| Literature DB >> 31193400 |
Sneha O Pustake1, Prashant K Bhagwat2, Padma B Dandge1.
Abstract
In this study, a potent uricase producing organism was isolated by a thorough screening and identified as Bacillus subtilis strain SP6 by using 16s rDNA sequencing. Response surface methodological optimization was employed for the enhanced production of uricase from newly isolated Bacillus subtilis strain SP6. In media optimization studies, Plackett Burman (PB) design was used for the selection of the critical media components; which were further optimized using central composite design (CCD). Lactose, soya peptone, uric acid and FeSO4.7H2O were found to be the critical factors influencing the enzyme production. Optimum uricase production with these factors was deduced using central composite design. Significant level of the factors were 12.2 g/L of lactose, 12.79 g/L of soya peptone, 2.55 g/L of uric acid and 0.00325 g/L FeSO4.7H2O. Use of statistical optimization upsurges uricase yield from 1.2 U/ml to 15.87 U/ml enhancing the overall production by 13.23 fold; which confirms that the model is effective for process optimization.Entities:
Keywords: Biotechnology; Microbiology
Year: 2019 PMID: 31193400 PMCID: PMC6529762 DOI: 10.1016/j.heliyon.2019.e01756
Source DB: PubMed Journal: Heliyon ISSN: 2405-8440
Variables and levels for Plackett Burman experiment.
| Sr. No. | Media components | Coded values | −1 | 0 | +1 |
|---|---|---|---|---|---|
| 1 | Lactose (g/L) | A | 5 | 10 | 15 |
| 2 | Soya peptone (g/L) | B | 5 | 10 | 15 |
| 3 | Uric acid (g/L) | C | 1.5 | 2.25 | 3.0 |
| 4 | K2HPO4 (g/L) | D | 1.5 | 2.5 | 3.5 |
| 5 | NH4NO3 (g/L) | E | 8 | 17 | 27 |
| 6 | MgSO4.7H2O (g/L) | F | 1.5 | 2.5 | 3.5 |
| 7 | NaCl (g/L) | G | 0.001 | 0.002 | 0.003 |
| 8 | FeSO4.7H2O (g/L) | H | 0.001 | 0.002 | 0.003 |
| 9 | Inoculum size (ml) | I | 1 | 2 | 3 |
Media composition in Plackett–Burman design.
| Std | Lactose gL | Soya peptone g/L | Uric acid g/L | K2HPO4 g/L | NH4NO3 g/L | MgSO4. | NaCl g/L | FeSO4. | Inoculum size ml | Response |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | −1 | +1 | +1 | −1 | +1 | +1 | +1 | −1 | −1 | 5.77 |
| 2 | −1 | +1 | +1 | +1 | −1 | −1 | −1 | +1 | −1 | 5.08 |
| 3 | +1 | −1 | +1 | +1 | −1 | +1 | +1 | +1 | −1 | 4.61 |
| 4 | +1 | −1 | −1 | −1 | +1 | −1 | +1 | +1 | −1 | 2.9 |
| 5 | −1 | +1 | −1 | +1 | +1 | −1 | +1 | +1 | +1 | 3.25 |
| 6 | −1 | −1 | +1 | −1 | +1 | +1 | −1 | +1 | +1 | 2.66 |
| 7 | +1 | +1 | −1 | −1 | −1 | +1 | −1 | +1 | +1 | 4.58 |
| 8 | +1 | +1 | −1 | +1 | +1 | +1 | −1 | −1 | −1 | 5.11 |
| 9 | −1 | −1 | −1 | +1 | −1 | +1 | +1 | −1 | +1 | 1.6 |
| 10 | +1 | +1 | +1 | +1 | +1 | −1 | −1 | −1 | +1 | 5.55 |
| 11 | +1 | −1 | +1 | −1 | −1 | −1 | +1 | −1 | +1 | 8.95 |
| 12 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5.43 |
| 13 | −1 | −1 | −1 | −1 | −1 | −1 | −1 | −1 | −1 | 1.35 |
Critical components for CCD with various levels concentration.
| Independent variables | Coded values | −α | −1 | 0 | +1 | +α |
|---|---|---|---|---|---|---|
| Lactose | A | 2.5 | 5.06 | 11.25 | 17.43 | 20 |
| Soya peptone | B | 2.5 | 5.06 | 11.25 | 17.43 | 20 |
| Uric acid | C | 1.0 | 1.36 | 2.25 | 3.13 | 3.5 |
| FeSO4.7H2O | D | 0.001 | 0.0015 | 0.003 | 0.004 | 0.005 |
CCD Experimental design developed using Design Experts STAT EASE Software.
| Std | A | B | C | D | Uricase activity (U/ml) | |
|---|---|---|---|---|---|---|
| Observed | Predicted | |||||
| 1 | −1 | −1 | −1 | −1 | 15.83 | 15.23 |
| 2 | +1 | −1 | −1 | −1 | 6.99 | 6.57 |
| 3 | −1 | +1 | −1 | −1 | 15.68 | 15.23 |
| 4 | +1 | +1 | −1 | −1 | 10.69 | 10.22 |
| 5 | −1 | −1 | +1 | −1 | 11.17 | 10.66 |
| 6 | +1 | +1 | +1 | −1 | 6.85 | 7.25 |
| 7 | −1 | +1 | +1 | −1 | 5.2 | 5.33 |
| 8 | +1 | −1 | +1 | −1 | 15.45 | 15.23 |
| 9 | −1 | +1 | −1 | +1 | 10.85 | 10.13 |
| 10 | +1 | +1 | −1 | +1 | 6.11 | 6.38 |
| 11 | −1 | −1 | −1 | +1 | 10.98 | 12.19 |
| 12 | +1 | +1 | −1 | +1 | 7.35 | 6.71 |
| 13 | −1 | −1 | +1 | +1 | 15.63 | 15.23 |
| 14 | +1 | −1 | +1 | +1 | 15.75 | 15.23 |
| 15 | −1 | +1 | +1 | +1 | 13.9 | 14.15 |
| 16 | +1 | +1 | +1 | +1 | 10.72 | 12.09 |
| 17 | −1.68 | 0 | 0 | 0 | 14.14 | 14.59 |
| 18 | +1.68 | 0 | 0 | 0 | 5.6 | 5.94 |
| 19 | 0 | −1.68 | 0 | 0 | 11.24 | 11.16 |
| 20 | 0 | +1.68 | 0 | 0 | 4.16 | 4.10 |
| 21 | 0 | 0 | −1.68 | 0 | 10.11 | 9.44 |
| 22 | 0 | 0 | +1.68 | 0 | 9.5 | 9.09 |
| 23 | 0 | 0 | 0 | −1.68 | 14.42 | 15.23 |
| 24 | 0 | 0 | 0 | +1.68 | 4.73 | 5.24 |
| 25 | 0 | 0 | 0 | 0 | 7.35 | 7.86 |
| 26 | 0 | 0 | 0 | 0 | 5.38 | 5.84 |
| 27 | 0 | 0 | 0 | 0 | 9.84 | 9.17 |
| 28 | 0 | 0 | 0 | 0 | 10.83 | 11.95 |
| 29 | 0 | 0 | 0 | 0 | 7.33 | 6.71 |
| 30 | 0 | 0 | 0 | 0 | 12.125 | 11.78 |
Fig. 1Uricase producing bacterial isolate. (a) Clear zone around the isolated colonies obtained by four quadrant method (b) Zone of clearance by the selected isolate.
Fig. 2Molecular Phylogenetic analysis by maximum likelihood method based on 16S rDNA sequence. Phylogeny showing relationship between SP6 strain and other species of Bacillus genus. Phylogeny was constructed by using MEGA 7.
Fig. 3Effect of various carbon sources on uricase production.
Fig. 4Effect of different nitrogen sources on uricase production.
ANOVA for selected factors in Plackett Burman design.
| Source | Sum of square | Mean square | |||
|---|---|---|---|---|---|
| Model | 46.71 | 4 | 11.68 | 30.88 | <0.0001 |
| A- Lactose | 11.98 | 1 | 11.98 | 31.68 | 0.0005 |
| B-Soya peptone | 16.50 | 1 | 16.50 | 43.62 | 0.0002 |
| C-Uric acid | 15.94 | 1 | 15.94 | 42.15 | 0.0002 |
| D-FeSO4.7H2O | 2.30 | 1 | 2.30 | 6.07 | 0.0390 |
| Residual | 3.03 | 8 | 0.3782 | ||
| Corrected total | 49.74 | 12 |
*Significant p_values at P ≤ 0.05.
Fig. 5Pareto chart showing four critical components affecting uricase yield.
ANOVA for quadratic model in CCD model.
| Source | Sum of square | Mean square | |||
|---|---|---|---|---|---|
| Model | 392.60 | 14 | 28.04 | 38.87 | <0.0001 |
| A-Lactose | 5.89 | 1 | 5.89 | 8.17 | 0.0120 |
| B-Soya peptone | 17.50 | 1 | 17.35 | 24.26 | 0.0002 |
| C-Uric acid | 72.26 | 1 | 72.26 | 100.16 | <0.0001 |
| D-FeSO4.7H2O | 0.4726 | 1 | 0.4726 | 0.6551 | 0.4310 |
| AB | 0.0749 | 1 | 0.0749 | 0.1039 | 0.7517 |
| AC | 0.4918 | 1 | 0.4918 | 0.6816 | 0.4220 |
| AD | 0.2822 | 1 | 0.2822 | 0.3912 | 0.5411 |
| BC | 1.49 | 1 | 1.49 | 2.07 | 0.1710 |
| BD | 0.4778 | 1 | 0.4778 | 0.6623 | 0.4285 |
| CD | 0.3922 | 1 | 0.3922 | 0.5436 | 0.4723 |
| A2 | 33.74 | 1 | 33.74 | 46.77 | <0.0001 |
| B2 | 46.47 | 1 | 46.47 | 64.41 | <0.0001 |
| C2 | 83.10 | 1 | 83.10 | 115.18 | <0.0001 |
| D2 | 1.72 | 1 | 1.72 | 2.38 | 0.1438 |
| Residual | 10.82 | 15 | 0.7214 | ||
| Lack of fit | 9.44 | 10 | 0.9441 | 3.42 | 0.0935 |
| Pure error | 1.38 | 5 | 0.2760 | ||
| Corrected total | 403.42 | 29 |
*Significant p_values at P ≤ 0.05.
Fig. 6Representing the 3D surface as well as contour plots; fig a1a2 revealed non significant interaction between lactose and soya peptone, fig b1b2 illustrated moderate significant interaction of lactose and uric acid. fig c1c2 indicated moderate significant interaction among lactose and FeSO4.7H2O. fig d1 d2 revealed significant interaction between soya peptone and uric acid; fig e1 e2 illustrated significant interactions between soya peptone and FeSO4.7H2O; fig f1 f2 revealed highly significant interactions among uric acid and FeSO4.7H2O.