| Literature DB >> 29104270 |
Guoyong Xie1, Ran Li2, Yu Han3, Yan Zhu4, Gang Wu5, Minjian Qin6.
Abstract
The Box-Behnken design was used to evaluate the effects of the methanol concentration (60-100%), liquid to solid ratio (20:1 to 40:1 mL/g) and extraction time (20-40 min) on the yield of 11 constituents from Buddleja officinalis Maxim using ultrasound-assisted extraction. The Derringer's desirability function approach showed that the modified optimum extraction conditions were: 76% methanol concentration, 33 min extraction time and a 34:1 mL/g solvent to solid ratio. Under these conditions, the experimentally measured yields of the compounds were in good agreement with the predicted values. An accurate and sensitive method was also established using high-performance liquid chromatography with diode-array detection for the simultaneous determination of the 11 compounds in Buddleja officinalis. The newly developed method was used to determine the amounts of bioactive components in Buddleja officinalis during four different growth stages. According to these results, we recommend that the full blossom stage is the best time for harvesting this plant to obtain the highest yield of crude materials.Entities:
Keywords: Buddleja officinalis Maxim; multiple responses optimization; optimum harvest time; response surface methodology
Mesh:
Substances:
Year: 2017 PMID: 29104270 PMCID: PMC6150163 DOI: 10.3390/molecules22111877
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Figure 1Results of single factor experiments (total peak area for 11 compounds): (a) extraction methods; (b) extraction times; (c) methanol concentration (%); (d) ethanol concentration (%); (e) extraction time (min); (f) liquid to solid ratio (mL/g).
Experimental results of the Box-Behnken design (n = 3).
| Run | Independent Variables a | Dependent Variables b | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| X1 | X2 | X3 | Y1 | Y2 | Y3 | Y4 | Y5 | Y6 | Y7 | Y8 | Y9 | Y10 | Y11 | |
| 1 | 80 (0) | 15 (0) | 30 (0) | 5.02 | 0.99 | 27.25 | 0.60 | 0.98 | 2.30 | 13.30 | 1.45 | 0.98 | 0.60 | 0.13 |
| 2 | 80 (0) | 10 (−1) | 40 (1) | 4.55 | 0.98 | 25.63 | 0.54 | 0.95 | 2.11 | 11.55 | 1.34 | 0.94 | 0.55 | 0.12 |
| 3 | 80 (0) | 15 (0) | 30 (0) | 5.22 | 1.04 | 27.44 | 0.60 | 1.11 | 2.31 | 13.23 | 1.40 | 1.01 | 0.59 | 0.13 |
| 4 | 60 (−1) | 15 (0) | 20 (−1) | 5.18 | 0.99 | 24.53 | 0.57 | 1.21 | 2.29 | 12.43 | 1.30 | 0.97 | 0.52 | 0.12 |
| 5 | 80 (0) | 15 (0) | 30 (0) | 4.77 | 0.97 | 26.71 | 0.53 | 1.07 | 2.22 | 12.80 | 1.43 | 1.00 | 0.56 | 0.13 |
| 6 | 80 (0) | 15 (0) | 30 (0) | 5.25 | 1.07 | 27.69 | 0.65 | 1.15 | 2.33 | 13.28 | 1.51 | 0.96 | 0.61 | 0.13 |
| 7 | 80 (0) | 20 (1) | 40 (1) | 4.95 | 1.04 | 26.53 | 0.61 | 1.11 | 2.26 | 12.99 | 1.34 | 1.01 | 0.59 | 0.13 |
| 8 | 60 (−1) | 20 (1) | 30 (0) | 4.45 | 1.09 | 23.31 | 0.74 | 1.35 | 2.26 | 12.67 | 1.25 | 1.01 | 0.53 | 0.13 |
| 9 | 60 (−1) | 10 (−1) | 30 (0) | 4.20 | 1.07 | 21.00 | 0.74 | 1.27 | 2.06 | 11.08 | 1.22 | 0.91 | 0.43 | 0.11 |
| 10 | 100 (1) | 10 (−1) | 30 (0) | 3.29 | 0.57 | 24.39 | 0.16 | 0.47 | 1.53 | 9.36 | 1.29 | 0.72 | 0.49 | 0.11 |
| 11 | 60 (−1) | 15 (0) | 40 (1) | 4.62 | 1.09 | 22.72 | 0.75 | 1.39 | 2.23 | 11.92 | 1.21 | 0.99 | 0.49 | 0.13 |
| 12 | 80 (0) | 15 (0) | 30 (0) | 5.06 | 1.03 | 27.07 | 0.57 | 1.15 | 2.29 | 13.19 | 1.49 | 1.01 | 0.59 | 0.14 |
| 13 | 100 (1) | 20 (1) | 30 (0) | 4.03 | 0.64 | 25.89 | 0.18 | 0.61 | 1.74 | 10.94 | 1.36 | 0.74 | 0.50 | 0.12 |
| 14 | 100 (1) | 15 (0) | 20 (−1) | 3.43 | 0.51 | 23.88 | 0.16 | 0.42 | 1.41 | 8.92 | 1.22 | 0.64 | 0.45 | 0.12 |
| 15 | 100 (1) | 15 (0) | 40 (1) | 4.25 | 0.63 | 26.47 | 0.18 | 0.67 | 1.78 | 10.74 | 1.44 | 0.81 | 0.53 | 0.11 |
| 16 | 80 (0) | 10 (−1) | 20 (−1) | 4.93 | 0.89 | 26.23 | 0.41 | 0.94 | 2.14 | 12.26 | 1.28 | 0.95 | 0.56 | 0.12 |
| 17 | 80 (0) | 20 (1) | 20 (−1) | 4.80 | 0.94 | 26.57 | 0.51 | 1.05 | 2.22 | 12.92 | 1.29 | 1.00 | 0.58 | 0.13 |
a Independent variables: X1, methanol concentration (%); X2, liquid/solid ratio (mL/0.5 g); X3, extraction time (min); b Dependent variables (mg/g): Y1, echinacoside; Y2, luteolin-7-O-rutinoside; Y3, acteoside; Y4, luteolin-7-O-glucoside; Y5, apigenin-7-O-glucuronide; Y6, neobudofficide; Y7, linarin; Y8, N1, N5, N10-(E)-tri-p-coumaroylspermidine; Y9, crocin III; Y10, apigenin; Y11, acacetin.
Equations of 11 responses in terms of coded factors.
| Compound | Equations a |
|---|---|
| Y1 = 5.06 − 0.43X1 + 0.16X2 + 3.750 × 10−3X3 + 0.12X1X2 + 0.35X1X3 + 0.13X2X3 − 0.75X12 − 0.32X22 + 0.061X32 | |
| Y2 = 1.02 − 0.24X1 + 0.025X2 + 0.051X3 + 0.013X1X2 + 5.000 × 10−3X1X3 + 2.500 × 10−3X2X3 − 0.17X12 − 0.010X22 − 0.047X32 | |
| Y3 = 27.21 + 1.1X1 + 0.63X2 + 0.016X3 − 0.21X1X2 + 1.10X1X3 + 0.14X2X3 − 2.71X12 − 0.87X22 − 0.12X32 | |
| Y4 = 0.59 − 0.26X1 + 0.024X2 + 0.054X3 + 5.000 × 10−3X1X2 − 0.040X1X3 − 7.500 × 10−3X2X3 − 0.12X12 − 0.016X22 − 0.056X32 | |
| Y5 = 1.09 − 0.38X1 + 0.061X2 + 0.063X3 + 0.015X1X2 + 0.018X1X3 + 0.013X2X3 − 0.13X12 − 0.039X22 − 0.041X32 | |
| Y6 = 2.29 − 0.30X1 + 0.080X2 + 0.040X3 + 2.500 × 10−3X1X2 + 0.11X1X3 + 0.017X2X3 − 0.32X12 − 0.069X22 − 0.039X32 | |
| Y7 = 13.16 − 1.02X1 + 0.66X2 + 0.084X3 − 2.500 × 10−3X1X2 + 0.58X1X3 + 0.19X2X3 − 1.79X12 − 0.36X22 − 0.37X32 | |
| Y8 = 1.46 + 0.041X1 + 0.014X2 + 0.030X3 + 0.010X1X2 + 0.078X1X3 − 2.500 × 10−3X2X3 − 0.098X12 − 0.078X22 − 0.066X32 | |
| Y9 = 0.99 − 0.12X1 + 0.030X2 + 0.024X3 − 0.020X1X2 + 0.038X1X3 + 5.000 × 10−3X2X3 − 0.13X12 − 0.012X22 − 4.750 × 10−3X32 | |
| Y10 = 0.59 + 0.000X1 + 0.021X2 + 6.250 × 10−3X3 − 0.023X1X2 + 0.028X1X3 + 5.000 × 10 −3X2X3 − 0.088X12 − 0.015X22 − 5.000 × 10−3X32 | |
| Y11 = 0.13 − 3.750 × 10−3X1 + 6.250 × 10−3X2 + 0.000X3 − 2.500 × 10−3X1X2 − 5.000 × 10−3X1X3 + 0.000X2X3 − 9.750 × 10−3X12 − 4.750 × 10−3X22 − 2.250 × 10−3X32 |
a X1, methanol concentration (%); X2, liquid/solid ratio (mL/0.5 g); X3, extraction time (min); Y1–Y11 are the measured contents of 11 compounds.
F-test values of regression coefficients, model and lack of fit for Y1–Y11.
| Source | Y1 | Y2 | Y3 | Y4 | Y5 | Y6 | Y7 | Y8 | Y9 | Y10 | Y11 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Regression coefficients | X1 | 32.53 ** | 475.37 ** | 27.07 ** | 282.41 ** | 221.76 ** | 154.40 ** | 59.16 ** | 10.48 * | 122.79 ** | 0.000 | 7.50 * |
| X2 | 4.34 | 5.32 | 8.39 * | 2.27 | 5.72 * | 11.17 * | 24.80 ** | 1.16 | 7.52 * | 10.22 * | 20.83 ** | |
| X3 | 2.460 × 10−3 | 22.37 ** | 6.449 × 10−3 | 11.62 * | 5.96 * | 2.79 | 0.40 | 5.54 | 4.71 | 0.88 | 0.000 | |
| X1X2 | 1.31 | 0.67 | 0.43 | 0.050 | 0.17 | 5.452 × 10−3 | 1.786 × 10−3 | 0.31 | 1.67 | 5.73 * | 1.67 | |
| X1X3 | 10.41 * | 0.11 | 12.74 ** | 3.22 | 0.23 | 10.08 * | 9.69 * | 18.49 ** | 5.87 * | 8.56 * | 6.67 * | |
| X2X3 | 1.54 | 0.027 | 0.21 | 0.11 | 0.12 | 0.27 | 1.09 | 0.019 | 0.10 | 0.28 | 0.000 | |
| X12 | 52.41 ** | 125.77 ** | 81.53 ** | 29.85 ** | 13.26 ** | 96.24 ** | 96.09 ** | 31.12 ** | 79.82 ** | 91.17 ** | 26.68 ** | |
| X22 | 9.25 * | 0.45 | 8.43 * | 0.56 | 1.19 | 4.34 | 3.90 | 19.72 ** | 0.66 | 2.68 | 6.33 * | |
| X32 | 0.34 | 10.11 * | 0.16 | 6.70 * | 1.35 | 1.38 | 4.12 | 13.90 ** | 0.099 | 0.30 | 1.42 | |
| Model | 12.70 ** | 71.78 ** | 15.88 ** | 37.69 ** | 27.88 ** | 31.68 ** | 22.74 ** | 12.01 ** | 24.99 ** | 13.64 ** | 8.20 ** | |
| Lack of fit | 1.56 | 0.036 | 5.09 | 1.05 | 1.10 | 4.78 | 6.38 | 0.20 | 3.42 | 1.02 | 0.42 | |
* Significant (p < 0.05); ** Extremely significant (p < 0.01); Y1–Y11 are the measured contents of 11 compounds.
Figure 2Response surface graphs of linarin: methanol concentration versus liquid/solid ratio (a,b); methanol concentration versus extraction time (c,d) and liquid/solid ratio versus extraction time (e,f).
Predicted values and the results of verification experiment.
| - | X1 (%) | X2 (mL/g) | X3 (min) | Contents (mg/g) a | Desirability | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Y1 | Y2 | Y3 | Y4 | Y5 | Y6 | Y7 | Y8 | Y9 | Y10 | Y11 | |||||
| 76 | 34.1:1 | 32.79 | 5.12 | 1.08 | 26.90 | 0.66 | 1.20 | 2.37 | 13.49 | 1.43 | 1.03 | 0.59 | 0.14 | 0.90 | |
| 76 | 34:1 | 33.00 | 5.18 | 1.07 | 28.20 | 0.65 | 1.15 | 2.43 | 13.57 | 1.44 | 1.01 | 0.60 | 0.13 | ||
| 1.17 | 0.64 | 4.84 | 2.22 | 4.55 | 2.48 | 0.60 | 0.94 | 2.17 | 1.39 | 3.97 | |||||
a X1, methanol concentration (%); X2, liquid/solid ratio (mL/g); X3, extraction time (min); Y1–Y11 are the measured contents of 11 compounds.
Figure 3Response surface plots corresponding to the desirability function (maintaining one of the variables at optimum values): (a) methanol concentration-liquid/solid ratio; (b) extraction time-methanol concentration; (c) extraction time-liquid/solid ratio.
Figure 4HPLCs of authentic standards and methanol extract of Buddleja officinalis flowers. (A) UV chromatogram of the 11 authentic standards at 330 nm; (B) UV chromatogram of methanol extract at 330 nm. (1) echinacoside (Y1); (2) luteolin-7-O-rutinoside (Y2); (3) acteoside (Y3); (4) luteolin-7-O-glucoside (Y4); (5) apigenin-7-O-glucuronide (Y5); (6) neobudofficide (Y6); (7) linarin (Y7); (8) N1, N5, N10-(E)-tri-p-coumaroylspermidine (Y8); (9) crocin III (Y9); (10) apigenin (Y10); (11) acacetin (Y11).
Calibration curves, linear range, LOD and LOQ of 11 reference compounds.
| Analytes | Regression Equation | Linear Range (μg/mL) | LOD (ng/mL) | LOQ (ng/mL) | |
|---|---|---|---|---|---|
| Echinacoside | y = 12,180.9575x − 3.3677 | 1.0000 | 2.41–154 | 35.5 | 128.9 |
| Luteolin-7- | y = 13,590.9832x − 2.3474 | 0.9999 | 0.95–61 | 27.0 | 88.7 |
| Acteoside | y = 15,782.4634x − 20.6464 | 1.0000 | 13.30–834 | 56.2 | 174.3 |
| Luteolin-7- | y = 26,416.3027x − 4.8503 | 0.9999 | 0.40–25.5 | 38.8 | 107.3 |
| Apigenin-7- | y = 20,583.5424x − 2.8324 | 0.9998 | 0.91–58 | 40.6 | 115.4 |
| Neobudofficide | y = 15,239.2623x − 1.2074 | 1.0000 | 2.52–161.5 | 24.7 | 86.5 |
| Linarin | y = 17,508.4610x − 2.2655 | 1.0000 | 6.09–390 | 63.2 | 218.1 |
| y = 18,198.3921x − 18.5268 | 0.9990 | 3.91–125 | 32.6 | 61.3 | |
| Crocin III | y = 73,715.0130x − 19.4425 | 0.9999 | 3.97–127 | 45.8 | 136.2 |
| Apigenin | y = 40,454x − 0.6379 | 0.9999 | 0.98–31.25 | 35.7 | 131.8 |
| acacetin | y = 24,216.6307x − 3.9914 | 0.9996 | 0.45–14.5 | 28.4 | 99.7 |
Figure 5Fresh materials of B. officinalis at four different growth periods: (a) bud; (b) early flower; (c) full-blossom; (d) withering stage.
Figure 6Changes in content of the eleven constituents in four different growth periods: (a) Y2/Y4/Y5/Y6/Y8/Y9/Y10/Y11; (b) Y1/Y3/Y7.