1) cotyledon(-1), or 113.2 carbon mol +/-26.0 carbon mol per 100 carbon mol of Suc uptake). Forward and backward directions of anaplerotic fluxes could be distinguished. The glyoxylate shunt flux was found to be negligible. Such a generic flux analysis tool can serve as a quantitative tool for metabolic studies and phenotype comparisons and can be extended to other plant systems.
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