| Literature DB >> 28733629 |
Jiaheng Liu1,2,3, Jianjian Zhou1,2,3, Lihong Wang1,2,3, Zelin Ma1,2,3, Guangrong Zhao1,2,3, Zhiqiang Ge1,2, Hongji Zhu1,2, Jianjun Qiao4,5,6.
Abstract
Nisin, one kind of natural antimicrobial peptide, is produced by certain Lactococcus lactis strains, which generally require expensive high-quality nitrogen sources due to limited ability of amino acids biosynthesis. Here we use defatted soybean meal (DSM) as sole nitrogen source to support L. lactis growth and nisin production. DSM medium composition and fermentation conditions were optimized using the methods of Plackett-Burman design and central composite design. The highest nisin production of 3879.58 IU/ml was obtained in DSM medium, which was 21.3% higher than that of commercial medium. To further increase the utilization ability of nitrogen sources, we enhanced the proteolytic function in L. lactis through rationally expressing the related enzymes, which were selected according to the compositions of amino acids and molecular weight of peptides in DSM medium. Significantly, an artificial proteolytic system consisting of a heterologous protease (NprB), an oligopeptides transporter subunit (OppA) and two peptidases (PepF and PepM) was introduced into L.lactis. The constructed strain BAFM was capable of achieving efficient biomass accumulation and nisin yield with 30% decreased amount of DSM hydrolysates, which further reduced the cost of nisin production. The strategy described here offers opportunities for low-cost L. lactis fermentation and large-scale nisin production in industry.Entities:
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Year: 2017 PMID: 28733629 PMCID: PMC5522456 DOI: 10.1038/s41598-017-06537-w
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1The DH value of DSM presented as a function of enzyme loading, hydrolysis time and S:L. The enzymatic hydrolysis was conducted at 50 °C with constant agitation (100 rpm orbital shaking). Average data of triplicate experiments were presented. Error bars represent standard deviations from three parallel replicates.
Variables and their levels chosen for the experimental design.
| Factor | Units | Symbols | Coded levels | ||
|---|---|---|---|---|---|
| −1 | 0 | +1 | |||
| DSM hydrolysates | g/L | X1 | 25 | 30 | 35 |
| Sucrose | g/L | X2 | 9 | 12 | 15 |
| KH2PO4 | g/L | X3 | 15 | 20 | 25 |
| Cysteine | g/L | X4 | 0.15 | 0.20 | 0.25 |
| NaCl | g/L | X5 | 1.0 | 1.5 | 2.0 |
| MgSO4·7H2O | g/L | X6 | 0 | 0.05 | 0.10 |
| pH | X7 | 7 | 7.3 | 7.6 | |
| Inoculum amount | %, v/v | X8 | 1 | 3 | 5 |
Plactkett-Burman design variables (in code levels) with nisin titer as response (8 h anaerobic fermentation at 30 °C).
| Run | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | Nisin titer (IU/ml)* |
|---|---|---|---|---|---|---|---|---|---|
| 1 | 1 | −1 | 1 | 1 | −1 | 1 | 1 | 1 | 2610.54 ± 78.64 |
| 2 | −1 | 1 | 1 | 0 | 1 | 1 | 1 | −1 | 2308.45 ± 80.56 |
| 3 | 1 | 1 | 0 | 0 | −1 | 1 | −1 | 1 | 3263.92 ± 123.11 |
| 4 | −1 | −1 | 0 | 0 | −1 | −1 | −1 | −1 | 1793.80 ± 23.56 |
| 5 | −1 | 1 | 0 | 1 | 1 | −1 | 1 | 1 | 2539.45 ± 63.56 |
| 6 | 1 | 1 | 1 | 0 | −1 | −1 | 1 | −1 | 3751.76 ± 231.63 |
| 7 | −1 | −1 | 0 | 1 | −1 | 1 | 1 | −1 | 2317.15 ± 134.00 |
| 8 | 1 | −1 | 1 | 1 | 1 | −1 | −1 | −1 | 2670.18 ± 57.89 |
| 9 | 1 | 1 | 0 | 1 | 1 | 1 | −1 | −1 | 2325.89 ± 89.00 |
| 10 | −1 | −1 | 1 | 0 | 1 | 1 | −1 | 1 | 2765.67 ± 99.23 |
| 11 | 1 | −1 | 0 | 0 | 1 | −1 | 1 | 1 | 3263.92 ± 189.55 |
| 12 | −1 | 1 | 1 | 1 | −1 | −1 | −1 | 1 | 2565.07 ± 135.11 |
*Values were given by mean ± standard deviation (n = 3).
ANOVA for the Plactkett-Burman factorial model.
| Source | Sum of Squares | Degree of Freedom | Mean of Square | F-Value |
|
|---|---|---|---|---|---|
| Model | 3510739 | 8 | 438842 | 9.20 | 0.047 |
| X1 | 247411 | 1 | 247411 | 5.19 | 0.107 |
| X2 | 264218 | 1 | 264218 | 5.54 | 0.100 |
| X3 | 738745 | 1 | 738745 | 15.49 | 0.029 |
| X4 | 36754 | 1 | 36754 | 0.77 | 0.445 |
| X5 | 195624 | 1 | 195624 | 4.10 | 0.136 |
| X6 | 346689 | 1 | 346689 | 7.27 | 0.074 |
| X7 | 297207 | 1 | 297207 | 6.23 | 0.088 |
| X8 | 1384091 | 1 | 1384091 | 29.02 | 0.013 |
| Residual | 143066 | 3 | |||
| Cor Total | 3653805 | 11 |
R2 = 0.9608, Adj R2 = 0.8564.
Experimental design and the results of CCD.
| Run | K2HPO4 (X3) (g/l) | Inoculum amount (X8) (%,V/V) | Nisin titer (IU/ml) | |
|---|---|---|---|---|
| Observed* | Predicted | |||
| 1 | 20 | 5.82843 | 3533.38 ± 134.78 | 3218.05 |
| 2 | 20 | 3 | 3827.47 ± 231.00 | 3936.67 |
| 3 | 20 | 3 | 3917.46 ± 152.61 | 3936.67 |
| 4 | 27.0711 | 3 | 3589.76 ± 98.77 | 3598.26 |
| 5 | 25 | 5 | 3451.22 ± 56.12 | 3701.67 |
| 6 | 20 | 3 | 4119.35 ± 110.85 | 3936.67 |
| 7 | 25 | 1 | 2582.35 ± 78.99 | 2297.89 |
| 8 | 15 | 1 | 2163.89 ± 34.98 | 1787.87 |
| 9 | 15 | 5 | 2960.81 ± 145.00 | 3119.69 |
| 10 | 20 | 3 | 3902.14 ± 210.19 | 3936.67 |
| 11 | 20 | 0.17157 | 841.905 ± 15.64 | 1282.62 |
| 12 | 12.9289 | 3 | 2687.81 ± 73.78 | 2807.66 |
| 13 | 20 | 3 | 3916.85 ± 45.21 | 3936.67 |
| Max | 25 | 3.83 | 3879.58 ± 340.07 | 3988.24 |
*Values were given by mean ± standard deviation (n = 3).
Regression analysis of a full second-order polynomial model for optimization of nisin production.
| Source | Sum of Squares | df | Mean Square | F-value |
|
|---|---|---|---|---|---|
| Model | 9.75E + 06 | 5 | 1.95E + 06 | 20.46 | 0.0005 |
| X3 | 5.96E + 05 | 1 | 5.96E + 05 | 6.25 | 0.0409 |
| X8 | 3.74E + 06 | 1 | 3.74E + 06 | 39.26 | 0.0004 |
| X3X8 | 1294.27 | 1 | 1294.27 | 0.014 | 0.9105 |
| X3X3 | 9.40E + 05 | 1 | 9.40E + 05 | 9.86 | 0.0164 |
| X8 X8 | 4.94E + 06 | 1 | 4.94E + 06 | 51.84 | 0.0002 |
| Residual | 6.68E + 05 | 7 | 95358.18 | ||
| Lack of Fit | 6.20E + 05 | 3 | 2.07E + 05 | 17.5 | 0.0092 |
| Pure Error | 47250.69 | 4 | 11812.67 | ||
| Cor Total | 1.04E + 07 | 12 |
R2 = 0.9359; Adj R2 = 0.8902; C.V.% = 9.67; Adeq Precision = 12.651.
Figure 2(A) Response surface plot and (B) corresponding contour of the mutual effects of KH2PO4 and inoculum amount on nisin titer (8 h anaerobic fermentation at 30 °C).
Figure 3Time profile of nisin titer (square), cell density (circle) and pH (triangle) of L. lactis F44 cultured in DSM medium (hollow symbols) and commercial medium (solid symbols). Average data of triplicate experiments were presented. Error bars represent standard deviations from three parallel replicates. The data were analyzed by One-way ANOVA. Statistically significant differences between DSM medium groups and commercial medium groups were indicated by for *p < 0.05 for **p < 0.01 and for ***p < 0.001.
Free amino acid composition in DSM hydrolysates.
| Amino acids | Composition (ng/mL)* |
|---|---|
| Glycine | 2907.21 ± 164.48 |
| Alanine | 1522.00 ± 53.79 |
| Valine | 1970.56 ± 68.47 |
| Leucine | 2660.30 ± 123.59 |
| Isoleucine | 1396.68 ± 46.79 |
| Phenylalanine | 1678.96 ± 63.13 |
| Proline | 2228.12 ± 75.75 |
| Serine | 958.19 ± 29.86 |
| Tyrosine | 1651.01 ± 126.67 |
| Methionine | 878.06 ± 34.15 |
| Threonine | 1819.96 ± 45.15 |
| Aspartate | 1205.25 ± 35.69 |
| Glutamate | 610.96 ± 16.35 |
| Lysine | 14.23 ± 63.58 |
| Arginine | 3064.82 ± 166.75 |
| Histidine | 1013.97 ± 87.77 |
*Values were given by mean ± standard (n = 3).
Molecular weight distribution of peptides in DSM hydrolysates.
| Molecular weight (Da) | 4420–8360 | 8390–11860 | 11870–15151 | 15155–20175 | 17935–20175 | 20176–22820 |
|---|---|---|---|---|---|---|
| Content (%)* | 29.33 ± 3.58 | 6.96 ± 1.22 | 14.36 ± 2.23 | 14.16 ± 1.08 | 14.01 ± 2.11 | 21.13 ± 3.46 |
*Values were given by mean ± standard (n = 3).
Figure 4Schematic overview of DSM protein utilization through the proteolytic system in L. lactis and the genes or components with enhanced activity implemented in this study (red symbols). NprB was a heterologous protease from B. subtilis 168. The function of Opp system was enhanced by overexpression of OppA, a membrane lipoprotein. Peptides degradation ability was enhanced by overexpression of two peptidases, PepF and PepM. CW: cell wall. CM: cell membrane. CEP: cell-envelope proteinase.
Figure 5(A) Cell density and (B) nisin titer of the L. lactis F44 and engineered strains cultured in DSM medium with 25 g/L DSM hydrolysates (8 h anaerobic fermentation at 30 °C). Average data of triplicate experiments were presented. Error bars represent standard deviations from three parallel replicates. The data were analyzed by One-way ANOVA. Statistically significant differences between engineered strain groups and F44 groups were indicated by for *p < 0.05 for **p < 0.01 and for ***p < 0.001.
Figure 6Effect of DSM hydrolysates amount on cell growth and nisin titer of F44 and BAFM. Average data of triplicate experiments were presented. Error bars represent standard deviations from three parallel replicates. The data were analyzed by One-way ANOVA. Statistically significant differences between engineered strain groups and F44 groups were indicated by for *p < 0.05 for **p < 0.01 and for ***p < 0.001.