Dataset Information

Mellor2012_LipooxygenasePathway

ABSTRACT: This model is from the article: Reduction of off-flavor generation in soybean homogenates: a mathematical model. Mellor N , Bligh F , Chandler I , Hodgman C J. Food Sci.2010 Sep; 75(7): R131-8; PMID: 2153556, Abstract: The generation of off-flavors in soybean homogenates such as n-hexanal via the lipoxygenase (LOX) pathway can be a problem in the processed food industry. Previous studies have examined the effect of using soybean varieties missing one or more of the 3 LOX isozymes on n-hexanal generation. A dynamic mathematical model of the soybean LOX pathway using ordinary differential equations was constructed using parameters estimated from existing data with the aim of predicting how n-hexanal generation could be reduced. Time-course simulations of LOX-null beans were run and compared with experimental results. Model L(2), L(3), and L(12) beans were within the range relative to the wild type found experimentally, with L(13) and L(23) beans close to the experimental range. Model L(1) beans produced much more n-hexanal relative to the wild type than those in experiments. Sensitivity analysis indicates that reducing the estimated K(m) parameter for LOX isozyme 3 (L-3) would improve the fit between model predictions and experimental results found in the literature. The model also predicts that increasing L-3 or reducing L-2 levels within beans may reduce n-hexanal generation. PRACTICAL APPLICATION: This work describes the use of mathematics to attempt to quantify the enzyme-catalyzed conversions of compounds in soybean homogenates into undesirable flavors, primarily from the compound n-hexanal. The effect of different soybean genotypes and enzyme kinetic constants was also studied, leading to recommendations on which combinations might minimize off-flavor levels and what further work might be carried out to substantiate these conclusions.

SUBMITTER: Nathan Mellor

PROVIDER: BIOMD0000000415 | BioModels | 2012-04-10

REPOSITORIES: BioModels

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Publications

Reduction of off-flavor generation in soybean homogenates: a mathematical model.

Mellor Nathan N Bligh Frances F Chandler Ian I Hodgman Charlie C

Journal of food science 20100823 7

<h4>Unlabelled</h4>The generation of off-flavors in soybean homogenates such as n-hexanal via the lipoxygenase (LOX) pathway can be a problem in the processed food industry. Previous studies have examined the effect of using soybean varieties missing one or more of the 3 LOX isozymes on n-hexanal generation. A dynamic mathematical model of the soybean LOX pathway using ordinary differential equations was constructed using parameters estimated from existing data with the aim of predicting how n-h ...[more]

PMID: 21535565

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Project description:Caldicellulosiruptor saccharolyticus is an extremely thermophilic, gram-positive anaerobe which ferments a broad range of substrates to mainly acetate, CO2, and hydrogen gas (H2). Its high hydrogen-producing capacity make this bacterium an attractive candidate for microbial biohydrogen production. However, increased H2 levels tend to inhibit hydrogen formation and leads to the formation of other reduced end products like lactate and ethanol. To investigate the organismM-bM-^@M-^Ys strategy for dealing with elevated H2 levels and to identify alternative pathways involved in the disposal of the reducing equivalents, the effect of the hydrogen partial pressure (PH2) on fermentation performance was studied. For this purpose cultures were grown under high and low PH2 in a glucose limited chemostat setup. Transcriptome analysis revealed the up-regulation of genes involved in the disposal of reducing equivalents under high PH2, like lactate dehydrogenase and alcohol dehydrogenase as well as the NADH-dependent and ferredoxin-dependent hydrogenases. These findings were in line with the observed shift in fermentation profiles from acetate production under low PH2 to a mixed production of acetate, lactate and ethanol under high PH2. In addition, differential transcription was observed for genes involved in carbon metabolism, fatty acid biosynthesis and several transport systems. The presented transcription data provides experimental evidence for the involvement of the redox sensing Rex protein in gene regulation under high PH2 cultivation conditions. Overall, these findings indicate that the PH2 dependent changes in the fermentation pattern of C. saccharolyticus are, in addition to the known regulation at the enzyme/metabolite level, also regulated at the transcription level. Two conditions: low H2 partial pressure and high H2 partial pressure, both at steady state growth were harvested for a dye-flip microarray experimental design. Biological replicates were harvested for both conditions and combined prior to cDNA synthesis. Both conditions were labeled with cy3 and cy5 dyes allowing for a technical replicate of hybridization in addition to the biological replicates.

Dataset Information

Mellor2012_LipooxygenasePathway

Publications

Reduction of off-flavor generation in soybean homogenates: a mathematical model.

Similar Datasets

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