| Literature DB >> 30453481 |
Ana V González de Peredo1, Mercedes Vázquez-Espinosa2, Estrella Espada-Bellido3, Ana Jiménez-Cantizano4, Marta Ferreiro-González5, Antonio Amores-Arrocha6, Miguel Palma7, Carmelo G Barroso8, Gerardo F Barbero9.
Abstract
The phenolic compounds and anthocyanins present in myrtle berries are responsible for its beneficial health properties. In the present study, a new, microwave-assisted extraction for the analysis of both phenolic compounds and anthocyanins from myrtle pulp has been developed. Different extraction variables, including methanol composition, pH, temperature, and sample⁻solvent ratio were optimized by applying a Box⁻Behnken design and response surface methodology. Methanol composition and pH were the most influential variables for the total phenolic compounds (58.20% of the solvent in water at pH 2), and methanol composition and temperature for anthocyanins (50.4% of solvent at 50 °C). The methods developed showed high repeatability and intermediate precision (RSD < 5%). Both methods were applied to myrtle berries collected in two different areas of the province of Cadiz (Spain). Hierarchical clustering analysis results show that the concentration of bioactive compounds in myrtle is related to their geographical origin.Entities:
Keywords: Box–Behnken design; Myrtus communis; anthocyanins; bioactive compounds; microwave-assisted extraction; myrtle; phenolic compounds
Mesh:
Substances:
Year: 2018 PMID: 30453481 PMCID: PMC6278529 DOI: 10.3390/molecules23112992
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Analysis of variance of the quadratic model adjusted to the extraction of total phenolic compounds. The studied ranges for each parameter were: methanol (50–100%), pH (2–7), temperature (50–100 °C), and sample–solvent ratio (0.5 g/10 mL–0.5 g/20 mL).
| Variable | Source | Coefficient | Sum of Squares | Degrees of Freedom | Mean Square | ||
|---|---|---|---|---|---|---|---|
| Model | 1016.28 | 14 | 72.59 | 2.92 | 0.0352 | ||
| Methanol | X1 | −4.39257 | 231.54 | 1 | 231.54 | 9.31 | 0.0101 |
| pH | X2 | −3.62017 | 157.27 | 1 | 157.27 | 6.32 | 0.0272 |
| Temperature | X3 | 0.915742 | 10.06 | 1 | 10.06 | 0.4047 | 0.5366 |
| Ratio | X4 | 1.11842 | 15.01 | 1 | 15.01 | 0.6036 | 0.4522 |
| Methanol-pH | X1X2 | −5.57764 | 3.80 | 1 | 3.80 | 0.1528 | 0.7027 |
| Methanol-Temperature | X1X3 | 0.974675 | 47.75 | 1 | 47.75 | 1.92 | 0.1911 |
| Methanol-Ratio | X1X4 | −3.45505 | 3.43 | 1 | 3.43 | 0.1380 | 0.7167 |
| pH-Temperature | X2X3 | 0.926275 | 51.01 | 1 | 51.01 | 2.05 | 0.1776 |
| pH-Ratio | X2X4 | 4.93415 | 25.11 | 1 | 25.11 | 1.01 | 0.3348 |
| Temperature-Ratio | X3X4 | −3.571 | 8.33 | 1 | 8.33 | 0.3350 | 0.5734 |
| Methanol-Methanol | X12 | −2.50565 | 165.92 | 1 | 165.92 | 6.67 | 0.0240 |
| pH-pH | X22 | 1.45055 | 129.84 | 1 | 129.84 | 5.22 | 0.0413 |
| Temperature-Temperature | X32 | −1.44313 | 11.22 | 1 | 11.22 | 0.4513 | 0.5145 |
| Ratio-Ratio | X42 | 0.889012 | 4.22 | 1 | 4.22 | 0.1695 | 0.6878 |
| Residual | 42.6799 | 298.41 | 12 | 24.87 | |||
| Lack of Fit | 266.57 | 10 | 26.66 | 1.67 | 0.4311 | ||
| Pure Error | 31.83 | 2 | 15.92 | ||||
| Total | 1314.68 | 26 |
Analysis of variance of the quadratic model, adjusted to the extraction of total anthocyanins. The ranges studied for each parameter were: methanol (50–100%), pH (2–7), temperature (50–100 °C), and sample–solvent ratio (0.5 g/10 mL–0.5 g/20 mL).
| Variable | Source | Coefficient | Sum of Squares | Degrees of Freedom | Mean Square | ||
|---|---|---|---|---|---|---|---|
| Model | 445.11 | 14 | 31.79 | 4.05 | 0.0100 | ||
| Methanol | X1 | 0.249033 | 0.7442 | 1 | 0.7442 | 0.0949 | 0.7633 |
| pH | X2 | −0.207067 | 0.5145 | 1 | 0.5145 | 0.0656 | 0.8022 |
| Temperature | X3 | −2.56032 | 78.66 | 1 | 78.66 | 10.03 | 0.0081 |
| Ratio | X4 | −0.92215 | 10.20 | 1 | 10.20 | 1.30 | 0.2762 |
| Methanol-pH | X1X2 | 5.98483 | 15.51 | 1 | 15.51 | 1.98 | 0.1850 |
| Methanol-Temperature | X1X3 | −1.9692 | 21.20 | 1 | 21.20 | 2.70 | 0.1260 |
| Methanol-Ratio | X1X4 | 2.3022 | 0.6398 | 1 | 0.6398 | 0.0816 | 0.7800 |
| pH-Temperature | X2X3 | 0.39995 | 41.29 | 1 | 41.29 | 5.27 | 0.0406 |
| pH-Ratio | X2X4 | −0.758496 | 0.5627 | 1 | 0.5627 | 0.0718 | 0.7933 |
| Temperature-Ratio | X3X4 | 3.21277 | 9.76 | 1 | 9.76 | 1.24 | 0.2864 |
| Methanol-Methanol | X12 | 0.375075 | 191.03 | 1 | 191.03 | 24.36 | 0.0003 |
| pH-pH | X22 | −0.830096 | 3.07 | 1 | 3.07 | 0.3913 | 0.5433 |
| Temperature-Temperature | X32 | −1.56213 | 3.67 | 1 | 3.67 | 0.4687 | 0.5066 |
| Ratio-Ratio | X42 | 1.0868 | 6.30 | 1 | 6.30 | 0.8034 | 0.3877 |
| Residual | 18.6496 | 94.10 | 12 | 7.84 | |||
| Lack of Fit | 87.43 | 10 | 8.74 | 2.62 | 0.3076 | ||
| Pure Error | 6.67 | 2 | 3.33 | ||||
| Total | 539.21 | 26 |
Figure 1Standardized Pareto charts for: (a) total phenolic compounds; (b) anthocyanins.
Figure 23D surface plots of the Box–Behnken design using polynomial equations: (a) solvent composition and pH on the total phenolic compound extraction, and (b) temperature and solvent composition on the total anthocyanin extraction.
Figure 3(a) Extraction kinetics of total phenolic compounds; (b) extraction kinetics of total anthocyanins.
Results of total phenolic compounds (mg g−1) and total and individual anthocyanins (mg g−1) for each myrtle ecotype (n = 3). Del-3,5-diGl: delphinidin 3,5-O-diglucoside; Del-3-Glu: delphinidin 3-O-glucoside; Cy-3-Ga: cyanidin 3-O-galactoside; Cy-3-Gl: cyanidin 3-O-glucoside; Cy-3-Ar: cyanidin 3-O-arabinoside; Pet-3-Gl: petunidin 3-O-glucoside; Del-3-Ara: delphinidin 3-O-arabinoside; Peo-3-Gl: peonidin 3-O-glucoside; Mal-3-Gl: malvidin 3-O-glucoside; Pet-3-Ar: petunidin 3-O-arabinoside; Mal-3-Ar: malvidin 3-O-arabinoside.
| Compounds | Myrtle Ecotypes of Puerto Real | Myrtle Ecotypes of San José del Valle | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MY-1 | MY-2 | MY-3 | MY-4 | MY-5 | MY-6 | MY-7 | MY-8 | MY-9 | MY-10 | MY-11 | MY-12 | MY-13 | MY-14 | |
| Del-3,5-diGl | 0.434 ± 0.012 | 0.440 ± 0.015 | 0.367 ± 0.013 | 0.352 ± 0.035 | 0.514 ± 0.0132 | 0.397 ± 0.018 | 0.210 ± 0.001 | 0.498± 0.023 | 0.156 ± 0.004 | 0.073 ± 0.003 | 0.1456 ± 0.004 | 0.181 ± 0.005 | 0.157 ± 0.004 | 0.180 ± 0.007 |
| Del-3-Glu | 9.405 ± 0.256 | 13.232 ± 0.369 | 9.555 ± 0.051 | 9.704 ± 0.159 | 15.110 ± 0.160 | 10.935 ± 0.001 | 10.164 ± 0.171 | 9.664 ± 0.497 | 8.049 ± 0.283 | 1.798 ± 0.072 | 7.897 ± 0.301 | 6.102 ± 0.234 | 5.432 ± 0.234 | 6.192 ± 0.236 |
| Cy-3-Ga | 0.159 ± 0.0006 | 0.288 ± 0.014 | 0.211 ± 0.010 | 0.309 ± 0.010 | 0.372 ± 0.010 | 0.326 ± 0.003 | 0.184 ± 0.004 | 0.426 ± 0.023 | 0.504 ± 0.023 | 0.047 ± 0.001 | 0.490 ± 0.023 | 0.133 ± 0.003 | 0.341 ± 0.013 | 0.154 ± 0.005 |
| Cy-3-Gl | 1.702 ± 0.063 | 2.326 ± 0.075 | 1.013 ± 0.019 | 1.067 ± 0.022 | 1.854 ± 0.048 | 1.142 ± 0.015 | 2.276 ± 0.016 | 1.626 ± 0.079 | 1.011 ± 0.039 | 0.321 ± 0.013 | 1.002 ± 0.035 | 1.191 ± 0.043 | 0.988 ± 0.038 | 1.235 ± 0.031 |
| Cy-3-Ar | 0.090 ± 0.002 | 0.098 ± 0.002 | 0.075 ± 0.002 | 0.145 ± 0.009 | 0.136 ± 0.0014 | 0.611 ± 0.656 | 2.124 ± 0.015 | 0.134 ± 0.005 | 0.943 ± 0.037 | 0.299 ± 0.012 | 0.898 ± 0.032 | 0.084 ± 0.002 | 0.765 ± 0.029 | 0.085 ± 0.038 |
| Pet-3-Gl | 4.738 ± 0.065 | 8.680 ± 0.239 | 6.512 ± 0.027 | 7.480 ± 0.159 | 9.958 ± 0.426 | 4.614 ± 0.196 | 2.036 ± 0.023 | 6.058 ± 0.330 | 0.094 ± 0.010 | 0.036 ± 0.001 | 0.091 ± 0.003 | 2.346 ± 0.087 | 1.247 ± 0.051 | 2.988 ± 0.002 |
| Del-3-Ara | 1.979 ± 0.073 | 1.838 ± 0.072 | 1.527 ± 0.069 | 1.601 ± 0.032 | 2.320 ± 0.062 | 4.974 ± 0.234 | 4.022 ± 0.052 | 1.627 ± 0.079 | 6.256 ± 0.222 | 1.634 ± 0.072 | 5.990 ± 0.189 | 0.900 ± 0.023 | 3.257 ± 0.138 | 0.912 ± 0.119 |
| Peo-3-Gl | 0.614 ± 0.021 | 0.856 ± 0.027 | 0.573 ± 0.023 | 0.608 ± 0.022 | 0.705 ± 0.019 | 0.7206 ± 0.056 | 0.869 ± 0.052 | 0.406 ± 0.022 | 0.627 ± 0.022 | 0.330 ± 0.011 | 0.599 ± 0.019 | 0.488 ± 0.023 | 0.178 ± 0.07 | 0.375 ± 0.029 |
| Mal-3-Gl | 6.893 ± 0.245 | 13.124 ± 0.417 | 14.346 ± 0.024 | 15.495 ± 0.331 | 0.750 ± 0.020 | 0.767 ± 0.060 | 0.925 ± 0.0004 | 6.227 ± 0.339 | 0.667 ± 0.024 | 0.352 ± 0.013 | 0.601 ± 0.023 | 9.832 ± 0.342 | 5.563 ± 0.190 | 6.877 ± 0.013 |
| Pet-3-Ar | 0.295 ± 0.0003 | 0.430 ± 0.010 | 0.411 ± 0.0174 | 0.504 ± 0.020 | 0.590 ± 0.013 | 0.656 ± 0.021 | 0.3891 ± 0.0004 | 0.378 ± 0.018 | 0.765 ± 0.023 | 0.203 ± 0.001 | 0.679 ± 0.021 | 0.184 ± 0.007 | 0.634 ± 0.022 | 0.199 ± 0.268 |
| Mal-3-Ar | 0.2451 ± 0.002 | 0.231 ± 0.007 | 0.356 ± 0.002 | 0.372 ± 0.002 | 0.328 ± 0.006 | 0.5402 ± 0.001 | 0.289 ± 0.002 | 0.154 ± 0.010 | 0.520 ± 0.024 | 0.263 ± 0.01 | 0.492 ± 0.012 | 0.299 ± 0.013 | 0.5757 ± 0.020 | 0.213 ± 0.007 |
| Total anthocyanins | 26.555 ± 0.395 | 41.544 ± 1.390 | 34.947 ± 0.183 | 37.638 ± 0.730 | 32.637 ± 0.854 | 25.682 ± 0.846 | 23.487 ± 0.234 | 35.846 ± 0.896 | 19.595 ± 0.577 | 5.355 ± 0.242 | 18.884 ± 0.762 | 21.740 ± 0.865 | 19.138 ± 0.645 | 19.409 ± 0.567 |
| Total phenolic compounds | 88.598 ± 2.983 | 124.684 ± 0.934 | 82.603 ± 0.343 | 63.457 ± 2.541 | 86.251 ± 2.934 | 81.225 ± 2.199 | 88.340 ± 3.899 | 90.682 ± 4.706 | 55.934 ± 2.743 | 69.550 ± 3.123 | 56.790 ± 2.065 | 60.654 ± 2.127 | 61.193 ± 2.356 | 59.898 ± 2.967 |
Figure 4Dendrogram obtained by a hierarchical cluster analysis, based on the chemical parameters studied of the 14 samples by duplicated myrtle pulp extracts.
Figure 5Ultra-high performance liquid chromatography (UHPLC) chromatogram of the eleven anthocyanins identified in the microwave-assisted extraction (MAE) extracts from myrtle berries. Peak assignment: (1) delphinidin 3,5-O-diglucoside; (2) delphinidin 3-O-glucoside; (3) cyanidin 3-O-galactoside; (4) cyanidin 3-O-glucoside; (5) cyanidin 3-O-arabinoside; (6) petunidin 3-O-glucoside; (7) delphinidin 3-O-arabinoside; (8) peonidin 3-O-glucoside; (9) malvidin 3-O-glucoside; (10) petunidin 3-O-arabinoside; (11) malvidin 3-O-arabinoside.
Box–Behnken design matrix of four variables, and measured and predicted responses.
| Run | Factors | Responses | ||||||
|---|---|---|---|---|---|---|---|---|
| Solvent | pH | Temp. | Ratio | YTP (mg g−1) | YTA (mg g−1) | |||
| Measured | Predicted | Measured | Predicted | |||||
| 1 | −1 | −1 | 0 | 0 | 50.66 | 51.02 | 26.04 | 21.86 |
| 2 | 1 | −1 | 0 | 0 | 34.64 | 40.29 | 24.74 | 26.30 |
| 3 | −1 | 1 | 0 | 0 | 43.86 | 41.83 | 26.73 | 25.39 |
| 4 | 1 | 1 | 0 | 0 | 31.74 | 35.00 | 17.54 | 21.95 |
| 5 | 0 | 0 | −1 | −1 | 44.30 | 41.54 | 20.05 | 20.83 |
| 6 | 0 | 0 | 1 | −1 | 42.60 | 46.26 | 20.50 | 18.83 |
| 7 | 0 | 0 | −1 | 1 | 46.71 | 46.67 | 20.21 | 22.11 |
| 8 | 0 | 0 | 1 | 1 | 39.23 | 45.61 | 14.41 | 13.86 |
| 9 | 0 | 0 | 0 | 0 | 38.17 | 42.68 | 16.56 | 18.65 |
| 10 | −1 | 0 | 0 | −1 | 38.51 | 42.19 | 25.34 | 26.79 |
| 11 | 1 | 0 | 0 | −1 | 31.50 | 31.55 | 26.42 | 26.49 |
| 12 | −1 | 0 | 0 | 1 | 40.14 | 42.58 | 25.04 | 24.15 |
| 13 | 1 | 0 | 0 | 1 | 36.83 | 35.64 | 27.71 | 25.45 |
| 14 | 0 | −1 | −1 | 0 | 44.07 | 48.20 | 22.79 | 23.04 |
| 15 | 0 | 1 | −1 | 0 | 46.49 | 48.10 | 18.40 | 16.20 |
| 16 | 0 | −1 | 1 | 0 | 56.28 | 57.17 | 10.11 | 11.50 |
| 17 | 0 | 1 | 1 | 0 | 44.42 | 42.79 | 18.57 | 17.51 |
| 18 | 0 | 0 | 0 | 0 | 44.14 | 42.68 | 19.45 | 18.65 |
| 19 | 0 | −1 | 0 | −1 | 53.28 | 48.50 | 20.59 | 20.48 |
| 20 | 0 | 1 | 0 | −1 | 46.14 | 46.27 | 19.82 | 19.32 |
| 21 | 0 | −1 | 0 | 1 | 62.00 | 55.75 | 16.79 | 17.89 |
| 22 | 0 | 1 | 0 | 1 | 44.84 | 43.50 | 17.52 | 18.22 |
| 23 | −1 | 0 | −1 | 0 | 39.22 | 38.57 | 26.60 | 28.42 |
| 24 | 1 | 0 | −1 | 0 | 39.00 | 36.70 | 26.86 | 24.31 |
| 25 | −1 | 0 | 1 | 0 | 51.14 | 47.32 | 15.60 | 18.69 |
| 26 | 1 | 0 | 1 | 0 | 37.10 | 31.62 | 25.03 | 23.80 |
| 27 | 0 | 0 | 0 | 0 | 45.74 | 42.68 | 19.94 | 18.65 |