| Literature DB >> 35408666 |
Chao-Hui Feng1,2.
Abstract
The simultaneous effects of three continuous factors: solvent concentration (50-100%), treated times (25-85 min), treated temperatures (25-55 °C), and two categorical factors: type of solvents (methanol or ethanol) and ultrasonic frequency (28 kHz or 40 kHz) on ultrasonic-assisted extraction yield from waste orange peels were evaluated and optimized by response surface methodology. Fourier Transform Infrared (FTIR) spectroscopy with a wavelength of 500 cm-1 to 4000 cm-1 was employed to rapidly identify the orange extracts. The significant polynomial regression models on crude extraction, sediments after evaporation, and precipitation yield were established (p < 0.05). Results revealed that solvent concentration affected crude extraction and precipitation yield linearly (p < 0.01). The optimal and practical ultrasound-assisted extraction conditions for increasing the precipitation yield were using 61.42% methanol with 85 min at 55 °C under 40 kHz ultrasonic frequency. The spectra of extracts showed a similar fingerprint of hesperidin.Entities:
Keywords: hesperidin; response surface methodology; ultrasound-assisted extraction; waste orange peels
Mesh:
Substances:
Year: 2022 PMID: 35408666 PMCID: PMC9000381 DOI: 10.3390/molecules27072268
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Regression coefficients and analysis of variance of the regression models for extraction efficiency.
| Source of Variation | Df | Response Variables | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Crude Extraction (Y1, g) | Sediments after Evaporation and Left Overnight (Y2, g) | Precipitation Yield (Y3, %) | ||||||||
| Source | SSS | Contribution (%) | F | SSS | Contribution (%) | F | SSS | Contribution (%) | F | |
| Model | 15 | 11,284.10 | 80.49 | 12.10 ** | 10,569.60 | 77.01 | 9.83 ** | 2.64 | 52.95 | 3.30 ** |
| Linear | 5 | 9820.60 | 70.05 | 31.60 ** | 9546.90 | 69.56 | 26.63 ** | 0.81 | 16.34 | 3.07 * |
| X1 (%, | 1 | 9248.00 | 65.97 | 148.78 ** | 9035.00 | 65.83 | 126.02 ** | 0.67 | 13.56 | 12.71 ** |
| X2 (min) | 1 | 12.90 | 0.09 | 0.21 ns | 0.10 | 0.00 | 0.00 ns | 0.00 | 0.08 | 0.09 ns |
| X3 (°C) | 1 | 38.90 | 0.28 | 0.63 ns | 0.30 | 0.00 | 0 ns | 0.00 | 0.01 | 0.01 ns |
| X4 (methanol or ethanol) | 1 | 189.40 | 1.35 | 3.05 ns | 166.30 | 1.21 | 2.32 ns | 0.12 | 2.33 | 2.20 ns |
| X5 (kHz) | 1 | 331.40 | 2.36 | 5.33 * | 345.10 | 2.51 | 4.81 * | 0.02 | 0.36 | 0.33 ns |
| 2-Way Interaction | 10 | 1463.50 | 10.40 | 2.35* | 1022.70 | 7.45 | 1.43 ns | 1.82 | 36.72 | 3.42 ** |
| X1×X2 | 1 | 5.00 | 0.04 | 0.08 ns | 1.10 | 0.01 | 0.01 ns | 0.03 | 0.57 | 0.54 ns |
| X1×X3 | 1 | 72.70 | 0.52 | 1.17 * | 43.60 | 0.32 | 0.61 ns | 0.01 | 0.12 | 0.12 ns |
| X1×X4 | 1 | 92.50 | 0.66 | 1.49 * | 15.80 | 0.12 | 0.22 ns | 0.18 | 3.53 | 3.33 ns |
| X1×X5 | 1 | 167.40 | 1.19 | 2.69 ns | 4.60 | 0.03 | 0.06 ns | 0.00 | 0.01 | 0.01 ns |
| X2×X3 | 1 | 196.00 | 1.40 | 3.15 ns | 229.50 | 1.67 | 3.20 ns | 0.46 | 9.25 | 8.61 ** |
| X2×X4 | 1 | 40.30 | 0.29 | 0.65 ns | 2.40 | 0.02 | 0.03 ns | 0.28 | 5.57 | 5.22 * |
| X2×X5 | 1 | 689.10 | 4.92 | 11.09 ** | 547.00 | 3.99 | 7.63 * | 0.30 | 6.02 | 5.55 * |
| X3×X4 | 1 | 82.90 | 0.59 | 1.33 ns | 18.90 | 0.14 | 0.26 ns | 0.24 | 4.91 | 4.56 * |
| X3×X5 | 1 | 106.20 | 0.76 | 1.71 ns | 88.40 | 0.64 | 1.23 ns | 0.30 | 6.02 | 5.58 * |
| X4×X5 | 1 | 11.40 | 0.08 | 0.18 ns | 71.50 | 0.52 | 1.00 ns | 0.04 | 0.72 | 0.65 ns |
| Error | 44 | 2734.90 | 19.50 | 3154.70 | 22.99 | 2.33 | 46.94 | |||
| Lack-of-Fit | 36 | 2518.90 | 17.97 | 2.59 ns | 2750.40 | 20.04 | 1.51 ns | 2.32 | 46.62 | 31.75 ** |
| Pure Error | 8 | 216.10 | 1.54 | 404.30 | 2.95 | 0.02 | 0.32 | |||
| Total | 59 | 14,019.00 | 100.00 | 13,724.30 | 100.00 | 4.97 | 100.00 | |||
| R2(%) | 80.49 | 77.01 | 53.06 | |||||||
Note: ** means significant at p ≤ 0.01; * means significant at p ≤ 0.05. ns means not significant. SSS: sequential sum of squares; F: ratio of variance estimates; Df: degree of freedom; X1: solvent concentration; X2: treated times; X3: treated temperatures; X4: types of solvents; X5: ultrasonic frequency.
Matrix of Box-Behnken design for treatment combinations and the response of crude extraction, sediments after evaporation and left overnight, and the yield of the precipitation.
| Treatment | X1 (%) | X2 (min) | X3 (°C) | X4 | X5 (kHz) | Y1 (g) | Y2 (g) | Y3 (%) | |||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Experimental | Predicted | Experimental | Predicted | Experimental | Predicted | ||||||
| 1 | 100 | 25 | 40 | Ethanol | 40 | 24.30 | 33.80 | 1.50 | 16.45 | 3.71 | 2.78 |
| 2 | 75 | 25 | 25 | Methanol | 40 | 53.40 | 51.21 | 22.90 | 26.12 | 2.61 | 1.86 |
| 3 | 50 | 85 | 40 | Methanol | 28 | 66.30 | 67.92 | 40.00 | 41.84 | 1.66 | 1.35 |
| 4 | 50 | 25 | 40 | Methanol | 40 | 67.50 | 73.92 | 40.20 | 45.33 | 2.32 | 0.32 |
| 5 | 75 | 85 | 55 | Ethanol | 28 | 44.00 | 46.43 | 32.30 | 24.76 | 2.50 | 1.65 |
| 6 | 75 | 85 | 25 | Methanol | 40 | 65.00 | 52.44 | 31.30 | 24.79 | 2.30 | 2.50 |
| 7 | 75 | 55 | 40 | Ethanol | 40 | 46.90 | 46.81 | 30.00 | 30.17 | 2.61 | 2.69 |
| 8 | 50 | 55 | 25 | Ethanol | 40 | 77.60 | 65.64 | 55.00 | 48.74 | 2.03 | 1.70 |
| 9 | 50 | 85 | 40 | Methanol | 40 | 66.30 | 67.04 | 36.80 | 36.94 | 1.39 | 3.48 |
| 10 | 100 | 55 | 25 | Ethanol | 40 | 30.90 | 26.2 | 37.40 | 16.27 | 2.13 | 3.41 |
| 11 | 100 | 55 | 55 | Methanol | 40 | 22.60 | 28.31 | 4.40 | 5.74 | 5.32 | 7.85 |
| 12 | 50 | 55 | 25 | Methanol | 40 | 68.10 | 74.94 | 44.60 | 40.28 | 1.25 | -0.16 |
| 13 | 75 | 25 | 25 | Methanol | 28 | 36.30 | 34.45 | 13.70 | 11.91 | 4.14 | 5.54 |
| 14 | 100 | 55 | 25 | Methanol | 40 | 34.50 | 28.7 | 13.40 | 10.63 | 3.36 | 4.52 |
| 15 | 75 | 85 | 25 | Ethanol | 28 | 51.00 | 44.36 | 43.30 | 30.35 | 1.96 | 1.84 |
| 16 | 75 | 85 | 55 | Methanol | 40 | 47.00 | 40.78 | 20.70 | 15.63 | 13.81 | 9.59 |
| 17 | 100 | 85 | 40 | Methanol | 40 | 15.50 | 26.18 | 3.70 | 3.47 | 9.18 | 8.60 |
| 18 | 75 | 55 | 40 | Ethanol | 40 | 37.80 | 46.81 | 14.80 | 30.17 | 3.33 | 2.69 |
| 19 | 50 | 55 | 25 | Ethanol | 28 | 48.80 | 51.85 | 36.30 | 37.68 | 1.52 | 4.34 |
| 20 | 50 | 25 | 40 | Ethanol | 40 | 67.80 | 70.09 | 50.40 | 51.71 | 1.41 | 2.30 |
| 21 | 50 | 85 | 40 | Ethanol | 40 | 52.30 | 58.72 | 39.60 | 44.4 | 1.93 | 1.75 |
| 22 | 50 | 55 | 55 | Methanol | 40 | 63.60 | 66.02 | 45.20 | 41.99 | 2.36 | 3.96 |
| 23 | 100 | 85 | 40 | Ethanol | 40 | 15.00 | 24.65 | 1.40 | 8.12 | 4.62 | 3.92 |
| 24 | 75 | 25 | 25 | Ethanol | 40 | 49.70 | 47.55 | 41.80 | 32.63 | 2.02 | 4.08 |
| 25 | 100 | 55 | 25 | Ethanol | 28 | 25.10 | 21.56 | 1.60 | 6.72 | 3.50 | 6.23 |
| 26 | 100 | 25 | 40 | Methanol | 28 | 23.70 | 22.3 | 5.80 | 2.77 | 7.82 | 5.62 |
| 27 | 75 | 25 | 55 | Ethanol | 28 | 41.90 | 45.12 | 28.80 | 23.62 | 3.52 | 1.80 |
| 28 | 75 | 55 | 40 | Methanol | 28 | 59.80 | 45.67 | 33.30 | 22.05 | 2.57 | 3.90 |
| 29 | 50 | 25 | 40 | Methanol | 28 | 66.00 | 56.24 | 36.50 | 33.7 | 1.65 | 2.01 |
| 30 | 75 | 85 | 55 | Methanol | 28 | 47.20 | 49.88 | 22.80 | 24.61 | 3.03 | 5.63 |
| 31 | 75 | 55 | 40 | Methanol | 28 | 51.20 | 45.67 | 21.00 | 22.05 | 2.97 | 3.90 |
| 32 | 75 | 85 | 25 | Ethanol | 40 | 39.70 | 44.29 | 21.20 | 32.38 | 3.43 | 1.02 |
| 33 | 100 | 25 | 40 | Ethanol | 28 | 19.30 | 23.52 | 3.20 | 1.96 | 2.98 | 5.59 |
| 34 | 75 | 55 | 40 | Methanol | 40 | 52.80 | 49.49 | 8.80 | 24.66 | 2.75 | 4.04 |
| 35 | 100 | 55 | 25 | Methanol | 28 | 18.30 | 25.81 | 3.30 | 5.44 | 5.66 | 6.38 |
| 36 | 100 | 25 | 40 | Methanol | 40 | 27.10 | 30.83 | 11.50 | 12.89 | 5.13 | 3.76 |
| 37 | 75 | 25 | 55 | Methanol | 28 | 30.30 | 44.09 | 15.30 | 24.55 | 1.95 | 2.08 |
| 38 | 75 | 85 | 25 | Methanol | 28 | 52.40 | 54.25 | 27.30 | 27.12 | 3.55 | 2.36 |
| 39 | 100 | 55 | 55 | Ethanol | 28 | 38.10 | 34.89 | 3.80 | 5.41 | 2.21 | 2.28 |
| 40 | 100 | 55 | 55 | Methanol | 28 | 32.80 | 32.7 | 11.60 | 7.21 | 5.07 | 5.88 |
| 41 | 75 | 55 | 40 | Ethanol | 40 | 49.80 | 46.81 | 32.90 | 30.17 | 1.98 | 2.69 |
| 42 | 100 | 85 | 40 | Methanol | 28 | 36.50 | 36.21 | 3.90 | 9.88 | 9.94 | 6.64 |
| 43 | 50 | 25 | 40 | Ethanol | 28 | 51.00 | 50.66 | 34.70 | 35.71 | 1.52 | 4.93 |
| 44 | 75 | 55 | 40 | Ethanol | 28 | 49.50 | 41.24 | 30.30 | 23.19 | 2.29 | 3.50 |
| 45 | 50 | 55 | 55 | Ethanol | 40 | 56.90 | 63.16 | 40.70 | 47.38 | 2.27 | 2.36 |
| 46 | 50 | 55 | 25 | Methanol | 28 | 49.90 | 62.89 | 33.60 | 33.59 | 1.28 | 1.53 |
| 47 | 50 | 55 | 55 | Methanol | 28 | 62.50 | 61.26 | 38.30 | 41.95 | 4.63 | 1.82 |
| 48 | 75 | 55 | 40 | Ethanol | 28 | 50.60 | 41.24 | 23.00 | 23.19 | 3.10 | 3.50 |
| 49 | 100 | 55 | 55 | Ethanol | 40 | 41.60 | 32.25 | 4.30 | 8.31 | 3.91 | 3.29 |
| 50 | 75 | 55 | 40 | Methanol | 40 | 41.90 | 49.49 | 17.40 | 24.66 | 3.40 | 4.04 |
| 51 | 75 | 55 | 40 | Methanol | 28 | 51.80 | 45.67 | 24.30 | 22.05 | 2.61 | 3.90 |
| 52 | 75 | 55 | 40 | Methanol | 40 | 53.30 | 49.49 | 23.30 | 24.66 | 2.95 | 4.04 |
| 53 | 75 | 55 | 40 | Ethanol | 28 | 46.60 | 41.24 | 25.30 | 23.19 | 2.48 | 3.50 |
| 54 | 75 | 25 | 25 | Ethanol | 28 | 21.80 | 29.05 | 5.70 | 14.05 | 17.76 | 8.72 |
| 55 | 75 | 85 | 55 | Ethanol | 40 | 50.30 | 39.08 | 37.00 | 20.15 | 2.59 | 4.65 |
| 56 | 100 | 85 | 40 | Ethanol | 28 | 23.10 | 32.94 | 1.50 | 10.17 | 3.05 | 2.92 |
| 57 | 75 | 25 | 55 | Methanol | 40 | 63.80 | 53.55 | 45.70 | 32.11 | 2.50 | 2.22 |
| 58 | 75 | 25 | 55 | Ethanol | 40 | 61.60 | 56.33 | 44.60 | 35.54 | 2.35 | 0.99 |
| 59 | 50 | 55 | 55 | Ethanol | 28 | 53.60 | 56.66 | 40.10 | 42.97 | 1.83 | 1.17 |
| 60 | 50 | 85 | 40 | Ethanol | 28 | 54.20 | 57.85 | 38.00 | 44.94 | 2.32 | 0.57 |
Note: X1: solvent concentration; X2: treated times; X3: treated temperatures; X4: types of solvents; X5: ultrasonic frequency; Y1: crude extraction; Y2: sediments after evaporation and left overnight; Y3: the yield of the precipitation.
Figure 1Response surface plot (a) and 2D contour plot (b) for the effect of solvent concentration and treated temperature on crude extraction.
Figure 2Contour plot for the effect of treated time and treated temperature on precipitation yield under different solvent types [(a,c): ethanol; (b,d): methanol] and ultrasonic frequencies [(a,b): 28 kHz; (c,d): 40 kHz].
Figure 3The transmittance of precipitation with different ultrasonic treatments mixed with potassium bromide detected by FTIR (a) and hesperidin–copper complex cited from the study of Stanisic et al. (2020) [41] (b).