Formulating Resveratrol and Melatonin Self-Nanoemulsifying Drug Delivery Systems (SNEDDS) for Ocular Administration Using Design of Experiments
Abstract
:1. Introduction
2. Materials and Methods
2.1. Materials
2.2. Solubility in Different Oil
2.3. Development of SNEDDSs Employing the QbD Approach
2.3.1. Ternary Phase Construction: Choice of Oil
2.3.2. Construction of the Design Space
2.3.3. Characterization of SNEDDS (Particle Size, Time of Emulsification and % Transmittance)
2.3.4. Optimization of SNEDDS
2.4. Preparation of RSV-SNEDDS and MEL-SNEDDS
2.5. Characterization of Optimized SNEDDS
2.6. Stability Evaluation
2.7. Stability in Ocular Environment
2.8. pH, Osmolarity, and Viscosity Determination
2.9. FT-IR Analysis
2.10. Mucoadhesion Study
2.11. Drug Entrapment Efficiency (EE%)
2.12. Cloud Point Measurements
2.13. High-Performance Liquid Chromatography (HPLC) Method for the Quantification of MEL
2.14. High-Performance Liquid Chromatography (HPLC) Method for the Quantification of RSV
2.15. In Vitro Release Test
- Zero-order model: R = Kot
- First-order model: R = 1 − e − kt
- Higuchi model: R = KH t1/2
- Hixson–Crowell model: Wo1/3 − Wt1/3 = KHCt
- Korsmeyer–Peppas model: R = kKP tn
2.16. Cell Cultures and Viability Assay (MTT)
2.17. Statistical Analysis
3. Results and Discussion
3.1. Solubility of Drugs in Various Oils
3.2. Ternary Plot Diagram Construction
3.3. Construction of the Experimental Design
3.3.1. Effect of Independent Variables on Globule Size
3.3.2. Effect of Independent Variables on Time of Emulsification
3.3.3. Effect of Independent Variables on Transmittance%
3.4. Optimization Phase
3.5. Characterization of SNEDDS, RSV-SNEDDS, and MEL-SNEDDS
3.6. Stability in Simulated Ocular Environment
3.7. SNEDDS Stability Evaluation
Measurement of Cloud Point
3.8. FT-IR Spectroscopy
3.9. Mucoadhesion Study
3.10. In Vitro Release in Simulated Ocular Environment
3.11. Short Time Exposure Test (STE)
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Component | Units | Type | Minimum | Maximum |
---|---|---|---|---|
A (oil) | % (w/w) | Mixture | 10 | 80 |
B (surfactant) | % (w/w) | Mixture | 10 | 80 |
C (co-surfactant) | % (w/w) | Mixture | 10 | 80 |
Constraints | Total (A + B + C) = 100 | |||
Transmittance | T% | Response |
Factors | Name | Units | Type | Levels | |
---|---|---|---|---|---|
Low | High | ||||
X1 | Oil concn. | % (w/w) | Numeric | 10 | 30 |
X2 | Surfactant concn. | % (w/w) | Numeric | 10 | 70 |
X3 | Co-surfactant concn. | % (w/w) | Numeric | 10 | 70 |
X4 | Surfactant type | Categoric | Tween® 80 Tween® 20 Cremophor® EL Solutol® HS15 | ||
Constraints: X1 + X2 + X3 = 100 | |||||
Y1 | Size | nm | |||
Y2 | Time of emulsification | s | |||
Y3 | Transmittance | % |
Factors and Responses | Goal | Lower Limit | Upper Limit | |
---|---|---|---|---|
X1 | Oil concn. % (w/w) | Minimize | 10 | 30 |
X2 | Surfactant concn. % (w/w) | Maximize | 20 | 70 |
X3 | Co-surfactant concn. % (w/w) | Minimize | 20 | 70 |
X4 | Type of surfactant | In range | Tween® 80, Tween® 20, Cremophor® EL, Solutol® HS15 | |
Y1 | Mean particle size (nm) | Close to 20 nm | 13.29 | 455.1 |
Y2 | Time of emulsification (s) | Minimize | 31 | 134 |
Y3 | % Transmittance | Maximize | 0.1 | 100 |
Sample | Type of Oil | Oil Concn. % | Surfactant Concn. % | Co-Surfactant Concn. % | Desirability |
---|---|---|---|---|---|
A | Tween® 80 | 15.041 | 55.181 | 28.211 | 0.886 |
B | Tween® 20 | 15.456 | 52.471 | 30.133 | 0.723 |
C | Cremophor® EL | 14.351 | 58.025 | 23.358 | 0.761 |
D | Solutol® HS15 | 14.351 | 58.025 | 23.358 | 0.868 |
Sample | Size (nm) ± SD | % Transmittance | Time of Emulsification (s) |
---|---|---|---|
A | 13.26 ± 0.07 | 100 | 12.04 |
B | 127.29 ± 1.12 | 88 | 12.18 |
C | 11.29 ± 0.11 | 100 | 17.85 |
D | 18.82 ± 0.41 | 100 | 15.76 |
Ratio SNEDDS/STF | Temperature (°C) | Size (nm) ± SD | PDI |
---|---|---|---|
1:10 | 47.2 | 210 ± 17.5 | 0.263 ± 0.090 |
1:50 | 60.5 | 201.1 ± 11.73 | 0.311 ± 0.049 |
1:100 | 70.0 | 120.1 ± 5.208 | 0.289 ± 0.024 |
1:200 | 79.9 | 443.8 ± 286 | 0.575 ± 0.601 |
1:300 | 82.2 | 1228.6 ± 16.09 | 0.561 ± 0.105 |
Sample | Zero Order | First Order | Higuchi | Hixson–Crowell | Korsmeyer–Peppas |
---|---|---|---|---|---|
MEL | 0.7465 | 0.6142 | 0.8685 | 0.7692 | 0.8863 |
RSV | 0.0116 | 0.0072 | 0.0456 | 0.0117 | 0.9736 |
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Zingale, E.; Bonaccorso, A.; D’Amico, A.G.; Lombardo, R.; D’Agata, V.; Rautio, J.; Pignatello, R. Formulating Resveratrol and Melatonin Self-Nanoemulsifying Drug Delivery Systems (SNEDDS) for Ocular Administration Using Design of Experiments. Pharmaceutics 2024, 16, 125. https://doi.org/10.3390/pharmaceutics16010125
Zingale E, Bonaccorso A, D’Amico AG, Lombardo R, D’Agata V, Rautio J, Pignatello R. Formulating Resveratrol and Melatonin Self-Nanoemulsifying Drug Delivery Systems (SNEDDS) for Ocular Administration Using Design of Experiments. Pharmaceutics. 2024; 16(1):125. https://doi.org/10.3390/pharmaceutics16010125
Chicago/Turabian StyleZingale, Elide, Angela Bonaccorso, Agata Grazia D’Amico, Rosamaria Lombardo, Velia D’Agata, Jarkko Rautio, and Rosario Pignatello. 2024. "Formulating Resveratrol and Melatonin Self-Nanoemulsifying Drug Delivery Systems (SNEDDS) for Ocular Administration Using Design of Experiments" Pharmaceutics 16, no. 1: 125. https://doi.org/10.3390/pharmaceutics16010125