| Literature DB >> 31261837 |
Hao Cui1,2, Tenghui Lu1, Mingxin Wang1, Xintong Zou1, Yang Zhang1, Xiudong Yang1, Yao Dong3, Hongli Zhou4,5.
Abstract
To explore the flavonoids from Morus alba L. leaves (MLF), the process of extracting was optimized by a response surface methodology and the antimicrobial and antioxidant activities were evaluated in vitro. The yield of flavonoids reached 50.52 mg g-1 under the optimized extraction conditions (i.e., extraction temperature, 70.85 °C; solvent concentration, 39.30%; extraction time, 120.18 min; and liquid/solid ratio, 34.60:1). The total flavonoids were extracted in organic solvents with various polarities, including petroleum ether (MLFp), ethyl acetate (MLFe), and n-butanol (MLFb). In vitro, the four MLF samples exhibited good antioxidant activities for scavenging of 2, 2'-azinobis-(3-ethylbenz-thiazoline-6-sulphonate) radical, 1, 1-diphenyl-2-picrylhydrazyl radical, and total reducing power. Regarding antimicrobial efficacy, the MLF samples suppressed the development of Staphylococcus aureus, Bacillus subtilis, and Bacillus pumilus. The MLF samples inhibited α-amylase activity to a certain extent. The analytical hierarchy process (AHP) was used to evaluate comprehensively the bioactivities of the MLF samples. The AHP results revealed that the bioactivity comprehensive score (78.83 μg mL-1) of MLFe was optimal among the four MLF samples. Morus alba L. leaves also exhibited non-hemolytic properties. All bioactivities suggested the potential of MLFe as a candidate resource in the food and drug industries.Entities:
Keywords: AHP; bioactivities; evaluate comprehensively; extraction conditions; flavonoids; in vitro; mulberry leaves; optimization
Year: 2019 PMID: 31261837 PMCID: PMC6651629 DOI: 10.3390/molecules24132398
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Figure 1The effect of single factors on the extraction of Morus alba L. leaves (MLF). (A) Extraction temperature (°C); (B) solvent concentration (%); (C) extraction time (min); (D) liquid/solid ratio. Data are shown as mean ± SD (n = 3).
Coded and actual levels of independent variables used in the RSM.
| Independent Variables | Symbol | Coded Levels | ||
|---|---|---|---|---|
| −1 | 0 | +1 | ||
| Extraction temperature (°C) | A | 60 °C | 70 °C | 80 °C |
| Solvent concentration | B | 30% | 40% | 50% |
| Extraction time (min) | C | 90 | 120 | 150 |
| Liquid/solid ratio | D | 20:1 | 30:1 | 40:1 |
Response surface design and experimental data.
| Run | Coded Solvent Concentration Variable | Coded Liquid/Solid Ratio Variable | Coded Time Variable | Coded Temperature Variable | Predicted Value (mg g−1) | Actual Value (mg g−1) |
|---|---|---|---|---|---|---|
| 1 | 0 | +1 | −1 | 0 | 41.73 | 40.84 |
| 2 | 0 | −1 | 0 | −1 | 36.08 | 34.01 |
| 3 | +1 | −1 | 0 | 0 | 38.07 | 40.81 |
| 4 | +1 | 0 | 0 | −1 | 30.06 | 30.98 |
| 5 | −1 | 0 | 0 | −1 | 34.03 | 34.71 |
| 6 | 0 | 0 | 0 | 0 | 49.20 | 48.17 |
| 7 | −1 | 0 | −1 | 0 | 32.06 | 32.84 |
| 8 | 0 | 0 | −1 | +1 | 44.65 | 46.35 |
| 9 | +1 | 0 | 0 | +1 | 44.26 | 44.00 |
| 10 | 0 | 0 | +1 | +1 | 43.67 | 43.91 |
| 11 | −1 | 0 | 0 | +1 | 39.06 | 38.56 |
| 12 | 0 | 0 | 0 | 0 | 49.20 | 48.26 |
| 13 | −1 | +1 | 0 | 0 | 36.98 | 35.24 |
| 14 | 0 | +1 | +1 | 0 | 42.66 | 43.76 |
| 15 | 0 | +1 | 0 | +1 | 45.22 | 45.89 |
| 16 | 0 | −1 | −1 | 0 | 40.88 | 40.19 |
| 17 | −1 | 0 | +1 | 0 | 43.24 | 43.49 |
| 18 | 0 | −1 | +1 | 0 | 44.44 | 45.75 |
| 19 | 0 | 0 | 0 | 0 | 49.20 | 48.79 |
| 20 | 0 | −1 | 0 | +1 | 47.03 | 45.20 |
| 21 | +1 | 0 | +1 | 0 | 34.92 | 32.73 |
| 22 | +1 | 0 | −1 | 0 | 41.62 | 39.97 |
| 23 | 0 | 0 | −1 | −1 | 31.81 | 32.57 |
| 24 | 0 | +1 | 0 | −1 | 36.95 | 37.37 |
| 25 | +1 | +1 | 0 | 0 | 42.40 | 42.85 |
| 26 | 0 | 0 | 0 | 0 | 49.20 | 50.50 |
| 27 | −1 | −1 | 0 | 0 | 42.26 | 42.81 |
| 28 | 0 | 0 | +1 | −1 | 37.28 | 36.59 |
| 29 | 0 | 0 | 0 | 0 | 49.20 | 50.30 |
Variance analysis of extracted equation of flavonoids from mulberry leaves.
| Source | Sum of Squares | df | Mean Square | F Value | ||
|---|---|---|---|---|---|---|
| Model | 895.77 | 14 | 63.98 | 21.13 | <0.0001 | significant |
| 1.14 | 1 | 1.14 | 0.38 | 0.5492 | ||
| 0.66 | 1 | 0.66 | 0.22 | 0.6471 | ||
| 15.12 | 1 | 15.12 | 4.99 | 0.0423 | ||
| 277.25 | 1 | 277.25 | 91.55 | <0.0001 | ||
|
| 23.06 | 1 | 23.06 | 7.62 | 0.0154 | |
|
| 79.88 | 1 | 79.88 | 26.38 | 0.0002 | |
|
| 21.02 | 1 | 21.02 | 6.94 | 0.0196 | |
|
| 1.74 | 1 | 1.74 | 0.57 | 0.4616 | |
|
| 1.78 | 1 | 1.78 | 0.59 | 0.4557 | |
|
| 10.40 | 1 | 10.40 | 3.43 | 0.0850 | |
|
| 306.19 | 1 | 306.19 | 101.10 | <0.0001 | |
|
| 37.53 | 1 | 37.53 | 12.39 | 0.0034 | |
|
| 123.97 | 1 | 123.97 | 40.94 | <0.0001 | |
|
| 194.65 | 1 | 194.65 | 64.27 | <0.0001 | |
| Residual | 42.40 | 14 | 3.03 | |||
| Lack of Fit | 37.41 | 10 | 3.74 | 3.00 | 0.1506 | not significant |
| Pure Error | 4.99 | 4 | 1.25 | |||
| Cor Total | 938.17 | 28 |
Figure 2The studentized residuals and predicted response plot.
Figure 3Contour plots showing the effects of the ratio of two single factors. (A) Extraction temperature (°C) versus solvent concentration; (B) extraction temperature (°C) versus extraction time; (C) extraction temperature (°C) versus liquid/solid ratio; (D) solvent concentration versus extraction time; (E) solvent concentration versus liquid/solid ratio; (F) extraction time (min) versus liquid/solid ratio concentration.
MIC of antibacterial activity results of MLF.
|
|
|
| |
|---|---|---|---|
| MLF (μg mL−1) | 30.24 | 30.24 | 18.14 |
| MLFp (μg mL−1) | 50.40 | 140.00 | 50.40 |
| MLFe (μg mL−1) | 3.92 | 10.89 | 6.53 |
| MLFb (μg mL−1) | 50.40 | 84.00 | 30.24 |
The results of antioxidant in vitro of MLF samples and vitamin C (VC).
| ABTS+ (IC50) | DPPH (IC50) | Reducing Power (EC50) | |
|---|---|---|---|
| MLF (μg mL−1) | 60.33 ± 5.51 a | 211.67 ± 7.64 a | 1126.67 ± 64.29 a |
| MLFp (μg mL−1) | 642.33 ± 11.24 b | 2070.00 ± 60.83 b | 2429.33 ± 112.88 b |
| MLFe (μg mL−1) | 32.73 ± 1.07 c | 145.00 ± 13.23 c | 868.67 ± 18.04 c |
| MLFb (μg mL−1) | 44.33 ± 6.03 ac | 154.00 ± 9.64 c | 1760.00 ± 52.92 d |
| VC (μg mL−1) | 7.20 ± 0.70 d | 0.0047 ± 0.00055 d | 0.079 ± 0.0032 e |
a,b,c,d,e Same antioxidant system with different superscripts are significantly different (p < 0.05).
α-Amylase inhabitation of the MLF.
| α-Amylase Inhabitation Activity (IC50) | |
|---|---|
| MLF (μg mL−1) | 125.00 ± 10.00 a |
| MLFp (μg mL−1) | 356.67 ± 16.07 b |
| MLFe (μg mL−1) | 88.00 ± 3.61 c |
| MLFb (μg mL−1) | 66.67 ± 7.05 d |
| Acarbose (μg mL−1) | 51.33 ± 4.04 e |
a,b,c,d,e Different superscripts are significantly different (p < 0.05).
Figure 4The proposed analytical hierarchy process model.
Value meaning of the nine-scale method.
| Description of | Scale |
|---|---|
| 1 | |
| 3 | |
| 5 | |
| 7 | |
| 9 | |
| The median of adjacent scales, when a compromise is needed | 2, 4, 6, 8 |
Figure 5Hemolysis analysis of MLFe.
The extraction conditions of single element test.
| Ethanol Concentration | Liquid/Solid Ratio | Extraction Temperature | Extraction Time | |
|---|---|---|---|---|
| Ethanol concentration | 20%, 30%, 40%, 50%, 60% | 30: 1 | 70 °C | 90 min |
| Liquid/solid ratio | 70% | 10:1, 20:1, 30:1, 40:1, 50:1 | 60 °C | 90 min |
| Extraction temperature | 70% | 30:1 | 40, 50, 60, 70, 80 °C | 90 min |
| Extraction time | 50% | 20:1 | 70 °C | 60, 90, 120, 150, 180 min |
The average consistencies of random matrices.
| Matrix order | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
|---|---|---|---|---|---|---|---|---|---|
| Random consistency index | 0.00 | 0.00 | 0.58 | 0.90 | 1.12 | 1.24 | 1.32 | 1.41 | 1.45 |