| Literature DB >> 29453688 |
Hang Ren1, Ya-Ting Su1, Xiao-Hua Guo2.
Abstract
Some optimization techniques have been widely applied for spore fermentation based on the plate counting. This study optimized the culture medium for the spore production of Bacillus amyloliquefaciens BS-20 and investigated the feasibility of using a dipicolonic acid (DPA) fluorimetry assay as a simpler alternative to plate counting for evaluating spore yields. Through the single-factor experiment, the metal ions and agro-industrial raw materials that significantly enhanced spore production were determined. After conducting a response surface methodology (RSM) analysis of several metal ions, the combined use of optimum concentrations of Mn2+, Fe2+, and Ca2+ in culture media produced a 3.4-fold increase in spore yields. Subsequently, supplementing soybean meal and corn meal with optimum concentrations determined by another RSM analysis produced an 8.8-fold increase. The final spore concentration from a culture medium incorporating optimum concentrations of the metal ions and raw materials mentioned above was verified to reach (8.05 ± 0.70) × 109 CFU/mL by both DPA fluorimetry and plate counting. The results suggest that the use of DPA fluorescence intensity as an alternative value to colony counting provides a general method for assessing spore yields with less work and shorter time.Entities:
Keywords: Bacillus amyloliquefaciens; Dipicolinic acid; Fluorescence intensity; Response surface methodology; Spore yields
Year: 2018 PMID: 29453688 PMCID: PMC5815978 DOI: 10.1186/s13568-018-0555-x
Source DB: PubMed Journal: AMB Express ISSN: 2191-0855 Impact factor: 3.298
Effects of metal ions with different concentrations on the spore yields of B. amyloliquefaciens BS-20 detected by the fluorometric assay
| Concentration (mM) | Fluorescence intensity (AU) | |||||
|---|---|---|---|---|---|---|
| Fe3+ | Fe2+ | Mn2+ | Mg2+ | Ca2+ | Zn2+ | |
| 0.0 | 996.7 ± 48.5 | 996.7 ± 48.5a | 996.7 ± 48.5a | 996.7 ± 48.5a | 996.7 ± 48.5a | 996.7 ± 48.5a |
| 0.5 | – | – | 1080.0 ± 112.8a | – | – | – |
| 1.0 | 1073.0 ± 26.5 | 1205.0 ± 108.9a | 1661.5 ± 102.5b | 1184.5 ± 71.4b | 1067.0 ± 98.9ab | 285.0 ± 18.4b |
| 2.0 | 1019.0 ± 34.0 | 1527.0 ± 145.7b | 1451.0 ± 75.0ab | 1186.0 ± 19.8b | 1526.5 ± 64.3c | 226.0 ± 29.7bc |
| 3.0 | 1104.0 ± 68.5 | 1624.5 ± 163.3b | 1231.5 ± 79.9ab | 1539.5 ± 77.1c | 1451.0 ± 93.3c | 175.0 ± 15.6c |
| 4.0 | 1098.0 ± 55.5 | 1182.5 ± 120.9a | – | 1097.5 ± 3.5bc | 1219.0 ± 4.2b | 65.0 ± 9.9d |
| 5.0 | 1012.0 ± 29.5 | 1136.0 ± 90.5a | – | 1068.5 ± 62.9bc | 1203.5 ± 34.6b | 35.0 ± 4.2d |
Mean values in the same column with different letters (a, b, c, d) are significantly different (P < 0.05). The final results are expressed as the mean ± standard deviation (n = 3) of 100-fold diluted spore samples
Central composite design for metal ion factors associated with spore density by the fluorometric assay
| Run | Models | Metal ions concentration (mM) | Fluorescence intensity (AU) | ||||
|---|---|---|---|---|---|---|---|
| Mn2+ (x1) | Fe2+ (x2) | Ca2+ (x3) | Mg2+ (x4) | Experimental | Predicted | ||
| 1 | 0000 | 1 | 3 | 2 | 3 | 299.2 ± 44.7 | 299.1 |
| 2 | 0a00 | 1 | 1.52 | 2 | 3 | 292.1 ± 38.3 | 290.3 |
| 3 | −−++ | 0.5 | 2 | 3 | 4 | 280.8 ± 21.2 | 278.4 |
| 4 | +−++ | 1.5 | 2 | 3 | 4 | 284.4 ± 38.2 | 286.3 |
| 5 | ++++ | 1.5 | 4 | 3 | 4 | 282.3 ± 30.0 | 282.2 |
| 6 | −+++ | 0.5 | 4 | 3 | 4 | 268.2 ± 24.3 | 268.0 |
| 7 | −−−+ | 0.5 | 2 | 1 | 4 | 263.4 ± 20.2 | 265.1 |
| 8 | ++−− | 1.5 | 4 | 1 | 2 | 280.8 ± 28.6 | 282.0 |
| 9 | ++−+ | 1.5 | 4 | 1 | 4 | 281.5 ± 30.4 | 276.7 |
| 10 | 000A | 1 | 3 | 2 | 4.48 | 288.5 ± 27.6 | 290.4 |
| 11 | −−+− | 0.5 | 2 | 3 | 2 | 280.5 ± 23.3 | 284.4 |
| 12 | a000 | 0.26 | 3 | 2 | 3 | 278.8 ± 20.1 | 278.8 |
| 13 | +−−+ | 1.5 | 2 | 1 | 4 | 266.4 ± 17.4 | 265.8 |
| 14 | 0000 | 1 | 3 | 2 | 3 | 302.9 ± 33.1 | 299.1 |
| 15 | −+−− | 0.5 | 4 | 1 | 2 | 287.2 ± 25.7 | 284.4 |
| 16 | +−+− | 1.5 | 2 | 3 | 2 | 284.5 ± 24.0 | 283.1 |
| 17 | +−−− | 1.5 | 2 | 1 | 2 | 271.0 ± 18.4 | 270.4 |
| 18 | +++− | 1.5 | 4 | 3 | 2 | 282.2 ± 24.6 | 279.6 |
| 19 | 00a0 | 1 | 3 | 0.52 | 3 | 273.9 ± 23.6 | 277.6 |
| 20 | 0A00 | 1 | 4.48 | 2 | 3 | 285.5 ± 23.3 | 291.2 |
| 21 | A000 | 1.74 | 3 | 2 | 3 | 279.1 ± 26.0 | 282.9 |
| 22 | −−−− | 0.5 | 2 | 1 | 2 | 280.1 ± 4.7 | 279.0 |
| 23 | −++− | 0.5 | 4 | 3 | 2 | 275.2 ± 17.4 | 274.6 |
| 24 | 00A0 | 1 | 3 | 3.48 | 3 | 285.4 ± 19.5 | 285.6 |
| 25 | −+−+ | 0.5 | 4 | 1 | 4 | 269.6 ± 15.3 | 269.8 |
| 26 | 000a | 1 | 3 | 2 | 1.52 | 296.9 ± 24.5 | 298.8 |
| 27 | 0000 | 1 | 3 | 2 | 3 | 302.2 ± 26.6 | 299.1 |
The experimental results are the means of two replicates of 1000-fold diluted spore samples. The symbols in the model column mean each factor at five different levels (−a, −, 0, +, A). The variables at a central coded value are considered at zero
Effects of different raw materials on the spore yields of B. amyloliquefaciens BS-20 detected by the fluorometric assay
| Concentration (g/L) | Fluorescence intensity (AU) | |||
|---|---|---|---|---|
| Corn meal | Soybean meal | Wheat bran | Molasses | |
| 0 | 304.5 ± 19.1a | 304.5 ± 19.1a | 304.5 ± 19.1 | 304.5 ± 19.1 |
| 5 | 392.0 ± 35.4b | 395.0 ± 29.7b | 305.0 ± 15.6 | 316.0 ± 12.7 |
| 10 | 525.0 ± 41.0c | 505.0 ± 17.0c | 325.0 ± 19.8 | 308.0 ± 15.6 |
| 15 | 483.0 ± 25.5c | 468.0 ± 25.5c | 309.0 ± 18.4 | 298.0 ± 8.5 |
Mean values in the same column with different letters (a, b, c) are significantly different (P < 0.05). The final results are expressed as the mean ± standard deviation (n = 3) of 1000-fold diluted spore samples
Fig. 1Calibration curves of spore counts of B. amyloliquefaciens BS-20 and their fluorescence intensity. The spores of B. amyloliquefaciens BS-20 with 1.34 × 108 CFU/mL were twofold serially diluted and treated for the detection of fluorescence intensity
Analysis of variance (ANOVA) for response surface quadratic models for spore production based on DPA florescence detection by metal ion-optimized RSM and sequential raw material-optimized RSM in submerged fermentation
| Term | Metal ion-optimized RSM | Raw material-optimized RSM |
|---|---|---|
| < 0.0001 | 0.0059 | |
| R2 | 0.9400 | 0.9328 |
| Adj. R2 | 0.8701 | 0.8656 |
| Root mean square error | 3.7142 | 27.281 |
| Mean | 282.3 | 715.0 |
| Response surface solution | Maximum | Maximum |
The value of “P > F” less than 0.05 indicates the model terms are significant
Fig. 2Response surface plots for spore production caused by metal ions. The interaction between a Mn2+ and Fe2+, b Fe2+ and Ca2+, c Mn2+ and Ca2+, respectively
Central composite design for soybean meal and corn meal associated with spore density by the fluorometric assay
| Run | Models | Concentration (g/L) | Fluorescence intensity (AU) | ||
|---|---|---|---|---|---|
| Corn meal (x5) | Soybean meal (x6) | Experimental | Predicted | ||
| 1 | A0 | 11.4 | 10 | 626.5 ± 47.4 | 628.5 |
| 2 | 00 | 10 | 10 | 750.4 ± 55.4 | 763.2 |
| 3 | +− | 11 | 9 | 672.4 ± 38.4 | 688.7 |
| 4 | 0A | 10 | 11.4 | 615.9 ± 26.2 | 625.2 |
| 5 | 00 | 10 | 10 | 765.6 ± 55.5 | 763.2 |
| 6 | 00 | 10 | 10 | 772.9 ± 59.9 | 763.2 |
| 7 | −+ | 9 | 11 | 711.3 ± 54.1 | 717.4 |
| 8 | 0a | 10 | 8.6 | 779.0 ± 58.6 | 746.7 |
| 9 | a0 | 8.6 | 10 | 815.2 ± 55.6 | 790.2 |
| 10 | −− | 9 | 9 | 755.6 ± 52.7 | 790.8 |
| 11 | ++ | 11 | 11 | 601.2 ± 24.4 | 588.4 |
The experimental results are the means of two replicates of 1000-fold diluted spore samples. The symbols in the model column mean each factor at five different levels (−a, −, 0, +, A). The variables at a central coded value are considered at zero
Fig. 3Response surface plots for spore production caused by soybean meal and corn meal
Verification for spore production after two-step RSM optimization procedures
| Optimization procedures | DPA fluorimetry assay | Plate counting assay | ||
|---|---|---|---|---|
| Predicted fluorescence intensity (AU) | Observed fluorescence intensity (AU) | Calculated colony concentrations (CFU/mL) | Measured colony concentrations (CFU/mL) | |
| Control | – | 98.6 ± 8.9 | (9.01 ± 0.03) × 108 | (9.10 ± 0.28) × 108 |
| Metal ion-optimized RSM | 300.2 | 303.3 ± 22.4 | (2.94 ± 0.13) × 109 | (3.10 ± 1.41) × 109 |
| Raw material-optimized RSM | 802.0 | 803.3 ± 28.3 | (7.94 ± 0.20) × 109 | (8.05 ± 0.70) × 109 |