Acta Agriculturae Zhejiangensis ›› 2021, Vol. 33 ›› Issue (3): 479-489.DOI: 10.3969/j.issn.1004-1524.2021.03.13
• Plant Protection • Previous Articles Next Articles
YUE Denggao, CHENG Liang*(
), GUO Qingyun
Received:2020-07-26
Online:2021-03-25
Published:2021-03-25
Contact:
CHENG Liang
CLC Number:
YUE Denggao, CHENG Liang, GUO Qingyun. Antibacterial activities and optimization of fermentation conditions of lipopeptides produced by Aureobasidium pullulans PA-2[J]. Acta Agriculturae Zhejiangensis, 2021, 33(3): 479-489.
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URL: http://www.zjnyxb.cn/EN/10.3969/j.issn.1004-1524.2021.03.13
| 试验因素 Factor | 试验水平Level | ||||
|---|---|---|---|---|---|
| -2.378 | -1 | 0 | +1 | +2.378 | |
| 接种量Inoculation amount (A)/% | 2.24 | 5 | 7 | 9 | 11.76 |
| 转速Rotation speed(B)/(r·min-1) | 118.66 | 160 | 190 | 220 | 261.34 |
| 温度Temperature(C)/℃ | 20.24 | 23 | 25 | 27 | 29.80 |
| 装液量Liquid volume (D)/mL | 31.10 | 100 | 150 | 200 | 268.90 |
| 初始pH Initial pH(E) | 4.62 | 6 | 7 | 8 | 9.38 |
Table 1 Response surface method-general rotating center combination design factors and levels
| 试验因素 Factor | 试验水平Level | ||||
|---|---|---|---|---|---|
| -2.378 | -1 | 0 | +1 | +2.378 | |
| 接种量Inoculation amount (A)/% | 2.24 | 5 | 7 | 9 | 11.76 |
| 转速Rotation speed(B)/(r·min-1) | 118.66 | 160 | 190 | 220 | 261.34 |
| 温度Temperature(C)/℃ | 20.24 | 23 | 25 | 27 | 29.80 |
| 装液量Liquid volume (D)/mL | 31.10 | 100 | 150 | 200 | 268.90 |
| 初始pH Initial pH(E) | 4.62 | 6 | 7 | 8 | 9.38 |
Fig.2 Inhibitory effect of crude lipopeptide on different strains A, Staphylococcus aureus; B, Saccharomyces cerevisiae; C, Escherichia coli; D, Candida albicans; E, Mycosphaerella cerasella; F, Pyrenophora teres; CK-, Negative control; CK+, Control.
| 靶标菌 Target bacteria | 平均抑菌圈直径 Antibacterial circle diameter/cm |
|---|---|
| 金黄色葡萄球菌Staphylococcus aureus | 3.65 |
| 酿酒酵母菌Saccharomyces cerevisiae | 1.95 |
| 大肠埃希菌Escherichia coli | 2.15 |
| 白色念珠菌Candida albicans | 0 |
| 樱桃球腔菌Mycosphaerella cerasella | 1.35 |
| 大麦网斑病Pyrenophora teres | 2.18 |
Table 2 Antibacterial diameter of crude lipopeptide extracts against different bacteria
| 靶标菌 Target bacteria | 平均抑菌圈直径 Antibacterial circle diameter/cm |
|---|---|
| 金黄色葡萄球菌Staphylococcus aureus | 3.65 |
| 酿酒酵母菌Saccharomyces cerevisiae | 1.95 |
| 大肠埃希菌Escherichia coli | 2.15 |
| 白色念珠菌Candida albicans | 0 |
| 樱桃球腔菌Mycosphaerella cerasella | 1.35 |
| 大麦网斑病Pyrenophora teres | 2.18 |
| 序号 No. | A | B | C | D | E | 脂肽产量 Lipopeptide yield/(g·L-1) | 预测值 Predicted value/(g·L-1) |
|---|---|---|---|---|---|---|---|
| 1 | 0 | -2.38 | 0 | 0 | 0 | 0.32 | 0.31 |
| 2 | 0 | 2.38 | 0 | 0 | 0 | 0.82 | 0.83 |
| 3 | 1 | -1 | 1 | 1 | -1 | 0.26 | 0.25 |
| 4 | 1 | -1 | 1 | 1 | 1 | 0.25 | 0.26 |
| 5 | 0 | 0 | 0 | 0 | 0 | 0.83 | 0.86 |
| 6 | 0 | 0 | 0 | 2.38 | 0 | 0.25 | 0.24 |
| 7 | 0 | 0 | 0 | 0 | 0 | 0.89 | 0.86 |
| 8 | 0 | 0 | 0 | 0 | 0 | 0.82 | 0.86 |
| 9 | -1 | -1 | 1 | -1 | 1 | 0.45 | 0.48 |
| 10 | 1 | -1 | -1 | 1 | -1 | 0.46 | 0.45 |
| 11 | -1 | 1 | 1 | -1 | -1 | 0.77 | 0.76 |
| 12 | -1 | -1 | -1 | 1 | 1 | 0.45 | 0.44 |
| 13 | -1 | -1 | -1 | -1 | 1 | 0.28 | 0.27 |
| 14 | 1 | 1 | 1 | 1 | 1 | 0.48 | 0.45 |
| 15 | 1 | 1 | -1 | -1 | 1 | 0.52 | 0.53 |
| 16 | -1 | 1 | -1 | 1 | -1 | 0.56 | 0.51 |
| 17 | 1 | 1 | -1 | 1 | -1 | 0.59 | 0.58 |
| 18 | 0 | 0 | 0 | 0 | 2.38 | 0.36 | 0.34 |
| 19 | -1 | 1 | 1 | 1 | -1 | 0.50 | 0.52 |
| 20 | 1 | 1 | 1 | -1 | -1 | 0.78 | 0.75 |
| 21 | -2.38 | 0 | 0 | 0 | 0 | 0.45 | 0.42 |
| 22 | -1 | -1 | 1 | 1 | -1 | 0.34 | 0.28 |
| 23 | -1 | 1 | -1 | 1 | 1 | 0.54 | 0.55 |
| 24 | -1 | -1 | 1 | 1 | 1 | 0.33 | 0.34 |
| 25 | -1 | 1 | -1 | -1 | 1 | 0.45 | 0.47 |
| 26 | 0 | 0 | 0 | -2.38 | 0 | 0.36 | 0.36 |
| 27 | -1 | -1 | 1 | -1 | -1 | 0.39 | 0.43 |
| 28 | 1 | -1 | -1 | -1 | 1 | 0.33 | 0.33 |
| 29 | -1 | 1 | 1 | -1 | 1 | 0.81 | 0.77 |
| 30 | -1 | 1 | -1 | -1 | -1 | 0.43 | 0.45 |
| 31 | -1 | 1 | 1 | 1 | 1 | 0.49 | 0.54 |
| 32 | 0 | 0 | -2.38 | 0 | 0 | 0.38 | 0.39 |
| 33 | 1 | -1 | 1 | -1 | -1 | 0.42 | 0.43 |
| 34 | 1 | 1 | 1 | 1 | -1 | 0.45 | 0.48 |
| 35 | 1 | -1 | -1 | -1 | -1 | 0.34 | 0.31 |
| 36 | 0 | 0 | 2.38 | 0 | 0 | 0.52 | 0.51 |
| 37 | 2.38 | 0 | 0 | 0 | 0 | 0.42 | 0.45 |
| 38 | 0 | 0 | 0 | 0 | -2.38 | 0.28 | 0.30 |
| 39 | 1 | -1 | 1 | -1 | 1 | 0.44 | 0.43 |
| 40 | 0 | 0 | 0 | 0 | 0 | 0.84 | 0.86 |
| 41 | 1 | -1 | -1 | 1 | 1 | 0.46 | 0.47 |
| 42 | -1 | -1 | -1 | -1 | -1 | 0.23 | 0.21 |
| 43 | 0 | 0 | 0 | 0 | 0 | 0.85 | 0.86 |
| 44 | -1 | -1 | -1 | 1 | -1 | 0.30 | 0.37 |
| 45 | 1 | 1 | 1 | -1 | 1 | 0.71 | 0.72 |
| 46 | 1 | 1 | -1 | 1 | 1 | 0.60 | 0.58 |
| 47 | 0 | 0 | 0 | 0 | 0 | 0.86 | 0.86 |
| 48 | 0 | 0 | 0 | 0 | 0 | 0.90 | 0.86 |
| 49 | 0 | 0 | 0 | 0 | 0 | 0.91 | 0.86 |
| 50 | 1 | 1 | -1 | -1 | -1 | 0.55 | 0.55 |
Table 3 Center combination experiment results and prediction
| 序号 No. | A | B | C | D | E | 脂肽产量 Lipopeptide yield/(g·L-1) | 预测值 Predicted value/(g·L-1) |
|---|---|---|---|---|---|---|---|
| 1 | 0 | -2.38 | 0 | 0 | 0 | 0.32 | 0.31 |
| 2 | 0 | 2.38 | 0 | 0 | 0 | 0.82 | 0.83 |
| 3 | 1 | -1 | 1 | 1 | -1 | 0.26 | 0.25 |
| 4 | 1 | -1 | 1 | 1 | 1 | 0.25 | 0.26 |
| 5 | 0 | 0 | 0 | 0 | 0 | 0.83 | 0.86 |
| 6 | 0 | 0 | 0 | 2.38 | 0 | 0.25 | 0.24 |
| 7 | 0 | 0 | 0 | 0 | 0 | 0.89 | 0.86 |
| 8 | 0 | 0 | 0 | 0 | 0 | 0.82 | 0.86 |
| 9 | -1 | -1 | 1 | -1 | 1 | 0.45 | 0.48 |
| 10 | 1 | -1 | -1 | 1 | -1 | 0.46 | 0.45 |
| 11 | -1 | 1 | 1 | -1 | -1 | 0.77 | 0.76 |
| 12 | -1 | -1 | -1 | 1 | 1 | 0.45 | 0.44 |
| 13 | -1 | -1 | -1 | -1 | 1 | 0.28 | 0.27 |
| 14 | 1 | 1 | 1 | 1 | 1 | 0.48 | 0.45 |
| 15 | 1 | 1 | -1 | -1 | 1 | 0.52 | 0.53 |
| 16 | -1 | 1 | -1 | 1 | -1 | 0.56 | 0.51 |
| 17 | 1 | 1 | -1 | 1 | -1 | 0.59 | 0.58 |
| 18 | 0 | 0 | 0 | 0 | 2.38 | 0.36 | 0.34 |
| 19 | -1 | 1 | 1 | 1 | -1 | 0.50 | 0.52 |
| 20 | 1 | 1 | 1 | -1 | -1 | 0.78 | 0.75 |
| 21 | -2.38 | 0 | 0 | 0 | 0 | 0.45 | 0.42 |
| 22 | -1 | -1 | 1 | 1 | -1 | 0.34 | 0.28 |
| 23 | -1 | 1 | -1 | 1 | 1 | 0.54 | 0.55 |
| 24 | -1 | -1 | 1 | 1 | 1 | 0.33 | 0.34 |
| 25 | -1 | 1 | -1 | -1 | 1 | 0.45 | 0.47 |
| 26 | 0 | 0 | 0 | -2.38 | 0 | 0.36 | 0.36 |
| 27 | -1 | -1 | 1 | -1 | -1 | 0.39 | 0.43 |
| 28 | 1 | -1 | -1 | -1 | 1 | 0.33 | 0.33 |
| 29 | -1 | 1 | 1 | -1 | 1 | 0.81 | 0.77 |
| 30 | -1 | 1 | -1 | -1 | -1 | 0.43 | 0.45 |
| 31 | -1 | 1 | 1 | 1 | 1 | 0.49 | 0.54 |
| 32 | 0 | 0 | -2.38 | 0 | 0 | 0.38 | 0.39 |
| 33 | 1 | -1 | 1 | -1 | -1 | 0.42 | 0.43 |
| 34 | 1 | 1 | 1 | 1 | -1 | 0.45 | 0.48 |
| 35 | 1 | -1 | -1 | -1 | -1 | 0.34 | 0.31 |
| 36 | 0 | 0 | 2.38 | 0 | 0 | 0.52 | 0.51 |
| 37 | 2.38 | 0 | 0 | 0 | 0 | 0.42 | 0.45 |
| 38 | 0 | 0 | 0 | 0 | -2.38 | 0.28 | 0.30 |
| 39 | 1 | -1 | 1 | -1 | 1 | 0.44 | 0.43 |
| 40 | 0 | 0 | 0 | 0 | 0 | 0.84 | 0.86 |
| 41 | 1 | -1 | -1 | 1 | 1 | 0.46 | 0.47 |
| 42 | -1 | -1 | -1 | -1 | -1 | 0.23 | 0.21 |
| 43 | 0 | 0 | 0 | 0 | 0 | 0.85 | 0.86 |
| 44 | -1 | -1 | -1 | 1 | -1 | 0.30 | 0.37 |
| 45 | 1 | 1 | 1 | -1 | 1 | 0.71 | 0.72 |
| 46 | 1 | 1 | -1 | 1 | 1 | 0.60 | 0.58 |
| 47 | 0 | 0 | 0 | 0 | 0 | 0.86 | 0.86 |
| 48 | 0 | 0 | 0 | 0 | 0 | 0.90 | 0.86 |
| 49 | 0 | 0 | 0 | 0 | 0 | 0.91 | 0.86 |
| 50 | 1 | 1 | -1 | -1 | -1 | 0.55 | 0.55 |
| 方差来源 Soruces of variation | 平方和 Sum of squares | 自由度 Degree of freedom | 方差 Variance | F值 F value | P值 P value | 显著性 Significance |
|---|---|---|---|---|---|---|
| 回归模型Regression model | 2.06 | 20 | 0.10 | 89.28 | <0.000 1 | ** |
| A | 1.426×10-3 | 1 | 1.426×10-3 | 1.23 | 0.275 6 | |
| B | 0.51 | 1 | 0.51 | 439.53 | <0.000 1 | ** |
| C | 0.029 | 1 | 0.029 | 24.76 | <0.000 1 | ** |
| D | 0.028 | 1 | 0.028 | 24.26 | <0.000 1 | ** |
| E | 3.887×10-3 | 1 | 3.887×10-3 | 3.37 | 0.076 9 | |
| AB | 1.125×10-4 | 1 | 1.125×10-4 | 0.097 | 0.757 2 | |
| AC | 0.025 | 1 | 0.025 | 21.92 | <0.000 1 | ** |
| AD | 1.800×10-3 | 1 | 1.800×10-3 | 1.56 | 0.221 9 | |
| AE | 3.613×10-3 | 1 | 3.613×10-3 | 3.13 | 0.087 5 | |
| BC | 0.016 | 1 | 0.016 | 14.03 | 0.000 8 | ** |
| BD | 0.019 | 1 | 0.019 | 16.46 | 0.000 3 | ** |
| BE | 2.450×10-3 | 1 | 2.450×10-3 | 2.12 | 0.156 0 | |
| CD | 0.20 | 1 | 0.20 | 169.10 | <0.000 1 | ** |
| CE | 4.500×10-4 | 1 | 4.500×10-4 | 0.39 | 0.537 4 | |
| DE | 1.125×10-4 | 1 | 1.125×10-4 | 0.097 | 0.757 2 | |
| A2 | 0.32 | 1 | 0.32 | 275.38 | <0.000 1 | ** |
| B2 | 0.15 | 1 | 0.15 | 129.08 | <0.000 1 | ** |
| C2 | 0.30 | 1 | 0.30 | 256.42 | <0.000 1 | ** |
| D2 | 0.54 | 1 | 0.54 | 468.04 | <0.000 1 | ** |
| E2 | 0.51 | 1 | 0.51 | 443.22 | <0.000 1 | ** |
| 残差Residual | 0.033 | 29 | 1.155×10-3 | |||
| 失拟项Lack of fit | 0.026 | 22 | 1.161×10-3 | 1.02 | 0.528 6 | |
| 纯误差Pure error | 7.950×10-3 | 7 | 1.136×10-3 | |||
| 合计Cor total | 2.10 | 49 |
Table 4 ANOVA results of fitted regression equations
| 方差来源 Soruces of variation | 平方和 Sum of squares | 自由度 Degree of freedom | 方差 Variance | F值 F value | P值 P value | 显著性 Significance |
|---|---|---|---|---|---|---|
| 回归模型Regression model | 2.06 | 20 | 0.10 | 89.28 | <0.000 1 | ** |
| A | 1.426×10-3 | 1 | 1.426×10-3 | 1.23 | 0.275 6 | |
| B | 0.51 | 1 | 0.51 | 439.53 | <0.000 1 | ** |
| C | 0.029 | 1 | 0.029 | 24.76 | <0.000 1 | ** |
| D | 0.028 | 1 | 0.028 | 24.26 | <0.000 1 | ** |
| E | 3.887×10-3 | 1 | 3.887×10-3 | 3.37 | 0.076 9 | |
| AB | 1.125×10-4 | 1 | 1.125×10-4 | 0.097 | 0.757 2 | |
| AC | 0.025 | 1 | 0.025 | 21.92 | <0.000 1 | ** |
| AD | 1.800×10-3 | 1 | 1.800×10-3 | 1.56 | 0.221 9 | |
| AE | 3.613×10-3 | 1 | 3.613×10-3 | 3.13 | 0.087 5 | |
| BC | 0.016 | 1 | 0.016 | 14.03 | 0.000 8 | ** |
| BD | 0.019 | 1 | 0.019 | 16.46 | 0.000 3 | ** |
| BE | 2.450×10-3 | 1 | 2.450×10-3 | 2.12 | 0.156 0 | |
| CD | 0.20 | 1 | 0.20 | 169.10 | <0.000 1 | ** |
| CE | 4.500×10-4 | 1 | 4.500×10-4 | 0.39 | 0.537 4 | |
| DE | 1.125×10-4 | 1 | 1.125×10-4 | 0.097 | 0.757 2 | |
| A2 | 0.32 | 1 | 0.32 | 275.38 | <0.000 1 | ** |
| B2 | 0.15 | 1 | 0.15 | 129.08 | <0.000 1 | ** |
| C2 | 0.30 | 1 | 0.30 | 256.42 | <0.000 1 | ** |
| D2 | 0.54 | 1 | 0.54 | 468.04 | <0.000 1 | ** |
| E2 | 0.51 | 1 | 0.51 | 443.22 | <0.000 1 | ** |
| 残差Residual | 0.033 | 29 | 1.155×10-3 | |||
| 失拟项Lack of fit | 0.026 | 22 | 1.161×10-3 | 1.02 | 0.528 6 | |
| 纯误差Pure error | 7.950×10-3 | 7 | 1.136×10-3 | |||
| 合计Cor total | 2.10 | 49 |
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