Development and Optimization of a Self-Nano-Emulsifying Drug-Delivery System (SNEDDS) of Ibuprofen by Implementing a Box–Behnken Experimental Design
Abstract
1. Introduction
2. Materials and Methods
2.1. Materials
2.2. Methods
2.2.1. Initial Characterization
Drug-Excipient Compatibility Studies (FTIR, Raman, and DSC)
Preparation of SEDDS
Self-Emulsification Efficiency
2.2.2. Box–Behnken Experimental Design
Characterization of BBD-SEDDS
- Cloud point
- Robustness to dilution
Self-Emulsification Time
Droplet Size, PDI and Zeta Potential
Surface Response Analysis of BBD-SEDDS
Formulation, Validation, and Point Prediction of Optimized IBU-SNEDDS
2.2.3. Evaluation of Optimized IBU-SNEDDS
Effect of pH on Droplet Size
Effect of Dilution on Droplet Size
Physical/Kinetic Stability
2.3. In Vitro Dissolution Studies
3. Results and Discussion
3.1. Initial Characterization
3.1.1. Drug-Excipient Compatibility Studies (FTIR, Raman, and DSC)
3.1.2. Self-Emulsification Efficiency
3.2. Box–Behnken Experimental Design
3.2.1. Characterization of BBD-SEDDS
Cloud Point
Robustness to Dilution
Self-Emulsification Time
Droplet Size, PDI and Zeta Potential
3.2.2. Surface Response Analysis of BBD-SEDDS
3.2.3. Formulation, Validation and Point Prediction of SNEDDS
3.3. Evaluation of Optimized Formulation
3.3.1. Cloud Point
3.3.2. Self-Emulsification Time
3.3.3. Droplet Size
3.3.4. PDI
3.3.5. Zeta Potential
3.3.6. Effect of Dilution on Droplet Size
3.3.7. Effect of pH on Droplet Size
3.3.8. Physical/Kinetic Stability and Stress Testing
3.4. In Vitro Dissolution Studies
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| NSAID | non-steroidal anti-inflammatory drug |
| SNEDDS | self-nanoemulsifying drug delivery system |
| SEDDS | self-emulsifying drug delivery systems |
| SMEDDS | self-microemulsifying drug delivery systems |
| CQA | critical quality attributes |
| PDI | polydispersity index |
| IBU | Ibuprofen |
| DoE | Designs of experiments |
| BBD | Box–Behnken experimental design |
| BBD-SEDDS | Self-emulsifying formulations developed using a Box–Behnken design. |
| DLS | Dynamic Light Scattering. |
| QbD | Quality by Design. |
| CMA | critical material attributes |
| HLB | high hydrophilic–lipophilic balance |
| BCS | Biopharmaceutics Classification System |
| GRAS | Generally Recognized As Safe |
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| Formulation | Peppermint Oil (mg) | Tween 80 (mg) | Cremophor RH 40® (mg) | IBU (mg) |
|---|---|---|---|---|
| F1 | 518.46 | 518.46 | 518.46 | 444.44 |
| F2 | 444.42 | 666.70 | 444.42 | 444.44 |
| F3 | 388.88 | 583.33 | 583.33 | 444.44 |
| F4 | 345.64 | 864.25 | 345.64 | 444.44 |
| F5 | 259.31 | 648.19 | 648.19 | 444.44 |
| F6 | 478.64 | 598.26 | 478.64 | 444.44 |
| F7 | 444.42 | 555.48 | 555.48 | 444.44 |
| F8 | 311.11 | 777.77 | 466.66 | 444.44 |
| Independent Variables | Levels | ||
|---|---|---|---|
| Low (−1) | Medium (0) | High (+1) | |
| A: Peppermint oil (%w/w) | 13.0 | 19.5 | 26.0 |
| B: Polysorbate 80 (% w/w) | 26.0 | 29.5 | 33.0 |
| C: PEG-40 Hydrogenated Castor Oil (%w/w) | 22.0 | 27.0 | 32.0 |
| Dependent variables | Goals | ||
| Y1: Cloud point (°C) Y2: Robustness to dilution | Maximize | ||
| Y3: Self-emulsification time (sec) Y4: Zeta potential (mV) Y5: Droplet size (nm) Y6: PDI (%) | Minimize | ||
| Formulation | A | B | C | Cloud Point (°C) | Robustness to Dilution | Self-Emulsification Time (s) | Zeta Potential (mV) | Droplet Size (nm) | PDI |
|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | 1 | 1 | 60 | 9 | 61.193 | −15.1 | 232.10 | 0.260 |
| 2 | 0 | −1 | −1 | 64 | 8 | 42.877 | −13.7 | 231.10 | 0.300 |
| 3 | −1 | 0 | 1 | 60 | 6 | 45.303 | −16.9 | 260.60 | 0.289 |
| 4 | 0 | 0 | 0 | 62 | 8 | 53.447 | −16.8 | 294.40 | 0.256 |
| 5 | 1 | 0 | 1 | 65 | 10 | 64.990 | −13.7 | 212.80 | 0.217 |
| 6 | −1 | 1 | 0 | 60 | 6 | 51.187 | −15.6 | 303.30 | 0.290 |
| 7 | −1 | 0 | −1 | 60 | 7 | 58.610 | −17.0 | 231.90 | 0.250 |
| 8 | 1 | 0 | −1 | 56 | 9 | 64.213 | −13.9 | 163.56 | 0.256 |
| 9 | 0 | 0 | 0 | 65 | 7 | 54.027 | −15.7 | 207.30 | 0.250 |
| 10 | 1 | 1 | 0 | 65 | 10 | 58.767 | −14.0 | 176.17 | 0.325 |
| 11 | 1 | −1 | 0 | 57 | 7 | 60.427 | −15.8 | 127.20 | 0.284 |
| 12 | 0 | 1 | −1 | 60 | 10 | 38.863 | −14.7 | 215.50 | 0.274 |
| 13 | −1 | −1 | 0 | 60 | 6 | 51.047 | −14.4 | 271.40 | 0.290 |
| 14 | 0 | −1 | 1 | 61 | 7 | 40.260 | −15.2 | 548.50 | 0.255 |
| 15 | 0 | 0 | 0 | 62 | 8 | 53.833 | −14.6 | 245.10 | 0.281 |
| Independent Variable | Suggested Model | p (Model) | p (Lack-of-Fit) | Adjusted R2 | Predicted R2 |
|---|---|---|---|---|---|
| Cloud Point | Mean | <0.0001 | - | - | - |
| Robustness to dilution | Linear | 0.0018 | 0.3246 | 0.6583 | 0.4513 |
| Self-emulsification time | Quadratic | 0.1248 | 0.0014 | 0.4864 | −1.9326 |
| Zeta potential | Linear | 0.2405 | 0.6143 | 0.1177 | −0.3021 |
| Droplet size | Linear | 0.1463 | 0.1974 | 0.2037 | −0.3102 |
| PDI | Quadratic | 0.1516 | 0.2968 | 0.2537 | −2.4978 |
| Source | Sum of Squares | df | Mean Square | F-Value | p-Value |
|---|---|---|---|---|---|
| Model | 21.75 | 3 | 7.25 | 9.99 | 0.0018 |
| A-Peppermint oil | 15.13 | 1 | 15.13 | 20.84 | 0.0008 |
| B-Tween80 | 6.13 | 1 | 6.13 | 8.44 | 0.0143 |
| C-Cremophor RH 40 | 0.5000 | 1 | 0.5000 | 0.6889 | 0.4242 |
| Residual | 7.98 | 11 | 0.7258 | - | - |
| Lack of Fit | 7.32 | 9 | 0.8130 | 2.44 | 0.3246 |
| Pure Error | 0.6667 | 2 | 0.3333 | - | - |
| Cor Total | 29.73 | 14 | - | - | - |
| Equation | Y2 = 7.87 + 1.38A + 0.875B − 0.25C | ||||
| % Oil | % Surfactant | % Co-Surfactant | Predicted Mean | Observed Mean | Std Dev * | n | SE Pred ** | 95% PI Low | 95% PI High |
|---|---|---|---|---|---|---|---|---|---|
| 25.78% | 32.90% | 25.19% | 10.14 | 12 | 0.852 | 3 | 0.68736 | 8.9012 | 12 |
| Mean | SD | RSD (%) | |
|---|---|---|---|
| 1 | 97.674 | 1.550 | 1.587 |
| 2 | 96.506 | 2.642 | 2.738 |
| 3 | 97.200 | 1.617 | 1.664 |
| ANOVA analysis | |||
| Source of Variation | df | F | p-value |
| Batch | 2 | 0.661 | 0.542 |
| Time | 4 | 2.595 | 0.117 |
| Error | 8 | - | - |
| Total | 14 | ||
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Jiménez, M.J.; De La Cruz, K.; Sotomayor, R.G. Development and Optimization of a Self-Nano-Emulsifying Drug-Delivery System (SNEDDS) of Ibuprofen by Implementing a Box–Behnken Experimental Design. Sci. Pharm. 2026, 94, 82. https://doi.org/10.3390/scipharm94030082
Jiménez MJ, De La Cruz K, Sotomayor RG. Development and Optimization of a Self-Nano-Emulsifying Drug-Delivery System (SNEDDS) of Ibuprofen by Implementing a Box–Behnken Experimental Design. Scientia Pharmaceutica. 2026; 94(3):82. https://doi.org/10.3390/scipharm94030082
Chicago/Turabian StyleJiménez, María José, Keyner De La Cruz, and Reinaldo G. Sotomayor. 2026. "Development and Optimization of a Self-Nano-Emulsifying Drug-Delivery System (SNEDDS) of Ibuprofen by Implementing a Box–Behnken Experimental Design" Scientia Pharmaceutica 94, no. 3: 82. https://doi.org/10.3390/scipharm94030082
APA StyleJiménez, M. J., De La Cruz, K., & Sotomayor, R. G. (2026). Development and Optimization of a Self-Nano-Emulsifying Drug-Delivery System (SNEDDS) of Ibuprofen by Implementing a Box–Behnken Experimental Design. Scientia Pharmaceutica, 94(3), 82. https://doi.org/10.3390/scipharm94030082

