| Literature DB >> 31185684 |
Liliana Primo da Silva1, Eliana Pereira2, Miguel A Prieto3, Jesus Simal-Gandara4, Tânia C S P Pires5, Maria José Alves6, Ricardo Calhelha7, Lillian Barros8, Isabel C F R Ferreira9.
Abstract
(1) Background: Color has been considered to be the flashiest attribute of foodstuffs and researchers have shown a great interest in the extraction of pigmented compounds from vegetal products, with the purpose to provide alternative counterparts to the food industry; (2)Entities:
Keywords: Rubus ulmifolius Schott fruits; anthocyanins; food incorporation; heat assisted extraction; natural colorant; response surface methodology
Mesh:
Substances:
Year: 2019 PMID: 31185684 PMCID: PMC6600145 DOI: 10.3390/molecules24112181
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Part A shows the experimental RSM results of the CCCD with 5 range levels for the HAE optimization of the three main variables involved (X1, X2, and X3). Variables, natural values and ranges are described. Responses comprise the extraction yield (%) and the total content in anthocyanins (AT, mg AT/g E) and the individual content of all major anthocyanins detected (A2 to A5, in mg/g E), in which three replicates were performed for each condition. Part B1 shows the parametric results after fitting the Equation (1) to the responses. Analysis of significance of the parameters (α = 0.05) are presented in coded values. Part B2: shows the variable conditions in natural values that lead to optimal response values for RSM for the responses used.
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| A2 | A3 | A4 | A5 | AT | |||||
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| −1 | −1 | −1 | 40.3 | 34.2 | 20.3 | 59.89 | 10.68 | 1.58 | 2.04 | 1.14 | 15.44 |
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| −1 | −1 | 1 | 40.3 | 34.2 | 79.7 | 53.52 | 9.97 | 1.83 | 3.27 | 1.14 | 16.21 |
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| −1 | 1 | −1 | 40.3 | 75.8 | 20.3 | 61.33 | 15.71 | 1.95 | 3.25 | 1.54 | 22.45 |
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| −1 | 1 | 1 | 40.3 | 75.8 | 79.7 | 55.83 | 10.01 | 1.83 | 3.35 | 1.14 | 16.33 |
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| 1 | −1 | −1 | 99.7 | 34.2 | 20.3 | 62.55 | 13.83 | 2.28 | 3.24 | 1.52 | 20.86 |
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| 1 | −1 | 1 | 99.7 | 34.2 | 79.7 | 52.80 | 10.76 | 1.78 | 3.48 | 1.17 | 17.20 |
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| 1 | 1 | −1 | 99.7 | 75.8 | 20.3 | 63.47 | 15.79 | 2.31 | 3.21 | 1.52 | 22.83 |
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| 1 | 1 | 1 | 99.7 | 75.8 | 79.7 | 56.12 | 9.53 | 1.75 | 3.23 | 1.14 | 15.65 |
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| 1.68 | 0 | 0 | 120 | 55 | 50 | 66.06 | 24.06 | 2.94 | 6.41 | 2.13 | 35.55 |
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| −1.68 | 0 | 0 | 20 | 55 | 50 | 60.88 | 23.63 | 1.85 | 6.33 | 2.16 | 33.97 |
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| 0 | −1.68 | 0 | 70 | 20 | 50 | 59.06 | 4.36 | 1.08 | 1.19 | 0.86 | 7.50 |
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| 0 | 1.68 | 0 | 70 | 90 | 50 | 63.31 | 8.04 | 1.33 | 1.75 | 1.06 | 12.18 |
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| 0 | 0 | −1.68 | 70 | 55 | 0 | 61.59 | 5.95 | 1.25 | 1.64 | 0.97 | 9.82 |
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| 0 | 0 | 1.68 | 70 | 55 | 100 | 44.82 | 9.56 | 1.64 | 2.95 | 1.03 | 15.18 |
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| −1.68 | −1.68 | −1.68 | 20 | 20 | 0 | 65.19 | 10.55 | 1.73 | 2.20 | 1.23 | 15.72 |
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| −1.68 | −1.68 | 1.68 | 20 | 20 | 100 | 40.44 | 5.89 | 1.37 | 1.96 | 0.87 | 10.08 |
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| −1.68 | 1.68 | −1.68 | 20 | 90 | 0 | 59.97 | 14.02 | 2.01 | 3.21 | 1.56 | 20.81 |
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| −1.68 | 1.68 | 1.68 | 20 | 90 | 100 | 53.96 | 9.90 | 1.60 | 3.09 | 0.56 | 15.15 |
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| 1.68 | −1.68 | −1.68 | 120 | 20 | 0 | 65.99 | 2.91 | 1.03 | 1.15 | 0.79 | 5.87 |
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| 1.68 | −1.68 | 1.68 | 120 | 20 | 100 | 42.16 | 4.43 | 1.69 | 3.01 | 1.11 | 10.24 |
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| 1.68 | 1.68 | −1.68 | 120 | 90 | 0 | 74.03 | 8.97 | 1.54 | 1.98 | 1.11 | 13.60 |
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| 1.68 | 1.68 | 1.68 | 120 | 90 | 100 | 50.83 | 9.15 | 1.53 | 2.86 | 1.00 | 14.54 |
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| 0 | 0 | 0 | 70 | 55 | 50 | 61.33 | 21.33 | 2.80 | 5.15 | 2.00 | 31.27 |
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| 0 | 0 | 0 | 70 | 55 | 50 | 57.47 | 22.34 | 3.00 | 6.45 | 2.13 | 33.92 |
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| 0 | 0 | 0 | 70 | 55 | 50 | 58.93 | 22.34 | 2.69 | 5.37 | 1.86 | 32.26 |
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| 0 | 0 | 0 | 70 | 55 | 50 | 57.47 | 22.60 | 2.73 | 5.45 | 1.94 | 32.73 |
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| 0 | 0 | 0 | 70 | 55 | 50 | 58.56 | 21.09 | 2.68 | 5.62 | 1.87 | 31.26 |
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| 0 | 0 | 0 | 70 | 55 | 50 | 56.64 | 22.63 | 3.09 | 5.98 | 1.94 | 33.65 |
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| A2 | A3 | A4 | A5 | AT | |||||||
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| Intercept |
| 58.312 ± 0.834 | 22.091 ± 0.654 | 2.837 ± 0.105 | 5.587 ± 0.177 | 1.934 ± 0.054 | 32.502 ± 0.868 | |||||
| Linear effect |
| 0.983 ± 0.344 | −0.573 ± 0.325 | ns | ns | ns | −0.569 ± 0.432 | |||||
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| 1.577 ± 0.344 | 1.177 ± 0.325 | 0.062 ± 0.043 | 0.185 ± 0.073 | 0.030 ± 0.022 | 1.454 ± 0.432 | ||||||
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| −5.182 ± 0.344 | −0.595 ± 0.325 | ns | 0.215 ± 0.073 | −0.081 ± 0.022 | −0.475 ± 0.432 | ||||||
| Quadratic effect |
| 1.711 ± 0.584 | ns | −0.150 ± 0.073 | 0.170 ± 0.124 | 0.046 ± 0.038 | ns | |||||
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| 0.902 ± 0.584 | −5.938 ± 0.539 | −0.571 ± 0.073 | −1.563 ± 0.124 | −0.372 ± 0.038 | −8.458 ± 0.715 | ||||||
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| −1.918 ± 0.584 | −5.387 ± 0.539 | −0.487 ± 0.073 | −1.271 ± 0.124 | −0.358 ± 0.038 | −7.518 ± 0.715 | ||||||
| Interactive effect |
| 0.337 ± 0.244 | ns | ns | −0.079 ± 0.052 | ns | ns | |||||
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| −0.712 ± 0.244 | 0.371 ± 0.231 | 0.039 ± 0.031 | 0.107 ± 0.052 | 0.058 ± 0.016 | 0.576 ± 0.306 | ||||||
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| 0.806 ± 0.244 | ns | −0.034 ± 0.031 | −0.053 ± 0.052 | −0.048 ± 0.016 | ns | ||||||
| Additional complex effect |
| ns | ns | ns | ns | ns | ns | |||||
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| ns | ns | ns | ns | ns | ns | ||||||
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| −0.469 ± 0.363 | 2.256 ± 0.259 | 0.268 ± 0.046 | 0.542 ± 0.077 | 0.128 ± 0.024 | 3.220 ± 0.344 | ||||||
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| Individual optimal conditions | Time | 120.00 ± 3.60 | 20.00 ± 0.20 | 69.99 ± 3.50 | 20.00 ± 1.60 | 20.00 ± 1.00 | 20.00 ± 1.00 | |||||
| Temperature | 90.00 ± 9.00 | 57.07 ± 0.57 | 56.13 ± 2.25 | 57.11 ± 4.00 | 56.20 ± 3.37 | 56.79 ± 1.14 | ||||||
| Solvent | 26.97 ± 2.16 | 46.62 ± 0.93 | 49.94 ± 4.49 | 50.34 ± 5.03 | 42.42 ± 2.12 | 47.14 ± 0.94 | ||||||
| Response | 72.91 ± 3.54 | 23.18 ± 3.54 | 2.84 ± 3.54 | 6.09 ± 3.54 | 2.09 ± 3.54 | 33.59 ± 3.54 | ||||||
| Global optimal conditions | Time | 20.00 ± 0.60 | ||||||||||
| Temperature | 56.87 ± 3.41 | |||||||||||
| Solvent | 46.07 ± 3.69 | |||||||||||
| Response | 62.08 ± 3.54 | 23.18 ± 3.54 | 2.42 ± 3.54 | 6.06 ± 3.54 | 2.08 ± 3.54 | 33.58 ± 3.54 | ||||||
Experimental domain of independent variables in the CCCD with 5 range levels.
| Coded Values | Natural Values | ||
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| t (min) | T (°C) | S (%) | |
| −1.68 | 20 | 20 | 0 |
| −1 | 40.3 | 37.2 | 20.3 |
| 0 | 70 | 55 | 50 |
| +1 | 99.7 | 72.8 | 79.7 |
| +1.68 | 120 | 90 | 100 |
Figure 1Shows the HAE graphical results for the extraction yield of the extracted (%) material obtained, the total anthocyanin content (AT, mg AT/g E), the major anthocyanin compound detected (A2, mg A2/g E) and three minor anthocyanin compounds detected (A3 to A5, in mg/g E). Each figure is divided in two parts. Part A: Shows the graphical analysis by net surfaces that represents the 3D response surface predicted with the second order polynomial of Equation (1). The binary actions between variables are presented when the excluded variable is positioned at the individual optimum (Table 1B2). The experimental design and results are described in Table 1A. Part B: To illustrate the goodness of fit, two basic graphical statistic criteria are used. The first one is the ability to simulate the changes of the response between the predicted and observed data; and the second one is the residual distribution as a function of each of the variables.
Figure 2Final summary of the HAE effects of all variables assessed. Part A: Shows the individual 2D responses of all studied responses as a function of all the variables assessed. The variables in each of the 2D graphs were positioned at the individual optimal values of the others (Table 1B2). The dots (⊙) presented alongside each line highlight the location of the optimum value. Lines and dots are generated by the respective theoretical second order polynomial derived from Equation (1). Part B: Shows the dose response of S/L at the global optimal values of the other three variables (Table 1B2). Experimental results are the dots (◯), meanwhile the lines are the predicted pattern created by a linear equation with an intercept. The limit value (~200 g/L) shows the maximum achievable experimental concentration until the sample cannot be physically stirred at laboratory scale.
Quantification of anthocyanin compounds in the extract and color evaluation (CIE L*, a*, b*).
| Anthocyanins (mg AT/g E) | Conversion Color to RGB Values | |||
|---|---|---|---|---|
| 33.2 ± 0.8 | 24.8 ± 0.1 | 31.7 ± 0.5 | 7.6 ± 0.2 |
AT—total anthocyanins; L*—lightness; a* (greenness/redness), b* (blueness/yellowness); the results are presented as the mean ± SD.
Results of antimicrobial and cytotoxicity activities of the rich anthocyanin extract.
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| Escherichia coli | 5 | >20 | <0.15 | <0,.5 | <0.0078 | <0.0078 | n.t. | n.t. | |
| Klebsiella pneumoniae | 20 | >20 | 10 | 20 | <0.0078 | <0.0078 | n.t. | n.t. | |
| Morganella morganii | 2.5 | >20 | 20 | >20 | <0.0078 | <0.0078 | n.t. | n.t. | |
| Proteus mirabilis | 10 | >20 | <0.15 | <0.15 | <0.0078 | <0.0078 | n.t. | n.t. | |
| Pseudomonas aeruginosa | >20 | >20 | >20 | >20 | 0.5 | 1 | n.t. | n.t. | |
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| Enterococcus faecalis | 10 | >20 | <0.15 | <0.15 | n.t. | n.t. | <0.0078 | <0.0078 | |
| Listeria monocytogenes | 5 | >20 | <0.15 | <0.15 | <0.0078 | <0.0078 | n.t. | n.t. | |
| MRSA | 2.5 | >20 | <0.15 | <0.15 | n.t. | n.t. | 0.25 | 0.5 | |
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| HeLa | 301 ± 19 | 1.91 ± 0.06 | |||||||
| NCI H460 | 337 ± 11 | 1.0 ± 0.1 | |||||||
| MCF7 | 328 ± 13 | 0.91 ± 0.04 | |||||||
| HepG2 | 286 ± 13 | 1.1 ± 0.2 | |||||||
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| PLP2 | >400 | 3.2 ± 0.7 | |||||||
MRSA—methicillin-resistant Staphylococcus aureus; HeLa—cervical carcinoma cell culture; NCI H460—non-small cell lung carcinoma; MCF7—breast adenocarcinoma; HepG2—hepatocellular carcinoma cell culture; GI50—values correspond to the sample concentration achieving 50% of growth inhibition in human tumor cell lines or in liver primary culture PLP2; MBC—minimum bactericidal concentration; MIC—minimum inhibitory concentration. The results are presented as the mean ± SD.
Color parameters (CIE L*, a*, b*), nutritional value, free sugars (g/100 g fw) and fatty acids (%) composition of the donut samples during storage time (T0 and T3 days).
| DCT0 | DRAET0 | DCT3 | DRAET3 | |||
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| 76 ± 1 | 57,5 ± 0.4 | <0,01 | 77.0 ± 0.3 | 57.0 ± 0.3 | <0.01 | |
| −0.1 ± 0.2 | 10.8 ± 0.4 | <0,01 | 0.03 ± 0.0 | 10.2 ± 0.1 | <0.01 | |
| 19.7 ± 0.3 | 10.9 ± 0.5 | <0,01 | 20.0 ± 0.3 | 10.4 ± 0.6 | <0.01 | |
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| Moisture (g/100 g fw) | 22.13 ± 0.8 | 28.02 ± 0.1 | < 0.01 | 22.35 ± 0.3 | 27.19 ± 0.5 | < 0.01 |
| Proteins (g/100 g fw) | 6.9 ± 0.1 | 6.936 ± 0.003 | 0.134 | 6.8 ± 0.2 | 6.82 ± 0.04 | 0.165 |
| Ash (g/100 g fw) | 0.97 ± 0.02 | 0.96 ± 0.02 | 0.334 | 0.97 ± 0.02 | 0.97 ± 0.02 | 0.430 |
| Fat (g/100 g fw) | 5.0 ± 0.1 | 4.6 ± 0.1 | 0.133 | 4.7 ± 0.1 | 4.9 ± 0.1 | 0.058 |
| Carbohydrates (g/100 g fw) | 64.91 ± 0.04 | 59.5 ± 0.1 | < 0.01 | 65.2 ± 0.1 | 60.10 ± 0.03 | < 0.01 |
| Energy (kcal/100 g fw) | 332.8 ± 0.4 | 307.2 ± 0.4 | < 0.01 | 330.1 ± 0.8 | 311.9 ± 0.5 | < 0.01 |
| pH | 6.40 ± 0.14 | 5.23 ± 0.02 | - | - | - | - |
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| Fructose | 0.07 ± 0.01 | 0.63 ± 0.04 | <0.01 | 0.07 ± 0.01 | 0.58 ± 0.01 | <0.01 |
| Glucose | 0.06 ± 0.01 | 0.51 ± 0.04 | <0.01 | 0.07 ± 0.01 | 0.53 ± 0.04 | <0.01 |
| Sucrose | 17.5 ± 0.6 | 16.2 ± 0.3 | <0.01 | 17.6 ± 0.6 | 15.2 ± 0.3 | <0.01 |
| Threhalose | 1.6 ± 0.1 | 1.92 ± 0.04 | <0.01 | 1.7 ± 0.1 | 1.78 ± 0.1 | 0.004 |
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| 19.2 ± 0.7 | 19.3 ± 0.2 | 0.619 | 19.4 ± 0.7 | 18.1 ± 0.3 | <0.01 |
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| C6:0 | 0.28 ± 0.01 | 0.32 ± 0.01 | 0.367 | 0.29 ± 0.01 | 0.337 ± 0.001 | 0.609 |
| C8:0 | 0.18 ± 0.01 | 0.198 ± 0.004 | 0.289 | 0.179 ± 0.002 | 0.205 ± 0.001 | 0.275 |
| C10:0 | 0.41 ± 0.02 | 0.465 ± 0.003 | 0.163 | 0.41 ± 0.01 | 0.482 ± 0.005 | 0.287 |
| C11:0 | 0.019 ± 0.001 | 0.019 ± 0.001 | 1.000 | 0.020 ± 0.001 | 0.021 ± 0.001 | 0.998 |
| C12:0 | 0.49 ± 0.02 | 0.585 ± 0.002 | 0.144 | 0.48 ± 0.01 | 0.56 ± 0.01 | 0.743 |
| C13:0 | 0.022 ± 0.001 | 0.022 ± 0.001 | 1.000 | 0.019 ± 0.001 | 0.023 ± 0.001 | 0.432 |
| C14:0 | 1.4 ± 0.1 | 1.589 ± 0.003 | 0.132 | 1.40 ± 0.01 | 1.61 ± 0.01 | 0.338 |
| C14:1 | 0.12 ± 0.01 | 0.131 ± 0.001 | 0.165 | 0.114 ± 0.001 | 0.134 ± 0.001 | 0.070 |
| C15:0 | 0.17 ± 0.01 | 0.183 ± 0.003 | 0.367 | 0.17 ± 0.1 | 0.187 ± 0.004 | 0.559 |
| C16:0 | 10.4 ± 0.3 | 10.8 ± 0.1 | 0.215 | 10.39 ± 0.07 | 10.87 ± 0.04 | 0.537 |
| C16:1 | 0.29 ± 0.01 | 0.314 ± 0.003 | 0.498 | 0.291 ± 0.001 | 0.312 ± 0.001 | 0.898 |
| C17:0 | 0.13 ± 0.01 | 0.14 ± 0.01 | 0.639 | 0.130 ± 0.001 | 0.140 ± 0.004 | 0.116 |
| C17:1 | 0.039 ± 0.001 | 0.045 ± 0.001 | 0.116 | 0.039 ± 0.001 | 0.045 ± 0.002 | 0.116 |
| C18:1n9t | 3.7 ± 0.1 | 3.83 ± 0.01 | 0.155 | 3.71 ± 0.02 | 3.76 ± 0.01 | 0.609 |
| C18:1n9c | 19 ± 1 | 18.4 ± 0.6 | 0.373 | 18.8 ± 0.5 | 19.25 ± 0.03 | 0.133 |
| C18:2n6 | 62 ± 1 | 60.9 ± 0.5 | 0.471 | 61.6 ± 0.3 | 60.0 ± 0.1 | 0.236 |
| C18:3n3 | 0.530 ± 0.001 | 0.72 ± 0.01 | 0.242 | 0.508 ± 0.001 | 0.716 ± 0.003 | 0.219 |
| C20:0 | 0.219 ± 0.001 | 0.221 ± 0.001 | 0.116 | 0.22 ± 0.01 | 0.219 ± 0.001 | 0.151 |
| C20:1 | 0.158 ± 0.002 | 0.161 ± 0.002 | 0.897 | 0.153 ± 0.001 | 0.15 ± 0.01 | 0.152 |
| C20:2 | 0.137 ± 0,001 | 0.135 ± 0.001 | 0.921 | 0.149 ± 0.004 | 0.127 ± 0.004 | 0.811 |
| C20:3n3 | 0.024 ± 0.002 | 0.030 ± 0.003 | 0.710 | 0.03 ± 0.01 | 0.037 ± 0.001 | 0.422 |
| C22:0 | 0.61 ± 0.01 | 0.589 ± 0.004 | 0.377 | 0.613 ± 0.001 | 0.571 ± 0.001 | 0.989 |
| C24:0 | 0.20 ± 0.01 | 0.239 ± 0.003 | 0.197 | 0.27 ± 0.02 | 0.20 ± 0.01 | 0.202 |
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| 14.5 ± 0.4 | 15.4 ± 0.1 | 0.231 | 14.6 ± 0.1 | 15.4 ± 0.1 | 0.458 |
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| 23 ± 1 | 22.8 ± 0.6 | 0.387 | 23.1 ± 0.4 | 23.66 ± 0.02 | 0.128 |
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| 62 ± 1 | 61.7 ± 0.5 | 0.467 | 62.3 ± 0.3 | 60.9 ± 0.1 | 0.253 |
DCT0—donut without RAE at T0; DCT3—donut without RAE at T3; DRAET0—donut with RAE at T0; DRAE—donut with RAE at T3. L*—lightness; a* (greenness/redness), b* (blueness/yellowness). SFA; saturated fatty acids MUFA: monounsaturated fatty acids; PUFA: polyunsaturated fatty acids. Caproic acid (C6:0); Caprylic acid (C8:0); Capric acid (C10:0); Undecanoic acid (C11:0); Dodecanoic acid, (C12:0), Tridecanoic acid (C13:0); Myristic acid (C14:0); Myristoleic acid (C14:1); Pentadecanoic acid (C15:0); Palmitic acid (C16:0); Palmitoleic acid (C16:1); Heptadecanoic acid (C17:0); Heptadecanoic acid (C17:1); cis-Oleic acid- (C18:1n9c); trans-Oleic acid (C18:1n9t); Linoleic acid (C18:2n6); α-Linolenic acid (C18:3n3); Stearic acid (C20:0); Eicosenoic acid (C20:1); Eicosadienoic acid (C20:2); Eicosatrienoic acid (C20:3n3); Behenic acid (C22:0); Lignoceric acid (C24:0). Results are presented as mean ± SD.
Figure 3Diagram of the different steps carried out for optimizing the conditions that maximize the extraction responses.
Figure 4Example of HPLC results regarding the anthocyanin compounds found in analyzed samples.
Figure 5Donuts with an optimal extract rich in anthocyanin compounds (purple donut) and donut controls without the addition of extract (white donuts).