| Literature DB >> 30764526 |
Maria G Leichtweis1, Carla Pereira2, M A Prieto3,4, Maria Filomena Barreiro5,6, Ilton José Baraldi7, Lillian Barros8, Isabel C F R Ferreira9.
Abstract
An ultrasound rapid and low-cost procedure for anthocyanin-based colorants from Prunus spinosa L. fruit epicarp was developed, and the advantages were compared with conventional heat-based extraction. To obtain the conditions that maximize anthocyanins' extraction, a response surface methodology was applied using the variables of time, temperature, and ethanol content, in the case of heat extraction, whereas for ultrasound assisted extraction, temperature was replaced by ultrasound power. Two anthocyanin compounds were identified by HPLC-DAD-ESI/MS-namely, cyanidin 3-rutinoside and peonidin 3-rutinoside. The responses used were the extraction yield and the content of the identified anthocyanins. Ultrasound extraction was the most effective method at 5.00 ± 0.15 min, 400.00 ± 32.00 W, and 47.98% ± 2.88% of ethanol obtaining 68.60% ± 2.06% of extracted residue, with an anthocyanin content of 18.17 mg/g (extract-basis) and 11.76 mg/g (epicarp-basis). Overall, a viable green process was achieved that could be used to support pilot-scale studies for industrial production of anthocyanin-based colorants from P. spinosa fruit epicarp.Entities:
Keywords: Prunus spinosa L. fruit epicarp; cyanidin 3-rutinoside; heat and ultrasound assisted extraction; peonidin 3-rutinoside; response surface methodology; wild fruit valorization
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Year: 2019 PMID: 30764526 PMCID: PMC6384548 DOI: 10.3390/molecules24030573
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Experimental results of the CCCD used for the response surface methodology (RSM) optimization of the three main variables involved (X, X, and X) in the heat assisted extraction (HAE) and ultrasound assisted extraction (UAE). Responses comprised three format values assessed (Y, mg C/g R; Y, mg C/g E dw; and Yield, %).
| Experimental Design | HAE | UAE | |||||||||||||||||||||
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| Coded Values | HAE | UAE | Residue | Individual Content | Total Content | Residue | Individual Content | Total Content | |||||||||||||||
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| min | °C | % | min | W | % | % | mg/g R | mg/g R | mg/g E | mg/g E | mg/g R | mg/g E | % | mg/g R | mg/g R | mg/g E | mg/g E | mg/g R | mg/g E | ||||
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| −1 | −1 | −1 | 21.2 | 34.2 | 20.3 | 9.1 | 160.8 | 20.3 | 53.75 | 6.65 | 3.04 | 3.58 | 1.64 | 9.73 | 5.21 | 61.24 | 9.26 | 3.65 | 5.67 | 2.24 | 12.91 | 7.91 |
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| −1 | −1 | 1 | 21.2 | 34.2 | 79.7 | 9.1 | 160.8 | 79.7 | 45.43 | 7.54 | 4.65 | 3.42 | 2.11 | 12.22 | 5.54 | 52.87 | 9.45 | 4.44 | 5.00 | 2.35 | 13.89 | 7.34 |
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| −1 | 1 | −1 | 21.2 | 75.8 | 20.3 | 9.1 | 339.2 | 20.3 | 57.26 | 6.08 | 2.81 | 3.48 | 1.61 | 8.78 | 5.09 | 70.17 | 8.96 | 3.44 | 6.29 | 2.41 | 12.40 | 8.70 |
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| −1 | 1 | 1 | 21.2 | 75.8 | 79.7 | 9.1 | 339.2 | 79.7 | 48.85 | 8.35 | 4.44 | 4.08 | 2.17 | 12.74 | 6.25 | 58.80 | 9.36 | 4.51 | 5.50 | 2.65 | 13.87 | 8.15 |
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| 1 | −1 | −1 | 68.8 | 34.2 | 20.3 | 20.9 | 160.8 | 20.3 | 55.45 | 6.88 | 2.90 | 3.82 | 1.61 | 9.66 | 5.42 | 59.12 | 10.66 | 3.69 | 6.30 | 2.18 | 14.35 | 8.48 |
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| 1 | −1 | 1 | 68.8 | 34.2 | 79.7 | 20.9 | 160.8 | 79.7 | 50.00 | 10.05 | 4.05 | 5.03 | 2.02 | 14.03 | 7.05 | 55.22 | 8.99 | 4.14 | 4.97 | 2.29 | 13.14 | 7.25 |
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| 1 | 1 | −1 | 68.8 | 75.8 | 20.3 | 20.9 | 339.2 | 20.3 | 60.18 | 6.72 | 2.81 | 4.04 | 1.69 | 9.37 | 5.73 | 67.05 | 8.79 | 2.86 | 5.90 | 1.92 | 11.65 | 7.82 |
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| 1 | 1 | 1 | 68.8 | 75.8 | 79.7 | 20.9 | 339.2 | 79.7 | 53.09 | 11.01 | 4.39 | 5.84 | 2.33 | 15.26 | 8.17 | 57.19 | 8.69 | 4.24 | 4.97 | 2.42 | 12.92 | 7.39 |
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| −1.68 | 0 | 0 | 5 | 55 | 50 | 5 | 250 | 50 | 53.88 | 8.15 | 3.80 | 4.39 | 2.05 | 12.01 | 6.44 | 68.58 | 10.53 | 4.77 | 7.22 | 3.27 | 15.30 | 10.49 |
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| 1.68 | 0 | 0 | 85 | 55 | 50 | 25 | 250 | 50 | 56.51 | 9.09 | 3.70 | 5.14 | 2.09 | 12.74 | 7.23 | 56.13 | 10.14 | 4.56 | 5.69 | 2.56 | 14.71 | 8.25 |
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| 0 | −1.68 | 0 | 45 | 20 | 50 | 15 | 100 | 50 | 49.49 | 11.09 | 4.70 | 5.49 | 2.33 | 15.59 | 7.82 | 55.99 | 12.41 | 5.45 | 6.95 | 3.05 | 17.86 | 10.00 |
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| 0 | 1.68 | 0 | 45 | 90 | 50 | 15 | 400 | 50 | 60.78 | 8.68 | 3.42 | 5.27 | 2.08 | 11.96 | 7.36 | 76.95 | 10.60 | 4.40 | 8.16 | 3.38 | 15.00 | 11.54 |
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| 0 | 0 | −1.68 | 45 | 55 | 0 | 15 | 250 | 0 | 54.73 | 3.81 | 1.63 | 2.09 | 0.89 | 5.46 | 2.98 | 50.18 | 8.22 | 1.92 | 4.12 | 1.19 | 10.14 | 5.31 |
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| 0 | 0 | 1.68 | 45 | 55 | 100 | 15 | 250 | 100 | 47.62 | 5.68 | 2.69 | 2.70 | 1.28 | 8.23 | 3.99 | 34.40 | 11.06 | 1.15 | 3.81 | 0.39 | 12.21 | 4.20 |
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| −1.68 | −1.68 | −1.68 | 5 | 20 | 0 | 5 | 100 | 0 | 54.39 | 4.24 | 1.85 | 2.30 | 1.01 | 6.01 | 3.31 | 47.94 | 8.15 | 3.73 | 3.91 | 1.79 | 11.88 | 5.69 |
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| −1.68 | −1.68 | 1.68 | 5 | 20 | 100 | 5 | 100 | 100 | 36.34 | 2.45 | 1.65 | 0.89 | 0.60 | 4.12 | 1.49 | 33.12 | 6.25 | 1.50 | 2.07 | 0.50 | 7.75 | 2.57 |
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| −1.68 | 1.68 | −1.68 | 5 | 90 | 0 | 5 | 400 | 0 | 56.79 | 3.53 | 1.59 | 2.00 | 0.90 | 5.13 | 2.90 | 61.16 | 10.89 | 4.46 | 6.66 | 2.73 | 15.36 | 9.39 |
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| −1.68 | 1.68 | 1.68 | 5 | 90 | 100 | 5 | 400 | 100 | 47.24 | 4.51 | 2.39 | 2.13 | 1.13 | 6.88 | 3.26 | 28.92 | 11.57 | 4.64 | 3.34 | 1.34 | 16.21 | 4.69 |
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| 1.68 | −1.68 | −1.68 | 85 | 20 | 0 | 25 | 100 | 0 | 51.72 | 4.45 | 2.00 | 2.30 | 1.03 | 6.40 | 3.33 | 45.30 | 9.99 | 4.55 | 4.53 | 2.06 | 14.54 | 6.59 |
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| 1.68 | −1.68 | 1.68 | 85 | 20 | 100 | 25 | 100 | 100 | 39.88 | 4.46 | 1.75 | 1.78 | 0.70 | 6.21 | 2.48 | 28.91 | 9.60 | 1.71 | 2.78 | 0.50 | 11.31 | 3.27 |
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| 1.68 | 1.68 | −1.68 | 85 | 90 | 0 | 25 | 400 | 0 | 64.04 | 2.14 | 0.78 | 1.37 | 0.50 | 2.95 | 1.87 | 51.96 | 9.85 | 3.88 | 5.12 | 2.02 | 13.73 | 7.13 |
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| 1.68 | 1.68 | 1.68 | 85 | 90 | 100 | 25 | 400 | 100 | 61.84 | 6.75 | 2.82 | 4.17 | 1.74 | 9.54 | 5.91 | 23.34 | 10.08 | 3.72 | 2.35 | 0.87 | 13.80 | 3.22 |
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| 0 | 0 | 0 | 45 | 55 | 50 | 15 | 250 | 50 | 56.07 | 8.65 | 3.78 | 4.85 | 2.12 | 12.53 | 6.97 | 65.72 | 10.85 | 4.50 | 7.13 | 2.96 | 15.35 | 10.08 |
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| 0 | 0 | 0 | 45 | 55 | 50 | 15 | 250 | 50 | 56.55 | 8.79 | 4.13 | 4.97 | 2.34 | 13.00 | 7.31 | 65.90 | 10.93 | 4.34 | 7.20 | 2.86 | 15.27 | 10.06 |
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| 0 | 0 | 0 | 45 | 55 | 50 | 15 | 250 | 50 | 54.57 | 8.99 | 4.09 | 4.91 | 2.23 | 13.22 | 7.14 | 66.06 | 10.44 | 4.04 | 6.89 | 2.67 | 14.47 | 9.56 |
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| 0 | 0 | 0 | 45 | 55 | 50 | 15 | 250 | 50 | 54.35 | 8.65 | 3.78 | 4.70 | 2.05 | 12.36 | 6.76 | 67.94 | 11.08 | 4.35 | 7.53 | 2.96 | 15.43 | 10.48 |
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| 0 | 0 | 0 | 45 | 55 | 50 | 15 | 250 | 50 | 54.57 | 9.26 | 4.20 | 5.02 | 2.27 | 13.33 | 7.14 | 67.80 | 10.27 | 4.09 | 6.96 | 2.77 | 14.36 | 9.74 |
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| 0 | 0 | 0 | 45 | 55 | 50 | 15 | 250 | 50 | 54.35 | 9.12 | 4.18 | 5.02 | 2.30 | 13.37 | 6.76 | 68.10 | 10.26 | 3.92 | 6.99 | 2.67 | 14.18 | 9.66 |
Parametric results of the second-order polynomial equation of Equation (1) for the HAE and UAE techniques assessed and for the three response value formats (Y, mg C/g R; Y, mg C/g E dw; and Yield, %). The parametric subscript 1, 2, and 3 stands for the variables involving t (X), T or P (X), and S (X), respectively. Analyses of significance of the parameters (α = 0.05) are presented in coded values. Additionally, the statistical information of the fitting procedure to the model is presented.
| Parameters | Residue | Individual Content | Total Content | |||||
|---|---|---|---|---|---|---|---|---|
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| Intercept |
| 54.86 ± 0.72 | 9.35 ± 0.38 | 4.15 ± 0.19 | 5.07 ± 0.17 | 2.26 ± 0.08 | 13.48 ± 0.55 | 7.29 ± 0.23 |
| Linear effect |
| 1.54 ± 0.43 | 0.33 ± 0.21 | ns | 0.25 ± 0.09 | ns | 0.28 ± 0.21 | 0.26 ± 0.13 |
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| 3.12 ± 0.43 | ns | ns | 0.15 ± 0.09 | 0.05 ± 0.02 | ns | 0.19 ± 0.13 | |
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| −3.07 ± 0.43 | 0.56 ± 0.21 | 0.33 ± 0.11 | 0.17 ± 0.09 | 0.11 ± 0.05 | 0.88 ± 0.31 | 0.27 ± 0.13 | |
| Quadratic effect |
| ns | −0.26 ± 0.21 | −0.09 ± 0.07 | −0.10 ± 0.05 | −0.05 ± 0.03 | −0.35 ± 0.26 | −0.16 ± 0.15 |
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| ns | ns | ns | ns | ns | ns | ns | |
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| −1.24 ± 0.42 | −1.60 ± 0.26 | −0.69 ± 0.13 | −0.94 ± 0.11 | −0.40 ± 0.06 | −2.26 ± 0.37 | −1.33 ± 0.15 | |
| Interactive effect |
| 0.78 ± 0.31 | 0.00 ± 0.00 | ns | ns | ns | ns | ns |
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| 0.54 ± 0.31 | 0.26 ± 0.15 | 0.04 ± 0.02 | 0.18 ± 0.07 | 0.04 ± 0.03 | 0.31 ± 0.22 | 0.22 ± 0.09 | |
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| 0.69 ± 0.31 | 0.31 ± 0.15 | 0.14 ± 0.08 | 0.21 ± 0.07 | 0.09 ± 0.03 | 0.45 ± 0.22 | 0.29 ± 0.09 | |
| Statistics ( | 0.9375 | 0.9100 | 0.8755 | 0.9443 | 0.9272 | 0.9046 | 0.9489 | |
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| Intercept |
| 68.11 ± 1.70 | 10.42 ± 0.47 | 4.10 ± 0.28 | 6.98 ± 0.22 | 2.83 ± 0.13 | 14.46 ± 0.62 | 9.75 ± 0.31 |
| Linear effect |
| −1.70 ± 0.96 | ns | ns | −0.13 ± 0.12 | −0.10 ± 0.07 | ns | −0.22 ± 0.17 |
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| 2.12 ± 0.96 | 0.23 ± 0.21 | 0.18 ± 0.15 | 0.25 ± 0.12 | 0.14 ± 0.07 | 0.37 ± 0.35 | 0.36 ± 0.17 | |
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| −6.46 ± 0.96 | ns | −0.16 ± 0.15 | −0.55 ± 0.12 | −0.26 ± 0.07 | ns | −0.82 ± 0.17 | |
| Quadratic effect |
| −2.29 ± 1.16 | ns | 0.26 ± 0.20 | −0.13 ± 0.11 | ns | ns | ns |
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| ns | ns | 0.35 ± 0.20 | ns | 0.19 ± 0.09 | 0.66 ± 0.42 | 0.27 ± 0.21 | |
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| −7.33 ± 1.16 | −0.36 ± 0.27 | −0.84 ± 0.20 | −1.02 ± 0.15 | −0.68 ± 0.09 | −1.22 ± 0.42 | −1.84 ± 0.21 | |
| Interactive effect |
| ns | −0.34 ± 0.20 | −0.11 ± 0.11 | −0.18 ± 0.09 | −0.07 ± 0.05 | −0.46 ± 0.25 | −0.23 ± 0.12 |
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| ns | ns | ns | ns | ns | ns | ns | |
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| −1.29 ± 0.69 | 0.17 ± 0.10 | 0.22 ± 0.11 | −0.08 ± 0.05 | ns | 0.41 ± 0.25 | ns | |
| Statistics ( | 0.9431 | 0.7825 | 0.9032 | 0.9316 | 0.9035 | 0.8986 | 0.9380 | |
Variable conditions in natural values that lead to optimal global and individual response values for RSM for each of the extracting techniques assessed (HAE and UAE), for the three response value formats (Y, mg C/g R; Y, mg C/g E dw; and Yield, %), for each compound assessed (C1 and C2), and for the total compounds (CT = C1 + C2).
| Criteria | Optimal Variable Conditions | Optimum Response | |||||
|---|---|---|---|---|---|---|---|
| X1: t (min) | X2: T (°C) or P(W) | X3: S (%) | |||||
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| HAE |
| 85.00 ± 8.50 | 90.00 ± 4.50 | 38.01 ± 3.04 | 65.10 ± 3.91 | % | |
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| C1 | 64.89 ± 5.19 | 90.00 ± 8.10 | 62.01 ± 3.10 | 9.71 ± 0.49 | mg C1/g R | |
| C2 | 47.18 ± 3.30 | 90.00 ± 7.20 | 62.22 ± 6.22 | 4.27 ± 0.34 | mg C2/g R | ||
| CT | 58.85 ± 5.89 | 90.00 ± 9.00 | 61.97 ± 6.20 | 13.89 ± 0.14 | mg CT/g R | ||
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| C1 | 84.27 ± 0.84 | 90.00 ± 3.60 | 63.11 ± 3.79 | 5.64 ± 0.51 | mg C1/g E dw | |
| C2 | 48.06 ± 1.92 | 90.00 ± 0.90 | 59.98 ± 3.60 | 2.38 ± 0.21 | mg C2/g E dw | ||
| CT | 70.76 ± 5.66 | 90.00 ± 4.50 | 60.82 ± 3.04 | 7.89 ± 0.55 | mg CT/g E dw | ||
| UAE |
| 12.79 ± 0.51 | 400.00 ± 32.00 | 32.51 ± 1.95 | 74.53 ± 2.24 | % | |
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| C1 | 5.00 ± 0.10 | 400.00 ± 28.00 | 61.80 ± 1.85 | 11.82 ± 0.71 | mg C1/g R | |
| C2 | 5.00 ± 0.10 | 400.00 ± 28.00 | 53.58 ± 1.07 | 6.45 ± 0.45 | mg C2/g R | ||
| CT | 5.00 ± 0.10 | 400.00 ± 20.00 | 58.39 ± 4.09 | 18.32 ± 1.47 | mg CT/g R | ||
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| C1 | 5.00 ± 0.50 | 400.00 ± 4.00 | 40.11 ± 2.81 | 7.88 ± 0.16 | mg C1/g E dw | |
| C2 | 5.00 ± 0.40 | 400.00 ± 28.00 | 44.35 ± 4.43 | 3.96 ± 0.28 | mg C2/g E dw | ||
| CT | 5.00 ± 0.35 | 400.00 ± 20.00 | 43.37 ± 4.34 | 12.23 ± 0.86 | mg CT/g E dw | ||
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| HAE |
| 49.02 ± 2.94 | 90.00 ± 7.20 | 50.00 ± 0.50 | 50.89 ± 3.05 | % | |
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| C1 | 9.71 ± 0.29 | mg C1/g R | ||||
| C2 | 4.22 ± 0.13 | mg C2/g R | |||||
| CT | 13.93 ± 0.42 | mg CT/g R | |||||
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| C1 | 5.57 ± 0.11 | mg C1/g E dw | ||||
| C2 | 2.36 ± 0.05 | mg C2/g E dw | |||||
| CT | 7.93 ± 0.08 | mg CT/g E dw | |||||
| UAE |
| 5.00 ± 0.15 | 400.00 ± 32.00 | 47.98 ± 2.88 | 68.60 ± 2.06 | % | |
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| C1 | 11.74 ± 0.23 | mg C1/g R | ||||
| C2 | 6.43 ± 0.32 | mg C2/g R | |||||
| CT | 18.17 ± 1.82 | mg CT/g R | |||||
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| C1 | 7.81 ± 0.47 | mg C1/g E dw | ||||
| C2 | 3.95 ± 0.24 | mg C2/g E dw | |||||
| CT | 11.76 ± 0.82 | mg CT/g E dw | |||||
Figure 1Illustration of the graphical results obtained by heat assisted extraction (HAE) and ultrasound assisted extraction (UAE) for the extraction yield of the residual content material (R) and the total detected anthocyanin compounds (cyanidin 3-rutinoside and peonidin 3-rutinoside, CT = C1 + C2) in terms of two response formats (Y, mg C/g R and Y, mg C/g E dw). Full results are described in Table 1. Every figure is presented in two parts. Part A shows the 3D net surfaces predicted by Equation (1) when the excluded variable is positioned at the individual optimum (Table 3). Part B describes the statistical analysis in a graphical form to show the goodness of fit of the models applied.
Figure 2The optimized isolines projections for the extraction of C1 (cyanidin 3-rutinoside) and C2 (peonidin 3-rutinoside) as a function of the combination of the three main variables involved (X, X, and X) in the HAE and UAE. For each compound, the two response value formats (Y, mg C/g R and Y, mg C/g E dw) are presented to describe the most favorable conditions. Furthermore, the response projections of the yield of the extracted residual material are presented. All the contour graphs were built by the second order polynomial models generated by Equation (1) (Table S1) when the excluded variable is positioned at the individual optimum (Table 3).
Figure 3Final graphical effects of all variables assessed for HAE and UAE systems. Part A shows the individual 2D responses as a function of all the variables assessed that were positioned at the individual optimal values of the others (Table 2). The points (⊙) presented alongside each line highlight the location of the optimum value. Lines and dots are generated by the theoretical second order polynomial models generated by Equation (1) (Table S1). Part B shows the dose response of S/L at the global optimal values of the other three variables (Table 3). The limit value (~150 g/L) shows the maximum achievable experimental concentration until the sample cannot be physically stirred at laboratory scale. RSM—response surface methodology.