| Literature DB >> 31597259 |
Bruno Melgar1,2, Maria Inês Dias3, Lillian Barros4, Isabel C F R Ferreira5, Antonio D Rodriguez-Lopez6, Esperanza M Garcia-Castello7.
Abstract
Ultrasound-assisted extraction (UAE) and microwave-assisted extraction (MAE) of bioactive compounds, peels from Opuntia engelmannii cultivar (cv.) Valencia were optimized by response surface methodology. Randomized extraction runs were performed for each of the technologies employed in order to build effective models with maximum (bioactive molecules content and yield) and minimum (antioxidant activity) responses. A 5-level, 4-factor central composite design was used to obtain target responses as a function of extraction time (t), solid to liquid ratio (S/L), methanol concentration (metOH), and temperature (T). Specific response optimization for each technology was analyzed, discussed, and general optimization from all the responses together was also gather. The optimum values for each factor were: t = 2.5 and 1.4 min, S/L = 5 and 5 g/L, metOH = 34.6 and 0% of methanol and T = 30 and 36.6 °C, achieving maximum responses of 201.6 and 132.9 mg of betalains/g, 13.9 and 8.0 mg of phenolic acids/g, 2.4 and 1.5 mg of flavonoids/g, 71.8% and 79.1% of extractable solid and IC50 values for the antioxidant activity of 2.9 and 3.6, for UAE and MAE, respectively. The present study suggested UAE as the best extraction system, in order to maximize recovery of bioactive compounds with a high antioxidant activity.Entities:
Keywords: Opuntia; betalains; by-products; extraction optimization; phenolic compounds; response surface methodology (RSM)
Mesh:
Substances:
Year: 2019 PMID: 31597259 PMCID: PMC6804160 DOI: 10.3390/molecules24193618
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Chromatographic and mass characteristic of the tentative identification bioactive compounds in the Opuntia engelmannii cv Valencia peels.
| Peak | Rt (min) | λmax (nm) | [M − H]− ( | MS2 ( | Tentative Identification |
|---|---|---|---|---|---|
| Betalains | |||||
| Bc1 | 22.2 | 534 | 551 | 389(100),345(50),150(28) | Betanin 1 |
| Bc2 | 23.7 | 534 | 511 | 389(100), 345(73),150(46) | Isobetanin 1 |
| Bc3 | 23.8 | 535 | 551 | 507(3), 389(38), 345(100), 301(21) | Gomphrenin I 1 |
| Bc4 | 25.2 | 509 | 637 | 551(20),389(54),345(100),150(62) | (Iso)phyllocactin 1 |
| Bc5 | 25.4 | 505 | 507 | 345(100),301(63) | 17-Decarboxy-betanin 1 |
| Bc6 | 26.1 | 523 | 389 | 343(97),150(91) | Betanidin 1 |
| Bc7 | 28.0 | 534 | 389 | 389 (100),345(73),150(46) | Isobetanidin 1 |
| Phenolic acids | |||||
| Ph1 | 4.2 | 278 | 255 | 193(32),179(7),165(100),149(5) | Piscidic acid 2 |
| Ph2 | 6.5 | 321 | 367 | 193(100),191(12),173(13),149(23) | 3- |
| Ph3 | 7.7 | 285 | 179 | 161(100),143(79),119(32) | |
| Ph4 | 8.8 | 283 | 355 | 193(100) | Ferulic acid hexoside 3 |
| Flavonoids | |||||
| Fv1 | 10.5 | 331 | 931 | 769(31),315(100) | Isorhamnetin- |
| Fv2 | 12.3 | 338 | 785 | 315(100) | Isorhamnetin- |
| Fv3 | 16.2 | 345 | 431 | 269(100) | Apigenin- |
| Fv4 | 16.6 | 346 | 931 | 769(43),315(100) | Isorhamnetin-dirutinoside 5 |
| Fv5 | 16.9 | 332 | 931 | 769(27),315(100) | Isorhamnetin-dirutinoside 5 |
| Fv6 | 17.3 | 331 | 769 | 315(100) | Isorhamnetin- |
| Fv7 | 18.2 | 325 | 785 | 315(100) | Isorhamnetin- |
| Fv8 | 19.0 | 337 | 623 | 315(100) | Isorhamentin- |
Calibration curves used. 1—gomphrenin III (y = 14670x − 19725); 2—p-hydroxybenzoic acid (y = 208604x + 173056); 3—ferulic acid (y = 633126x − 185462); 4—caffeic acid (y = 388345x + 406369); 5—quercetin-3-O-glucoside (y = 34843x − 160173); 6—apigenin-7-O-glucoside (y = 10683x − 45794).
Figure 1HPLC chromatogram of Opuntia engelmannii cv. Valencia peels phenolic and betalainic profile recorded at 280 nm Ph1–Ph4 phenolic acids (A), 370 nm Fv1-Fv8 Flavonoids (B), and 535 nm Bc1-Bc7 Betalains (C). Peak numbers correspond to the compounds described in Table 1.
Central composite design and experimental data for 4-level-4-factor response surface analysis.
| Run |
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| Res1 | Res2 | Res3 | Res4 | Res5 | Res6 | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UAE | MAE | UAE/MAE | UAE/MAE | UAE | MAE | UAE | MAE | UAE | MAE | UAE | MAE | UAE | MAE | UAE | MAE | UAE | MAE | |
| 1 | 1 | 5 | 15 | 25 | 12.5 | 45.0 | 182 | 112 | 8.9 | 6.4 | 1.13 | 0.94 | 62 | 66 | 3.1 | 4.0 | 83.2 | 75.0 |
| 2 | 2 | 10 | 15 | 25 | 12.5 | 45.0 | 149 | 140 | 7.3 | 7.0 | 0.95 | 1.16 | 64 | 67 | 3.4 | 3.8 | 83.6 | 74.4 |
| 3 | 1 | 5 | 35 | 25 | 12.5 | 45.0 | 134 | 112 | 6.4 | 5.7 | 0.77 | 0.80 | 60 | 62 | 3.4 | 4.2 | 83.3 | 74.3 |
| 4 | 2 | 10 | 35 | 25 | 12.5 | 45.0 | 153 | 129 | 7.3 | 6.6 | 0.88 | 0.76 | 61 | 51 | 3.4 | 3.4 | 83.4 | 77.8 |
| 5 | 1 | 5 | 15 | 75 | 12.5 | 45.0 | 109 | 108 | 6.7 | 5.8 | 0.73 | 0.72 | 66 | 73 | 3.6 | 4.5 | 83.1 | 72.3 |
| 6 | 2 | 10 | 15 | 75 | 12.5 | 45.0 | 113 | 113 | 6.4 | 6.2 | 0.96 | 1.09 | 66 | 71 | 3.6 | 3.7 | 85.8 | 72.6 |
| 7 | 1 | 5 | 35 | 75 | 12.5 | 45.0 | 124 | 141 | 7.0 | 7.5 | 0.96 | 1.13 | 66 | 40 | 3.1 | 3.3 | 86.6 | 78.0 |
| 8 | 2 | 10 | 35 | 75 | 12.5 | 45.0 | 128 | 120 | 7.0 | 6.4 | 0.88 | 0.89 | 64 | 65 | 3.7 | 3.5 | 86.3 | 77.3 |
| 9 | 1 | 5 | 15 | 25 | 27.5 | 85.0 | 170 | 83 | 8.6 | 5.6 | 1.14 | 0.90 | 63 | 67 | 3.1 | 3.6 | 83.1 | 73.8 |
| 10 | 2 | 10 | 15 | 25 | 27.5 | 85.0 | 190 | 81 | 13 | 5.6 | 2.06 | 0.88 | 63 | 89 | 3.0 | 4.1 | 83.0 | 73.5 |
| 11 | 1 | 5 | 35 | 25 | 27.5 | 85.0 | 133 | 116 | 6.6 | 6.2 | 0.79 | 1.02 | 44 | 65 | 3.4 | 3.6 | 83.8 | 75.2 |
| 12 | 2 | 10 | 35 | 25 | 27.5 | 85.0 | 139 | 108 | 6.8 | 6.7 | 0.89 | 0.86 | 57 | 55 | 3.4 | 3.7 | 83.3 | 76.3 |
| 13 | 1 | 5 | 15 | 75 | 27.5 | 85.0 | 143 | 54 | 7.7 | 7.2 | 1.13 | 1.03 | 65 | 70 | 3.4 | 2.6 | 85.7 | 59.3 |
| 14 | 2 | 10 | 15 | 75 | 27.5 | 85.0 | 125 | 25 | 7.0 | 4.0 | 0.96 | 0.47 | 66 | 66 | 3.9 | 3.9 | 85.4 | 74.9 |
| 15 | 1 | 5 | 35 | 75 | 27.5 | 85.0 | 116 | 66 | 6.5 | 6.3 | 0.83 | 0.93 | 64 | 67 | 3.6 | 3.4 | 85.3 | 76.4 |
| 16 | 2.5 | 10 | 35 | 75 | 27.5 | 85.0 | 119 | 60 | 6.8 | 6.7 | 0.95 | 0.91 | 63 | 65 | 3.7 | 3.9 | 86.4 | 79.0 |
| 17 | 0.5 | 2.5 | 25 | 50 | 20 | 65.0 | 159 | 107 | 8.4 | 6.2 | 0.96 | 0.87 | 64 | 56 | 3.4 | 3.6 | 85.2 | 74.0 |
| 18 | 2.5 | 12.5 | 25 | 50 | 20 | 65.0 | 174 | 77 | 8.4 | 6.2 | 1.21 | 0.94 | 65 | 68 | 3.1 | 3.7 | 84.7 | 75.5 |
| 19 | 1.5 | 7.5 | 5 | 50 | 20 | 65.0 | 198 | 97 | 9.6 | 6.0 | 1.28 | 0.99 | 68 | 72 | 3.5 | 4.1 | 84.8 | 72.9 |
| 20 | 1.5 | 7.5 | 45 | 50 | 20 | 65.0 | 160 | 80 | 7.8 | 6.6 | 1.02 | 0.99 | 63 | 53 | 3.0 | 3.6 | 84.8 | 75.3 |
| 21 | 1.5 | 7.5 | 25 | 0 | 20 | 65.0 | 175 | 155 | 8.2 | 6.4 | 1.03 | 0.86 | 62 | 59 | 3.1 | 3.3 | 83.2 | 76.1 |
| 22 | 1.5 | 7.5 | 25 | 100 | 20 | 65.0 | 72 | 53 | 6.5 | 6.1 | 0.64 | 0.76 | 62 | 65 | 4.0 | 3.8 | 76.3 | 74.0 |
| 23 | 1.5 | 7.5 | 25 | 50 | 5 | 25.0 | 134 | 135 | 6.7 | 6.8 | 0.81 | 0.78 | 65 | 69 | 3.0 | 3.1 | 84.9 | 77.7 |
| 24 | 1.5 | 7.5 | 25 | 50 | 35 | 105 | 179 | 49 | 8.3 | 6.6 | 1.15 | 0.93 | 65 | 56 | 3.2 | 5.7 | 84.7 | 73.1 |
| 25 | 1.5 | 7.5 | 25 | 50 | 20 | 65.0 | 143 | 185 | 7.4 | 6.7 | 0.99 | 1.04 | 63 | 59 | 3.5 | 3.5 | 84.5 | 76.7 |
| 26 | 1.5 | 7.5 | 25 | 50 | 20 | 65.0 | 184 | 115 | 9.2 | 6.0 | 1.21 | 0.87 | 64 | 69 | 3.4 | 3.7 | 84.5 | 73.5 |
| 27 | 1.5 | 7.5 | 25 | 50 | 20 | 65.0 | 135 | 112 | 6.6 | 5.9 | 0.96 | 0.93 | 64 | 68 | 3.5 | 3.6 | 86.5 | 73.5 |
| 28 | 1.5 | 7.5 | 25 | 50 | 20 | 65.0 | 187 | 127 | 9.0 | 6.2 | 1.20 | 0.86 | 64 | 68 | 3.4 | 3.5 | 85 | 74.1 |
| 29 | 1.5 | 7.5 | 25 | 50 | 20 | 65.0 | 161 | 126 | 7.7 | 6.2 | 0.98 | 0.90 | 64 | 67 | 3.3 | 3.5 | 85.2 | 74.0 |
| 30 | 1.5 | 7.5 | 25 | 50 | 20 | 65.0 | 169 | 115 | 8.6 | 6.8 | 0.95 | 1.09 | 64 | 65 | 2.9 | 3.3 | 84.8 | 73.3 |
| 31 | 1.5 | 7.5 | 25 | 50 | 20 | 65.0 | 165 | 112 | 8.0 | 7.0 | 1.03 | 1.08 | 65 | 64 | 3.4 | 3.3 | 84.6 | 74.1 |
X1: Time (min), X2: Ratio (g/L), X3: Concentration (% methanol), X4: Temperature (°C), and Res1: Total betacyanins (mg/g), Res2: Total phenolic acids (mg/g), Res3: Total flavonoids (mg/g), Res4: Extractable solid (mg/g), Res5: Antioxidant activity (mg/mL), Res6: Color (a* coordinates).
Statistical analysis (ANOVA) of the central composite design, including response terms for building the predictive models and optimal response values for the parametric response criteria.
| UAE Extraction | MAE Extraction | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Res1U | Res2U | Res3U | Res4U | Res5U | Res6U | Res1M | Res2M | Res3M | Res4M | Res5M | Res6M | ||
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| 138.65 | 6.26 | 0.43 | 67.40 | 3.15 | 45.16 | −37.68 | 5.74 | 0.03 | 61.48 | 9.38 | 65.60 |
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| 8.21 | −0.23 | 0.12 | 2.21 | −0.04 | 0.02 | 23.64 | 0.50 | 0.16 | 2.66 | −0.42 | * −2.814 |
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| * −2.278 | * −0.085 | * −0.009 | * −0.304 | <0.01 | −0.04 | 1.98 | −0.11 | −0.02 | * −0.720 | −0.05 | 0.21 | |
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| * 0.501 | * 0.017 | * 0.006 | * 0.067 | * −0.008 | * −0.069 | * 1.514 | 0.03 | 0.01 | −0.01 | −0.01 | * −0.542 | |
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| 5.60 | 0.32 | * 0.049 | −0.19 | 0.01 | 0.06 | * 1.739 | −0.02 | 0.01 | 0.19 | −0.11 | * −0.515 | |
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| −8.47 | 0.01 | 0.03 | −0.76 | <0.001 | −0.27 | −0.88 | −0.01 | <0.001 | −0.07 | <0.001 | 0.08 |
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| 0.01 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | * −0.064 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | |
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| * −0.021 | <0.001 | <0.001 | <0.001 | <0.001 | *0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | * 0.003 | |
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| −0.08 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | −0.01 | <0.001 | <0.001 | <0.001 | * 0.001 | * 0.003 | |
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| 0.76 | <0.001 | −0.01 | 0.09 | <0.001 | 0.02 | −0.06 | 0.01 | <0.001 | −0.03 | <0.001 | −0.01 |
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| −0.09 | −0.02 | <0.001 | −0.08 | <0.001 | <0.001 | −0.08 | * −0.005 | <0.001 | 0.02 | <0.001 | 0.02 | |
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| 0.27 | 0.08 | 0.01 | 0.16 | −0.01 | <0.001 | −0.09 | <0.001 | <0.001 | −0.01 | 0.01 | 0.02 | |
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| 0.03 | * 0.003 | * <0.001 | 0.01 | <0.001 | <0.001 | 0.01 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | |
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| −0.09 | −0.01 | * −0.001 | −0.02 | <0.001 | <0.001 | 0.02 | <0.001 | <0.001 | 0.01 | <0.001 | <0.001 | |
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| 0.01 | <0.001 | <0.01 | 0.01 | <0.001 | <0.001 | * −0.021 | <0.001 | <0.001 | <0.001 | <0.001 | * 0.003 | |
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| 31 | 31 | 31 | 31 | 31 | 31 | 31 | 31 | 31 | 31 | 31 | 31 | |
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| 77.76 | 70.70 | 75.51 | 71.03 | 60.11 | 93.41 | 89.13 | 53.65 | 54.06 | 59.93 | 65.68 | 80.34 | |
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| 58.31 | 45.07 | 54.08 | 45.68 | 25.21 | 87.64 | 79.61 | 13.09 | 13.86 | 24.87 | 35.66 | 63.15 | |
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| 18.65 | 0.99 | 0.16 | 2.99 | 0.23 | 0.85 | 13.99 | 0.58 | 0.13 | 8.54 | 0.52 | 2.65 | |
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| 4.32 | 0.99 | 0.40 | 1.73 | 0.48 | 0.92 | 3.74 | 0.76 | 0.36 | 2.92 | 0.72 | 1.63 | |
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| 10.42 | 0.55 | 0.09 | 1.45 | 0.13 | 0.46 | 8.29 | 0.34 | 0.08 | 4.72 | 0.27 | 1.43 | |
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| 2.19 | 1.76 | 1.78 | * 1.01 | 1.48 | 1.62 | 1.94 | 1.70 | 1.53 | 2.05 | 2.19 | 1.68 | |
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| 227.6 | 17.8 | 3.1 | 73.1 | 2.3 | 87.1 | 144.6 | 8.6 | 1.5 | 84.0 | 1.8 | 73.7 | |
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| 1.2 | 2.5 | 2.5 | 2.5 | 2.2 | 2.1 | 8.8 | 2.5 | 12.5 | 11.9 | 12.5 | 12.4 | |
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| 5.0 | 5.0 | 5.0 | 5.3 | 5.0 | 44.3 | 20.3 | 34.0 | 5.0 | 5.0 | 44.3 | 16.2 | |
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| 17.7 | 0.1 | 0.0 | 30.2 | 0.0 | 56.3 | 54.8 | 100.0 | 25.1 | 46.8 | 0.0 | 100.0 | |
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| 33.9 | 34.1 | 33.8 | 34.7 | 35.0 | 5.0 | 25.0 | 103.6 | 25.0 | 25.0 | 25.0 | 105.0 | |
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| 201.6 | 13.9 | 2.4 | 71.8 | 2.9 | 85.7 | 132.9 | 8.0 | 1.5 | 79.1 | 3.6 | 78.7 | |
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| 0.985 | 0.871 | |||||||||||
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Numbers in linear quadratic and interaction marked with (*) means statistically significant based on and -values cited in the correspondent subsections. Terms included: R2: regression coefficients; R2adj: adjusted regression coefficients; MSE: Minimum Square Error; RMSE Root Minimum Square Error; MAPE: Mean Absolute Percentage Error. DW: Durbin–Watson statistic. Responses are summarized as Res1: Total betacyanins (mg/g). Res2: Total phenolic acids (mg/g). Res3: Total flavonoids (mg/g). Res4: Extractable solid (mg/g). Res5: Antioxidant activity (mg/mL). Res6: Color (a* coordinates). Fixed variables are summarized as = time (min); = ratio (g/L); = methanol concentration (%); = temperature (°C).
Figure 2Principal effect graphs obtained for the ultrasound-assisted extraction (UAE) (left column) and microwave-assisted extraction (MAE) (right column), representing responses values, acquire from the independent variables employed on the CCD-RMS (central composite design-response surface methodology).