| Literature DB >> 31597237 |
Marina Dulić1, Petar Ciganović2, Lovorka Vujić3, Marijana Zovko Končić4.
Abstract
Berberis vulgaris is rich in berberine, an isoquinoline alkaloid, with antidiabetic activity, often used topically for skin-related problems. The aim of this work was to develop a "green" method for berberine extraction using mixtures of water with glycerol, a non-toxic, environmentally-friendly solvent. Response surface methodology based on Box-Behnken design was used to optimize the experimental conditions for ultrasound-assisted extraction of berberine and anti-radical components from B. vulgaris root bark. The independent variables were temperature (X1), glycerol concentration (X2), and ultrasound power (X3), while the responses were berberine concentration and DPPH radical scavenging activity of the extracts (RSA IC50). The response values of the extracts prepared at optimum conditions were (response, X1, X2, X3): berberine yield (145.5 μg/mL; 80 °C, 50%, 144 W) and RSA IC50 (58.88 μL/mL; 80 °C, 30%, 720 W). The observed values deviated from the predicted values by -3.45% and 6.42% for berberine and RSA IC50, respectively, thus indicating the validity of the selected models. The prepared extracts demonstrated antioxidant, anti-melanogenic, and anti-inflammatory activity, as well excellent α-glucosidase and α-amylase inhibitory activity. The displayed biological properties and lack of glycerol toxicity makes the prepared extracts suitable for direct inclusion into antidiabetic and dermatologic food supplements and topical products.Entities:
Keywords: Berberis vulgaris; berberine; glycerol; green extraction; response surface methodology
Mesh:
Substances:
Year: 2019 PMID: 31597237 PMCID: PMC6804028 DOI: 10.3390/molecules24193613
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Independent variables and their levels for Box–Behnken design.
| Independent Variables | Code | Levels | ||
|---|---|---|---|---|
| −1 | 0 | 1 | ||
| Temperature °C | X1 | 20 | 50 | 80 |
| Glycerol concentration (%, | X2 | 10 | 50 | 90 |
| Ultrasonication power (USP) (W) | X3 | 144 | 432 | 720 |
The Box–Behnken design and results of experiments.
| Run | Standard | X1 | X2 | X3 | Berberine | RSA IC50 |
|---|---|---|---|---|---|---|
| μg/mL | μL/mL | |||||
| 1 | 1 | 20 | 10 | 432 | 57.11 | 108.73 |
| 2 | 15 | 50 | 50 | 432 | 75.06 | 103.47 |
| 3 | 9 | 50 | 10 | 144 | 84.58 | 134.14 |
| 4 | 16 | 50 | 50 | 432 | 69.00 | 90.84 |
| 5 | 14 | 50 | 50 | 432 | 83.33 | 83.79 |
| 6 | 4 | 80 | 90 | 432 | 89.79 | 74.37 |
| 7 | 10 | 50 | 90 | 144 | 68.53 | 128.59 |
| 8 | 12 | 50 | 90 | 720 | 59.98 | 113.51 |
| 9 | 5 | 20 | 50 | 144 | 69.27 | 98.35 |
| 10 | 17 | 50 | 50 | 432 | 84.28 | 83.63 |
| 11 | 2 | 80 | 10 | 432 | 111.03 | 72.98 |
| 12 | 13 | 50 | 50 | 432 | 72.56 | 86.46 |
| 13 | 3 | 20 | 90 | 432 | 32.46 | 262.95 |
| 14 | 8 | 80 | 50 | 720 | 120.8 | 55.35 |
| 15 | 7 | 20 | 50 | 720 | 95.58 | 87.74 |
| 16 | 11 | 50 | 10 | 720 | 69.62 | 72.59 |
| 17 | 6 | 80 | 50 | 144 | 146.65 | 78.86 |
X1 = temperature, X2 = glycerol content, X3 = ultrasonication power; RSA = radical scavenging activity.
Polynomial equations of the models in terms of coded factors.
| Response | Unit | The Equation Coefficients: | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
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| Berberine | (μg/mL) | 16.57 * | −20.82 * | 14.65 * | 0.85 | −13.04 * | 1.60 | 26.73 * | −8.95 * | −2.88 | 76.85 |
| RSA IC50−1.78 | (mL/mL) | 0.089 * | −0.12 * | 0.039 | 0.045 | 0.081 * | −0.074 * | 0.16 * | −0.061 * | 0.11 * | 0.36 |
X1 = temperature (°C), X2 = glycerol content (%, m/m), X3 = ultrasonication power (W). * = the significant equation terms (p < 0.05).
Figure 1Response surface plots: influence of pairs independent variables on (a) berberine yield, and (b) radical scavenging activity (RSA IC50).
Analysis of variance (ANOVA) for the fitted quadratic polynomial model for optimization of extraction parameters.
| Berberine | RSA (IC50) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Source | SS | df | MS | SS | df | MS | ||||
| Model | 10834.44 | 9 | 1203.83 | 26.957 | 0.0001 | 4.35 × 10−7 | 9 | 4.84 × 10−8 | 29.17 | <0.0001 |
| Lack of fit | 132.178 | 3 | 44.06 | 0.977 | 0.4870 | 1.74 × 10−9 | 3 | 5.79 × 1010 | 0.23 | 0.8683 |
| Pure error | 180.436 | 4 | 45.11 | 9.87 × 10−9 | 4 | 2.47 × 10−9 | ||||
radj2 = adjusted r2; rpr2 = predicted r2; RSA = radical scavenging activity; SS = sum of squares; df = degrees of freedom; MS = mean square.
Predicted and observed values for the optimized response variables.
| Extract Name | Optimized Response | Aim of the Optimization | X1 | X2 | X3 | Predicted | Observed | RD (%) |
|---|---|---|---|---|---|---|---|---|
| B-opt | Berberine (μg/mL) | maximized | 80 | 50 | 144 | 150.7 | 145.5 | −3.45 |
| RSA-opt | RSA IC50 (μL/mL) | minimized | 80 | 30 | 720 | 55.33 | 58.88 | 6.42 |
X1 = temperature, X2 = glycerol content, X3 = ultrasonication power; RD = response deviation, calculated as (observed − predicted)/predicted × 100.
Figure 2Antioxidant activity of the extracts and positive controls—BHA (butylated hydroxyanisole) and EDTA (ethylenediaminetetraacetic acid): (a) antiradical activity, (b) chelating activity, and (c) the activity in β-carotene-linoleic acid assay. Different uppercase letters indicate statistical significance (p < 0.05). Asterisks (*) indicate that the IC50 unit is placed on the right y-axis.
Figure 3Cosmeceutical activity of the extracts and positive controls—kojic acid (KA), nordihydroguaiaretic acid (NDGA), and diclofenac (DF): (a) tyrosinase-inhibiting activity, (b) lipoxygenase (LOX)-inhibiting activity, and (c) coagulation-inhibiting activity. Different uppercase letters indicate statistical significance (p < 0.05). Asterisks (*) indicate that the IC50 unit is placed on the right y-axis.
Figure 4Antidiabetic activity of the extracts and positive control acarbose (Acb): (a) α-glucosidase-inhibiting activity and (b) α-amylase-inhibiting activity. Different uppercase letters indicate statistical significance (p < 0.05). Asterisks (*) indicate that the IC50 unit is placed on the right y-axis.