Modelling and optimization of environmental conditions for kefiran production by Lactobacillus kefiranofaciens.
A mathematical model for kefiran production by Lactobacillus kefiranofaciens was established, in which the effects of pH, substrate and product on cell growth, exopolysaccharide formation and substrate assimilation were considered. The model gave a good representation both of the formation of exopolysaccharides (which are not only attached to cells but also released into the medium) and of the time courses of the production of galactose and glucose in the medium (which are produced and consumed by the cells). Since pH and both lactose and lactic acid concentrations differently affected production and growth activity, the model included the effects of pH and the concentrations of lactose and lactic acid. Based on the mathematical model, an optimal pH profile for the maximum production of kefiran in batch culture was obtained. In this study, a simplified optimization method was developed, in which the optimal pH profile was determined at a particular final fermentation time. This was based on the principle that, at a certain time, switching from the maximum specific growth rate to the critical one (which yields the maximum specific production rate) results in maximum production. Maximum kefiran production was obtained, which was 20% higher than that obtained in the constant-pH control fermentation. A genetic algorithm (GA) was also applied to obtain the optimal pH profile; and it was found that practically the same solution was obtained using the GA.
Cheirsilp
B
B
Department of Biotechnology, Graduate School of Engineering, Osaka University, Suita, Japan.
Shimizu
H
H
Shioya
S
S
D000465:Algorithms; D001709:Biotechnology; D005690:Galactose / Q000378:metabolism; D005947:Glucose / Q000378:metabolism; D006863:Hydrogen-Ion Concentration; D007700:Kinetics; D019344:Lactic Acid / Q000378:metabolism; D007778:Lactobacillus / Q000254:growth & development / Q000378:metabolism*; D007785:Lactose / Q000378:metabolism; D008954:Models, Biological; D011135:Polysaccharides, Bacterial / Q000096:biosynthesis*
D011135:Polysaccharides, Bacterial; D019344:Lactic Acid; D005947:Glucose; D007785:Lactose; D005690:Galactose