生物技术通报 ›› 2023, Vol. 39 ›› Issue (9): 255-267.doi: 10.13560/j.cnki.biotech.bull.1985.2023-0086
收稿日期:
2023-02-07
出版日期:
2023-09-26
发布日期:
2023-10-24
作者简介:
苗永美,女,博士,副教授,研究方向:功能微生物开发利用与植物互作;E-mail: mym416@163.com;苗永美同为本文通讯作者
基金资助:
MIAO Yong-mei1(), MIAO Cui-ping2, YU Qing-cai1
Received:
2023-02-07
Published:
2023-09-26
Online:
2023-10-24
摘要:
枯草芽孢杆菌BBs-27从药用植物石豆兰中分离,对黄色镰刀菌(Fusarium culmorum)具较强抑菌活性。为进一步掌握发酵液中抑菌成分及抑菌机制,对发酵液耐酸碱、紫外照射、酶解等特性进行研究,在此基础上,借助LC-MS技术对发酵液中脂肽类型进行鉴定,并从形态、生理和转录组3个层面上分析抑菌机制。结果表明,发酵液pH=6时抑菌活性最强,pH<4或>10时活性明显降低。超过10 min紫外照射活性显著降低。易被其他3种蛋白酶水解,但对胃蛋白酶不敏感,推测抑菌物是以脂肽类为主且包含少量蛋白质,LC-MS分析证实,抗菌肽主要是伊枯草菌素和丰原素两大类。SEM结果显示,脂肽处理下菌丝卷曲、畸形、异常膨大。脂肽对菌丝体内SOD、POD、CAT及可溶性蛋白、可溶性糖均有显著影响,5项生理指标均与抑菌率极显著相关。以禾谷镰刀菌基因组为参照组装,样品中Q20>96%,Q30>91%,GC含量在52.27%-52.87%,比对率>78%。共筛选出712个DEGs,包括393个上调基因和319个下调基因。Go功能注释分类显示,712个DEGs主要涉及到6个生物学过程、11个细胞组分和12个分子功能。KEEG分析显示,DEGs显著富集在碳水化合物、脂、氨基酸、辅助因子和维生素代谢等途径,筛选出了重要的脂肽响应基因GAO、CHS3、MPG1、FGSG_02016、IPDH、ODC,它们通过干扰细胞壁、细胞膜、氨基酸、抗氧化酶的正常合成来影响菌体生长。该结果为进一步开发和利用安全微生物农药奠定理论基础。
苗永美, 苗翠苹, 于庆才. 枯草芽孢杆菌BBs-27发酵液性质及脂肽对黄色镰刀菌的抑菌作用[J]. 生物技术通报, 2023, 39(9): 255-267.
MIAO Yong-mei, MIAO Cui-ping, YU Qing-cai. Properties of Bacillus subtilis Strain BBs-27 Fermentation Broth and the Inhibition of Lipopeptides Against Fusarium culmorum[J]. Biotechnology Bulletin, 2023, 39(9): 255-267.
图2 不同处理后发酵液的抑菌效果 不同小写字母表示差异显著(P<0.05),下同
Fig. 2 Inhibitory effects of fermentation broths after different treatments Different lowercase letters indicate significant difference at 0.05 level. The same below
图3 脂肽的LC-MS分析 A:HPLC分析;B:伊枯草菌素质谱图;C:丰原素质谱图
Fig. 3 LC-MS analysis of LPs A: HPLC analysis. B: Mass spectrogram of iturin. C: Mass spectrogram of fengycin
指标 Index | 抑菌率 Antifungal rate/% | SOD活力 SOD activity/ (U·g-1) | POD活力 POD activity/ (U·g-1) | CAT活力 CAT activity/ (U·g-1) | 可溶性蛋白含量 Soluble protein content/ (mg·g-1) | 可溶性糖含量 Soluble sugar content/ (mg·g-1) |
---|---|---|---|---|---|---|
抑菌率Antifungal rate/% | 1 | -0.927** | -0.952** | -0.998** | -0.985** | 0.966** |
SOD活力SOD activity/(U·g-1) | -0.927** | 1 | 0.811* | 0.902* | 0.857* | 0.842* |
POD活力POD activity/(U·g-1) | -0.952** | 0.811* | 1 | 0.963** | 0.945** | 0.892* |
CAT活力CAT activity/(U·g-1) | -0.998** | 0.902* | 0.963** | 1 | 0.992** | 0.971** |
可溶性蛋白含量 Soluble protein content /(mg·g-1) | -0.985** | 0.857* | 0.945** | 0.992** | 1 | 0.991** |
可溶性糖含量 Soluble sugar content /(mg·g-1) | -0.966** | 0.842* | 0.892* | 0.971** | 0.991** | 1 |
平均值Mean | -0.966 | 0.868 | 0.913 | 0.965 | 0.954 | 0.932 |
表1 指标之间相关系数
Table 1 Correlation coefficient among indexes
指标 Index | 抑菌率 Antifungal rate/% | SOD活力 SOD activity/ (U·g-1) | POD活力 POD activity/ (U·g-1) | CAT活力 CAT activity/ (U·g-1) | 可溶性蛋白含量 Soluble protein content/ (mg·g-1) | 可溶性糖含量 Soluble sugar content/ (mg·g-1) |
---|---|---|---|---|---|---|
抑菌率Antifungal rate/% | 1 | -0.927** | -0.952** | -0.998** | -0.985** | 0.966** |
SOD活力SOD activity/(U·g-1) | -0.927** | 1 | 0.811* | 0.902* | 0.857* | 0.842* |
POD活力POD activity/(U·g-1) | -0.952** | 0.811* | 1 | 0.963** | 0.945** | 0.892* |
CAT活力CAT activity/(U·g-1) | -0.998** | 0.902* | 0.963** | 1 | 0.992** | 0.971** |
可溶性蛋白含量 Soluble protein content /(mg·g-1) | -0.985** | 0.857* | 0.945** | 0.992** | 1 | 0.991** |
可溶性糖含量 Soluble sugar content /(mg·g-1) | -0.966** | 0.842* | 0.892* | 0.971** | 0.991** | 1 |
平均值Mean | -0.966 | 0.868 | 0.913 | 0.965 | 0.954 | 0.932 |
样品 Sample | 原始序列数 Raw reads | 质控后序列数 Clean reads | 质控后序列比例 Clean reads rate/% | 错误率 Error rate/% | Q20/% | Q30/% | GC 含量 GC content/% | 覆盖率 Mapped ratios/% |
---|---|---|---|---|---|---|---|---|
C1 | 44 046 600 | 42 603 392 | 96.72 | 0.03 | 97.00 | 91.69 | 52.60 | 78.75 |
C2 | 43 260 998 | 41 992 094 | 97.07 | 0.03 | 96.99 | 91.62 | 52.87 | 79.61 |
C3 | 58 845 594 | 56 937 404 | 96.76 | 0.03 | 98.03 | 94.15 | 52.30 | 79.27 |
T1 | 54 973 812 | 52 895 734 | 96.22 | 0.03 | 97.93 | 93.83 | 52.31 | 78.44 |
T2 | 58 068 196 | 55 878 726 | 96.23 | 0.03 | 97.95 | 93.99 | 52.27 | 78.47 |
T3 | 57 570 042 | 55 363 728 | 96.17 | 0.03 | 97.84 | 93.66 | 52.55 | 79.33 |
综合Total | 316 765 242 | 305 671 078 | 96.50 |
表2 质控数据统计结果
Table 2 Quality control data statistics
样品 Sample | 原始序列数 Raw reads | 质控后序列数 Clean reads | 质控后序列比例 Clean reads rate/% | 错误率 Error rate/% | Q20/% | Q30/% | GC 含量 GC content/% | 覆盖率 Mapped ratios/% |
---|---|---|---|---|---|---|---|---|
C1 | 44 046 600 | 42 603 392 | 96.72 | 0.03 | 97.00 | 91.69 | 52.60 | 78.75 |
C2 | 43 260 998 | 41 992 094 | 97.07 | 0.03 | 96.99 | 91.62 | 52.87 | 79.61 |
C3 | 58 845 594 | 56 937 404 | 96.76 | 0.03 | 98.03 | 94.15 | 52.30 | 79.27 |
T1 | 54 973 812 | 52 895 734 | 96.22 | 0.03 | 97.93 | 93.83 | 52.31 | 78.44 |
T2 | 58 068 196 | 55 878 726 | 96.23 | 0.03 | 97.95 | 93.99 | 52.27 | 78.47 |
T3 | 57 570 042 | 55 363 728 | 96.17 | 0.03 | 97.84 | 93.66 | 52.55 | 79.33 |
综合Total | 316 765 242 | 305 671 078 | 96.50 |
二级类别 Second category | 通路名称 Pathway name | 基因编号 Gene ID | 基因名称 Gene name | Log2FC | P-value | 上下调Regulation |
---|---|---|---|---|---|---|
碳水化合物代谢Carbohydrate metabolism | 半乳糖代谢 Galactose metabolism | FGSG_03569 | Galactose oxidase precursor | 1.20 | 3.85×10-3 | Up |
FGSG_11032 | Galactose oxidase precursor | 2.11 | 3.43×10-3 | Up | ||
FGSG_00096 | Hypothetical protein | 2.57 | 3.88×10-8 | Up | ||
FGSG_03288 | Hypothetical protein | 1.77 | 8.10×10-4 | Up | ||
FGSG_08415 | Hypothetical protein | 1.90 | 1.13×10-7 | Up | ||
FGSG_13188 | Hypothetical protein | -1.78 | 2.89×10-3 | Down | ||
氨基糖和核苷糖代谢途径 Amino sugar and nucleotide sugar metabolism | FGSG_10327 | Chitin synthase 3 | -1.22 | 5.28×10-6 | Down | |
FGSG_03591 | 42 kD endochitinase precursor | -1.77 | 1.93×10-3 | Down | ||
FGSG_08773 | Mannose-1-phosphate guanyltransferase | 1.19 | 3.13×10-3 | Up | ||
FGSG_04752 | Hypothetical protein | 6.07 | 5.10×10-5 | Up | ||
FGSG_02355 | Hypothetical protein | -1.69 | 1.39×10-3 | Down | ||
FGSG_04903 | Hypothetical protein | 1.88 | 3.10×10-3 | Up | ||
FGSG_13188 | Hypothetical protein | -1.78 | 2.89×10-3 | Down | ||
FGSG_13883 | Hypothetical protein | -1.05 | 9.45×10-4 | Down | ||
脂代谢 Lipid metabolism | 类角甾醇生物合成Steroid biosynthesis | FGSG_02502 | C-5 sterol desaturase | 3.39 | 2.14×10-10 | Up |
FGSG_02346 | Delta(14)-sterol reductase | 1.10 | 3.88×10-3 | Up | ||
FGSG_09830 | C-4 methylsterol oxidase | 1.46 | 4.18×10-3 | Up | ||
FGSG_02016 | Hypothetical protein | -1.32 | 1.08×10-4 | Down | ||
FGSG_06215 | Hypothetical protein | 1.38 | 3.87×10-3 | Up | ||
氨基酸代谢Amino acid metabolism | 缬氨酸、亮氨酸和异亮氨酸生物合成 Valine, leucine and isoleucine biosynthesis | FGSG_09589 | 3-isopropylmalate dehydratase | -1.05 | 4.61×10-3 | Down |
FGSG_10118 | Ketol-acid reductoisomerase | 1.17 | 1.28×10-3 | Up | ||
FGSG_10119 | Hypothetical protein | 1.33 | 1.07×10-6 | Up | ||
FGSG_04570 | Hypothetical protein | -1.52 | 8.46×10-5 | Down | ||
谷胱甘肽代谢 Glutathione metabolism | FGSG_05903 | Ornithine decarboxylase | -1.36 | 1.82×10-7 | Down | |
FGSG_00172 | Hypothetical protein | -1.47 | 3.62×10-3 | Down | ||
FGSG_00443 | Hypothetical protein | -1.19 | 2.42×10-4 | Down | ||
FGSG_12154 | Hypothetical protein | 1.58 | 7.48×10-6 | Up | ||
FGSG_04902 | Hypothetical protein | 4.34 | 3.65×10-4 | Up | ||
辅助因子和维生素代谢Metabolism of cofactors and vitamins | 泛酸盐和乙酰辅酶A生物合成 Pantothenate and CoA biosynthesis | FGSG_10118 | Ketol-acid reductoisomeras | 1.17 | 1.28×10-3 | Up |
FGSG_12108 | Hypothetical protein | 1.27 | 3.02×10-3 | Up | ||
FGSG_04570 | Hypothetical protein | 1.52 | 8.46×10-5 | Uup | ||
FGSG_03176 | Hypothetical protein | -1.21 | 1.17×10-3 | Down |
表3 KEGG显著富集的通路及DEGs
Table 3 Significantly enriched of differentially expressed genes and pathways by KEGG
二级类别 Second category | 通路名称 Pathway name | 基因编号 Gene ID | 基因名称 Gene name | Log2FC | P-value | 上下调Regulation |
---|---|---|---|---|---|---|
碳水化合物代谢Carbohydrate metabolism | 半乳糖代谢 Galactose metabolism | FGSG_03569 | Galactose oxidase precursor | 1.20 | 3.85×10-3 | Up |
FGSG_11032 | Galactose oxidase precursor | 2.11 | 3.43×10-3 | Up | ||
FGSG_00096 | Hypothetical protein | 2.57 | 3.88×10-8 | Up | ||
FGSG_03288 | Hypothetical protein | 1.77 | 8.10×10-4 | Up | ||
FGSG_08415 | Hypothetical protein | 1.90 | 1.13×10-7 | Up | ||
FGSG_13188 | Hypothetical protein | -1.78 | 2.89×10-3 | Down | ||
氨基糖和核苷糖代谢途径 Amino sugar and nucleotide sugar metabolism | FGSG_10327 | Chitin synthase 3 | -1.22 | 5.28×10-6 | Down | |
FGSG_03591 | 42 kD endochitinase precursor | -1.77 | 1.93×10-3 | Down | ||
FGSG_08773 | Mannose-1-phosphate guanyltransferase | 1.19 | 3.13×10-3 | Up | ||
FGSG_04752 | Hypothetical protein | 6.07 | 5.10×10-5 | Up | ||
FGSG_02355 | Hypothetical protein | -1.69 | 1.39×10-3 | Down | ||
FGSG_04903 | Hypothetical protein | 1.88 | 3.10×10-3 | Up | ||
FGSG_13188 | Hypothetical protein | -1.78 | 2.89×10-3 | Down | ||
FGSG_13883 | Hypothetical protein | -1.05 | 9.45×10-4 | Down | ||
脂代谢 Lipid metabolism | 类角甾醇生物合成Steroid biosynthesis | FGSG_02502 | C-5 sterol desaturase | 3.39 | 2.14×10-10 | Up |
FGSG_02346 | Delta(14)-sterol reductase | 1.10 | 3.88×10-3 | Up | ||
FGSG_09830 | C-4 methylsterol oxidase | 1.46 | 4.18×10-3 | Up | ||
FGSG_02016 | Hypothetical protein | -1.32 | 1.08×10-4 | Down | ||
FGSG_06215 | Hypothetical protein | 1.38 | 3.87×10-3 | Up | ||
氨基酸代谢Amino acid metabolism | 缬氨酸、亮氨酸和异亮氨酸生物合成 Valine, leucine and isoleucine biosynthesis | FGSG_09589 | 3-isopropylmalate dehydratase | -1.05 | 4.61×10-3 | Down |
FGSG_10118 | Ketol-acid reductoisomerase | 1.17 | 1.28×10-3 | Up | ||
FGSG_10119 | Hypothetical protein | 1.33 | 1.07×10-6 | Up | ||
FGSG_04570 | Hypothetical protein | -1.52 | 8.46×10-5 | Down | ||
谷胱甘肽代谢 Glutathione metabolism | FGSG_05903 | Ornithine decarboxylase | -1.36 | 1.82×10-7 | Down | |
FGSG_00172 | Hypothetical protein | -1.47 | 3.62×10-3 | Down | ||
FGSG_00443 | Hypothetical protein | -1.19 | 2.42×10-4 | Down | ||
FGSG_12154 | Hypothetical protein | 1.58 | 7.48×10-6 | Up | ||
FGSG_04902 | Hypothetical protein | 4.34 | 3.65×10-4 | Up | ||
辅助因子和维生素代谢Metabolism of cofactors and vitamins | 泛酸盐和乙酰辅酶A生物合成 Pantothenate and CoA biosynthesis | FGSG_10118 | Ketol-acid reductoisomeras | 1.17 | 1.28×10-3 | Up |
FGSG_12108 | Hypothetical protein | 1.27 | 3.02×10-3 | Up | ||
FGSG_04570 | Hypothetical protein | 1.52 | 8.46×10-5 | Uup | ||
FGSG_03176 | Hypothetical protein | -1.21 | 1.17×10-3 | Down |
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