| Literature DB >> 24031697 |
Muthu Manikandan1, Vijayaraghavan Kannan, Blagajana Herzog Velikonja, Lejla Pašić.
Abstract
The production of halophilic thermostable protease by Haloferax lucentensis VKMM 007 was optimized using a statistical approach. In accordance with factorial design, soluble starch, gelatin, KCl and MgSO4 were selected among 27 variables tested. Next, a second-order quadratic model was estimated and optimal medium concentrations were determined based on quadratic regression equation generated by model. These were 5.14 g L(-1) of KCl, 6.57 g L(-1)of MgSO4, 9.05 g L(-1)of gelatin and 5.27 g L(-1)of soluble starch in high salts media supplemented with 0.5% (w/v) of beef extract and peptone, respectively. In these optimal conditions, the obtained protease concentration of 6.80 U mL(-1) was in agreement with the predicted protease concentration and was further improved to 7.02 U mL(-1) by increasing the concentration of NaCl in the medium to 25% (w/v). An overall 4.0-fold increase in protease production was achieved in the optimized medium compared to activity obtained in initial medium.Entities:
Keywords: Haloferax lucentensis; Response surface methodology; cultivation media; halophilic protease; optimization
Year: 2011 PMID: 24031697 PMCID: PMC3769814 DOI: 10.1590/S1517-838220110002000050
Source DB: PubMed Journal: Braz J Microbiol ISSN: 1517-8382 Impact factor: 2.476
Coded and uncoded values of experimental variables used in the central composite experiment design
| Independent variables | Coded levels | ||||
|---|---|---|---|---|---|
| -2 | -1 | 0 | +1 | +2 | |
| 0.0 | 2.5 | 5.0 | 7.5 | 10.0 | |
| 0.0 | 3.0 | 6.0 | 9.0 | 12.0 | |
| 0.0 | 5.0 | 10.0 | 15.0 | 20.0 | |
| 0.0 | 2.5 | 5.0 | 7.5 | 10.0 | |
Figure 1Effects of different nutrient sources and their concentration in culture media on average maximal protease production in cell cultures of Haloferax lucentensis VKMM 007. Each bar represents the mean ± SD of three replicates.
Central composite design and experimental values obtained
| STD order | Run order | Protease production (U mL-1) | |||||
|---|---|---|---|---|---|---|---|
| KCl | MgSO4 | gelatin | starch | Actual | Predicted | ||
| 1 | 24 | -1 | -1 | -1 | -1 | 3.5 | 3.529 |
| 2 | 6 | +1 | -1 | -1 | -1 | 4.0 | 4.038 |
| 3 | 4 | -1 | 1 | -1 | -1 | 6.2 | 5.987 |
| 4 | 21 | +1 | 1 | -1 | -1 | 5.0 | 5.295 |
| 5 | 17 | -1 | -1 | 1 | -1 | 4.3 | 4.220 |
| 6 | 25 | +1 | -1 | 1 | -1 | 4.8 | 4.829 |
| 7 | 19 | -1 | 1 | 1 | -1 | 4.3 | 4.779 |
| 8 | 23 | +1 | 1 | 1 | -1 | 4.3 | 4.187 |
| 9 | 15 | -1 | -1 | -1 | 1 | 3.8 | 4.037 |
| 10 | 14 | +1 | -1 | -1 | 1 | 5.6 | 4.895 |
| 11 | 18 | -1 | 1 | -1 | 1 | 6.0 | 5.745 |
| 12 | 26 | +1 | 1 | -1 | 1 | 5.2 | 5.404 |
| 13 | 3 | -1 | -1 | 1 | 1 | 5.1 | 4.579 |
| 14 | 5 | +1 | -1 | 1 | 1 | 5.2 | 5.537 |
| 15 | 30 | -1 | 1 | 1 | 1 | 4.3 | 4.387 |
| 16 | 2 | +1 | 1 | 1 | 1 | 4.4 | 4.145 |
| 17 | 8 | -2 | -2 | 0 | 0 | 3.2 | 3.266 |
| 18 | 9 | +2 | -2 | 0 | 0 | 3.5 | 3.533 |
| 19 | 27 | 0 | -2 | 0 | 0 | 4.6 | 4.866 |
| 20 | 13 | 0 | 2 | 0 | 0 | 6.1 | 5.933 |
| 21 | 1 | 0 | 0 | -2 | 0 | 4.5 | 4.633 |
| 22 | 12 | 0 | 0 | 2 | 0 | 4.1 | 4.066 |
| 23 | 10 | 0 | 0 | 0 | -2 | 5.8 | 5.516 |
| 24 | 11 | 0 | 0 | 0 | 2 | 5.6 | 5.983 |
| 26 | 20 | 0 | 0 | 0 | 0 | 6.2 | 6.350 |
| 27 | 16 | 0 | 0 | 0 | 0 | 6.5 | 6.350 |
| 28 | 29 | 0 | 0 | 0 | 0 | 6.2 | 6.350 |
| 29 | 28 | 0 | 0 | 0 | 0 | 6.0 | 6.350 |
| 30 | 22 | 0 | 0 | 0 | 0 | 6.4 | 6.350 |
ANOVA response for linear, quadratic and interactive effect of factors used in the model
| Model term | Coefficient estimate | Standard error | |
|---|---|---|---|
| Intercept | -6.350 | 0.160 | - |
| 0.067 | 0.079 | 0.4119 | |
| 0.027 | 0.079 | 0.0042 | |
| -0.140 | 0.079 | 0.0931 | |
| 0.120 | 0.079 | 0.1603 | |
| -0.740 | 0.074 | < 0.0001 | |
| -0.240 | 0.074 | 0.0058 | |
| -0.034 | 0.074 | < 0.0001 | |
| -0.500 | 0.074 | 0.0605 | |
| -0.150 | 0.097 | 0.0073 | |
| 0.025 | 0.097 | 0.7996 | |
| 0.088 | 0.097 | 0.3800 | |
| -0.480 | 0.097 | 0.0002 | |
| -0.190 | 0.097 | 0.0716 | |
| -0.037 | 0.097 | 0.7037 |
Figure 2Response-surface and contour plots for the effects on protease production in cell cultures of Haloferax lucentensis VKMM 007. From top to bottom left panel: gelatin (X3) and KCl (X1); gelatin (X3) and MgSO4 (X2); MgSO4 (X2) and KCl (X1); right panel: soluble starch (X4) and KCl (X1), soluble starch (X4) and gelatin (X3), soluble starch (X4) and MgSO4 (X2).