Submitted:
18 April 2025
Posted:
22 April 2025
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Sample Collection
2.2. Isolation of Phytase-Producing Bacteria
2.3. Quantitative Screening of Phytase-Producing Bacteria
2.4. Phytase Assay
2.5. Identification of SP11 Isolate
2.6. Detection of Full-Length Gene Encoding Phytase
2.7. Single Factor Analysis
2.8. Plackett-Burman Design (PBD)
2.9. Central Composite Design (CCD)
2.10. Characterization of Crude Phytase
2.11. In-Vitro Dephytinization
2.12. Statistical Analysis
3. Results
3.1 Isolation and Quantitative Screening of Phytase-Producing Bacteria
3.2. Identification of the SP11 Isolate and Detection of Full-Length Gene Encoding Phytase
3.3 Single Factor Analysis
3.4. Determining Significant Variable for Phytase Production Using Plackett-Burman Design:
| Y phytase activity | = | 169.09 + 6.56 X1 + 7.73 X2 - 4.55 X3 + 1.83 X4 - 2.45 X5 + 38.22 X6 + 7.01 X7 + 0.57 X8 + 19.14 X9 - 57.08 X10 + 40.87 X11 + 25.40 X12 + 20.15 X13 - 22.77 X14 + 14.04 X15 + 21.80 X16 + 11.50 X17 + 19.41 X18 - 14.24 X19 |
3.5. Evaluation of the Model’s Fitness
3.6. Central Composite Design to Determine the Optimum Amount
3.7. Statistical Analysis of the Central Composite Design
3.8. Response Surface Plots and Contour Plots
3.9. Verification of the Model
| Mustard Meal | Tryptone | Yeast Extract | Predicted | 95% Cl | Desirability | Observed | Accuracy |
| 2.21 % w/v | 1.95 % w/v | 1.85 % w/v | 401.121 (U/L) | (337 U/L, 465.3 U/L) | 0.91 | 436 U/L | 92% |
3.10. Time Course Profile
3.11. Characterization of Crude Phytase
3.12. In Vitro Dephytinization of Wheat Bran
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Code | Variable | Low Value (-1) (%w/v) | High Value (+1) (% w/v) |
| X1 | Rice Bran | 0 | 1 |
| X2 | Wheat Bran | 0 | 1 |
| X3 | Corn Meal | 0 | 1 |
| X4 | Soybean Meal | 0 | 1 |
| X5 | Sesame Meal | 0 | 1 |
| X6 | Mustard Meal | 0 | 1 |
| X7 | Linseed Meal | 0 | 1 |
| X8 | Cane Molasses | 0 | 2 |
| X9 | Glucose | 0.4% | 1 |
| X10 | NH4NO3 | 0.2% | 0.5 |
| X11 | Tryptone | 0 | 1 |
| X12 | Yeast Extract | 0 | 0.5 |
| X13 | K2HPO4 | 0.02% | 0.1 |
| X14 | Sucrose | 0 | 1 |
| X15 | CaCl2 | 0.002% | 0.02 |
| X16 | MgCl2 | 0.002% | 0.02 |
| X17 | FeSO4 | 0.002% | 0.02 |
| X18 | MnSO4 | 0.002% | 0.02 |
| X19 | Sodium Citrate | 0 | 1 |
| Run | A | B | C | D | E | F | G | H | J | K | L | M | N | O | P | Q | R | S | T | Phytase activity (U/L) | ||
| Observed | Predicted | Residuals | ||||||||||||||||||||
| 1 | 89.59 | 88.868 | 0.7225 | |||||||||||||||||||
| 2 | 194.99 | 213.874 | -18.8842 | |||||||||||||||||||
| 3 | 180.54 | 171.998 | 8.5425 | |||||||||||||||||||
| 4 | 394.57 | 369.679 | 24.8908 | |||||||||||||||||||
| 5 | 185.13 | 185.852 | -0.7225 | |||||||||||||||||||
| 6 | 57.29 | 48.748 | 8.5425 | |||||||||||||||||||
| 7 | 253.13 | 258.414 | -5.2842 | |||||||||||||||||||
| 8 | 317.90 | 326.443 | -8.5425 | |||||||||||||||||||
| 9 | 193.63 | 197.611 | -3.9808 | |||||||||||||||||||
| 10 | 11.05 | 35.941 | -24.8908 | |||||||||||||||||||
| 11 | 218.45 | 243.341 | -24.8908 | |||||||||||||||||||
| 12 | 144.84 | 140.859 | 3.9808 | |||||||||||||||||||
| 13 | 14.62 | -1.006 | 15.6258 | |||||||||||||||||||
| 14 | 130.56 | 134.541 | -3.9808 | |||||||||||||||||||
| 15 | 106.25 | 121.876 | -15.6258 | |||||||||||||||||||
| 16 | 178.16 | 159.276 | 18.8842 | |||||||||||||||||||
| 17 | 25.50 | 34.043 | -8.5425 | |||||||||||||||||||
| 18 | 116.11 | 134.994 | -18.8842 | |||||||||||||||||||
| 19 | 239.36 | 220.476 | 18.8842 | |||||||||||||||||||
| 20 | 206.04 | 234.189 | -28.1492 | |||||||||||||||||||
| 21 | 274.21 | 246.061 | 28.1492 | |||||||||||||||||||
| 22 | 311.44 | 306.156 | 5.2842 | |||||||||||||||||||
| 23 | 14.62 | -10.271 | 24.8908 | |||||||||||||||||||
| 24 | 200.26 | 196.279 | 3.9808 | |||||||||||||||||||
| Term | Coefficients | t-statistics | F-value | p-value | Contribution |
| Constant | 169.09 | 20.73 | 0.000 | ||
| Rice Bran | 6.56 | 0.8 | 0.65 | 0.466 | 0.42% |
| Wheat Bran | 7.73 | 0.95 | 0.9 | 0.397 | 0.59% |
| Corn Meal | -4.55 | -0.56 | 0.31 | 0.607 | 0.20% |
| Soybean Meal | 1.83 | 0.22 | 0.05 | 0.834 | 0.03% |
| Sesame Meal | -2.45 | -0.3 | 0.09 | 0.779 | 0.06% |
| Mustard Meal | 38.22 | 4.68 | 21.95 | 0.009 | 14.38% |
| Linseed Meal | 7.01 | 0.86 | 0.74 | 0.439 | 0.48% |
| Cane Molasses | 0.57 | 0.07 | 0 | 0.948 | 0.00% |
| Glucose | 19.14 | 2.35 | 5.5 | 0.079 | 3.61% |
| NH4NO3 | -57.08 | -7 | 48.94 | 0.002 | 32.07% |
| Tryptone | 40.87 | 5.01 | 25.1 | 0.007 | 16.45% |
| Yeast Extract | 25.4 | 3.11 | 9.69 | 0.036 | 6.35% |
| K2HPO4 | 20.15 | 2.47 | 6.1 | 0.069 | 4.00% |
| Sucrose | -22.77 | -2.79 | 7.79 | 0.049 | 5.10% |
| CaCl2 | 14.04 | 1.72 | 2.96 | 0.16 | 1.94% |
| MgCl2 | 21.8 | 2.67 | 7.14 | 0.056 | 4.68% |
| FeSO4 | 11.5 | 1.41 | 1.99 | 0.231 | 1.30% |
| MnSO4 | 19.41 | 2.38 | 5.66 | 0.076 | 3.71% |
| Na-citrate | -14.24 | -1.75 | 3.05 | 0.156 | 2.00% |
| Analysis of Variance (ANOVA) | |||||
| Source | DF | Adj SS | Adj MS | F-Value | P-Value |
| Model | 19 | 237392 | 12494 | 7.82 | 0.030 |
| Residuals | 4 | 8840 | 2210 | ||
| R2 = 97.38% | |||||
| Run | Mustard Meal (X6) | Tryptone (X11) | Yeast Extract (X12) | Phytase Activity (U/L) | |||
| Observed | Predicted | Residual | |||||
| 1 | 0 | 0 | 0 | 388.8 | 361.9 | 26.8 | |
| 2 | 1 | -1 | -1 | 257.2 | 244.1 | 13.1 | |
| 3 | 1 | 1 | 1 | 427.0 | 386.5 | 40.5 | |
| 4 | -1 | -1 | -1 | 219.2 | 236.4 | -17.2 | |
| 5 | 0 | 0 | 0 | 374.7 | 361.9 | 12.8 | |
| 6 | 0 | 0 | 0 | 378.7 | 361.9 | 16.8 | |
| 7 | -1 | 1 | 1 | 323.6 | 313.4 | 10.2 | |
| 8 | 0 | 0 | -1.68 | 199.4 | 189.3 | 10.1 | |
| 9 | -1 | 1 | -1 | 231.8 | 246.4 | -14.6 | |
| 10 | 0 | 0 | 1.68 | 274.6 | 317.7 | -43.1 | |
| 11 | 0 | 0 | 0 | 353.8 | 361.9 | -8.2 | |
| 12 | 0 | 0 | 0 | 349.7 | 361.9 | -12.3 | |
| 13 | 1.68 | 0 | 0 | 232.0 | 287.4 | -55.4 | |
| 14 | -1 | -1 | 1 | 153.9 | 151.2 | 2.7 | |
| 15 | 1 | -1 | 1 | 367.7 | 329.8 | 37.9 | |
| 16 | 1 | 1 | -1 | 169.2 | 148.6 | 20.6 | |
| 17 | 0 | 1.68 | 0 | 287.7 | 310.2 | -22.5 | |
| 18 | -1.68 | 0 | 0 | 242.0 | 219.5 | 22.5 | |
| 19 | 0 | 0 | 0 | 331.6 | 361.9 | -30.3 | |
| 20 | 0 | -1.68 | 0 | 243.7 | 254.1 | -10.5 | |
| Level | Mustard meal (% w/v) |
Tryptone (% w/v) |
Yeast extract (% w/v) |
||||
| - α | 0.3 | 0.25 | 0.2 | ||||
| -1 | 0.85 | 0.71 | 0.57 | ||||
| 0 | 1.65 | 1.38 | 1.1 | ||||
| +1 | 2.45 | 2.04 | 1.64 | ||||
| + α | 3 | 2.5 | 2 | ||||
| Term | Coefficient | t-statistics | p-value |
|---|---|---|---|
| Constant | 361.9 | 24.86 | 0.000 |
| Mustard Meal | 20.19 | 2.09 | 0.063 |
| Tryptone | 16.66 | 1.72 | 0.115 |
| Yeast Extract | 38.16 | 3.95 | 0.003 |
| Mustard Meal*Mustard Meal | -38.35 | -4.08 | 0.002 |
| Tryptone*Tryptone | -28.2 | -3 | 0.013 |
| Yeast Extract*Yeast Extract | -38.33 | -4.08 | 0.002 |
| Mustard Meal*Tryptone | -26.4 | -2.09 | 0.063 |
| Mustard Meal*Yeast Extract | 42.7 | 3.38 | 0.007 |
| Tryptone*Yeast Extract | 38.1 | 3.02 | 0.013 |
| Source | DF | F-value | p-value |
| Model | 9 | 9.26 | 0.001 |
| Linear | 3 | 7.65 | 0.006 |
| Square | 3 | 11.82 | 0.001 |
| 2-Way Interaction | 3 | 8.3 | 0.005 |
| Lack-of-Fit | 5 | 4.55 | 0.061 |
| R2 = 89.28% | |||
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