| Literature DB >> 33808428 |
Mingyan Zhang1,2, Wuchao Ma3, Chao Wang2, Ximing Yang1, Yuhang Lou1, Xinxiu Xia1, Hongyan Xu1,2.
Abstract
Pinus koraiensis nut-coated film is a kind of by-product of nut processing, which has been shown to contain flavonoids, polyphenols, and other substances that can be used to produce natural antioxidant extracts. In this study, response surface methodology (RSM) was used to optimize the extraction process of flavonoids of P. koraiensis nut-coated film (PNF), and macroporous resin HPD600 was used to purify PNF (P-PNF). Its antioxidant activity was examined by DPPH (1,1-diphenyl-2-picrylhydrazyl) radical scavenging capacity, oxygen free radical absorption capacity (ORAC), total oxygen radical capture (TRAP), and iron ion reduction capacity. Under the ideal extraction conditions comprising a cellulase dosage of 90 U/g, a material/liquid ratio of 1:20 (g/mL), and an extraction time of 2 h, the PNF yield was 3.37%. Purification conditions were sample concentration of 2.0 mg/mL, pH of 5, water washing volume of 3 bed volume (BV), eluent ethanol concentration of 50%, and volume of 2 BV. The P-PNF recovery was 84.32%, and purity increased from 33.80% to 61.70%. Additionally, P-PNF showed increased antioxidant activity compared to PNF. Cumulatively, this study obtained the optimal values for the process parameters in order to achieve the maximum rates of extraction of PNF for economically optimal production at an industrial scale.Entities:
Keywords: Pinus koraiensis nut-coated film; antioxidant activity; enzyme-assisted extraction; flavonoids; macroporous resin; response surface method
Year: 2021 PMID: 33808428 PMCID: PMC8038113 DOI: 10.3390/molecules26071950
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Composition of Pinus koraiensis nut-coated film.
| Indicator | Content (%) |
|---|---|
| Protein | 4.63 |
| Axunge | 0.18 |
| Total sugar | 2.79 |
| Reducing sugar | 1.90 |
| Flavone | 2.83 |
| Polyphenol | 2.96 |
| VC | 0.03 |
Design proposal and result of response surface experiment.
| Test Number | X1 | X2 | X3 | Flavonoid Yield/% | ABTS + Clearance Rate/% |
|---|---|---|---|---|---|
| 1 | 75 (−1) | 1:10 (−1) | 2 (0) | 3.07 | 78.10 |
| 2 | 105 (+1) | 1:10 (−1) | 2 (0) | 3.12 | 75.18 |
| 3 | 75 (−1) | 1:30 (+1) | 2 (0) | 3.19 | 79.71 |
| 4 | 105 (+1) | 1:30 (+1) | 2 (0) | 3.28 | 84.08 |
| 5 | 75 (−1) | 1:20 (0) | 1 (−1) | 3.30 | 84.67 |
| 6 | 105 (+1) | 1:20 (0) | 1 (−1) | 3.27 | 83.36 |
| 7 | 75 (−1) | 1:20 (0) | 3 (+1) | 3.28 | 86.86 |
| 8 | 105 (+1) | 1:20 (0) | 3 (+1) | 3.24 | 84.53 |
| 9 | 90 (0) | 1:10 (−1) | 1 (−1) | 2.74 | 80.15 |
| 10 | 90 (0) | 1:30 (+1) | 1 (−1) | 3.21 | 84.23 |
| 11 | 90 (0) | 1:10 (−1) | 3 (+1) | 2.64 | 80.88 |
| 12 | 90 (0) | 1:30 (+1) | 3 (+1) | 3.17 | 85.84 |
| 13 | 90 (0) | 1:20 (0) | 2 (0) | 3.41 | 87.59 |
| 14 | 90 (0) | 1:20 (0) | 2 (0) | 3.38 | 88.32 |
| 15 | 90 (0) | 1:20 (0) | 2 (0) | 3.46 | 87.01 |
Analysis of variance of optimal regression equation describing flavonoid yield and ABTS+ clearance rate by response surface methodology.
| Source | DF | Seq SS | Adj SS | ||
|---|---|---|---|---|---|
| Regression | 9 | 0.644568 | 0.071619 | 4.80 | 0.049 * |
| Linear | 3 | 0.209925 | 0.069975 | 4.69 | 0.065 |
| Square | 3 | 0.433318 | 0.144439 | 9.68 | 0.016 * |
| Interaction | 3 | 0.001325 | 0.000442 | 0.03 | 0.992 |
| Residual Error | 5 | 0.074592 | 0.014918 | 14.56 | 0.065 |
| Lack-of-Fit | 3 | 0.071325 | 0.023775 | ||
| Pure Error | 2 | 0.003267 | 0.001633 | ||
| Total | 14 | ||||
| Regression | 9 | 198.433 | 22.0482 | 24.50 | 0.001 * |
| Linear | 3 | 52.436 | 17.4787 | 19.42 | 0.003 * |
| Square | 3 | 132.258 | 44.0859 | 48.98 | 0.000 * |
| Interaction | 3 | 13.740 | 4.5799 | 5.09 | 0.056 |
| Interaction | 3 | 13.740 | 4.5799 | 5.09 | 0.056 |
| Residual Error | 5 | 4.500 | 0.9001 | 2.81 | 0.273 |
| Lack-of-Fit | 3 | 3.639 | 1.2129 | ||
| Pure Error | 2 | 0.862 | 0.4309 | ||
| Total | 14 |
Note: Above the dotted line is the analysis of variance of flavonoids; below the dotted line is the analysis of variance of ABTS+ clearance rate. * Significance at p < 0.05.
Coefficient test of optimal mode describing flavonoid yield and ABTS+ clearance rate by response surface methodology.
| Item | Coefficient | St Dev | T | |
|---|---|---|---|---|
| Constant | 3.41667 | 0.07052 | 48.451 | 0.000 |
| X1 | 0.00875 | 0.04318 | 0.203 | 0.847 |
| X2 | 0.16000 | 0.04318 | 3.705 | 0.014 * |
| X3 | −0.02375 | 0.04318 | −0.550 | 0.606 |
| X12 | 0.04042 | 0.06356 | 0.636 | 0.553 |
| X22 | −0.29208 | 0.06356 | −4.595 | 0.006 * |
| X32 | −0.18458 | 0.06356 | −2.904 | 0.034 * |
| X1×X2 | 0.01000 | 0.06107 | 0.164 | 0.876 |
| X1×X3 | −0.00250 | 0.06107 | −0.041 | 0.969 |
| X2×X3 | 0.01500 | 0.06107 | 0.246 | 0.816 |
| X1 | −0.2737 | 0.3354 | −0.816 | 0.452 |
| X2 | 2.4438 | 0.3354 | 7.285 | 0.001 * |
| X3 | 0.7125 | 0.3354 | 2.124 | 0.087 |
| X12 | −3.1463 | 0.4937 | −6.372 | 0.001 * |
| X22 | −5.2263 | 0.4937 | −10.585 | 0.000 * |
| X32 | 0.3612 | 0.4937 | 0.732 | 0.497 |
| X1×X2 | 1.8225 | 0.4744 | 3.842 | 0.012 * |
| X1×X3 | −0.2550 | 0.4744 | −0.538 | 0.614 |
| X2×X3 | 0.2200 | 0.4744 | 0.464 | 0.662 |
Note: * Significance at p < 0.05.
Figure 1The effect of cellulase dosage (X1), material/liquid ratio (X2), and extraction time (X3) on flavonoid yield. (a) The interaction between cellulase dosage and material/liquid ratio; (b) the interaction between cellulase dosage and extraction time; (c) the interaction between material/liquid ratio and extraction time.
Figure 2The effect of cellulase dosage (X1), material/liquid ratio (X2), and extraction time (X3) on ABTS+ clearance rate. (a) The interaction between cellulase dosage and material/liquid ratio; (b) the interaction between cellulase dosage and extraction time; (c) the interaction between material/liquid ratio and extraction time.
Figure A1Static adsorption kinetic curves.
Figure A2Dynamic adsorption kinetic curves of HPD600.
Figure A3Curves of dynamic desorption.
Results of orthogonal experiment.
| Test Number | A | B | C | D | Flavonoid Recovery (%) |
|---|---|---|---|---|---|
| Sample Concentration (mg/mL) | pH | Eluent Concentration | Water Washing Volume | ||
| 1 | 1.0 | 5 | 30 | 3 | 43.54 |
| 2 | 1.0 | 6 | 50 | 4 | 64.07 |
| 3 | 1.0 | 7 | 70 | 5 | 66.91 |
| 4 | 1.5 | 5 | 50 | 5 | 76.07 |
| 5 | 1.5 | 6 | 70 | 3 | 64.05 |
| 6 | 1.5 | 7 | 30 | 4 | 37.69 |
| 7 | 2.0 | 5 | 70 | 4 | 75.67 |
| 8 | 2.0 | 6 | 30 | 5 | 32.73 |
| 9 | 2.0 | 7 | 50 | 3 | 71.17 |
| K1j | 174.52 | 195.28 | 113.95 | 178.76 | 531.9(T) |
| K2j | 177.81 | 160.84 | 211.30 | 177.43 | |
| K3j | 179.57 | 175.76 | 206.63 | 175.71 | |
| k1j | 58.17 | 65.09 | 37.99 | 59.59 | 59.1 |
| k2j | 59.27 | 53.62 | 70.43 | 59.14 | |
| k3j | 59.86 | 58.59 | 68.88 | 58.57 | |
| Rj | 1.86 | 11.48 | 32.45 | 1.02 |
Analysis of variance of orthogonal array experiments.
| Source of Variation | SS | df | MS | F | Fa | Significant |
|---|---|---|---|---|---|---|
| A (Sample Concentration) | 4.3805 | 2 | 2.1902 | 2.8100 | F0.05 (2,8) = 4.46 | |
| B (pH) | 198.3023 | 2 | 99.1511 | 127.2093 | ** | |
| C (Eluent Concentration) | 2009.2594 | 2 | 1004.6297 | 1288.9232 | F0.01 (2,8) = 8.65 | ** |
| Error | 1.5589 | 2 | 0.7794 |
Note: The D factor with the smallest difference was considered as the error term. SS–sum-of-squares, df–degrees of freedom, MS–mean squares. ** Extreme significance at p < 0.01.
Figure 3In vitro antioxidant activity of P. koraiensis nut-coated film (PNF) and purified P-PNF. (a) DPPH radical scavenging activity; (b) oxygen free radical absorption capacity (ORAC) value; (c) total oxygen radical capture (TRAP) value; (d) iron ion reduction capacity.
Analysis of variance of optimal regression equation describing flavonoid yield and ABTS clearance rate by response surface methodology.
| Source | DF | Seq SS | Adj SS | F | P |
|---|---|---|---|---|---|
| Regression | 9 | 0.644568 | 0.071619 | 4.80 | 0.049 |
| Linear | 3 | 0.209925 | 0.069975 | 4.69 | 0.065 |
| Square | 3 | 0.433318 | 0.144439 | 9.68 | 0.016 |
| Interaction | 3 | 0.001325 | 0.000442 | 0.03 | 0.992 |
| Residual Error | 5 | 0.074592 | 0.014918 | 14.56 | 0.065 |
| Lack-of-Fit | 3 | 0.071325 | 0.023775 | ||
| Pure Error | 2 | 0.003267 | 0.001633 | ||
| Total | 14 | ||||
| Regression | 9 | 198.433 | 22.0482 | 24.50 | 0.001 |
| Linear | 3 | 52.436 | 17.4787 | 19.42 | 0.003 |
| Square | 3 | 132.258 | 44.0859 | 48.98 | 0.000 |
| Interaction | 3 | 13.740 | 4.5799 | 5.09 | 0.056 |
| Interaction | 3 | 13.740 | 4.5799 | 5.09 | 0.056 |
| Residual Error | 5 | 4.500 | 0.9001 | 2.81 | 0.273 |
| Lack-of-Fit | 3 | 3.639 | 1.2129 | ||
| Pure Error | 2 | 0.862 | 0.4309 | ||
| Total | 14 |
Note: Above the dotted line is the analysis of variance of flavonoids; below the dotted line is the analysis of variance of ABTS clearance rate. SS–sum-of-squares, df–degrees of freedom, MS–mean squares.
Adsorption and desorption capacity of 5 macroporous resins.
| Serial Number | Resin Model | Polarity | Specific | Balanced | Adsorption Amount (mg/g) | Adsorption Rate (%) | Eluent Mass | Desorption Rate (%) |
|---|---|---|---|---|---|---|---|---|
| 1 | AB-8 | Weak polarity | 450–500 | 0.06557 | 12.9957 | 95.1965 | 0.7958 | 61.2385 |
| 2 | HP-20 | Non-level | 550–600 | 0.10134 | 12.6381 | 92.5764 | 0.7661 | 60.6132 |
| 3 | HPD600 | Polarity | 550–600 | 0.08942 | 12.7572 | 93.4498 | 0.8376 | 65.6542 |
| 4 | HPD826 | Hydrogen bond | 500–600 | 0.12519 | 12.3996 | 90.8297 | 0.6528 | 52.6442 |
| 5 | D101 | Group polarity | 480–520 | 0.11327 | 12.5188 | 91.7031 | 0.7279 | 58.1429 |