Rubus ulmifolius Schott as a Novel Source of Food Colorant: Extraction Optimization of Coloring Pigments and Incorporation in a Bakery Product
Abstract
:1. Introduction
2. Results and Discussion
2.1. Extraction Optimization by RSM Method
2.1.1. Numerical Optimal Conditions that Maximize the Extraction and Experimental Verification of Predictive Models
2.1.2. Dose-Response Analysis of the Solid-to-Liquid Ratio Effect at the Optimal Conditions
2.2. Coloring Potential, Cytotoxicity and Antimicrobial Activity of the Rich Anthocyanin Extract
3. Material and Methods
3.1. Samples
3.2. Extraction Technique
3.3. Identification and Quantification of Anthocyanin Compounds
3.4. Response Format Values for the Results Presentation
3.5. Experimental Design, Model Analysis and Statistical Evaluation
3.5.1. RSM Experimental Design
3.5.2. Mathematical Model
3.5.3. Procedure to Optimize the Variables to a Maximum Response
3.5.4. Dose-Response Analysis of the Solid to Liquid Ratio
3.6. Numerical Methods, Statistical Analysis, and Graphical Illustrations
- The measurement of the coefficients was achieved using the nonlinear least-square (quasi-Newton) method provided by the macro “Solver”, by minimization of the sum of the quadratic differences between the observed and model-predicted values.
- The significance of the coefficients was obtained via “SolverAid” macro to determine the parametric confidence intervals. The terms that were not statistically significant (p-value > 0.05) were excluded to simplify the model.
- The model reliability was confirmed by applying the following criteria: a) the Fisher F-test (α = 0.05) was used to determine the consistency of the constructed models to describe the obtained data; b) the “SolverStat” macro was used to make an assessment of the parameter and model prediction uncertainties; c) R² was determined to explain the variability proportion of the dependent variable obtained by the model.
3.7. Preparation of the Optimal Extract Rich in Anthocyanin Compounds
3.8. Evaluation of Coloring Potential of the Rich Anthocyanin Extract
3.9. Bioactivity Evaluation of the Rich Anthocyanin Extract
3.9.1. Cytotoxic and Hepatotoxic Potential
3.9.2. Antimicrobial Activity
3.10. Incorporation of the Rich Anthocyanin Extract in a Bakery Product
3.10.1. Donuts preparation
3.10.2. Evaluation of the Color Parameters in Donut Samples
3.10.3. Evaluation of the Nutritional and Chemical Properties of the Donuts
Nutritional Value
Chemical Composition
3.11. Statistical Analysis
4. Conclusions
Author Contributions
Funding
Conflicts of Interest
References
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Sample Availability: Samples of the fruits are available from the authors. |
A) Experimental Design And Response Results | ||||||||||||
Coded and Natural | Extract | Individual Compounds Content | Total | |||||||||
X1 | X2 | X3 | X1:t min | X2:T °C | X3:S % | Yield % | A2 mg/g E | A3 mg/g E | A4 mg/g E | A5 mg/g E | AT mg/g E | |
1 | −1 | −1 | −1 | 40.3 | 34.2 | 20.3 | 59.89 | 10.68 | 1.58 | 2.04 | 1.14 | 15.44 |
2 | −1 | −1 | 1 | 40.3 | 34.2 | 79.7 | 53.52 | 9.97 | 1.83 | 3.27 | 1.14 | 16.21 |
3 | −1 | 1 | −1 | 40.3 | 75.8 | 20.3 | 61.33 | 15.71 | 1.95 | 3.25 | 1.54 | 22.45 |
4 | −1 | 1 | 1 | 40.3 | 75.8 | 79.7 | 55.83 | 10.01 | 1.83 | 3.35 | 1.14 | 16.33 |
5 | 1 | −1 | −1 | 99.7 | 34.2 | 20.3 | 62.55 | 13.83 | 2.28 | 3.24 | 1.52 | 20.86 |
6 | 1 | −1 | 1 | 99.7 | 34.2 | 79.7 | 52.80 | 10.76 | 1.78 | 3.48 | 1.17 | 17.20 |
7 | 1 | 1 | −1 | 99.7 | 75.8 | 20.3 | 63.47 | 15.79 | 2.31 | 3.21 | 1.52 | 22.83 |
8 | 1 | 1 | 1 | 99.7 | 75.8 | 79.7 | 56.12 | 9.53 | 1.75 | 3.23 | 1.14 | 15.65 |
9 | 1.68 | 0 | 0 | 120 | 55 | 50 | 66.06 | 24.06 | 2.94 | 6.41 | 2.13 | 35.55 |
10 | −1.68 | 0 | 0 | 20 | 55 | 50 | 60.88 | 23.63 | 1.85 | 6.33 | 2.16 | 33.97 |
11 | 0 | −1.68 | 0 | 70 | 20 | 50 | 59.06 | 4.36 | 1.08 | 1.19 | 0.86 | 7.50 |
12 | 0 | 1.68 | 0 | 70 | 90 | 50 | 63.31 | 8.04 | 1.33 | 1.75 | 1.06 | 12.18 |
13 | 0 | 0 | −1.68 | 70 | 55 | 0 | 61.59 | 5.95 | 1.25 | 1.64 | 0.97 | 9.82 |
14 | 0 | 0 | 1.68 | 70 | 55 | 100 | 44.82 | 9.56 | 1.64 | 2.95 | 1.03 | 15.18 |
15 | −1.68 | −1.68 | −1.68 | 20 | 20 | 0 | 65.19 | 10.55 | 1.73 | 2.20 | 1.23 | 15.72 |
16 | −1.68 | −1.68 | 1.68 | 20 | 20 | 100 | 40.44 | 5.89 | 1.37 | 1.96 | 0.87 | 10.08 |
17 | −1.68 | 1.68 | −1.68 | 20 | 90 | 0 | 59.97 | 14.02 | 2.01 | 3.21 | 1.56 | 20.81 |
18 | −1.68 | 1.68 | 1.68 | 20 | 90 | 100 | 53.96 | 9.90 | 1.60 | 3.09 | 0.56 | 15.15 |
19 | 1.68 | −1.68 | −1.68 | 120 | 20 | 0 | 65.99 | 2.91 | 1.03 | 1.15 | 0.79 | 5.87 |
20 | 1.68 | −1.68 | 1.68 | 120 | 20 | 100 | 42.16 | 4.43 | 1.69 | 3.01 | 1.11 | 10.24 |
21 | 1.68 | 1.68 | −1.68 | 120 | 90 | 0 | 74.03 | 8.97 | 1.54 | 1.98 | 1.11 | 13.60 |
22 | 1.68 | 1.68 | 1.68 | 120 | 90 | 100 | 50.83 | 9.15 | 1.53 | 2.86 | 1.00 | 14.54 |
23 | 0 | 0 | 0 | 70 | 55 | 50 | 61.33 | 21.33 | 2.80 | 5.15 | 2.00 | 31.27 |
24 | 0 | 0 | 0 | 70 | 55 | 50 | 57.47 | 22.34 | 3.00 | 6.45 | 2.13 | 33.92 |
25 | 0 | 0 | 0 | 70 | 55 | 50 | 58.93 | 22.34 | 2.69 | 5.37 | 1.86 | 32.26 |
26 | 0 | 0 | 0 | 70 | 55 | 50 | 57.47 | 22.60 | 2.73 | 5.45 | 1.94 | 32.73 |
27 | 0 | 0 | 0 | 70 | 55 | 50 | 58.56 | 21.09 | 2.68 | 5.62 | 1.87 | 31.26 |
28 | 0 | 0 | 0 | 70 | 55 | 50 | 56.64 | 22.63 | 3.09 | 5.98 | 1.94 | 33.65 |
B) Parametric Values and Optimal Variable Conditions | ||||||||||||
Extract | Individual Compounds Content | Total | ||||||||||
Yield | A2 | A3 | A4 | A5 | AT | |||||||
B1) Parametric Information and Statistical Information | ||||||||||||
Intercept | b0 | 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 | b1 | 0.983 ± 0.344 | −0.573 ± 0.325 | ns | ns | ns | −0.569 ± 0.432 | |||||
b2 | 1.577 ± 0.344 | 1.177 ± 0.325 | 0.062 ± 0.043 | 0.185 ± 0.073 | 0.030 ± 0.022 | 1.454 ± 0.432 | ||||||
b3 | −5.182 ± 0.344 | −0.595 ± 0.325 | ns | 0.215 ± 0.073 | −0.081 ± 0.022 | −0.475 ± 0.432 | ||||||
Quadratic effect | b11 | 1.711 ± 0.584 | ns | −0.150 ± 0.073 | 0.170 ± 0.124 | 0.046 ± 0.038 | ns | |||||
b22 | 0.902 ± 0.584 | −5.938 ± 0.539 | −0.571 ± 0.073 | −1.563 ± 0.124 | −0.372 ± 0.038 | −8.458 ± 0.715 | ||||||
b33 | −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 | b12 | 0.337 ± 0.244 | ns | ns | −0.079 ± 0.052 | ns | ns | |||||
b13 | −0.712 ± 0.244 | 0.371 ± 0.231 | 0.039 ± 0.031 | 0.107 ± 0.052 | 0.058 ± 0.016 | 0.576 ± 0.306 | ||||||
b23 | 0.806 ± 0.244 | ns | −0.034 ± 0.031 | −0.053 ± 0.052 | −0.048 ± 0.016 | ns | ||||||
Additional complex effect | b1122 | ns | ns | ns | ns | ns | ns | |||||
b1133 | ns | ns | ns | ns | ns | ns | ||||||
b2233 | −0.469 ± 0.363 | 2.256 ± 0.259 | 0.268 ± 0.046 | 0.542 ± 0.077 | 0.128 ± 0.024 | 3.220 ± 0.344 | ||||||
Statistics (R2) | 0.9336 | 0.9276 | 0.8908 | 0.9411 | 0.9294 | 0.9330 | ||||||
B2) Optimal Variable Conditions for Response Maximization | ||||||||||||
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 |
Coded Values | Natural Values | ||
---|---|---|---|
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 |
Anthocyanins (mg AT/g E) | L* | a* | b* | Conversion Color to RGB Values |
---|---|---|---|---|
33.2 ± 0.8 | 24.8 ± 0.1 | 31.7 ± 0.5 | 7.6 ± 0.2 |
A) Antimicrobial Activity | |||||||||
Extract | Ampicillin | Imipenem | Vancomycin | ||||||
MIC | MBC | MIC | MBC | MIC | MBC | MIC | MBC | ||
Gram-Negative Bacteria (mg/mL) | |||||||||
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. | |
Gram-Positive Bacteria (mg/mL) | |||||||||
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 | |
B) Citotoxicity Activity | |||||||||
Rich extract | Ellipticin | ||||||||
Cytotoxicity Activity (GI50, µg/mL) | |||||||||
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 | |||||||
Hepatotoxicity (GI50, µg/mL) | |||||||||
PLP2 | >400 | 3.2 ± 0.7 |
DCT0 | DRAET0 | p-Value | DCT3 | DRAET3 | p-Value | |
---|---|---|---|---|---|---|
Color parameters | ||||||
L* | 76 ± 1 | 57,5 ± 0.4 | <0,01 | 77.0 ± 0.3 | 57.0 ± 0.3 | <0.01 |
a* | −0.1 ± 0.2 | 10.8 ± 0.4 | <0,01 | 0.03 ± 0.0 | 10.2 ± 0.1 | <0.01 |
b* | 19.7 ± 0.3 | 10.9 ± 0.5 | <0,01 | 20.0 ± 0.3 | 10.4 ± 0.6 | <0.01 |
Nutritional value | ||||||
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 | - | - | - | - |
Free sugars (g/100 g fw) | ||||||
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 |
Total | 19.2 ± 0.7 | 19.3 ± 0.2 | 0.619 | 19.4 ± 0.7 | 18.1 ± 0.3 | <0.01 |
Fatty acids (%) | ||||||
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 |
SFA | 14.5 ± 0.4 | 15.4 ± 0.1 | 0.231 | 14.6 ± 0.1 | 15.4 ± 0.1 | 0.458 |
MUFA | 23 ± 1 | 22.8 ± 0.6 | 0.387 | 23.1 ± 0.4 | 23.66 ± 0.02 | 0.128 |
PUFA | 62 ± 1 | 61.7 ± 0.5 | 0.467 | 62.3 ± 0.3 | 60.9 ± 0.1 | 0.253 |
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da Silva, L.P.; Pereira, E.; Prieto, M.A.; Simal-Gandara, J.; Pires, T.C.S.P.; Alves, M.J.; Calhelha, R.; Barros, L.; Ferreira, I.C.F.R. Rubus ulmifolius Schott as a Novel Source of Food Colorant: Extraction Optimization of Coloring Pigments and Incorporation in a Bakery Product. Molecules 2019, 24, 2181. https://doi.org/10.3390/molecules24112181
da Silva LP, Pereira E, Prieto MA, Simal-Gandara J, Pires TCSP, Alves MJ, Calhelha R, Barros L, Ferreira ICFR. Rubus ulmifolius Schott as a Novel Source of Food Colorant: Extraction Optimization of Coloring Pigments and Incorporation in a Bakery Product. Molecules. 2019; 24(11):2181. https://doi.org/10.3390/molecules24112181
Chicago/Turabian Styleda Silva, Liliana Primo, Eliana Pereira, Miguel A. Prieto, Jesus Simal-Gandara, Tânia C.S.P. Pires, Maria José Alves, Ricardo Calhelha, Lillian Barros, and Isabel C.F.R. Ferreira. 2019. "Rubus ulmifolius Schott as a Novel Source of Food Colorant: Extraction Optimization of Coloring Pigments and Incorporation in a Bakery Product" Molecules 24, no. 11: 2181. https://doi.org/10.3390/molecules24112181
APA Styleda Silva, L. P., Pereira, E., Prieto, M. A., Simal-Gandara, J., Pires, T. C. S. P., Alves, M. J., Calhelha, R., Barros, L., & Ferreira, I. C. F. R. (2019). Rubus ulmifolius Schott as a Novel Source of Food Colorant: Extraction Optimization of Coloring Pigments and Incorporation in a Bakery Product. Molecules, 24(11), 2181. https://doi.org/10.3390/molecules24112181