Abstract
Arabic date is overproduced in Arabic countries such as Saudi Arabia and Iraq and is mostly composed of sugars (70–80 wt%). Here we developed a fed-batch fermentation process by using a kinetic model for the efficient production of lactic acid to a high concentration from Arabic date juice. First, a kinetic model of Lactobacillus rhamnosus grown on date juice in batch fermentation was constructed in EXCEL so that the estimation of parameters and simulation of the model can be easily performed. Then, several fed-batch fermentations were conducted by employing different feeding strategies including pulsed feeding, exponential feeding, and modified exponential feeding. Based on the results of fed-batch fermentations, the kinetic model for fed-batch fermentation was also developed. This new model was used to perform feed-forward controlled fed-batch fermentation, which resulted in the production of 171.79 g l−1 of lactic acid with the productivity and yield of 1.58 and 0.87 g l−1 h−1, respectively.
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Abbreviations
- A :
-
Feeding rate of the ammonia solution (l h−1)
- a :
-
Growth associated lactic acid production factor
- b :
-
Non-growth associated lactic acid production factor (h−1)
- \(C_{\text{A}}\) :
-
Concentration of ammonia in the ammonia solution (g l−1)
- c :
-
Toxic-power constant of the specific cell growth rate
- d :
-
Toxic-power constant of the non-growth associated lactic acid production factor
- F :
-
Feeding rate of the feeding solution (l h−1)
- \(K_{\text{s}}\) :
-
Saturation constant in Monod equation (g l−1)
- \( {\text{MW}}_{\text{A}} \) :
-
Molecular weight of ammonia (g mol−1)
- \({\text{MW}}_{\text{LA}}\) :
-
Molecular weight of lactic acid (g mol−1)
- P :
-
Concentration of lactic acid in a bioreactor (g l−1)
- \(P_{\text{m}}\) :
-
Maximum lactic acid concentration for the cell growth (g l−1)
- \(P'_{\text{m}}\) :
-
Maximum lactic acid concentration for lactic acid production (g l−1)
- S :
-
Concentration of substrate in a bioreactor (g l−1)
- S i :
-
Concentration of substrate in the feeding solution (g l−1)
- t :
-
Culture time (h)
- V :
-
Volume of a bioreactor (l)
- V 0 :
-
Initial volume (l)
- X :
-
Concentration of cell in a bioreactor (g l−1)
- X 0 :
-
Initial concentration of cell (g l−1)
- Y X/S :
-
Theoretical cell yield (g g−1)
- Y P/S :
-
Theoretical lactic acid yield (g g−1)
- \(\mu\) :
-
Specific growth rate (h−1)
- \(\mu_{ \hbox{max} }\) :
-
Maximum specific growth rate (h−1)
References
Christensen CH, Rass-Hansen J, Marsden CC, Taarning E, Egeblad K (2008) The renewable chemicals industry. Chemsuschem 1(4):283–289
Wang L, Zhao B, Liu B, Yang C, Yu B, Li Q, Ma C, Xu P, Ma Y (2010) Efficient production of L-lactic acid from cassava powder by Lactobacillus rhamnosus. Bioresour Technol 101(20):7895–7901
Yen HW, Kang JL (2010) Lactic acid production directly from starch in a starch-controlled fed-batch operation using Lactobacillus amylophilus. Bioproc Biosyst Eng 33(9):1017–1023
Boudries H, Kefalas P, Hornero-Mendez D (2007) Carotenoid composition of Algerian date varieties (Phoenix dactylifera) at different edible maturation stages. Food Chem 101(4):1372–1377
Nancib N, Nancib A, Boudrant J (1997) Use of waste date products in the fermentative formation of baker’s yeast biomass by Saccharomyces cerevisiae. Bioresour Technol 60(1):67–71
Al-Farsi MA, Lee CY (2008) Nutritional and functional properties of dates: a review. Crit Rev Food Sci 48(10):877–887
Berry AR, Franco CMM, Zhang W, Middelberg APJ (1999) Growth and lactic acid production in batch culture of Lactobacillus rhamnosus in a defined medium. Biotechnol Lett 21(2):163–167
Nancib N, Nancib A, Boudjelal A, Benslimane C, Blanchard F, Boudrant J (2001) The effect of supplementation by different nitrogen sources on the production of lactic acid from date juice by Lactobacillus casei subsp. rhamnosus. Bioresour Technol 78(2):149–153
Chauhan K, Trivedi U, Patel KC (2006) Application of response surface methodology for optimization of lactic acid production using date juice. J Microbiol Biotechnol 16(9):1410–1415
Chauhan K, Trivedi U, Patel KC (2007) Statistical screening of medium components by Plackett-Burman design for lactic acid production by Lactobacillus sp. KCP01 using date juice. Bioresour Technol 98(1):98–103
Kostov G, Angelov M, Denkova Z, Dobrev I, Goranov B (2011) Lactic acid production with Lactobacillus casei ssp. rhamnosus NBIMCC, 1013; modeling and optimization of the nutrient medium. Eng Life Sci 11(5):517–527
Ding SF, Tan TW (2006) l-lactic acid production by Lactobacillus casei fermentation using different fed-batch feeding strategies. Process Biochem 41(6):1451–1454
Li Z, Lu JK, Zhao LQ, Xiao K, Tan TW (2010) Improvement of l-lactic acid production under glucose feedback controlled culture by Lactobacillus rhamnosus. Appl Biochem Biotechnol 162(6):1762–1767
Nancib N, Ghoul M, Larous L, Nancib A, Adimi LZ, Remmal M, Boudrant J (1999) Use of date products in production of the thermophilic dairy starter strain Streptococcus thermophilus. Bioresour Technol 67(3):291–295
Levenspiel O (1980) The Monod equation—a revisit and a generalization to product inhibition situations. Biotechnol Bioeng 22(8):1671–1687
Luedeking R, Piret EL (2000) A kinetic study of the lactic acid fermentation. Batch process at controlled pH (Reprinted from Journal of Biochemical and Microbiological Technology and Engineering, vol 1, pg 393, 1959). Biotechnol Bioeng 67(6):636–644
Kemmer G, Keller S (2010) Nonlinear least-squares data fitting in Excel spreadsheets. Nat Protoc 5(2):267–281
Hargrove JL, Smith JW (2009) Kinetic modeling and biological system dynamics with Microsoft Excel: how to estimate parameters and solve equations for problems in nutrition. Faseb J 23 (Meeting Abstract Supplement): 567.1
Kwon S, Yoo I, Lee W, Chang H (2001) High-rate continuous production of lactic acid by Lactobacillus rhamnosus in a two-stage Membrane cell-recycle bioreactor. Biotechnol Bioeng 73(1):25–34
Wang H, Seki M, Furusaki S (1995) Mathematical model for analysis of mass transfer for immobilized cells in lactic acid fermentation. Biotechnol Prog 11(5):558–564
Nancib A, Nancib N, Meziane-Cherif D, Boubendir A, Fick M, Boudrant J (2005) Joint effect of nitrogen sources and B vitamin supplementation of date juice on lactic acid production by Lactobacillus casei subsp. rhamnosus. Bioresour Technol 96(1):63–67
Ge XY, Yuan JA, Qin H, Zhang WG (2011) Improvement of l-lactic acid production by osmotic-tolerant mutant of Lactobacillus casei at high temperature. Appl Microbiol Biot 89(1):73–78
Acknowledgments
This work was supported by the Technology Development Program to Solve Climate Changes on Systems Metabolic Engineering for Biorefineries from the Ministry of Science, ICT and Future Planning through the National Research Foundation of Korea (NRF-2012-C1AAA001-2012M1A2A2026557). Further support by King Saud University is appreciated.
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Choi, M., Al-Zahrani, S.M. & Lee, S.Y. Kinetic model-based feed-forward controlled fed-batch fermentation of Lactobacillus rhamnosus for the production of lactic acid from Arabic date juice. Bioprocess Biosyst Eng 37, 1007–1015 (2014). https://doi.org/10.1007/s00449-013-1071-7
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DOI: https://doi.org/10.1007/s00449-013-1071-7