Terpene-Enriched Nitazoxanide-Loaded Chondrosomes: Aerodynamic Characterization and In Silico Evaluation of Antiviral Activity
Abstract
1. Introduction
2. Results
2.1. Optimization of TECs by Applying D-Optimal Design
2.2. EE% and Drug Loading (DL%) Capacity
2.3. PS
2.4. Polydispersity Index (PDI)
2.5. ZP
2.6. Selection of the Optimum NIT-TECs
2.7. In Vitro Drug Release
2.8. Transmission Electron Microscopy (TEM)
2.9. Scanning Electron Microscopy (SEM)
2.10. Differential Scanning Calorimetry (DSC)
2.11. FT-IR Spectroscopy
2.12. Effect of Short-Term Storage
2.13. pH Measurement
2.14. Mucin Test
2.15. Aerodynamic Particle Size Characterization
2.16. In Vitro Cytotoxicity
2.17. In Silico Study
3. Materials and Methods
3.1. Materials
3.2. TECs Loaded with NIT Preparation
3.3. EE% and DL%
3.4. PS, PDI, and ZP
3.5. D-Optimal Design Construction
3.6. In Vitro Release
3.7. TEM
3.8. DSC Study
3.9. FT-IR Spectroscopy
3.10. Effect of Storage
3.11. pH Measurement
3.12. Mucin Test
3.13. Lyophilization of the Optimized TECs
3.14. SEM
3.15. Simulated In Vitro Inhalation
3.15.1. Aerodynamic Characterization
3.15.2. Aerodynamic Characterization
3.16. In Vitro Cytotoxicity
3.16.1. MTT Cytotoxicity Assay
3.16.2. Inhibitory Concentration 50 (IC50) Determination
3.17. In Silico Study
Computational Methods
3.18. Statistical Analysis
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| ACI | Andersen MKII cascade impactor |
| CS | Chondroitin sulfate |
| DSC | Differential scanning calorimetry |
| DL% | Drug loading |
| EE% | Entrapment efficiency percent |
| FPD | Fine particle dose |
| FPF | Fine particle fraction |
| MMAD | Mass median aerodynamic diameter |
| MTT | 3-(4, 5-dimethylthiazol-2-yl)-2, 5-diphenyltetrazolium bromide |
| NIT | Nitazoxanide |
| PS | Particle size |
| PDI | Polydispersity index |
| RSM | Response surface methodology |
| SEM | Scanning electron microscopy |
| TEC | Terpene-enriched chondrosomes |
| TED | Total emitted dose |
| TEM | Transmission electron microscopy |
| ZP | Zeta potential |
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| Responses | EE (%) | PS (nm) | ZP (mV) |
|---|---|---|---|
| Adequate precision | 24.74 | 32.73 | 76.87 |
| Adjusted R2 | 0.910 | 0.984 | 0.996 |
| Predicted R2 | 0.972 | 0.910 | 0.990 |
| Significant factors | (X1 and X3) | (X1 and X3) | (X1, X2, and X3) |
| Formulation Code | Terpene Type | Ceramide Amount (mg) | Chondroitin Sulfate Concentration (v/v) | DL (%) | EE% | PS (nm) | PDI | ZP (mV) |
|---|---|---|---|---|---|---|---|---|
| F1 | Cineole | 10 | 0.25 | 62.18 ± 1.23 | 96.39 ± 0.67 | 200.07 ± 0.07 | 0.226 ± 0.009 | −24.24 ± 0.79 |
| F2 | Cineole | 10 | 0.25 | 61.27 ± 1.34 | 94.98 ± 0.65 | 178.99 ± 0.99 | 0.355 ± 0.10 | −24.89 ± 0.13 |
| F3 | Cineole | 30 | 0.25 | 58.69 ± 3.76 | 90.97 ± 0.09 | 150.44 ± 0.56 | 0.324 ± 0.023 | −24.79 ± 0.19 |
| F4 | Cineole | 30 | 0.25 | 59.69 ± 4.98 | 92.52 ± 1.45 | 147.99 ± 0.99 | 0.329 ± 0.028 | −25.79 ± 1.19 |
| F5 | Cineole | 10 | 0.5 | 57.73 ± 2.98 | 89.49 ± 0.51 | 314.95 ± 4.95 | 0.371 ± 0.003 | −24.36 ± 0.49 |
| F6 | Cineole | 30 | 0.5 | 57.57 ± 3.98 | 89.24 ± 0.74 | 340.49 ± 3.49 | 0.429 ± 0.015 | −33.19 ± 0.37 |
| F7 | Fenchone | 10 | 0.25 | 58.57 ± 4.98 | 90.79 ± 0.81 | 193.03 ± 4.83 | 0.385 ± 0.011 | −28.49 ± 0.59 |
| F8 | Fenchone | 30 | 0.25 | 59.99 ± 2.98 | 92.99 ± 0.01 | 183.04 ± 6.04 | 0.321 ± 0.02 | −26.56 ± 0.69 |
| F9 | Fenchone | 10 | 0.5 | 59.42 ± 2.23 | 92.11 ± 0.75 | 108.82 ± 0.82 | 0.391 ± 0.002 | −20.09 ± 0.89 |
| F10 | Fenchone | 10 | 0.5 | 59.82 ± 2.19 | 92.73 ± 1.15 | 115.99 ± 6.99 | 0.390 ± 0.001 | −20.98 ± 1.78 |
| F11 | Fenchone | 10 | 0.5 | 59.85 ± 1.87 | 92.78 ± 1.20 | 115.94 ± 7.94 | 0.380 ± 0.004 | −21.59 ± 2.39 |
| F12 | Fenchone | 30 | 0.5 | 63.78 ± 1.45 | 98.87 ± 0.69 | 129.43 ± 5.43 | 0.433 ± 0.022 | −25.99 ± 0.99 |
| F13 | Fenchone | 30 | 0.5 | 63.14 ± 3.87 | 97.88 ± 1.10 | 129.84 ± 5.14 | 0.375 ± 0.011 | −27.39 ± 1.59 |
| Optimum TEC observed results | 98.87 | 129.43 | 0.433 | 25.99 | ||||
| Optimum TEC predicted results | 98.81 | 129.00 | 0.432 | 25.00 | ||||
| Bias (%) | 0.06 | 0.33 | 0.23 | 3.80 | ||||
| Model Name | Release Rate Constant (k) | Regression (R2) |
|---|---|---|
| Zero-order | 10.22 | 0.930 |
| First-order | −0.12 | 0.969 |
| Higuchi | 30.98 | 0.972 |
| Korsmeyer–Peppas | 0.79 | 0.960 |
| Hixson–Crowell | 0.25 | 0.965 |
| Target Protein | Ligand | Binding Affinity (kcal/mol) | Key Interactions |
|---|---|---|---|
| Methyl transferase (6YZ1) | NIT | −7.2 | H-bonds: ASN A:43, LEU A:100, and ASP A:75 |
| Pi–anion and Pi–alkyl interactions | |||
| Sinefungin | −7.9 | H-bonds: GLY A:73, LEU A:100, ASP A:114, TYR A:47, and ASN A:43 | |
| Papain-like protease (7jrn) | NIT | −7.2 | H-bonds: ASP164, ARG J:166, TYR J:268, and GLN J:269 |
| Pi–cation, Pi–anion, and amide–Pi stacked interactions | |||
| GRL0617 | −9.9 | H-bonds: GLN J:269, and ASP J:164 | |
| RNA-dependent RNA polymerase (7ed5) | NIT | −8 | H-bond: ASN A:209, ASP A:218, TYR A:38, and LYS A:50 |
| Pi–cation and Pi–anion interactions | |||
| AT-527 | −8.9 | H-bond: ASP A:208, LYS A:50, LYS A:73, ARG A:116, CYS A:53, ARG A:33, ARG A:55 | |
| Helicase (5RMM) | NIT | −7.6 | H-bonds: GLY A:285, GLY A:287, LYS A:288, ARG A:443, and SER A: 289 |
| Carbon–hydrogen bonds, Pi–cation, Pi–sigma, and amide–Pi stacked interactions | |||
| POB0066 | −5.9 | H-bonds: ASN B:516, SER B:486, and SER B:485 | |
| Main protease (7l8j) | NIT | −6.6 | H-bonds: THR A:26 |
| Hydrophobic Pi stacked and Pi–alkyl interactions | |||
| Rupintrivir | −8.4 | H-bonds: GLU A:166, PHE A:140, SER A:144, and HIS A:163 |
| Factors (Independent Variables) | Levels | |
|---|---|---|
| Low (−1) | High (+1) | |
| X1: Terpene type | Fenchone | Cineole |
| X2: Ceramide amount (mg) | 10 | 30 |
| X3: Chondroitin sulfate | 0.25 | 0.5 |
| Responses (Dependent Variables) | Constraints | |
| Y1: EE (%) | Maximize | |
| Y2: PS (nm) | Minimize | |
| Y3: ZP (mV) | Maximize (as absolute value) | |
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© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
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Albash, R.; Nair, A.B.; Morsy, M.A.; Venugopala, K.N.; Shinu, P.; Kassem, A.B.; Saleh, A.; Eltabeeb, M.A. Terpene-Enriched Nitazoxanide-Loaded Chondrosomes: Aerodynamic Characterization and In Silico Evaluation of Antiviral Activity. Pharmaceuticals 2026, 19, 702. https://doi.org/10.3390/ph19050702
Albash R, Nair AB, Morsy MA, Venugopala KN, Shinu P, Kassem AB, Saleh A, Eltabeeb MA. Terpene-Enriched Nitazoxanide-Loaded Chondrosomes: Aerodynamic Characterization and In Silico Evaluation of Antiviral Activity. Pharmaceuticals. 2026; 19(5):702. https://doi.org/10.3390/ph19050702
Chicago/Turabian StyleAlbash, Rofida, Anroop B. Nair, Mohamed A. Morsy, Katharigatta N. Venugopala, Pottathil Shinu, Amira B. Kassem, Asmaa Saleh, and Moaz A. Eltabeeb. 2026. "Terpene-Enriched Nitazoxanide-Loaded Chondrosomes: Aerodynamic Characterization and In Silico Evaluation of Antiviral Activity" Pharmaceuticals 19, no. 5: 702. https://doi.org/10.3390/ph19050702
APA StyleAlbash, R., Nair, A. B., Morsy, M. A., Venugopala, K. N., Shinu, P., Kassem, A. B., Saleh, A., & Eltabeeb, M. A. (2026). Terpene-Enriched Nitazoxanide-Loaded Chondrosomes: Aerodynamic Characterization and In Silico Evaluation of Antiviral Activity. Pharmaceuticals, 19(5), 702. https://doi.org/10.3390/ph19050702

