Current Biotechnology ›› 2025, Vol. 15 ›› Issue (3): 518-525.DOI: 10.19586/j.2095-2341.2025.0006
• Articles • Previous Articles Next Articles
					
													Xiaojing GAO( ), Zhulan ZHANG(
), Zhulan ZHANG( ), Xianju LIN, Guanrong QIU, Yaoming WEN, Jianhui FAN, Hongxiang HUANG
), Xianju LIN, Guanrong QIU, Yaoming WEN, Jianhui FAN, Hongxiang HUANG
												  
						
						
						
					
				
Received:2025-01-20
															
							
															
							
																	Accepted:2025-02-28
															
							
																	Online:2025-05-25
															
							
																	Published:2025-07-01
															
						Contact:
								Zhulan ZHANG   
													
        
               		高晓晶( ), 张祝兰(
), 张祝兰( ), 林仙菊, 邱观荣, 温耀明, 范建辉, 黄洪祥
), 林仙菊, 邱观荣, 温耀明, 范建辉, 黄洪祥
                  
        
        
        
        
    
通讯作者:
					张祝兰
							作者简介:高晓晶 E-mail: tju_gaoxiaojing@163.com;
				
							基金资助:CLC Number:
Xiaojing GAO, Zhulan ZHANG, Xianju LIN, Guanrong QIU, Yaoming WEN, Jianhui FAN, Hongxiang HUANG. Optimization of Fermentation Culture Conditions for Cyclosporine A Using Response Surface Method[J]. Current Biotechnology, 2025, 15(3): 518-525.
高晓晶, 张祝兰, 林仙菊, 邱观荣, 温耀明, 范建辉, 黄洪祥. 基于响应面法优化环孢菌素A发酵工艺的研究[J]. 生物技术进展, 2025, 15(3): 518-525.
| 编码 | 组分 | 水平 | |
|---|---|---|---|
| -1 | 1 | ||
| A | 玉米浆粉/% | 3 | 6 | 
| B | 麦芽糊精/% | 8 | 14 | 
| C | 葡萄糖/% | 0.5 | 1.5 | 
| D | 酵母浸粉/% | 0.1 | 0.2 | 
| E | PEG200/% | 0.1 | 0.5 | 
| F | 发酵时间/% | 7 | 10 | 
| G | 硫酸铵/% | 0.1 | 1.0 | 
| H | 发酵温度/℃ | 24 | 26 | 
Table 1 The design of each variable in the PBD experiment
| 编码 | 组分 | 水平 | |
|---|---|---|---|
| -1 | 1 | ||
| A | 玉米浆粉/% | 3 | 6 | 
| B | 麦芽糊精/% | 8 | 14 | 
| C | 葡萄糖/% | 0.5 | 1.5 | 
| D | 酵母浸粉/% | 0.1 | 0.2 | 
| E | PEG200/% | 0.1 | 0.5 | 
| F | 发酵时间/% | 7 | 10 | 
| G | 硫酸铵/% | 0.1 | 1.0 | 
| H | 发酵温度/℃ | 24 | 26 | 
| 因素 | 编码 | 水平 | ||
|---|---|---|---|---|
| -1 | 0 | 1 | ||
| 玉米浆粉/% | X1 | 4 | 6 | 8 | 
| 硫酸铵/% | X2 | 0.1 | 0.2 | 0.3 | 
| 发酵时间/d | X3 | 9 | 10 | 11 | 
| 葡萄糖/% | X4 | 0.4 | 0.6 | 0.8 | 
Table 2 Factor design of the CCD experiment
| 因素 | 编码 | 水平 | ||
|---|---|---|---|---|
| -1 | 0 | 1 | ||
| 玉米浆粉/% | X1 | 4 | 6 | 8 | 
| 硫酸铵/% | X2 | 0.1 | 0.2 | 0.3 | 
| 发酵时间/d | X3 | 9 | 10 | 11 | 
| 葡萄糖/% | X4 | 0.4 | 0.6 | 0.8 | 
| 编号 | A | B | C | D | E | F | G | H | CsA含量/(mg·mL-1) | 
|---|---|---|---|---|---|---|---|---|---|
| 1 | 1 | -1 | 1 | -1 | 1 | 1 | -1 | 1 | 5.42 | 
| 2 | 1 | -1 | -1 | -1 | 1 | -1 | 1 | -1 | 6.69 | 
| 3 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | 6.53 | 
| 4 | 1 | 1 | 1 | -1 | -1 | -1 | 1 | 1 | 5.63 | 
| 5 | 1 | -1 | 1 | 1 | 1 | -1 | -1 | 1 | 7.45 | 
| 6 | -1 | 1 | 1 | -1 | 1 | 1 | 1 | -1 | 6.91 | 
| 7 | 1 | -1 | 1 | 1 | -1 | 1 | 1 | -1 | 7.65 | 
| 8 | -1 | 1 | -1 | 1 | 1 | -1 | 1 | 1 | 6.19 | 
| 9 | -1 | -1 | -1 | 1 | -1 | 1 | 1 | 1 | 7.10 | 
| 10 | 1 | 1 | -1 | 1 | 1 | 1 | -1 | -1 | 11.44 | 
| 11 | 1 | 1 | -1 | -1 | -1 | 1 | -1 | 1 | 10.89 | 
| 12 | -1 | 1 | 1 | 1 | -1 | -1 | -1 | -1 | 7.02 | 
Table 3 PBD experimental design and results
| 编号 | A | B | C | D | E | F | G | H | CsA含量/(mg·mL-1) | 
|---|---|---|---|---|---|---|---|---|---|
| 1 | 1 | -1 | 1 | -1 | 1 | 1 | -1 | 1 | 5.42 | 
| 2 | 1 | -1 | -1 | -1 | 1 | -1 | 1 | -1 | 6.69 | 
| 3 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | 6.53 | 
| 4 | 1 | 1 | 1 | -1 | -1 | -1 | 1 | 1 | 5.63 | 
| 5 | 1 | -1 | 1 | 1 | 1 | -1 | -1 | 1 | 7.45 | 
| 6 | -1 | 1 | 1 | -1 | 1 | 1 | 1 | -1 | 6.91 | 
| 7 | 1 | -1 | 1 | 1 | -1 | 1 | 1 | -1 | 7.65 | 
| 8 | -1 | 1 | -1 | 1 | 1 | -1 | 1 | 1 | 6.19 | 
| 9 | -1 | -1 | -1 | 1 | -1 | 1 | 1 | 1 | 7.10 | 
| 10 | 1 | 1 | -1 | 1 | 1 | 1 | -1 | -1 | 11.44 | 
| 11 | 1 | 1 | -1 | -1 | -1 | 1 | -1 | 1 | 10.89 | 
| 12 | -1 | 1 | 1 | 1 | -1 | -1 | -1 | -1 | 7.02 | 
| 来源 | 平方和 | 自由度 | 均方 | F值 | P值 | 
|---|---|---|---|---|---|
| 模型 | 37.39 | 8 | 4.67 | 9.87 | 0.043 | 
| A-玉米浆粉 | 9.32 | 1 | 9.32 | 19.68 | 0.021 3 | 
| B-麦芽糊精 | 4.36 | 1 | 4.36 | 9.22 | 0.056 | 
| C-葡萄糖 | 6.39 | 1 | 6.39 | 13.49 | 0.034 9 | 
| D-酵母浸粉 | 1.91 | 1 | 1.91 | 4.03 | 0.138 4 | 
| E-PEG200 | 0.045 4 | 1 | 0.045 4 | 0.095 8 | 0.777 2 | 
| F-发酵时间 | 8.18 | 1 | 8.18 | 17.27 | 0.025 3 | 
| G-硫酸铵 | 6.13 | 1 | 6.13 | 12.94 | 0.036 8 | 
| H-发酵温度 | 1.06 | 1 | 1.06 | 2.24 | 0.231 4 | 
| 残差 | 1.42 | 3 | 0.473 5 | ||
| 总和 | 38.81 | 11 | 
Table 4 Analysis of variance in PBD
| 来源 | 平方和 | 自由度 | 均方 | F值 | P值 | 
|---|---|---|---|---|---|
| 模型 | 37.39 | 8 | 4.67 | 9.87 | 0.043 | 
| A-玉米浆粉 | 9.32 | 1 | 9.32 | 19.68 | 0.021 3 | 
| B-麦芽糊精 | 4.36 | 1 | 4.36 | 9.22 | 0.056 | 
| C-葡萄糖 | 6.39 | 1 | 6.39 | 13.49 | 0.034 9 | 
| D-酵母浸粉 | 1.91 | 1 | 1.91 | 4.03 | 0.138 4 | 
| E-PEG200 | 0.045 4 | 1 | 0.045 4 | 0.095 8 | 0.777 2 | 
| F-发酵时间 | 8.18 | 1 | 8.18 | 17.27 | 0.025 3 | 
| G-硫酸铵 | 6.13 | 1 | 6.13 | 12.94 | 0.036 8 | 
| H-发酵温度 | 1.06 | 1 | 1.06 | 2.24 | 0.231 4 | 
| 残差 | 1.42 | 3 | 0.473 5 | ||
| 总和 | 38.81 | 11 | 
| 编号 | 玉米浆粉/% | 葡萄糖/% | 硫酸铵/% | 发酵时间/d | CsA含量/(mg·mL-1) | 
|---|---|---|---|---|---|
| 1 | 3 | 1.2 | 0.3 | 7 | 8.48 | 
| 2 | 4 | 1.0 | 0.25 | 8 | 10.66 | 
| 3 | 5 | 0.8 | 0.2 | 9 | 10.90 | 
| 4 | 6 | 0.6 | 0.20 | 10 | 11.53 | 
| 5 | 7 | 0.4 | 0.15 | 11 | 8.62 | 
| 6 | 8 | 0.2 | 0.10 | 12 | 6.69 | 
| 7 | 9 | 0 | 0.05 | 13 | 6.51 | 
Table 5 Steepest ascent experimental design and results
| 编号 | 玉米浆粉/% | 葡萄糖/% | 硫酸铵/% | 发酵时间/d | CsA含量/(mg·mL-1) | 
|---|---|---|---|---|---|
| 1 | 3 | 1.2 | 0.3 | 7 | 8.48 | 
| 2 | 4 | 1.0 | 0.25 | 8 | 10.66 | 
| 3 | 5 | 0.8 | 0.2 | 9 | 10.90 | 
| 4 | 6 | 0.6 | 0.20 | 10 | 11.53 | 
| 5 | 7 | 0.4 | 0.15 | 11 | 8.62 | 
| 6 | 8 | 0.2 | 0.10 | 12 | 6.69 | 
| 7 | 9 | 0 | 0.05 | 13 | 6.51 | 
| 实验编号 | X1 | X2 | X3 | X4 | CsA含量/(mg·mL-1) | 
|---|---|---|---|---|---|
| 1 | 1 | 2 | -1 | 1 | 8.94 | 
| 2 | 0 | 0 | 0 | 0 | 11.92 | 
| 3 | -1 | 1 | -1 | 1 | 8.84 | 
| 4 | 1 | -1 | 2 | 1 | 10.60 | 
| 5 | 0 | 2 | 0 | 0 | 10.57 | 
| 6 | -1 | -1 | 1 | 1 | 10.31 | 
| 7 | 0 | -2 | 0 | 0 | 10.12 | 
| 8 | -2 | 0 | 0 | 0 | 7.12 | 
| 9 | 0 | 0 | 0 | 0 | 11.93 | 
| 10 | -1 | 1 | 1 | 1 | 9.59 | 
| 11 | 2 | 0 | 0 | 0 | 7.87 | 
| 12 | 1 | -1 | -1 | -1 | 9.65 | 
| 13 | 0 | 0 | -2 | 0 | 8.75 | 
| 14 | 1 | 1 | 1 | -1 | 10.14 | 
| 15 | 0 | 0 | 0 | -2 | 10.04 | 
| 16 | 0 | 0 | 0 | 0 | 11.77 | 
| 17 | 0 | 0 | 0 | 0 | 11.30 | 
| 18 | -1 | -1 | -1 | -1 | 9.71 | 
| 19 | -1 | 1 | -1 | -1 | 9.57 | 
| 20 | -1 | -1 | 1 | -1 | 10.50 | 
| 21 | 1 | -1 | 1 | -1 | 10.92 | 
| 22 | 0 | 0 | 2 | 0 | 11.23 | 
| 23 | 1 | 1 | 1 | 1 | 10.90 | 
| 24 | -1 | -1 | -1 | 1 | 9.86 | 
| 25 | 1 | -1 | -1 | 1 | 9.78 | 
| 26 | 0 | 0 | 0 | 0 | 11.55 | 
| 27 | 0 | 0 | 0 | 2 | 10.15 | 
| 28 | 1 | 1 | -1 | -1 | 8.30 | 
| 29 | 0 | 0 | 0 | 0 | 11.91 | 
| 30 | -1 | 1 | 1 | -1 | 10.31 | 
Table 6 The results of CCD
| 实验编号 | X1 | X2 | X3 | X4 | CsA含量/(mg·mL-1) | 
|---|---|---|---|---|---|
| 1 | 1 | 2 | -1 | 1 | 8.94 | 
| 2 | 0 | 0 | 0 | 0 | 11.92 | 
| 3 | -1 | 1 | -1 | 1 | 8.84 | 
| 4 | 1 | -1 | 2 | 1 | 10.60 | 
| 5 | 0 | 2 | 0 | 0 | 10.57 | 
| 6 | -1 | -1 | 1 | 1 | 10.31 | 
| 7 | 0 | -2 | 0 | 0 | 10.12 | 
| 8 | -2 | 0 | 0 | 0 | 7.12 | 
| 9 | 0 | 0 | 0 | 0 | 11.93 | 
| 10 | -1 | 1 | 1 | 1 | 9.59 | 
| 11 | 2 | 0 | 0 | 0 | 7.87 | 
| 12 | 1 | -1 | -1 | -1 | 9.65 | 
| 13 | 0 | 0 | -2 | 0 | 8.75 | 
| 14 | 1 | 1 | 1 | -1 | 10.14 | 
| 15 | 0 | 0 | 0 | -2 | 10.04 | 
| 16 | 0 | 0 | 0 | 0 | 11.77 | 
| 17 | 0 | 0 | 0 | 0 | 11.30 | 
| 18 | -1 | -1 | -1 | -1 | 9.71 | 
| 19 | -1 | 1 | -1 | -1 | 9.57 | 
| 20 | -1 | -1 | 1 | -1 | 10.50 | 
| 21 | 1 | -1 | 1 | -1 | 10.92 | 
| 22 | 0 | 0 | 2 | 0 | 11.23 | 
| 23 | 1 | 1 | 1 | 1 | 10.90 | 
| 24 | -1 | -1 | -1 | 1 | 9.86 | 
| 25 | 1 | -1 | -1 | 1 | 9.78 | 
| 26 | 0 | 0 | 0 | 0 | 11.55 | 
| 27 | 0 | 0 | 0 | 2 | 10.15 | 
| 28 | 1 | 1 | -1 | -1 | 8.30 | 
| 29 | 0 | 0 | 0 | 0 | 11.91 | 
| 30 | -1 | 1 | 1 | -1 | 10.31 | 
| 来源 | 平方和 | 自由度 | 均方 | F值 | P值 | |
|---|---|---|---|---|---|---|
| 模型 | 39.52 | 14 | 2.82 | 14.37 | <0.000 1 | ** | 
| X1-玉米浆粉 | 0.17 | 1 | 0.17 | 0.87 | 0.366 5 | |
| X2-硫酸铵 | 0.62 | 1 | 0.62 | 3.14 | 0.096 7 | |
| X3-发酵时间 | 7.68 | 1 | 7.68 | 39.08 | <0.000 1 | ** | 
| X4-葡萄糖 | 0.000 1 | 1 | 0.000 1 | 0.000 6 | 0.981 3 | |
| X1X2 | 0.02 | 1 | 0.02 | 0.12 | 0.734 8 | |
| X1X3 | 0.63 | 1 | 0.63 | 3.18 | 0.094 7 | |
| X1X4 | 0.45 | 1 | 0.45 | 2.29 | 0.150 6 | |
| X2X3 | 0.24 | 1 | 0.24 | 1.22 | 0.286 4 | |
| X2X4 | 0.002 4 | 1 | 0.002 | 0.01 | 0.913 0 | |
| X3X4 | 0.03 | 1 | 0.028 | 0.14 | 0.709 1 | |
| X12 | 27.11 | 1 | 27.11 | 138.04 | <0.000 1 | ** | 
| X22 | 2.19 | 1 | 2.19 | 11.16 | 0.004 5 | ** | 
| X32 | 3.77 | 1 | 3.77 | 19.20 | 0.000 5 | ** | 
| X42 | 3.26 | 1 | 3.26 | 16.61 | 0.001 0 | ** | 
| 残差 | 2.95 | 15 | 0.20 | |||
| 失拟项 | 2.62 | 10 | 0.26 | 3.96 | 0.070 9 | |
| 纯误差 | 0.33 | 5 | 0.066 | |||
| 总和 | 42.47 | 29 | 
Table 7 Analysis of variance for the regression model
| 来源 | 平方和 | 自由度 | 均方 | F值 | P值 | |
|---|---|---|---|---|---|---|
| 模型 | 39.52 | 14 | 2.82 | 14.37 | <0.000 1 | ** | 
| X1-玉米浆粉 | 0.17 | 1 | 0.17 | 0.87 | 0.366 5 | |
| X2-硫酸铵 | 0.62 | 1 | 0.62 | 3.14 | 0.096 7 | |
| X3-发酵时间 | 7.68 | 1 | 7.68 | 39.08 | <0.000 1 | ** | 
| X4-葡萄糖 | 0.000 1 | 1 | 0.000 1 | 0.000 6 | 0.981 3 | |
| X1X2 | 0.02 | 1 | 0.02 | 0.12 | 0.734 8 | |
| X1X3 | 0.63 | 1 | 0.63 | 3.18 | 0.094 7 | |
| X1X4 | 0.45 | 1 | 0.45 | 2.29 | 0.150 6 | |
| X2X3 | 0.24 | 1 | 0.24 | 1.22 | 0.286 4 | |
| X2X4 | 0.002 4 | 1 | 0.002 | 0.01 | 0.913 0 | |
| X3X4 | 0.03 | 1 | 0.028 | 0.14 | 0.709 1 | |
| X12 | 27.11 | 1 | 27.11 | 138.04 | <0.000 1 | ** | 
| X22 | 2.19 | 1 | 2.19 | 11.16 | 0.004 5 | ** | 
| X32 | 3.77 | 1 | 3.77 | 19.20 | 0.000 5 | ** | 
| X42 | 3.26 | 1 | 3.26 | 16.61 | 0.001 0 | ** | 
| 残差 | 2.95 | 15 | 0.20 | |||
| 失拟项 | 2.62 | 10 | 0.26 | 3.96 | 0.070 9 | |
| 纯误差 | 0.33 | 5 | 0.066 | |||
| 总和 | 42.47 | 29 | 
| 组别 | CsA含量/(mg·mL-1) | 
|---|---|
| 初始组 | 7.95±0.72 | 
| 预测组 | 11.87±0.18* | 
| 验证组 | 11.76±0.47* | 
Table 8 Results of the verification test (n=5)
| 组别 | CsA含量/(mg·mL-1) | 
|---|---|
| 初始组 | 7.95±0.72 | 
| 预测组 | 11.87±0.18* | 
| 验证组 | 11.76±0.47* | 
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