| Literature DB >> 32937773 |
Ines Perez-Roman1, Filip Kiekens2, Damian Cordoba-Diaz1,3, Juan Jose Garcia-Rodriguez4, Manuel Cordoba-Diaz1,3.
Abstract
BACKGROUND: Intestinal nematode infections are usually treated with benzimidazole drugs, but the emergence of resistance to these drugs has led to an increasing demand of new anthelmintic strategies. A new microemulsion formulation (ME) consisting of an Artemisia absinthium extract with proven nematocidal efficacy was previously developed. The aim of our study is to implement a D-optimal mixture design methodology to increase the amount of a silica material (loaded with this ME) in a tablet formulation, considering its tensile strength and disintegration time.Entities:
Keywords: D-optimal mixture designs; silica materials; solid carrier; tablets
Year: 2020 PMID: 32937773 PMCID: PMC7559406 DOI: 10.3390/pharmaceutics12090873
Source DB: PubMed Journal: Pharmaceutics ISSN: 1999-4923 Impact factor: 6.321
Design constraints for each component.
| Component | Minimum (% | Maximum (% |
|---|---|---|
| Syloid® XDP:ME (1:1.5) | 32 | 60 |
| MCC | 20 | 40 |
| PVP | 0 | 20 |
| CCMNa | 0 | 6 |
| Syloid® 244 | 0 | 1 |
| MgSt | 0.5 | 1 |
Abbreviatures: ME: microemulsion; MCC: microcrystalline cellulose; CCMNa: croscarmellose sodium; MgSt: magnesium stearate; PVP: polyvinylpyrrolidone. References: Rowe R.C., 2009 [43].
Figure 1Appearance of the Syloid® XDP:ME (1:1.5) system (A) at 40× (B) and 100× (C).
Flow and tableting properties of the silica material.
| Parameter | Syloid® XDP | Syloid® XDP:ME (1:1.5) |
|---|---|---|
| Bulk density (g/mL) | 0.281 ± 0.000 | 0.730 ± 0.029 |
| Tapped density (g/mL) | 0.319 ± 0.000 | 0.882 ± 0.028 |
| Compressibility index | 12.000 ± 0.000 | 17.216 ± 3.291 |
| Hausner ratio | 1.136 ± 0.000 | 1.210 ± 0.049 |
| Angle of repose | 26.589 ± 1.142 | 21.608 ± 2.636 |
Note: average results ± standard deviation (n = 3).
Figure 2Tensile strength using several binders (A) at different compression forces (B). Note: average results ± 95% Confidence Interval (CI) (n = 3). Abbreviatures: PVP: polyvinylpyrrolidone.
Composition of the 16 experiments.
| Exp | Syloid® XDP:ME (1:1.5) | MCC | PVP | CCMNa | Syloid® 244 | MgSt |
|---|---|---|---|---|---|---|
| 1 | 42.89 | 29.76 | 19.41 | 5.94 | 1.00 | 1.00 |
| 2 | 56.53 | 40.00 | 0.00 | 2.19 | 0.73 | 0.56 |
| 3 | 52.23 | 23.09 | 20.00 | 3.41 | 0.66 | 0.62 |
| 4 | 42.69 | 39.90 | 15.67 | 0.00 | 0.75 | 0.99 |
| 5 | 52.23 | 23.09 | 20.00 | 3.41 | 0.66 | 0.62 |
| 6 | 36.16 | 39.67 | 16.69 | 6.00 | 0.66 | 0.82 |
| 7 | 46.99 | 40.00 | 5.10 | 6.00 | 0.91 | 1.00 |
| 8 | 53.92 | 29.60 | 14.49 | 0.00 | 0.99 | 1.00 |
| 9 | 55.55 | 30.94 | 5.52 | 6.00 | 1.00 | 1.00 |
| 10 | 60.00 | 24.03 | 11.74 | 3.29 | 0.08 | 0.86 |
| 11 | 48.58 | 35.89 | 11.23 | 3.03 | 0.52 | 0.75 |
| 12 | 60.00 | 24.03 | 11.74 | 3.30 | 0.08 | 0.86 |
| 13 | 48.25 | 30.29 | 16.10 | 3.38 | 0.99 | 0.99 |
| 14 | 42.69 | 39.90 | 15.67 | 0.00 | 0.75 | 0.99 |
| 15 | 56.52 | 40.00 | 0.00 | 2.19 | 0.73 | 0.56 |
| 16 | 36.16 | 39.67 | 16.70 | 6.00 | 0.66 | 0.82 |
Abbreviations: CCMNa: croscarmellose sodium, Exp: experiment, MCC: microcrystalline cellulose, ME: microemulsion, MgSt: magnesium stearate.
Flow properties and responses of the experiments in the D-optimal mixture design.
| Exp. | Bulk Density | Tapped Density | Comp. Index | Hausner Ratio | Flow *,† | Angle of Repose | Flow *,‡ |
|---|---|---|---|---|---|---|---|
| 1 | 0.44 ± 0.00 | 0.48 ± 0.00 | 9.78 ± 0.00 | 1.11 ± 0.00 | Excellent | 16 ± 2 | Excellent |
| 2 | 0.51 ± 0.00 | 0.57 ± 0.00 | 11.11 ± 0.00 | 1.13 ± 0.00 | Good | 20 ± 1 | Excellent |
| 3 | 0.42 ± 0.01 | 0.50 ± 0.02 | 15.81 ± 2.98 | 1.19 ± 0.04 | Fair | 23 ± 3 | Excellent |
| 4 | 0.39 ± 0.02 | 0.44 ± 0.01 | 11.00 ± 2.80 | 1.12 ± 0.04 | Good | 16 ± 1 | Excellent |
| 5 | 0.42 ± 0.01 | 0.44 ± 0.14 | 5.50 ± 2.98 | 1.06 ± 0.03 | Excellent | 16 ± 6 | Excellent |
| 6 | 0.36 ± 0.00 | 0.45 ± 0.00 | 21.05 ± 0.00 | 1.28 ± 0.00 | Passable | 24 ± 3 | Excellent |
| 7 | 0.45 ± 0.00 | 0.50 ± 0.00 | 11.11 ± 0.00 | 1.13 ± 0.00 | Good | 7 ± 4 | Excellent |
| 8 | 0.33 ± 0.00 | 0.40 ± 0.00 | 16.67 ± 0.00 | 1.20 ± 0.00 | Fair | 12 ± 5 | Excellent |
| 9 | 0.40 ± 0.00 | 0.47 ± 0.00 | 15.00 ± 0.00 | 1.18 ± 0.00 | Good | 25 ± 6 | Excellent |
| 10 | 0.37 ± 0.00 | 0.45 ± 0.00 | 18.18 ± 0.00 | 1.22 ± 0.00 | Fair | 24 ± 1 | Excellent |
| 11 | 0.41 ± 0.00 | 0.45 ± 0.00 | 7.69 ± 0.00 | 1.08 ± 0.00 | Excellent | 25 ± 2 | Excellent |
| 12 | 0.42 ± 0.00 | 0.50 ± 0.00 | 16.60 ± 0.00 | 1.20 ± 0.00 | Fair | 24 ± 2 | Excellent |
| 13 | 0.42 ± 0.00 | 0.48 ± 0.02 | 12.28 ± 3.04 | 1.14 ± 0.04 | Good | 22 ± 1 | Excellent |
| 14 | 0.30 ± 0.00 | 0.38 ± 0.00 | 20.46 ± 0.00 | 1.26 ± 0.00 | Passable | 25 ± 3 | Excellent |
| 15 | 0.50 ± 0.00 | 0.57 ± 0.00 | 12.50 ± 0.00 | 1.14 ± 0.00 | Good | 19 ± 0 | Excellent |
| 16 | 0.31 ± 0.00 | 0.35 ± 0.00 | 11.54 ± 0.00 | 1.13 ± 0.00 | Good | 21 ± 2 | Excellent |
Notes: average results ± standard deviation (n = 3) * Classification according to the USP 38 [41]. † According to the Comp. Index and Hausner ratio results. ‡ According to the results of the angle of repose. Abbreviations: Exp.: experiment.
Flow properties and responses of the experiments in the D-optimal mixture design.
| Experiment | Tensile Strength (MPa) | Disintegration Time (min) | ||
|---|---|---|---|---|
| Minimum Value | Maximum Value | Average ± SD | ||
| 1 | 1.821 | 2.291 | 2.052 ± 0.194 | 5.600 |
| 2 | 0.358 | 0.420 | 0.388 ± 0.023 | 0.300 |
| 3 | 2.257 | 3.166 | 2.703 ± 0.401 | 5.550 |
| 4 | 2.084 | 2.379 | 2.230 ± 0.103 | 14.000 |
| 5 | 2.024 | 3.016 | 2.510 ± 0.446 | 9.217 |
| 6 | 2.570 | 2.736 | 2.652 ± 0.030 | 6.400 |
| 7 | 0.794 | 0.977 | 0.884 ± 0.074 | 1.500 |
| 8 | 1.908 | 2.497 | 2.197 ± 0.251 | 9.417 |
| 9 | 0.000 | 0.000 | 0.000 ± 0.000 | 0.000 |
| 10 | 2.361 | 3.045 | 2.697 ± 0.288 | 5.667 |
| 11 | 0.776 | 0.779 | 0.777 ± 0.000 | 0.000 |
| 12 | 0.133 | 0.137 | 0.136 ± 0.000 | 5.776 |
| 13 | 1.953 | 3.205 | 2.567 ± 0.574 | 7.383 |
| 14 | 2.098 | 2.487 | 2.289 ± 0.149 | 0.383 |
| 15 | 0.412 | 0.630 | 0.519 ± 0.099 | 0.200 |
| 16 | 2.263 | 2.956 | 2.603 ± 0.295 | 6.958 |
Notes: Results with a 0.000 value indicate that the experiment could not be measured for that variable.
Results of the linear model based on tensile strength responses.
| Parameter | Sum of Squares | Degrees of Freedom | Mean Square | F-Value | |
|---|---|---|---|---|---|
|
| |||||
| Model | 8.43 | 5 | 1.69 | 19.58 | 0.0001 |
| Linear mixture | 8.43 | 5 | 1.69 | 19.58 | 0.0001 |
| Residual | 0.78 | 9 | 0.09 | - | - |
| Lack of fit | 0.75 | 5 | 0.15 | 19.86 | 0.0063 |
| Pure error | 0.03 | 4 | 0.01 | - | - |
| Corrected Sum of Squares | 9.21 | 14 | - | - | - |
|
| |||||
| Model | 85.09 | 5 | 17.02 | 12.06 | 0.0044 |
| Linear mixture | 85.09 | 5 | 17.02 | 12.06 | 0.0044 |
| Residual | 8.47 | 6 | 1.41 | - | - |
| Lack of fit | 1.59 | 3 | 0.53 | 0.230 | 0.8700 |
| Pure error | 6.88 | 3 | 2.29 | - | - |
| Corrected Sum of Squares | 93.56 | 11 | - | - | - |
Figure 3Comparison of predicted and actual values: tensile strength (A) and disintegration time (B). Note: average results ± 95% CI (n = 3).