Investigation of the Effects of Sodium Caseinate/Xanthan Gum Complexes on the Stability and Sustained Release of Acid Double Emulsions Using Box–Behnken Design
Abstract
1. Introduction
2. Materials and Methods
2.1. Materials
2.2. Preparation of NaCN/XG Complexes
2.3. Preparation of Double Emulsions
2.4. Evaluation of Double Emulsion Stability
2.5. Microscopic Observation and Droplet Size Measurement
2.6. Apparent Viscosity
2.7. Conductivity and pH Measurements
2.8. Release Kinetics Study
2.9. Experimental Design
2.10. Statistical Analysis
3. Results
3.1. Characterization of the Double Emulsions
3.1.1. Macroscopic Aspects
3.1.2. Microscopic Analysis and Particle Size Distribution
3.1.3. Stability at Different Storage Temperatures
3.2. Apparent Viscosity of Double Emulsions
3.3. Release Kinetics of CTC
3.4. Evaluation of Effect Factors and Optimization
3.4.1. Statistical Analysis of the RSM Model
4.602X22 + 0.844X32
3.330X22 − 5.014X32
3.4.2. Effect of Factors
3.5. Optimization of Double Emulsion Formulation
4. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| ANOVA | Analysis of variance |
| BBD | Box–Behnken design |
| CI | Creaming Index |
| CTC | Chlortetracycline |
| DE | Double emulsion |
| DS | Droplet size |
| EE | Encapsulation efficiency |
| NaCN | Sodium caseinate |
| PF | Primary fraction |
| RF | Released fraction |
| RSM | Response surface methodology |
| SD | Standard deviation |
| W/O/W | Water-in-oil-in-water |
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| Component | Phase | Function | Concentration/Ratio (w/w %) | Notes |
|---|---|---|---|---|
| Internal aqueous phase (W1) | Water | Solvent/dispersed phase | 40.0 | May contain 0.1 M chlortetracycline (CTC) for release tests |
| Sodium azide | Preservative | 0.02 | — | |
| Oil phase (O) | Olive oil | Continuous phase (liquid–lipid) | 34.5 | Mixed with coconut butter |
| Coconut butter | Solid–lipid (structure enhancer) | 24.0 | Pre-melted at 60 °C | |
| Span 60 | Lipophilic surfactant | 1.5 | HLB = 4.3 | |
| External aqueous phase (W2) | NaCN | Protein emulsifier | 0.2–0.8 | Variable (X1) |
| XG | Polysaccharide stabilizer | 0.3–0.6 | Variable (X2) | |
| D-Glucose | Osmotic regulator | 0.2 M | Prevents swelling | |
| Primary fraction (PF) | — | W/O proportion dispersed in W2 | 10–30 | Variable (X3) |
| Total emulsion | — | — | 100% (w/w) | All mass ratios relative to the total emulsion mass |
| Factor | Specification | Experimental Field | Unity | |||
|---|---|---|---|---|---|---|
| X1 | %NaCN | 0.2–0.8 | w/w % | |||
| X2 | %XG | 0.3–0.6 | w/w % | |||
| X3 | %PF | 10–30 | w/w % | |||
| Y1 | EE | −66.90–92.56 | % | |||
| Y2 | DS | −25.36–38.45 | µm | |||
| Run | Independent variables | Dependent variables | ||||
| X1 | X2 | X3 | Y1 | Y2 | ||
| 1 | 0.2 | 0.30 | 20 | 69.42 | 38.45 | |
| 2 | 0.8 | 0.30 | 20 | 92.56 | 33.89 | |
| 5 | 0.2 | 0.45 | 10 | 83.18 | 27.71 | |
| 6 | 0.8 | 0.45 | 10 | 82.56 | 27.91 | |
| 7 | 0.2 | 0.45 | 30 | 74.84 | 28.33 | |
| 8 | 0.8 | 0.45 | 30 | 72.65 | 27.55 | |
| 9 | 0.5 | 0.30 | 10 | 89.94 | 25.96 | |
| 10 | 0.5 | 0.60 | 10 | 69.03 | 27.25 | |
| 11 | 0.5 | 0.30 | 30 | 78.51 | 26.39 | |
| 12 | 0.5 | 0.60 | 30 | 66.90 | 25.36 | |
| 13 | 0.5 | 0.45 | 20 | 81.05 | 28.87 | |
| 14 | 0.5 | 0.45 | 20 | 79.32 | 27.17 | |
| 15 | 0.5 | 0.45 | 20 | 79.39 | 27.76 | |
| Number | First Order | Higuchi | Korsmeyer–Peppas | ||||
|---|---|---|---|---|---|---|---|
| k (Day−1) | R2 | k (Day−1) | R2 | k (Day−1) | n | R2 | |
| 1 | 0.303 ± 0.036 | 0.781 | 27.476 ± 1.120 | 0.675 | 52.744 ± 1.354 | 0.212 ± 0.011 | 0.989 |
| 2 | 0.2919 ± 0.027 | 0.865 | 27.381 ± 1.017 | 0.755 | 48.676 ± 2.023 | 0.247 ± 0.018 | 0.977 |
| 3 | 0.400 ± 0.053 | 0.848 | 28.511 ± 1.458 | 0.598 | 52.611 ± 6.452 | 0.230 ± 0.055 | 0.795 |
| 4 | 0.392 ± 0.038 | 0.897 | 28.917 ± 1.371 | 0.622 | 55.426 ± 3.205 | 0.205 ± 0.026 | 0.953 |
| 5 | 0.109 ± 0.010 | 0.613 | 20.187 ± 0.657 | 0.837 | 28.389 ± 3.306 | 0.361 ± 0.049 | 0.893 |
| 6 | 0.449 ± 0.054 | 0.855 | 29.017 ± 1.329 | 0.569 | 59.363 ± 1.417 | 0.184 ± 0.011 | 0.990 |
| 7 | 0.224 ± 0.029 | 0.583 | 25.401 ± 1.112 | 0.615 | 50.706 ± 1.637 | 0.194 ± 0.014 | 0.982 |
| 8 | 0.499 ± 0.095 | 0.626 | 28.293 ± 1.535 | 0.333 | 65.504 ± 1.728 | 0.127 ± 0.012 | 0.984 |
| 9 | 0.151 ± 0.011 | 0.849 | 23.528 ± 0.486 | 0.942 | 30.096 ± 2.117 | 0.392 ± 0.030 | 0.965 |
| 10 | 0.513 ± 0.102 | 0.604 | 28.386 ± 1.559 | 0.319 | 66.182 ± 2.183 | 0.124 ± 0.015 | 0.975 |
| 11 | 0.129 ± 0.007 | 0.884 | 21.774 ± 0.377 | 0.960 | 27.350 ± 1.440 | 0.400 ± 0.022 | 0.981 |
| 12 | 0.873 ± 0.179 | 0.778 | 30.238 ± 1.866 | 0.196 | 73.179 ± 1.110 | 0.096 ± 0.007 | 0.994 |
| 13 | 0.1961 ± 0.025 | 0.574 | 24.967 ± 1.020 | 0.698 | 46.046 ± 3.183 | 0.230 ± 0.031 | 0.935 |
| 14 | 0.151 ± 0.021 | 0.314 | 22.950 ± 1.117 | 0.574 | 45.501 ± 4.296 | 0.197 ± 0.042 | 0.868 |
| 15 | 0.196 ± 0.025 | 0.523 | 24.835 ± 1.056 | 0.650 | 48.226 ± 2.541 | 0.206 ± 0.023 | 0.957 |
| Source | Sum of Squares | Degree of Freedom | Mean Square | F-Value | P | SD |
|---|---|---|---|---|---|---|
| %EE, Y1 (a) | ||||||
| Model (regression) | 728.734 | 9 | 80.425 | 49.180 | 0.004 | 8.968 |
| Residual | 4.905 | 3 | 1.635 | 1.278 | ||
| Lack of fit | 2.749 | 1 | 2.749 | 2.549 | 0.251 | 1.658 |
| Pure error | 2.156 | 2 | 1.078 | 1.038 | ||
| DS (µm), Y2 (b) | ||||||
| Model (regression) | 151.995 | 9 | 16.888 | 26.578 | 0.010 | 4.109 |
| Residual | 1.906 | 3 | 0.635 | 0.797 | ||
| Lack of fit | 0.369 | 1 | 0.369 | 0.481 | 0.560 | 0.608 |
| Pure error | 1.536 | 2 | 0.768 | 0.876 |
| Characteristics | pH | Electrical Conductivity (µs/cm) | EE (%) | DS (µm) |
|---|---|---|---|---|
| Experimental | 4.18 | 590 | 87.70 | 24.830 |
| Predicted | - | - | 93.67 | 24.915 |
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Bouziane, H.; Seddari, S.; Moulai-Mostefa, N. Investigation of the Effects of Sodium Caseinate/Xanthan Gum Complexes on the Stability and Sustained Release of Acid Double Emulsions Using Box–Behnken Design. ChemEngineering 2025, 9, 141. https://doi.org/10.3390/chemengineering9060141
Bouziane H, Seddari S, Moulai-Mostefa N. Investigation of the Effects of Sodium Caseinate/Xanthan Gum Complexes on the Stability and Sustained Release of Acid Double Emulsions Using Box–Behnken Design. ChemEngineering. 2025; 9(6):141. https://doi.org/10.3390/chemengineering9060141
Chicago/Turabian StyleBouziane, Houria, Soumia Seddari, and Nadji Moulai-Mostefa. 2025. "Investigation of the Effects of Sodium Caseinate/Xanthan Gum Complexes on the Stability and Sustained Release of Acid Double Emulsions Using Box–Behnken Design" ChemEngineering 9, no. 6: 141. https://doi.org/10.3390/chemengineering9060141
APA StyleBouziane, H., Seddari, S., & Moulai-Mostefa, N. (2025). Investigation of the Effects of Sodium Caseinate/Xanthan Gum Complexes on the Stability and Sustained Release of Acid Double Emulsions Using Box–Behnken Design. ChemEngineering, 9(6), 141. https://doi.org/10.3390/chemengineering9060141
