| Literature DB >> 22629294 |
Xiangyang Liu1, Biao Ren, Hong Gao, Mei Liu, Huanqin Dai, Fuhang Song, Zhenyan Yu, Shujin Wang, Jiangchun Hu, Chandrakant R Kokare, Lixin Zhang.
Abstract
BACKGROUND: Two of our long term efforts are to discover compounds with synergistic antifungal activity from metabolites of marine derived microbes and to optimize the production of the interesting compounds produced by microorganisms. In this respect, new applications or mechanisms of already known compounds with a high production yield could be continually identified. Surfactin is a well-known lipopeptide biosurfactant with a broad spectrum of antimicrobial and antiviral activity; however, there is less knowledge on surfactin's antifungal activity. In this study, we investigated the synergistic antifungal activity of C(15)-surfactin and the optimization of its production by the response surface method. METHODOLOGY/PRINCIPALEntities:
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Year: 2012 PMID: 22629294 PMCID: PMC3356355 DOI: 10.1371/journal.pone.0034430
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1The structure of C15-Surfactin.
The Plackett-Burman design for screening variables for C15-surfactin production.
| Factors(g/L) | Code | Lowlevel(−1) | Highlevel(+1) | Coef |
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| K2HPO4·3H2O |
| 0.5 | 6 | 4.98 | 6.49 | 0.0841 |
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| MgSO4·7H2O |
| 0 | 0.4 | −0.88 | 0.20 | 0.6828 |
| MnCl2·4H2O |
| 0 | 0.004 | 2.48 | 1.62 | 0.2934 |
| Yeast extract |
| 0.05 | 0.35 | −4.61 | 5.57 | 0.0994 |
| Temperature |
| 27 | 30 | 1.72 | 0.78 | 0.4433 |
R2 = 96.25%, R2 (adj) = 86.25%.
Coef: coefficient.
The Placket-Burman design variables (in coded levels) with C15-surfactin yield as response.
| Run | Variable levels | Yield of C15-surfactin (mg/L) | ||||||||||
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| 1 | 1 | −1 | 1 | 1 | 1 | −1 | −1 | −1 | 1 | −1 | 1 | 12.70±0.88 |
| 2 | −1 | 1 | −1 | 1 | 1 | −1 | 1 | 1 | 1 | −1 | −1 | 53.00±0.29 |
| 3 | 1 | −1 | 1 | 1 | −1 | 1 | 1 | 1 | −1 | −1 | −1 | 15.19±0.72 |
| 4 | 1 | 1 | 1 | −1 | −1 | −1 | 1 | −1 | 1 | 1 | −1 | 3.92±0.42 |
| 5 | −1 | −1 | −1 | −1 | −1 | −1 | −1 | −1 | −1 | −1 | −1 | 14.55±0.90 |
| 6 | 1 | 1 | −1 | −1 | −1 | 1 | −1 | 1 | 1 | −1 | 1 | 12.73±0.99 |
| 7 | −1 | −1 | 1 | −1 | 1 | 1 | −1 | 1 | 1 | 1 | −1 | 38.27±1.45 |
| 8 | −1 | 1 | 1 | −1 | 1 | 1 | 1 | −1 | −1 | −1 | 1 | 51.72±1.69 |
| 9 | 1 | −1 | −1 | −1 | 1 | −1 | 1 | 1 | −1 | 1 | 1 | 17.88±1.01 |
| 10 | −1 | −1 | −1 | 1 | −1 | 1 | 1 | −1 | 1 | 1 | 1 | 23.22±0.99 |
| 11 | 1 | 1 | −1 | 1 | 1 | 1 | −1 | −1 | −1 | 1 | −1 | 47.93±0.80 |
| 12 | −1 | 1 | 1 | 1 | −1 | −1 | −1 | 1 | −1 | 1 | 1 | 49.31±0.18 |
Design and results of CCD.
| Run | Sucrose | NH4NO3 | NaH2PO4·2H2O | Yield of C15-Surfactin (mg/L) | |||
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| 1 | −1 | 17 | 1 | 2.5 | 1 | 14 | 118.08±1.23 |
| 2 | 0 | 20 | 0 | 2.0 | −1.68 | 17 | 45.56±0.42 |
| 3 | 1 | 23 | 1 | 2.5 | 1 | 14 | 130.41±12.94 |
| 4 | 0 | 20 | 0 | 2.0 | 1.68 | 17 | 100.60±1.26 |
| 5 | 0 | 20 | 1.68 | 2.8 | 0 | 10 | 128.96±2.38 |
| 6 | 1 | 23 | 1 | 2.5 | −1 | 6 | 106.70±5.91 |
| 7 | 1 | 23 | −1 | 1.5 | −1 | 6 | 49.84±1.71 |
| 8 | 0 | 20 | −1.68 | 1.2 | 0 | 10 | 96.07±5.94 |
| 9 | −1.68 | 15 | 0 | 2.0 | 0 | 10 | 131.39±0.87 |
| 10 | 1.68 | 25 | 0 | 2.0 | 0 | 10 | 98.41±25.73 |
| 11 | 0 | 20 | 0 | 2.0 | 0 | 10 | 126.27±3.13 |
| 12 | 0 | 20 | 0 | 2.0 | 0 | 10 | 121.33±1.85 |
| 13 | −1 | 17 | 1 | 2.5 | −1 | 6 | 102.68±3.83 |
| 14 | 0 | 20 | 0 | 2.0 | 0 | 10 | 119.36±0.53 |
| 15 | −1 | 17 | −1 | 1.5 | −1 | 6 | 85.18±10.36 |
| 16 | 1 | 23 | −1 | 1.5 | 1 | 14 | 106.23±6.41 |
| 17 | 0 | 20 | 0 | 2.0 | 0 | 10 | 117.49±7.01 |
| 18 | −1 | 17 | −1 | 1.5 | 1 | 14 | 107.49±4.82 |
| 19 | 0 | 20 | 0 | 2.0 | 0 | 10 | 115.14±5.95 |
| 20 | 0 | 20 | 0 | 2.0 | 0 | 10 | 124.47±15.67 |
Synergy antifungal screening resulta.
| Samples | Anti-fungal MICs (µg/mL) | Synergistic anti-fungal MICs (µg/mL) |
| Acid Precipitation | >100 | 50 |
| Lipopeptide Mixture | 50 | 25 |
| C14-surfactin | >100 | 12.5 |
| C15-surfactin | >100 | 6.25 |
| Cyclosporin A | >64 | 4 |
The MIC of KTC is 0.016 µg/mL. The concentration of KTC in synergy antifungal screening experiment is 0.004 µg/mL, at which KTC does not show antifungal activity.
Acid precipitation was obtained by centrifugation of cell broth at pH 2.0. It contains C13-surfactin, C14-surfactin, C15-surfactin and other kind of compounds.
Lipopeptide mixture is purified fraction from acid precipitation, and is the mixture of C13-surfactin, C14-surfactin, and C15-surfactin.
Figure 2Effects of carbon source on the production of C15-surfactin from B. amyloliquefaciens MB199.
Figure 3Effects of nitrogen source on the production of C15-surfactin from B. amyloliquefaciens MB199 with sucrose as the carbon source.
Figure 4Neighbour-joining phylogenetic tree of B. amyloliquefaciens MB199 constructed by Mega 4.0.
Numbers at nodes indicate levels of bootstrap support (%) based on a neighbour-joining analysis of 1000 resampled datasets; only values >50% are given. NCBI accession numbers are given in parentheses. Bar, 0.005 nucleotide substitutions per site.
Design and results of path of steepest ascent experiment.
| Run | Factor | Yield of C15-surfactin (mg/L) | ||
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| 1 | 23 | 1.54 | 6.2 | 71.90±11.53 |
| 2 | 20 | 2 | 10 | 124.18±3.53 |
| 3 | 17 | 2.46 | 13.8 | 103.71±1.61 |
| 4 | 14 | 2.92 | 17.6 | 101.75±7.68 |
X represent Sucrose, NH4NO3 and NaH2PO4•2H2O, respectively.
Regression coefficients and their significance for response surface model.
| Term | Coef | Standard Error |
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| Intercept | 120.62 | 2.63 | <0.0001 |
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| X1*X1 | −1.64 | 1.70 | 0.3576 |
| X2*X2 | −2.48 | 1.70 | 0.1749 |
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| X2*X3 | −4.95 | 2.28 | 0.0554 |
X represent Sucrose, NH4NO3 and NaH2PO4•2H2O, respectively.
ANOVA of regression model.
| Source | DF | Seq SS | Adj MS |
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| Regression | 9 | 10310.53 | 1145.61 | 27.48 | <0.0001 |
| Pure error | 5 | 88.64 | 17.73 | ||
| Lack of fit | 5 | 328.26 | 65.65 | 3.70 | 0.0886 |
| Total | 19 | 10727.43 |
Determination of coefficient R2 = 0.9611; adjusted determination coefficient Adj R2 = 0.9262.
DF, Degree of freedom;
SS, sum of squares;
MS, mean square.
Figure 5Response surface plot for C15-surfactin production by B. amyloliquefaciens MB199.
Figure 6HPLC profile of surfactin produced by B. amyloliquefaciens MB199.
The elution was monitored at 210 nm at a flow rate of 1 mL/min. The dashed line and the real line represent the HPLC profiles of surfactins produced in optimized and original culture media, respectively.