Citric Acid Production by Yarrowia lipolytica NRRL Y-1094: Optimization of pH, Fermentation Time and Glucose Concentration Using Response Surface Methodology
Abstract
:1. Introduction
2. Materials and Methods
2.1. Microorganism
2.2. Fermentation Medium
2.3. Screening of Y. lipolytica Strains for Acid Production Capacities
2.4. Chemicals
2.5. Cultivation Conditions
2.6. Determination of CA and ICA Concentrations
2.7. Determination of Biomass and pH
2.8. Yield Calculations
- ➢
- CA yield on biomass: YCA/X (g/g);
- ➢
- Volumetric yield: YCA/t (g/L h);
- ➢
- Specific product-formation rate (qCA) = CA/(X.t) (g/g h);
- ➢
- Bioprocess selectivity: SCA (%) = (100 × CAT)/(CAT + ICAT).
2.9. Experimental Design
3. Results and Discussion
3.1. Selection of CA Producer Strain
3.2. Results of Experimental Design
3.3. Optimization of CA Production by Y. lipolytica NRRL Y-1094
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
References
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Levels | ||||
---|---|---|---|---|
Factor | Independent Variables | −1 | 0 | +1 |
X1 | Initial pH-value | 5.5 | 6.0 | 6.5 |
X2 | Fermentation time (days) | 4 | 5 | 6 |
X3 | Glucose concentration (g/L) | 125 | 150 | 175 |
Microorganism | Day 1 | Day 2 | Day 3 | Day 4 | Day 5 | Day 6 |
---|---|---|---|---|---|---|
Y. lipolytica NRRL Y-1094 | 2.75 ± 0.35 | 7.50 ± 2.12 | 18.00 ± 2.83 | 23.00 ± 1.41 | 34.00 ± 0.00 | 35.00 ± 0.00 |
Y. lipolytica IFP29 | 1.50 ± 0.71 | 4.00 ± 0.00 | 10.00 ± 1.41 | 19.00 ± 1.41 | 26.00 ± 1.41 | 30.00 ± 1.41 |
Run | pH0 | Time (days) | Glucose Conc. (g/L) | CA (g/L) | ICA (g/L) | X (g/L) |
---|---|---|---|---|---|---|
1 | 6.0 | 5 | 150 | 16.85 ± 1.00 | 2.62 ± 1.10 | 9.88 ± 0.35 |
2 | 6.5 | 6 | 175 | 24.30 ± 7.54 | 2.92 ± 1.34 | 12.27 ± 1.48 |
3 | 6.5 | 5 | 150 | 13.65 ± 0.62 | 1.47 ± 0.00 | 9.69 ± 0.06 |
4 | 5.5 | 5 | 150 | 16.52 ± 2.25 | 1.76 ± 0.69 | 10.20 ± 0.77 |
5 | 6.0 | 5 | 150 | 17.93 ± 3.94 | 2.49 ± 1.24 | 10.86 ± 1.40 |
6 | 6.0 | 5 | 150 | 17.04 ± 3.86 | 1.68 ± 0.24 | 9.71 ± 0.45 |
7 | 5.5 | 6 | 125 | 30.31 ± 0.47 | 5.57 ± 1.30 | 13.42 ± 0.33 |
8 | 6.0 | 5 | 150 | 16.27 ± 0.43 | 3.07 ± 0.32 | 11.53 ± 1.58 |
9 | 5.5 | 4 | 125 | 12.77 ± 0.06 | 2.52 ± 0.42 | 10.24 ± 0.86 |
10 | 6.0 | 4 | 150 | 8.87 ± 2.06 | 1.17 ± 0.25 | 9.25 ± 1.53 |
11 | 6.5 | 4 | 125 | 11.64 ± 0.67 | 2.64 ± 0.25 | 12.95 ± 2.98 |
12 | 5.5 | 4 | 175 | 11.91 ± 2.69 | 1.73 ± 0.23 | 8.77 ± 1.58 |
13 | 5.5 | 6 | 175 | 26.58 ± 2.06 | 3.03 ± 0.11 | 12.42 ± 0.98 |
14 | 6.0 | 5 | 175 | 21.40 ± 0.76 | 3.22 ± 0.03 | 11.32 ± 1.50 |
15 | 6.5 | 6 | 125 | 29.74 ± 1.82 | 5.38 ± 1.07 | 13.60 ± 0.63 |
16 | 6.0 | 5 | 150 | 16.96 ± 0.00 | 1.93 ± 0.11 | 11.83 ± 1.46 |
17 | 6.5 | 4 | 175 | 8.56 ± 2.17 | 1.08 ± 0.25 | 9.44 ± 0.45 |
18 | 6.0 | 6 | 150 | 26.03 ± 6.11 | 4.54 ± 1.64 | 12.86 ± 0.40 |
19 | 6.0 | 5 | 150 | 17.64 ± 0.01 | 4.04 ± 2.09 | 11.80 ± 0.65 |
20 | 6.0 | 5 | 125 | 25.36 ± 0.37 | 4.37 ± 0.66 | 12.15 ± 1.01 |
Source | DF | Seq SS | Adj SS | Adj MS | F | p |
---|---|---|---|---|---|---|
Regression | 9 | 827.773 | 827.773 | 91.975 | 195.70 | 0.000 |
Linear | 3 | 731.933 | 731.933 | 243.978 | 519.14 | 0.000 |
Square | 3 | 90.158 | 90.158 | 30.053 | 63.95 | 0.000 |
Interaction | 3 | 5.682 | 5.682 | 1.894 | 4.03 | 0.041 |
Residual error | 10 | 4.700 | 4.700 | 0.470 | ||
Lack of fit | 5 | 2.946 | 2.946 | 0.589 | 1.68 | 0.292 |
Pure error | 5 | 1.754 | 1.754 | 0.351 | ||
Total | 19 | 832.472 |
Term | Coefficient | SE Coefficient | T | p |
---|---|---|---|---|
Constant | 17.436 | 0.236 | 73.99 | <0.001 |
pH | −1.020 | 0.217 | −4.71 | 0.001 |
Time | 8.321 | 0.217 | 38.38 | <0.001 |
Glucose conc. | −1.707 | 0.217 | −7.87 | <0.001 |
pH × pH | −2.833 | 0.413 | −6.85 | <0.001 |
Time × Time | −0.468 | 0.413 | −1.13 | 0.284 |
Glucose conc. × Glucose conc. | 5.462 | 0.413 | 13.21 | <0.001 |
pH × Time | 0.204 | 0.242 | 0.84 | 0.420 |
pH × Glucose conc. | −0.491 | 0.242 | −2.03 | 0.070 |
Time × Glucose conc. | −0.654 | 0.242 | −2.70 | 0.022 |
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Sayın Börekçi, B.; Kaya, M.; Kaban, G. Citric Acid Production by Yarrowia lipolytica NRRL Y-1094: Optimization of pH, Fermentation Time and Glucose Concentration Using Response Surface Methodology. Fermentation 2022, 8, 731. https://doi.org/10.3390/fermentation8120731
Sayın Börekçi B, Kaya M, Kaban G. Citric Acid Production by Yarrowia lipolytica NRRL Y-1094: Optimization of pH, Fermentation Time and Glucose Concentration Using Response Surface Methodology. Fermentation. 2022; 8(12):731. https://doi.org/10.3390/fermentation8120731
Chicago/Turabian StyleSayın Börekçi, Bilge, Mükerrem Kaya, and Güzin Kaban. 2022. "Citric Acid Production by Yarrowia lipolytica NRRL Y-1094: Optimization of pH, Fermentation Time and Glucose Concentration Using Response Surface Methodology" Fermentation 8, no. 12: 731. https://doi.org/10.3390/fermentation8120731
APA StyleSayın Börekçi, B., Kaya, M., & Kaban, G. (2022). Citric Acid Production by Yarrowia lipolytica NRRL Y-1094: Optimization of pH, Fermentation Time and Glucose Concentration Using Response Surface Methodology. Fermentation, 8(12), 731. https://doi.org/10.3390/fermentation8120731