| Literature DB >> 28165408 |
Lingguang Yang1, Peipei Yin2, Hang Fan3, Qiang Xue4, Ke Li5, Xiang Li6, Liwei Sun7, Yujun Liu8.
Abstract
This study is the first to report the use of response surface methodology to improve phenolic yield and antioxidant activity of Acer truncatum leaves extracts (ATLs) obtained by ultrasonic-assisted extraction. The phenolic composition in ATLs extracted under the optimized conditions were characterized by UPLC-QTOF-MS/MS. Solvent and extraction time were selected based on preliminary experiments, and a four-factors-three-levels central composite design was conducted to optimize solvent concentration (X₁), material-to-liquid ratio (X₂), ultrasonic temperature (X₃) and power (X₄) for an optimal total phenol yield (Y₁) and DPPH• antioxidant activity (Y₂). The results showed that the optimal combination was ethanol:water (v:v) 66.21%, material-to-liquid ratio 1:15.31 g/mL, ultrasonic bath temperature 60 °C, power 267.30 W, and time 30 min with three extractions, giving a maximal total phenol yield of 7593.62 mg gallic acid equivalent/100 g d.w. and a maximal DPPH• antioxidant activity of 74,241.61 μmol Trolox equivalent/100 g d.w. Furthermore, 22 phenolics were first identified in ATL extract obtained under the optimized conditions, indicating that gallates, gallotannins, quercetin, myricetin and chlorogenic acid derivatives were the main phenolic components in ATL. What's more, a gallotannins pathway existing in ATL from gallic acid to penta-O-galloylglucoside was proposed. All these results provide practical information aiming at full utilization of phenolics in ATL, together with fundamental knowledge for further research.Entities:
Keywords: Acer truncatum leaves; UPLC-QTOF-MS/MS; antioxidant activity; phenolics; response surface methodology; ultrasonic-assisted extraction
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Year: 2017 PMID: 28165408 PMCID: PMC6155778 DOI: 10.3390/molecules22020232
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Figure 1The effect of solvent type (A) and solvent concentration (B) extracted at 240 W, 50 °C and 30 min, with material to liquid ratio at 1:20 g/mL, material to liquid ratio (C, extracted at 240 W, 50 °C, 30 min, and 70% aqueous ethanol), extraction temperature (D, 240 W, 30 min, 70% aqueous ethanol, and 1:20 g/mL), sonication power (E, 50 °C, 30 min, 70% aqueous ethanol, and 1:20 g/mL), and extraction time (F, 240 W, 50 °C, 70% aqueous ethanol, and 1:20 g/mL) on the yields of total phenols in ATL by single factor test. Extraction was repeated thrice. Values marked by the same letter are not significantly different (p < 0.05).
Response surface central composite design and experimental data and predicted values for extraction yield of phenols in ATL.
| Run | Factors | Total Phenols (mg/100 g) | DPPH (μmol/100 g) | DPPH Activity/Total Phenols (μmol/mg) | |||
|---|---|---|---|---|---|---|---|
| Experimental (Predicted) Values | |||||||
| C (%) | R (g/L) | P (W) | T (°C) | ||||
| 1 | 70(0) | 20(0) | 240(0) | 50(0) | 7467.83 (7449.86) | 71,695.05 (72,589.38) | 9.60 |
| 2 | 60(−1) | 15(−1) | 270(1) | 60(1) | 7591.30 (7534.35) | 70,380.34 (70,880.44) | 9.27 |
| 3 | 70(0) | 20(0) | 240(0) | 50(0) | 7417.39 (7449.86) | 73,356.78 (72,589.38) | 9.89 |
| 4 | 80(1) | 25(1) | 270(1) | 40(−1) | 6622.83 (6632.18) | 57,161.41 (56,161.13) | 8.63 |
| 5 | 80(1) | 25(1) | 210(−1) | 60(1) | 6840.22 (6732.65) | 51,733.24 (52,828.09) | 7.56 |
| 6 | 80(1) | 15(−1) | 270(1) | 60(1) | 7005.87 (6927.40) | 66,300.47 (65,584.34) | 9.46 |
| 7 | 60((−1) | 15(−1) | 210(−1) | 40(−1) | 7281.30 (7204.18) | 64,060.73 (63,443.39) | 8.80 |
| 8 | 60(−1) | 25(1) | 270(1) | 40(−1) | 7180.98 (7062.72) | 60,133.24 (61,057.29) | 8.37 |
| 9 | 70(0) | 20(0) | 240(0) | 70(2) | 7384.35 (7425.71) | 63,223.73 (62,238.86) | 8.56 |
| 10 | 60(−1) | 15(−1) | 270(1) | 40(−1) | 7158.91 (7192.11) | 60,282.07 (59,038.22) | 8.42 |
| 11 | 60(−1) | 25(1) | 210(−1) | 40(−1) | 7168.48 (7172.58) | 68,041.95 (68,609.08) | 9.49 |
| 12 | 70(0) | 20(0) | 240(0) | 30(−2) | 7037.83 (7125.72) | 56,420.30 (57,524.26) | 8.02 |
| 13 | 70(0) | 20(0) | 240(0) | 50(0) | 7256.52 (7449.86) | 70,844.41 (72,589.38) | 9.76 |
| 14 | 50(−2) | 20(0) | 240(0) | 50(0) | 6776.52 (6846.72) | 57,567.32 (56,833.36) | 8.50 |
| 15 | 80(1) | 15(−1) | 210(−1) | 40(−1) | 6609.78 (6505.13) | 58,025.57 (56,190.23) | 8.78 |
| 16 | 80(1) | 25(1) | 210(−1) | 40(−1) | 6772.83 (6774.90) | 60,425.89 (59,955.71) | 8.92 |
| 17 | 90(2) | 20(0) | 240(0) | 50(0) | 5783.04 (5842.09) | 42,030.84 (42,883.89) | 7.27 |
| 18 | 70(0) | 10(−2) | 240(0) | 50(0) | 7026.96 (7141.37) | 66,619.14 (67,862.93) | 9.48 |
| 19 | 70(0) | 20(0) | 300(2) | 50(0) | 7106.09 (7147.63) | 69,835.50 (68,702.84) | 9.83 |
| 20 | 60(−1) | 25(1) | 270(1) | 60(1) | 7148.64 (7178.92) | 62,292.05 (63,978.39) | 8.71 |
| 21 | 80(1) | 15(−1) | 210(−1) | 60(1) | 6625.54 (6688.92) | 58,877.87 (57,983.73) | 8.89 |
| 22 | 70(0) | 20(0) | 180(−2) | 50(0) | 6931.30 (7019.01) | 67,402.26 (68,654.02) | 9.72 |
| 23 | 70(0) | 20(0) | 240(0) | 50(0) | 7519.13 (7449.86) | 72,961.25 (72,589.38) | 9.70 |
| 24 | 70(0) | 20(0) | 240(0) | 50(0) | 7587.83 (7449.86) | 72,829.01 (72,589.38) | 9.60 |
| 25 | 70(0) | 20(0) | 240(0) | 50(0) | 7450.43 (7449.86) | 73,849.78 (72,589.38) | 9.91 |
| 26 | 80(1) | 25(1) | 270(1) | 60(1) | 6851.09 (6873.33) | 56,634.84 (57,282.08) | 8.27 |
| 27 | 70(0) | 30(2) | 240(0) | 50(0) | 7040.87 (7055.71) | 65,851.05 (64,726.36) | 9.35 |
| 28 | 80(1) | 15(−1) | 270(1) | 40(−1) | 6513.91 (6460.19) | 54,193.49 (55,542.27) | 8.32 |
| 29 | 60(−1) | 25(1) | 210(−1) | 60(1) | 7006.52 (7005.36) | 64,600.48 (63,281.61) | 9.22 |
| 30 | 60(−1) | 15(−1) | 210(−1) | 60(1) | 7346.74 (7263.01) | 66,185.78 (67,037.04) | 9.01 |
Analysis of variance for the extraction of phenols yield (Y1) and antioxidant capacity (Y2).
| Source | Coefficient Estimate | Sum of Squares | Degree of Freedom | Standard Error | Mean Square | |||
|---|---|---|---|---|---|---|---|---|
| Model | 7449.86 | 4.16 × 106 | 14 | 43.66 | 2.97 × 105 | 25.95 | <0.0001 ** | |
| −251.16 | 1.51 × 106 | 1 | 21.83 | 1.51 × 106 | 132.36 | <0.0001 ** | ||
| −21.42 | 1.10 × 104 | 1 | 21.83 | 1.10 × 104 | 0.96 | 0.3422 | ||
| 32.15 | 2.48 × 104 | 1 | 21.83 | 2.48 × 104 | 2.17 | 0.1614 | ||
| 75 | 1.35 × 105 | 1 | 21.83 | 1.35 × 105 | 11.8 | 0.0037 ** | ||
| 75.34 | 9.08 × 104 | 1 | 26.74 | 9.08 × 104 | 7.94 | 0.0130 * | ||
| −8.22 | 1.08 × 103 | 1 | 26.74 | 1.08 × 103 | 0.09 | 0.7628 | ||
| 31.24 | 1.56 × 104 | 1 | 26.74 | 1.56 × 104 | 1.37 | 0.2609 | ||
| −24.45 | 9.56 × 103 | 1 | 26.74 | 9.56 × 103 | 0.84 | 0.375 | ||
| −56.51 | 5.11 × 104 | 1 | 26.74 | 5.11 × 104 | 4.47 | 0.0517 | ||
| 70.85 | 8.03 × 104 | 1 | 26.74 | 8.03 × 104 | 7.02 | 0.0182 * | ||
| −276.36 | 2.09 × 106 | 1 | 20.42 | 2.09 × 106 | 183.16 | <0.0001 ** | ||
| −87.83 | 2.12 × 105 | 1 | 20.42 | 2.12 × 105 | 18.5 | 0.0006 ** | ||
| −91.63 | 2.30 × 105 | 1 | 20.42 | 2.30 × 105 | 20.14 | 0.0004 ** | ||
| −43.54 | 5.20 × 104 | 1 | 20.42 | 5.20 × 104 | 4.55 | 0.05 | ||
| Residual | 1.72 × 105 | 15 | 1.14 × 104 | |||||
| Lack of Fit | 1.09 × 105 | 10 | 1.09 × 104 | 0.87 | 0.6032 | |||
| Pure Error | 6.26 × 104 | 5 | 1.25 × 104 | |||||
| Cor Total | 4.33 × 106 | 29 | ||||||
| 0.9604 | ||||||||
| Adj | 0.9233 | |||||||
| Pred | 0.8341 | |||||||
| Adeq Precision | 22.3775 | |||||||
| C.V. % | 1.5169 | |||||||
| 0.98 | ||||||||
| Model | 72,589.38 | 1.57 × 109 | 14 | 608.6 | 1.12 × 108 | 50.34 | <0.0001 ** | |
| −3487.37 | 2.92 × 108 | 1 | 304.3 | 2.92 × 108 | 131.34 | <0.0001 ** | ||
| −784.14 | 1.48 × 107 | 1 | 304.3 | 1.48 × 107 | 6.64 | <0.0001 ** | ||
| 12.2 | 3.57 × 103 | 1 | 304.3 | 3.57 × 103 | 0 | 0.0210 * | ||
| 1178.65 | 3.33 × 107 | 1 | 304.3 | 3.33 × 107 | 15 | 0.9685 | ||
| −350.05 | 1.96 × 106 | 1 | 372.69 | 1.96 × 106 | 0.88 | 0.0015 ** | ||
| 939.3 | 1.41 × 107 | 1 | 372.69 | 1.41 × 107 | 6.35 | 0.3625 | ||
| −450.04 | 3.24 × 106 | 1 | 372.69 | 3.24 × 106 | 1.46 | 0.0235 * | ||
| −786.65 | 9.90 × 106 | 1 | 372.69 | 9.90 × 106 | 4.46 | 0.2459 | ||
| −2230.28 | 7.96 × 107 | 1 | 372.69 | 7.96 × 107 | 35.81 | 0.052 | ||
| 2062.14 | 6.80 × 107 | 1 | 372.69 | 6.80 × 107 | 30.62 | <0.0001 ** | ||
| −5682.69 | 8.86 × 108 | 1 | 284.65 | 8.86 × 108 | 398.56 | <0.0001 ** | ||
| −1573.68 | 6.79 × 107 | 1 | 284.65 | 6.79 × 107 | 30.56 | <0.0001 ** | ||
| −977.74 | 2.62 × 107 | 1 | 284.65 | 2.62 × 107 | 11.8 | <0.0001 ** | ||
| −3176.95 | 2.77 × 108 | 1 | 284.65 | 2.77 × 108 | 124.57 | 0.0037 ** | ||
| Residual | 3.33 × 107 | 15 | 2.22 × 106 | <0.0001 ** | ||||
| Lack of Fit | 2.71 × 107 | 10 | 2.71 × 106 | 2.18 | 0.2015 | |||
| Pure Error | 6.22 × 106 | 5 | 1.24 × 106 | 0.2015 | ||||
| Cor Total | 1.60 × 109 | 29 | ||||||
| 0.9792 | ||||||||
| Adj | 0.9597 | |||||||
| Pred | 0.8968 | |||||||
| Adeq Precision | 28.1801 | |||||||
| C.V. % | 2.3491 | |||||||
| 0.9898 |
* 0.01 ≤ p < 0.05; ** p < 0.01.
Figure 2Contour plots showing the effects of four variables (solvent concentration, material to liquid ratio, ultrasonic power, and extraction temperature) and their interactions on extraction efficiency of total phenols (TP, a–f) and their DPPH• scavenging capacity (g–l). The other two variables in each of the Figures were kept constant at their respective central experimental values.
Phenolic compounds tentatively identified in ATL by UPLC-QTOF-MS/MS analyses.
| Peak | [M − H]− ( | Error (ppm) | Formula | MS/MS Fragments | Proposed Compound | |
|---|---|---|---|---|---|---|
| 1 | 2.35 | 191.0564 | 4.2 | C7H11O6 | 127.0405 (3.7), 111.0453 (1.2) | Quinic acid |
| 2 | 4.03 | 343.0654 | −3.2 | C14H15O10 | 191.0559 (28.0), 169.0139 (100.0), 125.0243 (73.3) | Theogallin |
| 3 | 4.29 | 169.0143 | 3.5 | C7H5O5 | 125.0244 (100), 169.0139 (74.1) | Gallic acid |
| 4 | 6.91 | 353.0864 | −2.5 | C16H17O9 | 191.0552 (100.0), 179.0348 (53.0), 135.0449 (69.3) | 3- |
| 5 | 7.85 | 353.0862 | −3.1 | C16H17O9 | 191.0550 (100), 179.0339 (54.7), 135.0444 (68.0) | 5- |
| 6 | 11.05 | 285.0612 | 0.7 | C12H13O8 | 153.0177 (25.6), 109.0272 (17.5) | Uralenneoside |
| 7 | 12.64 | 337.0918 | −1.5 | C16H17O8 | 191.0550 (47.6), 163.0393 (100.0), 119.0494 (65.8) | |
| 8 | 12.93 | 337.0923 | 0 | C16H17O8 | 191.0558 (19.4), 163.0392 (100.0), 119.0498 (54.1) | |
| 9 | 14.4 | 183.0323 | 16.4 | C8H7O5 | 183.0300 (31.4), 124.0194 (100.0) | 4- |
| 10 | 16.08 | 755.2031 | −0.5 | C33H39O20 | 609.1443 (54.7), 463.2144 (11.2), 301.0345 (21.1) | Quercetin-3- |
| 11 | 16.39 | 289.0717 | 1.7 | C15H13O6 | 245.0822 (32.9), 211.0291 (7.7) | (+)-Catechin |
| 12 | 16.91 | 863.1819 | −0.5 | C45H35O18 | 289.0710 (78.7) | cinnamtannin B1 |
| 13 | 18.65 | 479.0822 | −0.8 | C21H19O13 | 316.0219 (100.0), 287.0192 (16.2), 271.0237 (30.5) | Myricetin- |
| 14 | 19.01 | 479.0828 | 0.4 | C21H19O13 | 316.0221 (100.0), 271.0249 (28.5) | Myricetin- |
| 15 | 19.38 | 593.1513 | 1.2 | C27H29O15 | 593.1505 (100.0), 447.0915 (53.1), 301.0343 (61.8) | Quercetin-3,7- |
| 16 | 21.47 | 787.1001 | 0.9 | C34H27O22 | 615.0979 (18.8), 465.0670 (15.3), 169.0137 (22.7) | 1,2,3,6-Tetrakis- |
| 17 | 21.95 | 449.0727 | 1.6 | C20H17O12 | 316.0228 (100.0), 271.0247 (37.8) | Myricetin-arabinoside/xylopyranoside Isomer |
| 18 | 23.1 | 463.0878 | 0.2 | C21H19O12 | 316.0218 (100.0), 287.0194 (18.9) | Myricitrin |
| 19 | 24.15 | 463.0877 | 0 | C21H19O12 | 300.0267 (100.0), 255.0293 (20.9) | Quercetin-3- |
| 20 | 25.09 | 463.0884 | 1.5 | C21H19O12 | 300.0273 (100.0), 255.0297 (22.6) | Quercetin-3- |
| 21 | 26.51 | 939.1124 | 2.1 | C41H31O26 | 769.0892 (57.3), 617.0776 (20.1), 447.0559 (9.6), 169.0140 (94.8) | Pentagalloyl glucose isomer |
| 22 | 28.23 | 939.1109 | 0.5 | C41H31O26 | 769.0883 (51.5), 617.0775 (19.2), 447.0550 (9.1), 169.0140 (51.2) | Pentagalloyl glucose isomer |
| 23 | 30.12 | 433.0768 | −0.7 | C20H17O11 | 300.0271 (100.0), 255.0286 (26.8), 243.0291 (10.4) | Quercetin-3- |
| 24 | 33.32 | 433.0767 | −0.9 | C20H17O11 | 300.0266 (100.0), 271.0236 (59.7), 255.0297 (35.1) | Quercetin 3- |
| 25 | 34.94 | 447.0927 | 0 | C21H19O11 | 300.0270 (100.0), 271.0249 (51.2), 255.0295 (27.3) | Quercetin 3- |
| 26 | 56.11 | 1091.12 | −1 | C48H35O30 | 939.1072 (60.0), 769.0875 (22.8), 169.0133 (100.0) | Hexagalloyl glucose |
| 27 | 60.3 | 431.0974 | −0.9 | C21H19O10 | 285.0387 (100.0), 255.0288 (59.4), 227.0336 (34.9) | Kaempferol-3- |
| 28 | 69.26 | 609.1234 | −1.6 | C30H25O14 | 463.0871 (68.8), 300.0274 (95.3) | Quercetin-3- |
| 29 | 71.72 | 301.0354 | 2 | C15H9O7 | 301.0344 (45.7), 243.0662 (100.0) | Quercetin |
Figure 3UPLC-QTOF-MS/MS data of the ATL extract obtained under the optimized conditions. Besides the UPLC-MS profile (A), a peak with the retention time at 26.51 min was identified as pentagalloyl glucose based on its MS (B) and MS/MS (C) fragments.
Independent variables and their levels and corresponding coded values used in CCD.
| Independent Variables | Independent Levels | ||||
|---|---|---|---|---|---|
| −2 | −1 | 0 | 1 | 2 | |
| Solvent concentration, | 50 | 60 | 70 | 80 | 90 |
| Material-to-liquid ratio, | 1:5 | 1:15 | 1:20 | 1:25 | 1:30 |
| Extraction temperature, | 30 | 40 | 50 | 60 | 70 |
| Sonication power, | 180 | 210 | 240 | 270 | 300 |