| Literature DB >> 27992459 |
Amira M Embaby1, Ramy R Melika1, Ahmed Hussein1,2, Amal H El-Kamel3, Heba S Marey4,5.
Abstract
Pectic-Oligosaccharides (POS) have a growing potential in food and feed industries. To satisfy the demand of worldwide markets from POS and avoid the shortcomings of currently applied methodologies encountered in their preparation, the present study highlights a novel robust approach for POS biosynthesis. In the current approach, Aspergillus sp.section Flavi strain EGY1 DSM 101520 was grown on citrus pectin-based medium as a core POS production medium. POS' levels accumulated in the fungal fermentation broth were optimized through a three step sequential statistical mathematical methodology; Plackett-Burman design (PBD), Box-Behnken design (BBD) and canonical analysis. Three key determinants namely citrus pectin, peptone and NaH2PO4 were pointed out by PBD to impose significant consequences (P<0.05) on the process outcome (POS' levels). Optimal levels of these key determinants along with maximal of POS' levels were set by BBD and canonical analysis to be 2.28% (w/v) citrus pectin, 0.026% (w/v) peptone and 0.28% (w/v) NaH2PO4 to achieve a net amount of 1.3 g POS /2.28 g citrus pectin. Through this approach, a yield of 57% (w/w) POS of the total citrus pectin was obtained after 24 h of fungal growth on optimized citrus pectin-based medium. A fold enhancement of 13 times in POS' levels released in the fermentation fungal broth was realized by the end of the optimization strategy. This novel robust approach is considered a new insight towards POS biosynthesis via efficient, rapid and non-cumbersome procedure. To the best of authors' knowledge, the present work is the first article underlining detailed POS production from the fermentation broth of a fungus growing on citrus pectin-based medium.Entities:
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Year: 2016 PMID: 27992459 PMCID: PMC5167267 DOI: 10.1371/journal.pone.0167981
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Coded-Real levels of six independent variables in PBD for optimizing of POS' production by Aspergillus sp. section Flavi strain EGY1 DSM 101520 along with experimental and predicted levels of releasing POS.
| Trial# | X1 | X2 | X3 | X4 | X5 | X6 | Y (Reducing sugars | |
|---|---|---|---|---|---|---|---|---|
| Exp | Pred | |||||||
| -1 | -1 | 1 | -1 | 1 | 1 | 1.08975 | 1.059563 | |
| 1 | -1 | 1 | 1 | 1 | -1 | 2.742 | 2.772188 | |
| -1 | -1 | -1 | -1 | -1 | -1 | 1.782 | 1.812188 | |
| -1 | 1 | -1 | 1 | 1 | 1 | 0.952 | 0.982188 | |
| 1 | 1 | -1 | -1 | 1 | -1 | 2.538 | 2.507813 | |
| 1 | -1 | -1 | 1 | -1 | 1 | 3.548 | 3.517813 | |
| 1 | 1 | 1 | -1 | -1 | 1 | 1.582 | 1.612188 | |
| -1 | 1 | 1 | 1 | -1 | -1 | 0.12375 | 0.093563 | |
-Values between in brackets are the real values of the independent variables. X1: citrus pectin (%w/v), X2: peptone (%w/v), X3: NaH2PO4 (%w/v), X4: pH of the production medium, X5: incubation temperature (oC) and X6: incubation time (days)
* POS were determined in terms of reducing sugars
-a: experimental values &
b: predicted values and
c: net levels of reducing sugars after exclusion of any reducing sugars at time zero
Box-Behnken design with coded levels of three independent variables and experimental vs. predicted POS.
| Trial# | X1 | X2 | X3 | Y (Reducing sugars, mg/mL) | |
|---|---|---|---|---|---|
| Exp | Pred | ||||
| -1 | -1 | 0 | 0.214 | 0.974 | |
| 1 | -1 | 0 | 10.380 | 10.352 | |
| -1 | 1 | 0 | 0.480 | 0.508 | |
| 1 | 1 | 0 | 4.390 | 3.630 | |
| -1 | 0 | -1 | 0.377 | 0.075 | |
| 1 | 0 | -1 | 4.980 | 5.466 | |
| -1 | 0 | 1 | 0.180 | -0.306 | |
| 1 | 0 | 1 | 6.500 | 6.803 | |
| 0 | -1 | -1 | 4.360 | 3.903 | |
| 0 | 1 | -1 | 0.360 | 0.634 | |
| 0 | -1 | 1 | 4.980 | 4.706 | |
| 0 | 1 | 1 | 0.330 | 0.787 | |
| 0 | 0 | 0 | 0.310 | 0.337 | |
| 0 | 0 | 0 | 0.3100 | 0.337 | |
| 0 | 0 | 0 | 0.39 | 0.337 | |
a: Experimental values
b: predicted values and
c: net levels of reducing sugars after exclusion of any reducing sugars at time zero
X1: citrus pectin, X2: peptone and X3: NaH2PO4
*POS were determined in terms of reducing sugars/mL
Real-coded values of independent variables and regression analysis for POS' optimization by PBD.
| Independent Variable | Low level -1 | High level +1 | Main effect | P-value | t-value | % confidence | |
|---|---|---|---|---|---|---|---|
| 0.2 | 0.6 | 1.62 | 0.807813 | 0.023779 | 26.75983 | 97.60 | |
| 0.0 | 0.5 | -0.992 | -0.49575 | 0.038718 | -16.4224 | 96.13 | |
| 0.0 | 0.1 | -0.82 | -0.41031 | 0.046753 | -13.5921 | 95.33 | |
| Initial pH of the medium(X4) | 4.0 | 6.0 | 0.094 | 0.04675 | 0.365014 | 1.548654 | 63.49 |
| Incubation temperature (X5,°C) | 30 | 37 | 0.072 | 0.03575 | 0.446421 | 1.184265 | 55.36 |
| Incubation time (X6, days) | 1.0 | 5.0 | -0.004 | -0.00175 | 0.963136 | -0.05797 | 3.69 |
*Significant P-value ≤ 0.05 & R2 = 0.99 & Adjusted R2 = 0.99 and P -value for the model = 0.05
Real–coded values of independent variables and regression analysis for POS optimization by Box-Behnken.
| Variable | Low level -1 | Middle level 0 | High level +1 | Model term | Main effect | t-value | P-value | % confidence | |
|---|---|---|---|---|---|---|---|---|---|
| 0.2 | 1.2 | 2.2 | X1 | 6.24975 | 3.124875 | 12.79921 | 5.18E-05 | 99.99 | |
| 0.05 | 0.65 | 1.25 | X2 | -3.5935 | -1.79675 | -7.35933 | 0.000727 | 99.99 | |
| 0.02 | 0.22 | 0.42 | X3 | 0.47825 | 0.239125 | 0.979435 | 0.372346 | 62.7654 | |
| X1X1 | 4.031084 | 2.015542 | 5.608495 | 0.002492 | 99.75 | ||||
| X2X2 | 3.027584 | 1.513792 | 4.212313 | 0.00839 | 99.161 | ||||
| X3X3 | 1.314084 | 0.657042 | 1.8283 | 0.127045 | 87.2955 | ||||
| X1X2 | -3.1280 | -1.56400 | -4.52973 | 0.006227 | 99.3773 | ||||
| X1X3 | 0.85850 | 0.42925 | 1.243214 | 0.268904 | 73.1096 | ||||
| X2X3 | -0.3250 | -0.1625 | -0.47064 | 0.657714 | 34.2286 |
*Significant P-value <0.05 & R2 = 0.98& Adjusted R2 = 0.95 and P -value for the model = 0.000677
Estimated maximum response (POS) production by Aspergillus sp. section Flavi strain EGY1 DSM 101520 using a canonical path.
| Distance | Coded values of independent variables | Estimated response Y POS (mg/mL) | ||
|---|---|---|---|---|
| X1 | X2 | X3 | ||
| -1.00 | -1.495 | 0.823 | -0.040 | 1.663 |
| -0.8 | -1.334 | 0.707 | -0.0.17 | 0.724 |
| -0.6 | -1.172 | 0.591 | 0.005 | -0.009 |
| -0.4 | -1.011 | 0.474 | 0.028 | -0.532 |
| -0.2 | -0.850 | 0.358 | 0.051 | -0.844 |
| 0.2 | -0.528 | 0.125 | 0.096 | -0.844 |
| 0.4 | -0.367 | 0.008 | 0.118 | -0.530 |
| 0.6 | -0.206 | -0.108 | 0.141 | -0.008 |
| 0.8 | -0.045 | 0.225 | 0.163 | 0.724 |
| 1.0 | 0.116 | -0.41 | 0.186 | 1.664 |
| 1.2 | 0.277 | -0.457 | 0.208 | 2.811 |
| 1.4 | 0.438 | -0.574 | 0.231 | 4.171 |
| 1.6 | 0.599 | -0.690 | 0.253 | 5.735 |
| 1.8 | 0.760 | -0.807 | 0.276 | 7.513 |
| 2.0 | 0.921 | -0.923 | 0.298 | 9.494 |
| 2.1 | 1.002 | -0.981 | 0.310 | 10.568 |
| 2.2 | 1.082 | -1.040 | 0.321 | 11.691 |
| 2.3 | 1.163 | -1.098 | 0.332 | 12.869 |
| 2.4 | 1.243 | -1.156 | 0.343 | 14.089 |
Bold values represent the predicted stationary point derived from differentiating of the 2nd polynomial equation
Fig 1Three dimensional surface plot for the dependent variable POS in terms of reducing sugars vs. the independent variables pectin and peptone at constant optimal value of NaH2PO4.
Fig 3Three dimensional surface plot for the dependent variable POS in terms of reducing sugars vs. the independent variables peptone and NaH2PO4 at constant optimal value of pectin.