Guohua
Rao
*
Technology Center, China Tobacco Guangdong Industry Co., Ltd, Guangzhou, 510145, China. E-mail: raosir_6@126.com; Fax: +86 20 81829819; Tel: +86 20 81812508
First published on 28th June 2010
Cyanidin 3-rutinoside is an important anthocyanin which has good antioxidant activity and beneficial health effects. It was prepared from litchi fruit pericarp by ultrasound-assisted extraction and purified in this work. A mathematical model was built between ultrasonic power, time, ethanol concentration and cyanidin 3-rutinoside yield. The R2, P-values of model and “lack of fit” indicated the high fitness of the model to true behavior. Every factor showed evident effects and interactions on the cyanidin 3-rutinoside yield. The optimal conditions to obtain the highest yield of cyanidin 3-rutinoside were 240 W of ultrasonic power, 34.5 min of ultrasonic time and 54.1% of ethanol concentration. The predicted yield of cyanidin 3-rutinoside was not significantly (p > 0.05) different to the practical value conducted under optimal conditions.
Response surface methodology is a statistically experimental protocol that is useful for mathematical modeling.5 It can quantify the correlation between the independent input parameters and dependent response.6 Moreover, this multi-variable method reduces the experiment number, improving the statistical interpretation possibility and indicating the interaction between variables.7 Compared to other statistical software, for example the neural network toolbox MATLAB, the response surface methodology can give a mathematical equation. It is helpful to calculate the response value when different levels of variables are set. Box–Behnken design is a widely used protocol in response surface methodology. The combination of processing parameters can be optimized through this technique and a high efficiency can be obtained.8
Litchi is a tropical to subtropical crop that originates in Southeast Asia. It is now grown commercially in many countries worldwide. Large amounts of bioactive substances have been detected in litchi pericarp, such as polysaccharides and flavanols.9 There is also some literature regarding the anthocyanins of litchi pericarp.10,11 However, publications concerning ultrasound-assisted extraction of cyanidin 3-rutinoside from litchi pericarp are still limited. In this work, ultrasound was applied to extract cyanidin 3-rutinoside from litchi pericarp tissues. Response surface methodology with Box–Behnken composite design was used to optimize the extraction conditions. Analysis of variation was taken to calculate the significance of mathematical model between ultrasonic variables and the yield of cyanidin 3-rutinoside. Fig. 1 shows the structure of cyanidin 3-rutinoside.
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Fig. 1 The chemical structure of cyanidin 3-rutinoside. |
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Fig. 2 Response surface plot showing the effects of ultrasonic power and ethanol concentration on the yield of cyanidin 3-rutinoside. The time was kept constantly at 32.5 min. |
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Fig. 3 Response surface plot showing the effects of ultrasonic power and time on the yield of cyanidin 3-rutinoside. The ethanol concentration was kept constantly at 65%. |
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Fig. 4 Response surface plot showing the effects of ultrasonic time and ethanol concentration on the yield of cyanidin 3-rutinoside. The ultrasonic power was kept constantly at 210 W. |
Fig. 3 shows the interaction between ultrasonic power and time on the yield of cyanidin 3-rutinoside. Ultrasonic time exhibited a similar effect as ultrasonic power. By extending ultrasonic time to approximately 20 min, the yield of cyanidin 3-rutinoside kept increasing. When the value of ultrasonic time was longer than the optimal value, the yield decreased. Considering both the effects of ultrasonic time and power, it is easy to understand that there is an optimal combination to obtain the highest yield of cyanidin 3-rutinoside. Furthermore, a special interaction was observed when the ultrasonic power was close to the lower limit, i.e. the ultrasonic time needed to obtain a higher yield was also close to the lower limit. However, when a high ultrasonic power close to the higher limit was set, a longer ultrasonic time was needed for a higher yield.
In Fig. 4, the interaction between ethanol concentration and ultrasonic time was similar to that between ethanol concentration and ultrasonic power. The effect of ethanol concentration on the yield of cyanidin 3-rutinoside was obviously stronger than ultrasonic time. From the contour plots shown in Fig. 2–4, the elliptical contour plot indicates that the interactions between ultrasonic power, time and ethanol concentration are significant.
Ultrasound treatment has been widely employed to prepare bioactive substances from different plant materials.12 The mechanism of ultrasonic extraction involves two processes of physical activity: the dissolution of the extractive substances near the particle surface (rinsing) and the diffusion from the solid particles to the bulk of the liquid extract (slow extraction).13 The mechanical effects produced by an ultrasonic wave can facilitate mass transfer between immiscible phases via super agitation at low frequency.14
Ultrasound treatment is a time-saving extraction method compared with classic extraction, like maceration.15 The latter usually takes 12 h for extraction. The concentration gradient between the solvent and material is responsible for the leaching of cyanidin 3-rutinoside. Ultrasound treatment can help to destroy the plant cell by cavitation and evidently increases the release rate of extractives. This explains why less than one hour is sufficient for ultrasound-assisted extraction of cyanidin 3-rutinoside in this work. As can be seen in Fig. 3, when the ultrasonic time or power was too high, the yield of cyanidin 3-rutinoside decreased. A possible mechanism should be the degradation of anthocyanin by ultrasound treatment. Anthocyanins are relatively unstable due to their degradation or the formation of condensed polymers.16 Analysis of anthocyanin metabolites showed that their degradation included deglycosylation, O-demethylation and C-ring cleavage.17 It has been pointed out that a sonochemical technique is potentially useful in natural product chemistry. The easy formation of a transient reactive species can induce the degradation or re-association of natural products.18 Furthermore, ultrasound can facilitate the conjugation between molecules. Induction of anthocyanins to conjugate with macromolecules can also decrease the yield in the extract.
Ethanol concentration was the most important factor for cyanidin 3-rutinoside extraction among three factors analysed. Based on the rule of similarity, there is an optimal ethanol concentration to match the polarity of cyanidin 3-rutinoside. Changes in the ethanol concentration modifies the polarity of the solvent system, which further affects the release of cyanidin 3-rutinoside from litchi fruit pericarp tissues. As mentioned by Cacace and Mazza,19 diffusion coefficients of both anthocyanin and total phenolics increased with ethanol concentration from 39% to 67%, then decreased with further increase of ethanol concentration from 67% to 95%. Diffusion coefficient and solubility are two critical parameters affecting extract recovery.
Y = 0.39 + 0.023X1 + 0.0075X2 − 0.078X3 + 0.047X1X2 + 0.013X1X3 + 0.027X2X3 − 0.043X12 − 0.048X22 − 0.083X32 | (1) |
Optimising a fitted model may produce misleading results if the model exhibits a bad fit to the true behavior. Thus, it is necessary to check model adequacy.20 A relatively low coefficient of variation shows better precision and good reliability with the experimental results. The coefficient of variation was determined to be 19.3%. The model P-value of the yield of cyanidin 3-rutinoside was 0.049 (Table 1), which indicated that model fitness was significant. Meanwhile, the P-value of “lack of fit” was 0.054, which is not significant. The P-values of ultrasonic power, time and ethanol concentration were 0.32, 0.73 and 0.008, respectively, indicating that the effects on cyanidin 3-rutinoside yield decreased in the order, ethanol concentration > ultrasonic power > ultrasonic time. This result is consistent with the profiles shown in Fig. 2–4.
Source | Degrees of freedom | Sum of squares | Mean square | F-value | P-value |
---|---|---|---|---|---|
a significant at p < 0.05. | |||||
Model | 9 | 0.12 | 0.013 | 3.69 | 0.0496a |
X1 | 1 | 0.004 | 0.004 | 1.16 | 0.32 |
X2 | 1 | 0.0005 | 0.0005 | 0.13 | 0.73 |
X3 | 1 | 0.048 | 0.048 | 13.74 | 0.008a |
X1X2 | 1 | 0.009 | 0.009 | 2.58 | 0.15 |
X1X3 | 1 | 0.0006 | 0.0006 | 0.18 | 0.68 |
X2X3 | 1 | 0.003 | 0.003 | 0.86 | 0.38 |
X12 | 1 | 0.008 | 0.008 | 2.2 | 0.18 |
X22 | 1 | 0.01 | 0.01 | 2.75 | 0.14 |
X32 | 1 | 0.029 | 0.029 | 8.24 | 0.02a |
Residual | 7 | 0.024 | 0.0035 | ||
Lack of fit | 3 | 0.02 | 0.007 | 6.29 | 0.054 |
Pure error | 4 | 0.004 | 0.001 | ||
Total | 16 | 0.14 |
Fig. 5 shows the correlation between predicted and practical values of cyanidin 3-rutinoside yield. Coefficient of determination (R2) is an important parameter for the measurement of the degree of fitness. The model can fit well with the actual data when R2 approaches unity.21 A linear regression equation was drawn as the function of predicted and practical values. By analysing the variance, the R2 value of the model was calculated to be 0.83, which showed that the regression model defined well the true behavior of the extraction system.
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Fig. 5 Correlation between practical and predicted values of cyanidin 3-rutinoside yield. |
The mathematical model predicts that the optimal conditions to obtain the highest yield of cyanidin 3-rutinoside are 240 W of ultrasonic power, 34.5 min of ultrasonic time and 54.1% of ethanol concentration. The predicted yield of cyanidin 3-rutinoside was 0.49 mg g−1. After applying the optimal conditions experimentally, the yield of cyanidin 3-rutinoside was determined to be 0.51 ± 0.02 mg g−1. This value was not significantly (p > 0.05) different to the predicted value, which indicates that the prediction is practically applicable.
Experiment | Coded levels | Response | |||
---|---|---|---|---|---|
X1 | X2 | X3 | Yield of cyanidin 3-rutinoside/mg g−1 | ||
Ultrasonic power/W | Ultrasonic time/min | Ethanol concentration (%) | Practical values | Predicted values | |
1 | 0 (210) | 1 (60) | 1 (90) | 0.18 | 0.22 |
2 | 0 (210) | 0 (32.5) | 0 (65) | 0.44 | 0.39 |
3 | 0 (210) | 0 (32.5) | 0 (65) | 0.36 | 0.39 |
4 | 0 (210) | 0 (32.5) | 0 (65) | 0.40 | 0.39 |
5 | 0 (210) | 0 (32.5) | 0 (65) | 0.37 | 0.39 |
6 | +1 (300) | 0 (32.5) | −1 (40) | 0.34 | 0.35 |
7 | 1 (300) | 0 (32.5) | 1 (90) | 0.19 | 0.22 |
8 | −1 (120) | −1 (5) | 0 (65) | 0.25 | 0.32 |
9 | 1 (300) | −1 (5) | 0 (65) | 0.24 | 0.27 |
10 | −1 (120) | +1 (60) | 0 (65) | 0.26 | 0.24 |
11 | 0 (210) | −1 (5) | +1 (90) | 0.20 | 0.16 |
12 | −1 (120) | 0 (32.5) | −1 (40) | 0.36 | 0.33 |
13 | 1 (300) | 1 (60) | 0 (65) | 0.44 | 0.38 |
14 | 0 (210) | +1 (60) | −1 (40) | 0.26 | 0.32 |
15 | −1 (120) | 0 (32.5) | +1 (90) | 0.16 | 0.16 |
16 | 0 (210) | −1 (5) | −1 (40) | 0.39 | 0.36 |
17 | 0 (210) | 0 (32.5) | 0 (65) | 0.37 | 0.39 |
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