| Literature DB >> 31744199 |
Rajeev Ravindran1,2, Gwilym A Williams2, Amit K Jaiswal1.
Abstract
In this study, spent coffee waste (SCW) was used as the sole carbon source for xylanase production in solid state fermentation mode using Aspergillus niger. A Box-Behnken design was constructed using three parameters viz. temperature, initial moisture content, and log number of spores to determine the optimal fermentation condition. The best fermentation conditions for xylanase production were found to be incubation at 30 °C with an initial moisture content of 70% and using an inoculum of 6.5 × 106 spores/g of dry SCW. Furthermore, the design of experiments revealed that maintaining a medium composition of 0.2 g of yeast extract, 0.04 g of K2HPO4, and 0.03 g of MgSO4 increased xylanase production. Under optimised solid-state fermentation conditions an enzyme activity of 6495.6 IU/g of dry SCW was recorded, which was approximately 1.39-fold higher than that of control (4649 IU/g of dry SCW). The efficacy of the purified xylanase as a juice enrichment agent for strawberry, blueberry, and raspberry pulp was tested.Entities:
Keywords: Aspergillus niger; fruit juice clarification; solid state fermentation; spent coffee waste; xylanase
Year: 2019 PMID: 31744199 PMCID: PMC6915662 DOI: 10.3390/foods8110585
Source DB: PubMed Journal: Foods ISSN: 2304-8158
Variables and level for Box–Behnken design for the optimisation of physical parameters.
| Factors | Coded Symbols | Basic Level | Variation Level | Value of Factor | Coded Value |
|---|---|---|---|---|---|
| Temperature | X1 | 30 | 5 | 25 | −1 |
| 30 | 0 | ||||
| 35 | +1 | ||||
| Moisture content (%) | X2 | 70 | 2 | 68 | −1 |
| 70 | 0 | ||||
| 72 | +1 | ||||
| Log (number of spores) | X3 | 6.5 | 1 | 5.5 | −1 |
| 6.5 | 0 | ||||
| 7.5 | +1 |
Nutrient supplements for the screening of nutrients using Plackett–Burman method.
| Nutrient Code | Compound | (+) Level (%) | (−) Level (%) |
|---|---|---|---|
| A | KH2PO4 | 0.2 | 0.1 |
| B | NaCl | 0.1 | 0.05 |
| C | MgSO4 | 0.1 | 0.05 |
| D | Yeast Extract | 0.2 | 0.1 |
| E | Peptone | 0.2 | 0.1 |
| F | (NH4)2SO4 | 0.2 | 0.1 |
| G | NH4Cl | 0.2 | 0.1 |
| H | CaCl2 | 0.1 | 0.05 |
| I | FeCl3 | 0.1 | 0.05 |
| J | KCl | 0.1 | 0.05 |
Variables and level for Box–Behnken design for the optimisation of physical parameters.
| Independent Variables | Coded Symbols | Levels | ||
|---|---|---|---|---|
| −1 | 0 | +1 | ||
| Temperature | X1 | 25 | 30 | 35 |
| Moisture content (%) | X2 | 68 | 70 | 72 |
| Log (number of spores) | X3 | 5.5 | 6.5 | 7.5 |
Box–Behnken experimental design for SSF optimisation employing three independent variables, experimental, and predicted values for xylanase activity.
| Trial No. | Temperature (°C) | Moisture Content (%) | Log (No. of spores) | Observed Xylanase Activity (U/g) | Predicted Xylanase Activity (U/g) |
|---|---|---|---|---|---|
| 1 | 25 | 68 | 6.5 | 4215 | 4281 |
| 2 | 30 | 68 | 7.5 | 4653 | 4572 |
| 3 | 30 | 72 | 5.5 | 4113 | 4194 |
| 4 | 25 | 70 | 7.5 | 5504 | 5520 |
| 5 | 35 | 72 | 6.5 | 4358 | 4293 |
| 6 | 35 | 70 | 5.5 | 3477 | 3461 |
| 7 | 25 | 70 | 5.5 | 4190 | 4174 |
| 8 | 25 | 72 | 6.5 | 5557 | 5491 |
| 9 | 30 | 70 | 6.5 | 5724 | 5724 |
| 10 | 30 | 70 | 6.5 | 5724 | 5724 |
| 11 | 35 | 70 | 7.5 | 4548 | 4564 |
| 12 | 30 | 72 | 7.5 | 5016 | 5066 |
| 13 | 35 | 68 | 6.5 | 3744 | 3810 |
| 14 | 30 | 68 | 5.5 | 3045 | 2995 |
| 15 | 30 | 70 | 6.5 | 5724 | 5724 |
Figure 1Response surface plots representing the effect of independent variables on xylanase activity: (a) The effect of inoculum size (log number of spores) and moisture content (%) when response surface is fixed at temperature = 30 °C; (b) the effect of inoculum size (log number of spores) and temperature (°C) when response surface is fixed at moisture content = 70%.
Experimental design for the screening of nutrients using Plackett–Burman method.
| Blocks | A | B | C | D | E | F | G | H | J | Activity/g of Dry Substrate (U/g) |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 1 | −1 | 1 | 1 | −1 | 1 | −1 | −1 | −1 | 5451 |
| 2 | −1 | −1 | −1 | 1 | 1 | 1 | −1 | 1 | 1 | 5692 |
| 3 | −1 | 1 | 1 | 1 | −1 | 1 | 1 | −1 | 1 | 4281 |
| 4 | 1 | 1 | −1 | 1 | −1 | −1 | −1 | 1 | 1 | 1697 |
| 5 | −1 | −1 | 1 | 1 | 1 | −1 | 1 | 1 | −1 | 4467 |
| 6 | 1 | 1 | 1 | −1 | 1 | 1 | −1 | 1 | −1 | 3488 |
| 7 | 1 | −1 | 1 | 1 | −1 | −1 | 1 | 1 | 1 | 6034 |
| 8 | −1 | 1 | 1 | −1 | 1 | −1 | −1 | −1 | 1 | 3611 |
| 9 | −1 | 1 | −1 | −1 | −1 | 1 | 1 | 1 | −1 | 4860 |
| 10 | 1 | 1 | −1 | 1 | 1 | −1 | 1 | −1 | −1 | 3457 |
| 11 | 1 | −1 | −1 | −1 | 1 | 1 | 1 | −1 | 1 | 4118 |
| 12 | −1 | −1 | −1 | −1 | −1 | −1 | −1 | −1 | −1 | 4567 |
Variables and level for Box–Behnken design for the optimisation of nutrient supplements.
| Independent Variables | Coded Symbols | Levels | ||
|---|---|---|---|---|
| −1 | 0 | +1 | ||
| Yeast Extract | Y1 | 0 | 0.5 | 1.0 |
| K2HPO4 | Y2 | 0 | 0.1 | 0.2 |
| KCl | Y3 | 0 | 0.1 | 0.2 |
Box–Behnken experimental design for SSF optimisation employing three independent variables, experimental, and predicted values for xylanase activity.
| Trial No. | K2HPO4 (g/g of SCW) | Yeast Extract (g/g of SCW) | MgSO4 (g/g of SCW) | Xylanase Observed (U/g) | Xylanase Theoretical (U/g) |
|---|---|---|---|---|---|
| 1 | 0.2 | 0.0 | 0.1 | 56 | 206 |
| 2 | 0.2 | 1.0 | 0.1 | 4149 | 4120 |
| 3 | 0.1 | 0.5 | 0.1 | 4222 | 4222 |
| 4 | 0.1 | 0.0 | 0.0 | 6065 | 6005 |
| 5 | 0.0 | 0.5 | 0.2 | 1083 | 1173 |
| 6 | 0.2 | 0.5 | 0.0 | 3130 | 3040 |
| 7 | 0.1 | 0.0 | 0.2 | 259 | 140 |
| 8 | 0.1 | 1.0 | 0.2 | 4371 | 4431 |
| 9 | 0.0 | 0.5 | 0.0 | 4012 | 4043 |
| 10 | 0.0 | 1.0 | 0.1 | 2796 | 2646 |
| 11 | 0.1 | 0.5 | 0.1 | 4222 | 4222 |
| 12 | 0.1 | 1.0 | 0.0 | 4329 | 4448 |
| 13 | 0.0 | 0.0 | 0.1 | 3796 | 3825 |
| 14 | 0.1 | 0.5 | 0.1 | 4222 | 4222 |
| 15 | 0.2 | 0.5 | 0.2 | 61 | 30 |
Box–Behnken experimental design for SSF optimisation employing three independent variables, experimental, and predicted values for xylanase activity.
| Source | Sum of Squares | Degrees of Freedom | Mean Square | F-Ratio | |
|---|---|---|---|---|---|
| Y1 | 2.30 × 106 | 1 | 2.30 × 106 | 114.26 | 0.0001 |
| Y2 | 3.74× 106 | 1 | 3.74 × 106 | 185.62 | 0.0002 |
| Y3 | 1.73 × 107 | 1 | 1.73 × 106 | 858.69 | 0.0003 |
| Y1 Y1 | 9.49 × 106 | 1 | 9.49 × 106 | 471.45 | 0.0324 |
| Y1 Y2 | 6.48 × 106 | 1 | 6.48 × 106 | 321.95 | 0.0021 |
| Y1 Y3 | 4900.35 | 1 | 4900.35 | 0.24 | 0.6427 |
| Y2 Y2 | 24178.1 | 1 | 24178.1 | 1.2 | 0.3232 |
| Y2 Y3 | 8.55 × 106 | 1 | 8.55 × 106 | 424.54 | 0.0041 |
| Y3 Y3 | 1.10 × 106 | 1 | 1.10 × 106 | 54.84 | 0.0007 |
| Total error | 100695 | 5 | 20139 | ||
| Total (corr.) | 4.88 × 106 | 14 |
Figure 2Response surface plots representing the effect of independent variables on xylanase activity: (a) The effect of KH2PO4 and yeast extract on xylanase activity when response surface is fixed at MgSO4 = 0.1 g/g of spent coffee waste (SCW); (b) the effect of MgSO4 and yeast extract on xylanase activity when response surface is fixed at KH2PO4 = 0.1 g/g of SCW.
Purification of xylanase from A. niger.
| Step | Total Activity (IU) | Total Protein (mg) | Specific Activity (IU/mg) | Purification Fold | Yield |
|---|---|---|---|---|---|
| Crude extract | 167,250 | 5009 | 33 | 1.0 | 100 |
| Ammonium sulphate | 155,309 | 1412 | 110 | 3.3 | 72 |
| Ultrafiltration | 93,336 | 173 | 540 | 16.2 | 56 |
| Ion-exchange chromatography | 39,036 | 68 | 572 | 17.1 | 23 |
Figure 3Sodium Dodecyl Sulphate-Polyacrylamide Gel Electrophoresis (SDS-PAGE) (1) molecular size markers; (2) purified xylanase.