中国农业科技导报 ›› 2023, Vol. 25 ›› Issue (7): 222-233.DOI: 10.13304/j.nykjdb.2021.1055
• 方法与技术创新 • 上一篇
赵秀英1,2(), 黄晴雯2, 曹浩杰1,2, 王杰2, 李瑞姣2, 聂冬霞1,2, 韩铮1,2, 赵志辉1,2(
)
收稿日期:
2021-12-10
接受日期:
2022-03-08
出版日期:
2023-07-15
发布日期:
2023-08-25
通讯作者:
赵志辉
作者简介:
赵秀英 E-mail:zxy99232@163.com;
基金资助:
Xiuying ZHAO1,2(), Qingwen HUANG2, Haojie CAO1,2, Jie WANG2, Ruijiao LI2, Dongxia NIE1,2, Zheng HAN1,2, Zhihui ZHAO1,2(
)
Received:
2021-12-10
Accepted:
2022-03-08
Online:
2023-07-15
Published:
2023-08-25
Contact:
Zhihui ZHAO
摘要:
为研究不同液体培养条件对禾谷镰刀菌脱氧雪腐镰刀菌烯醇(deoxynivalenol,DON)和15-乙酰基脱氧雪腐镰刀菌烯醇(15-acetyldeoxynivalenol,15-ADON)产量的影响,采用单因素试验和响应面法进行研究。结果表明,培养时间、pH及两者间交互作用对DON产量影响极显著;培养时间及培养时间与培养温度的交互作用对15-ADON产量影响极显著。DON的最佳产毒条件为:培养温度26.3 ℃,初始pH 6.35,培养22 d,此条件下DON的产量达5 739.69 μg·L-1;15-ADON的最佳产毒条件为:培养温度26.3 ℃,初始pH 5.58,培养21 d,此条件下15-ADON的产量达10 453.41 μg·L-1,为DON及15-ADON的生物合成、日常监管和污染防控等提供理论依据和数据支持。
中图分类号:
赵秀英, 黄晴雯, 曹浩杰, 王杰, 李瑞姣, 聂冬霞, 韩铮, 赵志辉. 响应面法优化禾谷镰刀菌产脱氧雪腐镰刀菌烯醇及其衍生物的液体培养条件[J]. 中国农业科技导报, 2023, 25(7): 222-233.
Xiuying ZHAO, Qingwen HUANG, Haojie CAO, Jie WANG, Ruijiao LI, Dongxia NIE, Zheng HAN, Zhihui ZHAO. Optimization of Liquid Culture Conditions for the Production of Deoxynivalenol and Its Derivatives by Fusarium graminearum Using Response Surface Methodology[J]. Journal of Agricultural Science and Technology, 2023, 25(7): 222-233.
因素 Factor | 编码值 Symbol | DON | 15-ADON | |||||
---|---|---|---|---|---|---|---|---|
-1 | 0 | 1 | -1 | 0 | 1 | |||
培养时间 Incubation time/d | A | 10 | 20 | 30 | 7 | 14 | 21 | |
培养温度 Incubation temperature/℃ | B | 20 | 28 | 35 | 20 | 28 | 35 | |
初始pH Initial pH | C | 4.5 | 6.0 | 7.5 | 4.5 | 6.0 | 7.5 |
表1 响应面试验因素与水平
Table 1 Response surface experiment factors and levels
因素 Factor | 编码值 Symbol | DON | 15-ADON | |||||
---|---|---|---|---|---|---|---|---|
-1 | 0 | 1 | -1 | 0 | 1 | |||
培养时间 Incubation time/d | A | 10 | 20 | 30 | 7 | 14 | 21 | |
培养温度 Incubation temperature/℃ | B | 20 | 28 | 35 | 20 | 28 | 35 | |
初始pH Initial pH | C | 4.5 | 6.0 | 7.5 | 4.5 | 6.0 | 7.5 |
名称Name | 母离子 Precursor ion/(m·z-1) | 子离子 Product ion/(m·z-1) | 碰撞电压 Collision energy/eV | 离子化模式 Ionization mode |
---|---|---|---|---|
DON | 297.3 | 203.0*/175.1 | 28/28 | ES+ |
3-ADON | 339.1 | 231.2*/203.2 | 16/19 | ES+ |
15-ADON | 339.2 | 137.1*/261.2 | 25/16 | ES+ |
表2 DON、3-ADON和15-ADON的质谱参数
Table 2 MS/MS parameters for DON, 3-ADON and 15-ADON
名称Name | 母离子 Precursor ion/(m·z-1) | 子离子 Product ion/(m·z-1) | 碰撞电压 Collision energy/eV | 离子化模式 Ionization mode |
---|---|---|---|---|
DON | 297.3 | 203.0*/175.1 | 28/28 | ES+ |
3-ADON | 339.1 | 231.2*/203.2 | 16/19 | ES+ |
15-ADON | 339.2 | 137.1*/261.2 | 25/16 | ES+ |
名称Name | 5 μg·L-1 | 50 μg·L-1 | 100 μg·L-1 | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
回收率 Recovery/% | 日内精密度 Intra-day precision/% | 日间精密度 Inter-day precision/% | 回收率 Recovery/% | 日内精密度 Intra-day precision/% | 日间精密度 Inter-day precision/% | 回收率 Recovery/% | 日内精密度 Intra-day precision/% | 日间精密度 Inter-day precision/% | |||||
DON | 103.97 | 7.02 | 5.67 | 83.28 | 7.53 | 7.36 | 81.03 | 11.98 | 3.55 | ||||
3-ADON | 86.06 | 3.32 | 5.26 | 82.90 | 4.50 | 4.56 | 80.18 | 3.18 | 7.69 | ||||
15-ADON | 90.72 | 5.28 | 6.78 | 87.93 | 4.31 | 7.36 | 81.34 | 2.80 | 6.33 |
表3 液体培养基中DON、3-ADON和15-ADON的回收率和精密度
Table 3 Recoveries and precisions of DON, 3-ADON, and 15-ADON in liquid culture (n=3)
名称Name | 5 μg·L-1 | 50 μg·L-1 | 100 μg·L-1 | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
回收率 Recovery/% | 日内精密度 Intra-day precision/% | 日间精密度 Inter-day precision/% | 回收率 Recovery/% | 日内精密度 Intra-day precision/% | 日间精密度 Inter-day precision/% | 回收率 Recovery/% | 日内精密度 Intra-day precision/% | 日间精密度 Inter-day precision/% | |||||
DON | 103.97 | 7.02 | 5.67 | 83.28 | 7.53 | 7.36 | 81.03 | 11.98 | 3.55 | ||||
3-ADON | 86.06 | 3.32 | 5.26 | 82.90 | 4.50 | 4.56 | 80.18 | 3.18 | 7.69 | ||||
15-ADON | 90.72 | 5.28 | 6.78 | 87.93 | 4.31 | 7.36 | 81.34 | 2.80 | 6.33 |
图2 不同培养基条件下菌株的生长及DON和15-ADON产量A:葡萄糖;B:乙酸钠;C:KNO3;D: NH4H2PO4
Fig. 2 Growth of strains and production of DON and 15-ADON under different culture mediumsA: Glucose; B: Sodium acetate; C: KNO3; D: NH4H2PO4
图3 不同培养条件下菌株的生长及DON和15-ADON产量A:初始pH;B:培养温度;C:培养时间
Fig. 3 Growth of strains and production of DON and 15-ADON under different cultural conditionsA: Initial pH; B: Incubation temperature; C: Incubation time
试验号 Test number | 培养时间 Incubation time/d | 培养温度 Incubation temperature/℃ | 初始pH Initial pH | DON产量 Production of DON/(μg·L-1) |
---|---|---|---|---|
1 | 30.00 | 28.00 | 7.50 | 3 428.56 |
2 | 20.00 | 28.00 | 6.00 | 5 508.33 |
3 | 20.00 | 28.00 | 6.00 | 5 480.50 |
4 | 30.00 | 20.00 | 6.00 | 2 427.21 |
5 | 10.00 | 35.00 | 6.00 | 68.60 |
6 | 30.00 | 28.00 | 4.50 | 378.45 |
7 | 30.00 | 35.00 | 6.00 | 1 006.98 |
8 | 10.00 | 20.00 | 6.00 | 1 003.23 |
9 | 20.00 | 20.00 | 4.50 | 678.46 |
10 | 10.00 | 28.00 | 7.50 | 578.55 |
11 | 10.00 | 28.00 | 4.50 | 57.98 |
12 | 20.00 | 28.00 | 6.00 | 6 677.33 |
13 | 20.00 | 35.00 | 7.50 | 1 689.00 |
14 | 20.00 | 35.00 | 4.50 | 500.78 |
15 | 20.00 | 28.00 | 6.00 | 5 363.87 |
16 | 20.00 | 20.00 | 7.50 | 2 677.33 |
17 | 20.00 | 28.00 | 6.00 | 5 143.87 |
表4 DON 响应面试验结果
Table 4 Results for response surface experiments of DON
试验号 Test number | 培养时间 Incubation time/d | 培养温度 Incubation temperature/℃ | 初始pH Initial pH | DON产量 Production of DON/(μg·L-1) |
---|---|---|---|---|
1 | 30.00 | 28.00 | 7.50 | 3 428.56 |
2 | 20.00 | 28.00 | 6.00 | 5 508.33 |
3 | 20.00 | 28.00 | 6.00 | 5 480.50 |
4 | 30.00 | 20.00 | 6.00 | 2 427.21 |
5 | 10.00 | 35.00 | 6.00 | 68.60 |
6 | 30.00 | 28.00 | 4.50 | 378.45 |
7 | 30.00 | 35.00 | 6.00 | 1 006.98 |
8 | 10.00 | 20.00 | 6.00 | 1 003.23 |
9 | 20.00 | 20.00 | 4.50 | 678.46 |
10 | 10.00 | 28.00 | 7.50 | 578.55 |
11 | 10.00 | 28.00 | 4.50 | 57.98 |
12 | 20.00 | 28.00 | 6.00 | 6 677.33 |
13 | 20.00 | 35.00 | 7.50 | 1 689.00 |
14 | 20.00 | 35.00 | 4.50 | 500.78 |
15 | 20.00 | 28.00 | 6.00 | 5 363.87 |
16 | 20.00 | 20.00 | 7.50 | 2 677.33 |
17 | 20.00 | 28.00 | 6.00 | 5 143.87 |
来源 Source | 平方和 Sum of squares | 自由度 Degree of freedom | 均方 Mean squares | F值 F value | P值 P value |
---|---|---|---|---|---|
模型 Model | 82 250 000.00 | 9 | 9 139 000.00 | 36.98** | < 0.000 1 |
A | 3 860 000.00 | 1 | 3 860 000.00 | 15.62** | 0.005 5 |
B | 1 550 000.00 | 1 | 1 550 000.00 | 6.27* | 0.040 7 |
C | 5 786 000.00 | 1 | 5 786 000.00 | 23.41** | 0.001 9 |
AB | 52 476.25 | 1 | 52 476.25 | 0.21 | 0.658 9 |
AC | 1 600 000.00 | 1 | 1 600 000.00 | 6.47* | 0.038 4 |
BC | 158 800.00 | 1 | 158 800.00 | 0.64 | 0.449 1 |
A2 | 24 090 000.00 | 1 | 24 090 000.00 | 97.48** | <0.000 1 |
B2 | 19 340 000.00 | 1 | 19 340 000.00 | 78.27** | <0.000 1 |
C2 | 19 140 000.00 | 1 | 19 140 000.00 | 77.45** | <0.000 1 |
残差 Residual | 1 730 000.00 | 7 | 247 100.00 | ||
失拟项 Lack of Fit | 288 700.00 | 3 | 96 221.44 | 0.27 | 0.846 6 |
纯误差 Pure error | 1 441 000.00 | 4 | 360 300.00 | ||
总误差 Total error | 83 980 000.00 | 16 |
表5 DON响应面模型方差分析
Table 5 Analysis of variance for quadratic regression equation of DON
来源 Source | 平方和 Sum of squares | 自由度 Degree of freedom | 均方 Mean squares | F值 F value | P值 P value |
---|---|---|---|---|---|
模型 Model | 82 250 000.00 | 9 | 9 139 000.00 | 36.98** | < 0.000 1 |
A | 3 860 000.00 | 1 | 3 860 000.00 | 15.62** | 0.005 5 |
B | 1 550 000.00 | 1 | 1 550 000.00 | 6.27* | 0.040 7 |
C | 5 786 000.00 | 1 | 5 786 000.00 | 23.41** | 0.001 9 |
AB | 52 476.25 | 1 | 52 476.25 | 0.21 | 0.658 9 |
AC | 1 600 000.00 | 1 | 1 600 000.00 | 6.47* | 0.038 4 |
BC | 158 800.00 | 1 | 158 800.00 | 0.64 | 0.449 1 |
A2 | 24 090 000.00 | 1 | 24 090 000.00 | 97.48** | <0.000 1 |
B2 | 19 340 000.00 | 1 | 19 340 000.00 | 78.27** | <0.000 1 |
C2 | 19 140 000.00 | 1 | 19 140 000.00 | 77.45** | <0.000 1 |
残差 Residual | 1 730 000.00 | 7 | 247 100.00 | ||
失拟项 Lack of Fit | 288 700.00 | 3 | 96 221.44 | 0.27 | 0.846 6 |
纯误差 Pure error | 1 441 000.00 | 4 | 360 300.00 | ||
总误差 Total error | 83 980 000.00 | 16 |
图4 培养时间、培养温度和初始pH交互结果对DON的产量的响应面及等高线图
Fig. 4 Response surface and contour map of the interactive effects of incubation time, incubation temperature and initial pH value on the production of DON
试验号 Test number | 培养时间 Incubation time/d | 培养温度 Incubation temperature/℃ | 初始pH Initial pH | 15-ADON产量 Production of 15-ADON/(μg·L-1) |
---|---|---|---|---|
1 | 14.00 | 28.00 | 6.00 | 10 143.80 |
2 | 14.00 | 28.00 | 6.00 | 9 622.46 |
3 | 14.00 | 28.00 | 6.00 | 10 660.30 |
4 | 14.00 | 28.00 | 6.00 | 10 580.40 |
5 | 21.00 | 28.00 | 7.50 | 3 140.63 |
6 | 14.00 | 28.00 | 6.00 | 13 264.4 |
7 | 21.00 | 28.00 | 4.50 | 7 102.70 |
8 | 14.00 | 20.00 | 7.50 | 396.05 |
9 | 14.00 | 35.00 | 4.50 | 2 072.56 |
10 | 21.00 | 35.00 | 6.00 | 1 445.33 |
11 | 7.00 | 28.00 | 7.50 | 56.37 |
12 | 21.00 | 20.00 | 6.00 | 7 706.35 |
13 | 14.00 | 20.00 | 4.50 | 4 538.67 |
14 | 7.00 | 28.00 | 4.50 | 86.42 |
15 | 14.00 | 35.00 | 7.50 | 614.70 |
16 | 7.00 | 35.00 | 6.00 | 35.33 |
17 | 7.00 | 20.00 | 6.00 | 19.99 |
表6 15-ADON响应面试验结果
Table 6 Results for response surface experiments of 15-ADON
试验号 Test number | 培养时间 Incubation time/d | 培养温度 Incubation temperature/℃ | 初始pH Initial pH | 15-ADON产量 Production of 15-ADON/(μg·L-1) |
---|---|---|---|---|
1 | 14.00 | 28.00 | 6.00 | 10 143.80 |
2 | 14.00 | 28.00 | 6.00 | 9 622.46 |
3 | 14.00 | 28.00 | 6.00 | 10 660.30 |
4 | 14.00 | 28.00 | 6.00 | 10 580.40 |
5 | 21.00 | 28.00 | 7.50 | 3 140.63 |
6 | 14.00 | 28.00 | 6.00 | 13 264.4 |
7 | 21.00 | 28.00 | 4.50 | 7 102.70 |
8 | 14.00 | 20.00 | 7.50 | 396.05 |
9 | 14.00 | 35.00 | 4.50 | 2 072.56 |
10 | 21.00 | 35.00 | 6.00 | 1 445.33 |
11 | 7.00 | 28.00 | 7.50 | 56.37 |
12 | 21.00 | 20.00 | 6.00 | 7 706.35 |
13 | 14.00 | 20.00 | 4.50 | 4 538.67 |
14 | 7.00 | 28.00 | 4.50 | 86.42 |
15 | 14.00 | 35.00 | 7.50 | 614.70 |
16 | 7.00 | 35.00 | 6.00 | 35.33 |
17 | 7.00 | 20.00 | 6.00 | 19.99 |
来源 Source | 平方和 Sum of squares | 自由度 Degree of freedom | 均方 Mean squares | F值 F value | P值 P value |
---|---|---|---|---|---|
模型 Model | 343 200 000.00 | 9 | 38 130 000.00 | 25.55** | 0.000 2 |
A | 47 970 000.00 | 1 | 47 970 000.00 | 32.14** | 0.000 8 |
B | 9 017 000.00 | 1 | 9 017 000.00 | 6.04* | 0.043 6 |
C | 11 920 000.00 | 1 | 11 920 000.00 | 7.98* | 0.025 6 |
AB | 9 722 000.00 | 1 | 9 722 000.00 | 6.51* | 0.0380 |
AC | 3 865 000.00 | 1 | 3 865 000.00 | 2.59 | 0.151 6 |
BC | 1 871 000.00 | 1 | 1 871 000.00 | 1.25 | 0.299 9 |
A2 | 65 060 000.00 | 1 | 65 060 000.00 | 43.58** | 0.000 3 |
B2 | 92 500 000.00 | 1 | 92 500 000.00 | 61.97** | 0.000 1 |
C2 | 78 830 000.00 | 1 | 78 830 000.00 | 52.81** | 0.000 2 |
残差 Residual | 10 450 000.00 | 7 | 1 493 000.00 | ||
失拟项 Lack of Fit | 2 505 000.00 | 3 | 835 200.00 | 0.42 | 0.748 7 |
纯误差 Pure error | 7 944 000.00 | 4 | 1 986 000.00 | ||
总误差 Total error | 353 700 000.00 | 16 |
表7 15-ADON响应面模型方差分析
Table 7 Analysis of variance for quadratic regression equation of 15-ADON
来源 Source | 平方和 Sum of squares | 自由度 Degree of freedom | 均方 Mean squares | F值 F value | P值 P value |
---|---|---|---|---|---|
模型 Model | 343 200 000.00 | 9 | 38 130 000.00 | 25.55** | 0.000 2 |
A | 47 970 000.00 | 1 | 47 970 000.00 | 32.14** | 0.000 8 |
B | 9 017 000.00 | 1 | 9 017 000.00 | 6.04* | 0.043 6 |
C | 11 920 000.00 | 1 | 11 920 000.00 | 7.98* | 0.025 6 |
AB | 9 722 000.00 | 1 | 9 722 000.00 | 6.51* | 0.0380 |
AC | 3 865 000.00 | 1 | 3 865 000.00 | 2.59 | 0.151 6 |
BC | 1 871 000.00 | 1 | 1 871 000.00 | 1.25 | 0.299 9 |
A2 | 65 060 000.00 | 1 | 65 060 000.00 | 43.58** | 0.000 3 |
B2 | 92 500 000.00 | 1 | 92 500 000.00 | 61.97** | 0.000 1 |
C2 | 78 830 000.00 | 1 | 78 830 000.00 | 52.81** | 0.000 2 |
残差 Residual | 10 450 000.00 | 7 | 1 493 000.00 | ||
失拟项 Lack of Fit | 2 505 000.00 | 3 | 835 200.00 | 0.42 | 0.748 7 |
纯误差 Pure error | 7 944 000.00 | 4 | 1 986 000.00 | ||
总误差 Total error | 353 700 000.00 | 16 |
图5 培养时间、培养温度和初始pH交互结果对15-ADON的产量的响应面及等高线图
Fig. 5 Response surface and contour map of the interactive effect of incubation time, incubation temperature and initial pH value on the yield of 15-ADON
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