| Literature DB >> 30560878 |
Chao Zhang1,2, Daoji Wu3,4, Xueliang Qiu5.
Abstract
This paper is about study to increase the γ-PGA yield by developing new methods. The effect of various amino acids on production of γ-PGA by Bacillus subtilis Z15 was investigated. The γ-PGA yield was increased 23.18%, 12.15% and 31.46%, respectively, with 3 g/L aspartic acid (0 h), 1.5 g/L phenylalanine (0 h) and 7 g/L glutamic acid (24 h). Additonally, crude extract of glutamic acid after isoelectric crystallization (CEGA)could be a replacement for glutamate for γ-PGA production. Then, response surface methodology (RSM) was used for further optimization. The final media ingredient of amino acids were obtained as follow: CEGA 9 g/L, aspartic acid 4 g/L, phenylalanine 1.55 g/L. By applying this receipt in 5-L bioreactor, the γ-PGA yield reached 42.92 ± 0.23 g/L after 44 h, which is 63.1% higher than the control without amino acids for production. In addition, amino acids could shorten the lag phase and the average fermentation time (44 h versus 48 h). Fermentation with amino acids addition can be an positive option for γ-PGA production.Entities:
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Year: 2018 PMID: 30560878 PMCID: PMC6298950 DOI: 10.1038/s41598-018-36439-4
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Effect of amino acids on biomass and γ-PGA production.
| Amino acids | Amount (g/L) | Biomass (g/L) | γ-PGA (g/L) | γ-PGAincrease rate (%) |
|---|---|---|---|---|
| Control | 0 | 8.99 ± 0.24 | 26.32 ± 0.25 | |
| Glycine | 1 | 9.79 ± 0.21 | 27.10 ± 0.21 | 2.96 |
| 2 | 10.25 ± 0.22 | 27.20 ± 0.18 | 3.34 | |
| Serine | 1 | 8.81 ± 0.22 | 26.95 ± 0.12 | 2.39 |
| 2 | 8.99 ± 0.20 | 27.01 ± 0.10 | 2.62 | |
| Glutamate | 1 | 9.15 ± 0.33 | 28.32 ± 0.25 | 7.60 |
| 2 | 11.36 ± 0.31 | 30.02 ± 0.21 | 14.06 | |
| Glutamine | 1 | 8.45 ± 0.29 | 22.72 ± 0.25 | −13.68 |
| 2 | 8.13 ± 0.29 | 21.21 ± 0.15 | −19.41 | |
| Histidine | 1 | 8.51 ± 0.21 | 26.42 ± 0.25 | 0.38 |
| 2 | 8.34 ± 0.20 | 26.23 ± 0.20 | −0.34 | |
| Proline | 1 | 8.41 ± 0.21 | 26.62 ± 0.25 | 1.14 |
| 2 | 8.49 ± 0.11 | 26.78 ± 0.22 | 1.75 | |
| Tyrosine | 1 | 8.65 ± 0.12 | 26.52 ± 0.25 | 0.76 |
| 2 | 8.38 ± 0.19 | 26.28 ± 0.29 | −0.15 | |
| Lysine | 1 | 8.74 ± 0.22 | 25.92 ± 0.25 | −1.52 |
| 2 | 8.47 ± 0.18 | 25.74 ± 0.21 | −2.20 | |
| Aspartic acid | 1 | 9.75 ± 0.20 | 29.52 ± 0.25 | 12.16 |
| 2 | 12.03 ± 0.29 | 31.09 ± 0.20 | 18.12 | |
| Asparagine | 1 | 8.51 ± 0.21 | 26.42 ± 0.20 | 0.38 |
| 2 | 8.78 ± 0.20 | 26.39 ± 0.20 | 0.26 | |
| Isoleucine | 1 | 8.51 ± 0.21 | 26.22 ± 0.25 | −0.38 |
| 2 | 8.48 ± 0.18 | 26.37 ± 0.18 | 0.19 | |
| Phenylalanine | 1 | 9.71 ± 0.29 | 28.85 ± 0.25 | 9.61 |
| 2 | 11.70 ± 0.29 | 29.45 ± 0.20 | 11.89 | |
| Arginine | 1 | 9.83 ± 0.22 | 27.22 ± 0.25 | 3.42 |
| 2 | 9.77 ± 0.21 | 27.02 ± 0.21 | 2.66 | |
| Valine | 1 | 9.69 ± 0.31 | 27.62 ± 0.25 | 4.94 |
| 2 | 10.19 ± 0.23 | 27.52 ± 0.20 | 4.56 |
*Control group: B. subtilis Z15 is cultivated in the medium without amino acid addition.
Figure 1Metabolic network diagram of B. subtilis.
Figure 2Effect of adding time of aspartic acid (a), glutamic acid (b) and phenylalanine (c) on γ-PGA production.
Figure 3Effect of concentration of aspartic acid (a), glutamic acid (b) and phenylalanine (c) on γ-PGA production.
Effect of glutamic acid from different sources on γ-PGA production.
| Precursors | γ-PGA (g/L) | Biomass (g/L) |
|---|---|---|
| Glutamic acid fermentation broth | 28.98 ± 0.38 | 9.25 ± 0.23 |
| Crude extract of glutamic acidafter isoelectric crystallization | 34.42 ± 0.32 | 12.42 ± 0.33 |
| Crude monosodium glutamate after crystallization | 34.25 ± 0.31 | 12.21 ± 0.28 |
| Control | 34.60 ± 0.32 | 12.51 ± 0.30 |
Levels of factors used in the Box-Behnken design.
| Factors | Level (g/L) | ||
|---|---|---|---|
| −1 | 0 | 1 | |
| (A) Aspartic acid | 2 | 3 | 4 |
| (B) Phenylalanine | 1 | 1.5 | 2 |
| (C) CEGA | 5 | 7 | 9 |
BBD experiments design matrix and results of γ-PGA production.
| Code | Aspartic acid (A) | Phenylalanine (B) | CEGA (C) | γ-PGA (g/L) |
|---|---|---|---|---|
| 1 | −1 | 1 | 0 | 32.74 ± 0.20 |
| 2 | 1 | 1 | 0 | 39.26 ± 0.25 |
| 3 | −1 | 0 | −1 | 28.71 ± 0.23 |
| 4 | 0 | 1 | 1 | 37.09 ± 0.20 |
| 5 | 0 | 1 | −1 | 32.23 ± 0.22 |
| 6 | 1 | −1 | 0 | 38.56 ± 0.33 |
| 7 | 1 | 0 | −1 | 36.92 ± 0.35 |
| 8 | 0 | 0 | 0 | 35.75 ± 0.15 |
| 9 | 0 | −1 | −1 | 29.59 ± 0.33 |
| 10 | −1 | −1 | 0 | 28.07 ± 0.10 |
| 11 | 0 | 0 | 0 | 36.86 ± 0.33 |
| 12 | 0 | 0 | 0 | 36.63 ± 0.14 |
| 13 | 0 | 0 | 0 | 36.27 ± 0.15 |
| 14 | 0 | 0 | 0 | 36.04 ± 0.13 |
| 15 | −1 | 0 | 1 | 36.10 ± 0.17 |
| 16 | 1 | 0 | 1 | 42.88 ± 0.30 |
| 17 | 0 | −1 | 1 | 34.11 ± 0.25 |
ANOVA of RSM.
| Source | Sum of Squares | Mean Square | F Value | Probe (P) > F |
|---|---|---|---|---|
| Model | 238.24 | 26.47 | 56.48 | <0.0001 |
| A | 128.00 | 128.00 | 273.09 | <0.0001 |
| B | 15.10 | 15.10 | 32.21 | 0.0008 |
| C | 64.58 | 64.58 | 137.79 | <0.0001 |
| AB | 3.94 | 3.94 | 8.41 | 0.0230 |
| AC | 0.51 | 0.51 | 1.09 | 0.3310 |
| BC | 0.029 | 0.029 | 0.062 | 0.8110 |
| A2 | 1.63 | 1.63 | 3.48 | 0.1043 |
| B2 | 21.79 | 21.79 | 46.49 | 0.0002 |
| C2 | 2.56 | 2.56 | 5.47 | 0.0520 |
| Residual | 3.28 | 0.47 | 4.18 | 0.1003 |
| Lack of Fit | 2.49 | 0.83 | ||
| Pure Error | 0.79 | 0.20 | ||
| Cor Total | 241.52 |
Figure 4Surface and contour plots of mutual-influence. (1) Effect of aspartic acid (A) and phenylalanine (B); (2) effect of aspartic acid (A) and CEGA (C); (3) effect of phenylalanine (B) and CEGA (C).
Figure 5Batch cultivation in 5-L bioreactor.
Effect of different metabolic precursors on the production of γ-PGA.
| Strain | Metabolic precursor | γ-PGA (g/L) | Remarks | Reference |
|---|---|---|---|---|
| Glutamic acid, citric acid | 23.00 | Utilized citrate rapidly at pH 6.5 which translated in to increased PGA production. |
[ | |
| Glutamic acid, citric acid (Fed batch) | 35.00 | Pulsed-feeding of citric acid (1.44 g/L/h) and L-glutamic acid (2.4 g/L/h) when citric acid was depleted. |
[ | |
| Glutamic acid, citric acid, α-ketoglutaric acid | 25.38 | Addition of α-ketoglutaric acid to the medium increased yield as well as molecular of PGA. |
[ | |
| Glutamic acid, citric acid, α-ketoglutaric acid, glutamine | 35.75 | Addition of α-ketoglutaric acid and glutamine to the medium increased yield as well as molecular of PGA. |
[ | |
| CEGA, aspartic acid, phenylalanine | 42.92 | Crude extract of glutamic acid after isoelectric crystallization (CEGA) could be a replacement for glutamate for γ-PGA production. | This study |