| Literature DB >> 26793314 |
Dalel Daâssi1, Hela Zouari-Mechichi2, Fakher Frikha3, Susana Rodríguez-Couto4, Moncef Nasri2, Tahar Mechichi2.
Abstract
BACKGROUND: Laccases are multicopper oxidases with high potential for environmental and industrial applications. Low-cost laccase production could be achieved by solid state fermentation on agro-industrial by-products.Entities:
Keywords: C. gallica; Decolorization; Optimization; SSF; Sawdust
Year: 2016 PMID: 26793314 PMCID: PMC4719673 DOI: 10.1186/s40201-016-0244-0
Source DB: PubMed Journal: J Environ Health Sci Eng
Characteristics of the azo dyes used
| Dye | CIa number | λmax (nm) | Chemical structure |
|---|---|---|---|
| Reactive Black 5 (RB5) | 20505 | 597 |
|
| Acid Orange 51 (AO51) | 26550 | 450 |
|
a CI color index
Range of different variables studied in the Plackett-Burmann design
| Factors | levels | |||||
|---|---|---|---|---|---|---|
| Variables | Units | Variable code | Low | Central point | High | |
| (−) | (0) | (+) | ||||
| Carbon sources (F1) | Glucose | g L−1 | X1 | 0 | 10 | 20 |
| Maltose | g L−1 | X2 | 0 | 10 | 20 | |
| Saccharose | g L−1 | X3 | 0 | 10 | 20 | |
| Starch | g L−1 | X4 | 0 | 10 | 20 | |
| Nitrogen sources (F2) | Casein Peptone | g L−1 | X5 | 0 | 10 | 20 |
| NH4SO4 | g L−1 | X6 | 0 | 2.5 | 5 | |
| KNO3 | g L−1 | X7 | 0 | 2.5 | 5 | |
| Urea | g L−1 | X8 | 0 | 2.5 | 5 | |
| Phosphate (F3) | KH2PO4 | g L−1 | X9 | 0 | 0.025 | 0.05 |
| MgSO4 (F4) | MgSO4 | g L−1 | X10 | 0 | 0.25 | 0.5 |
| Inductors (F5) | CuSO4 | mM | X11 | 0 | 0.5 | 1 |
| Ethanol | mL L−1 | X12 | 0 | 15 | 30 | |
| Cd2+ | mM | X13 | 0 | 0.5 | 1 | |
| MnSO4 | mM | X14 | 0 | 0.5 | 1 | |
| Ferulic Acid | mM | X15 | 0 | 0.5 | 1 | |
| Vanilllic acid | mM | X16 | 0 | 0.5 | 1 | |
| Buffer (F6) | Acetate-Na | mM | X17 | 0 | 10 | 20 |
| Citrate-Na | mM | X18 | 0 | 10 | 20 | |
| Tartrate-Na | mM | X19 | 0 | 10 | 20 | |
| pH (F7) | pH | X20 | 3 | 4 | 5 | |
| Inoculum nombre (F8) | Inoculum | 5 mm | X21 | 4 | 6 | 8 |
| Liquid/solid ratio (F9) | L/S ratio | X22 | 1.5 | 4.75 | 8 | |
The range and the levels of the variables
| Factor | Variable | Unit | Range and level of actual and coded values | ||||
|---|---|---|---|---|---|---|---|
| −α | −1 | 0 | 1 | α | |||
| peptone | A | g L−1 | 0.688 | 2 | 4.5 | 7 | 8.311 |
| Cd | B | mM | 0.237 | 0.5 | 1 | 1.5 | 1.762 |
| L/S | C | – | 3.475 | 4 | 5 | 6 | 6.524 |
Fig. 1Effect of different support-substrates on laccase production by C. gallica under solid-state fermentation (SSF) conditions (10 days)
Fig. 2Effects of variables in Plackett-Burman design on laccase production by C. gallica under solid-state fermentation (SSF) conditions operating with sawdust as support-substrate
CCD matrix of three variables with experimental values of laccase production
| Factor 1 | Factor 2 | Factor 3 | Response R1 | ||
|---|---|---|---|---|---|
| Run | A:peptone | B:Cd | C:L/S | Experimental value | Predicted value |
| 1 | 2.00 | 0.50 | 4.00 | 1778.00 | 1355.47 |
| 2 | 7.00 | 0.50 | 4.00 | 1490.90 | 1624.97 |
| 3 | 2.00 | 1.50 | 4.00 | 1036.36 | 788.91 |
| 4 | 7.00 | 1.50 | 4.00 | 3272.72 | 3179.23 |
| 5 | 2.00 | 0.50 | 6.00 | 1254.54 | 969.45 |
| 6 | 7.00 | 0.50 | 6.00 | 1709.09 | 1577.96 |
| 7 | 2.00 | 1.50 | 6.00 | 936.36 | 423.72 |
| 8 | 7.00 | 1.50 | 6.00 | 3109.09 | 3153.05 |
| 9 | 0.69 | 1.00 | 5.00 | 1036.36 | 1828.13 |
| 10 | 8.31 | 1.00 | 5.00 | 4254.54 | 4114.21 |
| 11 | 4.50 | 0.24 | 5.00 | 1045.45 | 1336.75 |
| 12 | 4.50 | 1.76 | 5.00 | 1745.45 | 2105.58 |
| 13 | 4.50 | 1.00 | 3.48 | 1990.90 | 2232.83 |
| 14 | 4.50 | 1.00 | 6.52 | 1509.09 | 1918.60 |
| 15 | 4.50 | 1.00 | 5.00 | 4327.30 | 4396.37 |
| 16 | 4.50 | 1.00 | 5.00 | 4600.00 | 4396.37 |
| 17 | 4.50 | 1.00 | 5.00 | 4327.30 | 4396.37 |
| 18 | 4.50 | 1.00 | 5.00 | 4745.45 | 4396.37 |
| 19 | 4.50 | 1.00 | 5.00 | 4763.64 | 4396.37 |
| 20 | 4.50 | 1.00 | 5.00 | 4054.54 | 4396.37 |
Results of the regression analysis of the central composite design (CCD)
| Source | Sum of Squares | Degrees of freedom | Mean Square | F-value |
| Significance |
|---|---|---|---|---|---|---|
| Model | 39501352.1 | 9 | 4389039.1 | 20.5 | <0.0001 | significant |
| Residual | 2141646.9 | 10 | 214164.7 | |||
| Lack of Fit | 1749316.7 | 5 | 349863.3 | 4.5 | 0.0633 | not significant |
| Pure Error | 392330.2 | 5 | 78466.0 | |||
| Cor Total | 41642999.1 | 19 | ||||
| R2 | 0.95 |
Fig. 3Comparison between the observed values and the predicted values of (RSM) model: zero error is shown as a thin line
Fig. 4Response surface and contour plots of laccase production by C. gallica. under solid-state fermentation (SSF) conditions operating with sawdust as support-substrate showing the effect of two variables (other variables were kept at zero in coded unit): significant interaction between (a): peptone (A) and Cd2+ (B); (b): peptone (A) and L/S ratio (C); (c): Cd2+ (B) and L/S ratio (C)
Fig. 5Perturbation graph showing the effect of each independent variable on laccase production while keeping other variables at their respective mid-point levels. (A) Casein peptone, (B) Cd2+ and (C) L/S ratio
Fig. 6Decolorization of the azo dyes (a) Reactive Black 5 (RB5) and (b) Acid Orange 51 (AO51) by C. gallica cultures grown on sawdust waste under solid-state fermentation conditions in three successive batches