| Literature DB >> 24826071 |
Rafidah Mohd Ariff1, Anwar Fitrianto2, Mohd Yazid Abd Manap1, Aini Ideris3, Azhar Kassim4, Afinah Suhairin1, Anis Shobirin Meor Hussin1.
Abstract
Response surface methodology (RSM) was used to optimize the cultivation conditions for the production of phytase by recombinant Escherichia coli DH5α. The optimum predicted cultivation conditions for phytase production were at 3 hours seed age, a 2.5% inoculum level, an L-arabinose concentration of 0.20%, a cell concentration of 0.3 (as measured at 600 nm) and 17 hours post-induction time with a predicted phytase activity of 4194.45 U/mL. The model was validated and the results showed no significant difference between the experimental and the predicted phytase activity (P = 0.305). Under optimum cultivation conditions, the phytase activity of the recombinant E. coli DH5α was 364 times higher compared to the phytase activity of the wild-type producer, Enterobacter sakazakii ASUIA279. Hence, optimization of the cultivation conditions using RSM positively increased phytase production from recombinant E. coli DH5α.Entities:
Keywords: Escherichia coli; cultivation conditions; optimization; phytase; recombinant; response surface methodology
Year: 2013 PMID: 24826071 PMCID: PMC3987752 DOI: 10.4137/MBI.S10402
Source DB: PubMed Journal: Microbiol Insights ISSN: 1178-6361
Figure 1Colonies development of E. coli DH5α after 24 h incubation at 37 °C.
Experimental range and levels of the independent variables used for the optimization of phytase production from recombinant E. coli DH5α.
| Variable | Symbol coded | Level | ||
|---|---|---|---|---|
|
| ||||
| −1 | 0 | 1 | ||
| Seed age (hours) | 3 | 7 | 11 | |
| Inoculums level (%, v/v) | 2.5 | 5 | 7.5 | |
| L-arabinose concentration (%, w/v) | 0.002 | 1 | 2 | |
| Induction time (cell concentration at 600 nm) | 0.3 | 0.5 | 0.7 | |
| Harvesting time (hours) | 2.5 | 10 | 17.5 | |
Face centered central composite design (FCCCD) for the optimization of phytase production from recombinant E. coli DH5α showing the corresponding experimental and predicted phytase activity (U/mL).
| Run order | Seed age (h) | Inoculums level (%, v/v) | L-arabinose conc. (%, w/v) | Cell conc. at 600 nm | Harvesting time (h) | Phytase activity (U/mL) | |
|---|---|---|---|---|---|---|---|
|
| |||||||
| Experimental | Predicted | ||||||
| 1 | 3 (−1) | 7.5 (+1) | 2 (+1) | 0.7 (+1) | 2.5 (−1) | 533.65 | 662.38 |
| 2 | 7 (0) | 5 (0) | 0.002 (−1) | 0.5 (0) | 10 (0) | 2277.57 | 2433.86 |
| 3 | 7 (0) | 5 (0) | 2 (+1) | 0.5 (0) | 10 (0) | 1031.55 | 696.46 |
| 4 | 3 (−1) | 7.5 (+1) | 0.002 (−1) | 0.3 (−1) | 2.5 (−1) | 571.95 | 833.81 |
| 5 | 3 (−1) | 2.5 (−1) | 0.002 (−1) | 0.7 (+1) | 2.5 (−1) | 1363.48 | 1568.10 |
| 6 | 7 (0) | 5 (0) | 1.001 (0) | 0.5 (0) | 10 (0) | 1657.11 | 1565.16 |
| 7 | 7 (0) | 5 (0) | 1.001 (0) | 0.5 (0) | 17.5 (+1) | 1437.53 | 2049.57 |
| 8 | 7 (0) | 5 (0) | 1.001 (0) | 0.5 (0) | 10 (0) | 1271.56 | 1565.16 |
| 9 | 3 (−1) | 5 (0) | 1.001 (0) | 0.5 (0) | 10 (0) | 1289.43 | 1423.60 |
| 10 | 7 (0) | 5 (0) | 1.001 (0) | 0.5 (0) | 10 (0) | 1953.30 | 1565.16 |
| 11 | 7 (0) | 5 (0) | 1.001 (0) | 0.7 (+1) | 10 (0) | 1271.56 | 1662.90 |
| 12 | 7 (0) | 5 (0) | 1.001 (0) | 0.3 (−1) | 10 (0) | 1835.85 | 1467.43 |
| 13 | 11 (+1) | 7.5 (+1) | 2 (+1) | 0.3 (−1) | 2.5 (−1) | 824.73 | 827.28 |
| 14 | 3 (−1) | 2.5 (−1) | 0.002 (−1) | 0.3 (−1) | 17.5 (+1) | 5017.30 | 4620.39 |
| 15 | 7 (0) | 5 (0) | 1.001 (0) | 0.5 (0) | 10 (0) | 1445.19 | 1565.16 |
| 16 | 7 (0) | 5 (0) | 1.001 (0) | 0.5 (0) | 2.5 (−1) | 194.82 | 249.56 |
| 17 | 11 (+1) | 2.5 (−1) | 0.002 (−1) | 0.7 (+1) | 17.5 (+1) | 4123.63 | 4213.63 |
| 18 | 11 (+1) | 7.5 (+1) | 0.002 (−1) | 0.7 (+1) | 2.5 (−1) | 1833.29 | 1235.18 |
| 19 | 7 (0) | 7.5 (+1) | 1.001 (0) | 0.5 (0) | 10 (0) | 1618.81 | 2205.27 |
| 20 | 7 (0) | 5 (0) | 1.001 (0) | 0.5 (0) | 10 (0) | 1598.39 | 1565.16 |
| 21 | 11 (+1) | 5 (0) | 1.001 (0) | 0.5 (0) | 10 (0) | 2106.50 | 1706.73 |
| 22 | 11 (+1) | 7.5 (+1) | 2 (+1) | 0.7 (+1) | 17.5 (+1) | 1440.08 | 1375.03 |
| 23 | 11 (+1) | 7.5 (+1) | 0.002 (−1) | 0.3 (−1) | 17.5 (+1) | 3916.81 | 4287.46 |
| 24 | 7 (0) | 5 (0) | 1.001 (0) | 0.5 (0) | 10 (0) | 1710.73 | 1565.16 |
| 25 | 3 (−1) | 2.5 (−1) | 2 (+1) | 0.7 (+1) | 17.5 (+1) | 773.66 | 745.35 |
| 26 | 11 (+1) | 2.5 (−1) | 2 (+1) | 0.3 (−1) | 17.5 (+1) | 1613.71 | 1718.38 |
| 27 | 3 (−1) | 7.5 (+1) | 2 (+1) | 0.3 (−1) | 17.5 (+1) | 1013.67 | 819.18 |
| 28 | 3 (−1) | 2.5 (−1) | 2 (+1) | 0.3 (−1) | 2.5 (−1) | 280.87 | 197.60 |
| 29 | 11 (+1) | 2.5 (−1) | 0.002 (−1) | 0.3 (−1) | 2.5 (−1) | 788.98 | 770.40 |
| 30 | 7 (0) | 2.5 (−1) | 1.001 (0) | 0.5 (0) | 10 (0) | 2259.70 | 2340.03 |
| 31 | 11 (+1) | 2.5 (−1) | 2 (+1) | 0.7 (+1) | 2.5 (−1) | 1514.13 | 1561.58 |
| 32 | 3 (−1) | 7.5 (+1) | 0.002 (−1) | 0.7 (+1) | 17.5 (+1) | 4769.63 | 4277.03 |
Note:
Central point.
Estimated regression coefficient by face centered central composite design (FCCCD) using coded level of independent variables used for phytase production from recombinant E. coli DH5α.
| Term | Coefficient | Std. error coefficient | ||
|---|---|---|---|---|
| Constant | 1565.16 | 99.81 | 15.682 | 0.000 |
| 141.57 | 84.63 | 1.673 | 0.109 | |
| −67.38 | 84.63 | −0.796 | 0.435 | |
| −868.70 | 84.63 | −10.265 | 0.000 | |
| 97.74 | 84.63 | 1.155 | 0.261 | |
| 900.01 | 84.63 | 10.635 | 0.000 | |
| 707.48 | 192.13 | 3.682 | 0.001 | |
| −415.60 | 192.13 | −2.163 | 0.042 | |
| 240.65 | 89.76 | 2.681 | 0.014 | |
| −723.87 | 89.76 | −8.064 | 0.000 | |
| −202.03 | 89.76 | −2.251 | 0.035 |
Note:
P-value < 0.05, indicates the significant of the coefficient to the model.
ANOVA table for the phytase production from recombinant E. coli DH5α using face centered central composite design (FCCCD).
| Source | DF | Sum of square | Mean square | ||
|---|---|---|---|---|---|
| Regression | 10 | 40588723 | 4058872 | 31.49 | 0.000 |
| Linear | 5 | 28778185 | 5755637 | 44.65 | 0.000 |
| Square | 2 | 1847046 | 923523 | 7.16 | 0.004 |
| Interaction | 3 | 9963492 | 3321164 | 25.76 | 0.000 |
| Residual error | 21 | 2707151 | 128912 | ||
| Lack-of-fit | 16 | 2435183 | 152199 | 2.80 | 0.130 |
| Pure error | 5 | 271968 | 54394 | ||
| Total | 31 | 271968 |
Notes: Coefficient of determination, R2 = 0.938, R2 (adjusted) = 0.908.
P-value < 0.05.
Abbreviation: DF, degree of freedom.
Figure 2Optimization plot derived from ‘response optimizer’ showed the optimum settings of each factor with the maximum predicted phytase activity of 4194.45 U/mL.
Figure 3Response surface graphs for the phytase production by optimizing the cultivation condition: (A) Interaction between seed age and L-arabinose concentration while other factors were kept at their central level. (B) Interaction between L-arabinose concentration and post-induction time (h) while other factors were kept at their central level. (C) Interaction between induction time (by measuring cell concentration at 600 nm) and post-induction time while other factors were kept at their central level.