| Literature DB >> 36247152 |
Walaa A Abdel Wahab1, Mona A Esawy1.
Abstract
Enzyme synthesis from local wastes has a lot of potential because it eliminates the problem of waste accumulating in conjugation while also cutting the cost of these useful products. Plackett-Burman (PBD) and central composite designs (CCD) were used to optimize the manufacturing process utilizing the honey isolate Aspergillus niger EM77, resulting in a 60-fold increase in enzyme productivity using a group of wastes comprising wheat, rice straw, and sawdust. The enzyme had its optimum activity at 60 °C, pH 5, and had high thermo-stability at 60 °C, with Km and Vmax of 0.8 mg mL-1 and 2083.33 μmol mL-1 min-1 respectively. The activation (Ea) and deactivation (Ed) energies of chitinase were 2.78 and 174.46 kJ mol-1, respectively, with the thermodynamic constants ΔH° and ΔG° ensuring enzyme stability. As a result, Aspergillus niger EM77 chitinase has the efficiency to meet the global market demand for chitinase enzyme while also providing a significantly lower price than what is now available on the websites of specialist international companies. The production process is almost costless because it is based primarily on waste and contains traces of minerals.Entities:
Keywords: Aspergillus niger; Chitinase thermodynamics; Kinetics; Statistical designs
Year: 2022 PMID: 36247152 PMCID: PMC9561733 DOI: 10.1016/j.heliyon.2022.e10869
Source DB: PubMed Journal: Heliyon ISSN: 2405-8440
Optimization of A. niger EM77 chitinase production using Plackett–Burman design (PBD).
| Run | Factor A | Factor B | Factor C | Factor D | Factor E | Factor F | Factor G | Factor H | Factor J | Factor K | Factor L | Actual value | Predicted value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Rice straw | Wheat straw | K2HPO4 | Sawdust | Wheat bran | Chitin | Glucose | Soya bean | NaNO3 | MnSO4 | CaCl2 | Chitinase activity | ||
| gm/flask | gm% | gm/flask | gm% | (U/ml) | |||||||||
| 1 | 2 | 5 | 0 | 5 | 5 | 0.1 | 0.5 | 5 | 0.02 | 0 | 0.01 | 2430.54 | 2446.00 |
| 2 | 2 | 5 | 0.1 | 2 | 5 | 0.5 | 0.5 | 2 | 0.01 | 0 | 0.05 | 2368.35 | 2352.89 |
| 3 | 5 | 5 | 0.1 | 2 | 2 | 0.1 | 0.5 | 2 | 0.02 | 0.001 | 0.01 | 2443.75 | 2447.52 |
| 4 | 2 | 2 | 0.1 | 2 | 5 | 0.5 | 0.2 | 5 | 0.02 | 0.001 | 0.01 | 1953.44 | 1968.23 |
| 5 | 2 | 5 | 0.1 | 5 | 2 | 0.1 | 0.2 | 5 | 0.01 | 0.001 | 0.05 | 2390.56 | 2386.11 |
| 6 | 5 | 2 | 0.1 | 5 | 5 | 0.1 | 0.2 | 2 | 0.02 | 0 | 0.05 | 2310.14 | 2313.91 |
| 7 | 5 | 2 | 0.1 | 5 | 2 | 0.5 | 0.5 | 5 | 0.01 | 0 | 0.01 | 2397.05 | 2392.60 |
| 8 | 5 | 5 | 0 | 2 | 2 | 0.5 | 0.2 | 5 | 0.02 | 0 | 0.05 | 2339.98 | 2355.44 |
| 9 | 2 | 2 | 0 | 5 | 2 | 0.5 | 0.5 | 2 | 0.02 | 0.001 | 0.05 | 2325.71 | 2330.16 |
| 10 | 5 | 5 | 0 | 5 | 5 | 0.5 | 0.2 | 2 | 0.01 | 0.001 | 0.01 | 2236.04 | 2221.25 |
| 11 | 2 | 2 | 0 | 2 | 2 | 0.1 | 0.2 | 2 | 0.01 | 0 | 0.01 | 2210.32 | 2195.53 |
| 12 | 5 | 2 | 0 | 2 | 5 | 0.1 | 0.5 | 5 | 0.01 | 0.001 | 0.05 | 2316.63 | 2312.86 |
R2 = 0.99, Adjusted R2 = 0.97, Predicted R2 = 0.88, Adeq Precision = 24.96.
CCD of A. niger EM77 chitinase production.
| Run | Factor A | Factor B | Factor C | Chitinase activity | |
|---|---|---|---|---|---|
| Glucose | Wheat straw | Sawdust | Actual value | Predicted value | |
| gm/f | (U/ml) | ||||
| 1 | 0.2 (−1) | 4 (+1) | 2 (−1) | 1000.60 | 938.28 |
| 2 | 0.2 (−1) | 4 (+1) | 4 (+1) | 3200.32 | 3430.20 |
| 3 | 0.2 (−1) | 2 (−1) | 4 (+1) | 1814.13 | 1961.74 |
| 4 | 0.2 (−1) | 2 (−1) | 2 (−1) | 1018.75 | 1203.78 |
| 5 | 0.4 (+1) | 2 (−1) | 2 (−1) | 4718.87 | 4546.38 |
| 6 | 0.4 (+1) | 4 (+1) | 2 (−1) | 778.07 | 687.85 |
| 7 | 0.4 (+1) | 4 (+1) | 4 (+1) | 1628.90 | 1501.26 |
| 8 | 0.4 (+1) | 2 (−1) | 4 (+1) | 3506.12 | 3625.83 |
| 9 | 0.13 (−2) | 3 (0) | 3 (0) | 1500.23 | 1428.86 |
| 10 | 0.13 (−2) | 3 (0) | 3 (0) | 1520.62 | 1428.86 |
| 11 | 0.3 (0) | 3 (0) | 3 (0) | 2330.32 | 2199.35 |
| 12 | 0.3 (0) | 3 (0) | 3 (0) | 2252.12 | 2199.35 |
| 13 | 0.3 (0) | 3 (0) | 3 (0) | 2199.25 | 2199.35 |
| 14 | 0.3 (0) | 3 (0) | 3 (0) | 2250.62 | 2199.35 |
| 15 | 0.3 (0) | 3 (0) | 3 (0) | 2300.12 | 2199.35 |
| 16 | 0.3 (0) | 3 (0) | 3 (0) | 2350.45 | 2199.35 |
| 17 | 0.3 (0) | 3 (0) | 3 (0) | 2000.32 | 2199.35 |
| 18 | 0.3 (0) | 3 (0) | 3 (0) | 2010.60 | 2199.35 |
| 19 | 0.3 (0) | 3 (0) | 3 (0) | 2100.32 | 2199.35 |
| 20 | 0.3 (0) | 4.73 (+2) | 3 (0) | 1342.89 | 1399.94 |
| 21 | 0.3 (0) | 1.27 (−2) | 3 (0) | 3603.36 | 3469.79 |
| 22 | 0.3 (0) | 3 (0) | 1.27 (−2) | 1445.62 | 1554.46 |
| 23 | 0.3 (0) | 3 (0) | 4.73 (+2) | 3100.67 | 2915.31 |
| 24 | 0.47 (+2) | 3 (0) | 3 (0) | 2600.33 | 2653.12 |
| 25 | 0.47 (+2) | 3 (0) | 3 (0) | 2590.66 | 2653.12 |
R2 = 0.99, Adjusted R2 = 0.97.
ANOVA for PBD.
| Source | Sum of Squares | df | Mean Square | F-value | p-value | |
|---|---|---|---|---|---|---|
| Model | 1.921E+05 | 8 | 24018.30 | 48.85 | 0.0043 | Significant |
| A-Rice straw | 11082.02 | 1 | 11082.02 | 22.54 | 0.0177 | |
| B-Wheat straw | 40359.88 | 1 | 40359.88 | 82.08 | 0.0028 | |
| D-Saw dust | 17447.53 | 1 | 17447.53 | 35.48 | 0.0095 | |
| E-wheat bran | 20190.86 | 1 | 20190.86 | 41.06 | 0.0077 | |
| F-chitin | 19309.76 | 1 | 19309.76 | 39.27 | 0.0082 | |
| G-glucose | 59017.20 | 1 | 59017.20 | 120.02 | 0.0016 | |
| K-MnSO4 | 12691.26 | 1 | 12691.26 | 25.81 | 0.0147 | |
| L-CaCl2 | 12047.90 | 1 | 12047.90 | 24.50 | 0.0158 | |
| Residual | 1475.16 | 3 | 491.72 |
Figure 1The Pareto chart for PBD shows the positive and negative factors affecting A. niger EM77 exochitinase production, Incubation was at 30 °C for 6 days at 200 rpm.
ANOVA for CCD of chitinase production.
| Source | Term df | Error df | F-value | p-value | |
|---|---|---|---|---|---|
| Whole-plot | 2 | 4.73 | 26.14 | 0.0028 | Significant |
| A-Glucose | 1 | 4.71 | 50.69 | 0.0011 | |
| A2 | 1 | 4.75 | 1.60 | 0.2640 | |
| Subplot | 7 | 10.15 | 136.33 | <0.0001 | Significant |
| B-Wheat straw | 1 | 10.91 | 301.18 | <0.0001 | |
| C-Saw dust | 1 | 10.91 | 130.19 | <0.0001 | |
| AB | 1 | 10.91 | 388.95 | <0.0001 | |
| AC | 1 | 10.91 | 84.88 | <0.0001 | |
| BC | 1 | 10.91 | 90.58 | <0.0001 | |
| B2 | 1 | 5.96 | 2.86 | 0.1421 | |
| C2 | 1 | 5.96 | 0.0651 | 0.8072 |
Figure 2Three-dimensional (3D) response surface graphs illustrating the relationship between chitinase production and experimental levels of each variable, production was at 30 °C for 6 days at 200 rpm.
Figure 3(A–E) Different physicochemical, kinetic, and thermodynamic properties of A. niger EM77 chitinase, these figs are derived from the temperature study where the assay was done using (PNPβ—GlcNAc) as a substrate, acetate buffer; pH 5.0 for 30 min at different temperatures.
Kinetic and Thermodynamic parameters of A. niger EM77 chitinase.
| Kinetic parameters | Thermo-dynamic parameters | ||
|---|---|---|---|
| Ea (kJ/mol) = 2.78 | Ed (kJ/mol) = 174.46 | ||
| Temperature (°C) | Kd × 10−3 (min−1) | Temperature (°C) | ΔH (kJ mol−1) |
| 55 | 0.5 | 55 | 171.73 |
| 60 | 0.6 | 60 | 171.69 |
| 65 | 2.5 | 65 | 171.65 |
| 70 | 7 | 70 | 171.60 |
| Temperature (°C) | T1/2 (min) | Temperature (°C) | ΔG (kJ mol−1) |
| 55 | 1386.29 | 55 | 101.36 |
| 60 | 1155.25 | 60 | 102.45 |
| 65 | 277.26 | 65 | 100.01 |
| 70 | 99.02 | 70 | 98.60 |
| Temperature (°C) | D-value (min) | Temperature (°C) | ΔS (J mol−1 K−1) |
| 55 | 4605.17 | 55 | 214.44 |
| 60 | 3837.64 | 60 | 207.85 |
| 65 | 921.03 | 65 | 211.84 |
| 70 | 328.94 | 70 | 212.77 |