| Literature DB >> 25854754 |
Guo-Song Zhang1,2, Peng-Yi Hu3,4, Dong-Xun Li5, Ming-Zhen He6, Xiao-Yong Rao7, Xiao-Jian Luo8, Yue-Sheng Wang9, Yu-Rong Wang10.
Abstract
The aim of this study was to develop and optimise a saikosaponin a and saikosaponin d compound liposome (SSa-SSd-Lip) formulation with reduced hemolysis and enhanced bioavailability. A screening experiment was done with Plackett-Burman design, and response surface methodology of five factors (EPC/SSa-SSd ratio, EPC/Chol ratio, water temperature, pH of PBS, and ultrasound time) was employed to optimise the mean diameter, entrapment efficiency of SSa and SSd, and the reduction of hemolysis for SSa-SSd-Lip. Under the optimal process conditions (EPC/SSa-SSd ratio, EPC/Chol ratio, water temperature and pH of PBS were 26.71, 4, 50 °C and 7.4, respectively), the mean diameter, the entrapment efficiency of SSa, the entrapment efficiency of SSd and the hemolysis were 203 nm, 79.87%, 86.19%, 25.16% (SSa/SSd 12.5 mg/mL), respectively. The pharmacokinetic studies showed that the SSa-SSd-Lip had increased circulation time, decreased Cl, and increased AUC, MRT and T1/2β (p < 0.05) for both SSa and SSd after intravenous administration in comparison with solution.Entities:
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Year: 2015 PMID: 25854754 PMCID: PMC6272718 DOI: 10.3390/molecules20045889
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Figure 1The chemical structure of SSa (A) and SSd (B).
Figure 2Hemolysis of different co-solvents.
Screening results of the emulsion-breaker.
| Demulsifier | The Amount Added (mL) | The Rate of Change of Absorbance (%) |
|---|---|---|
| 10% X-triton | 0.1 | 0.94 |
| isopropyl alcohol | 0.7 | 61.06 |
| absolute ethyl alcohol | 2.0 | 30.15 |
Process factors and their two levels used in the Plackett-Burman design.
| Variable No. | Factors | Unit | Lower Level(-1) | Higher Level(+1) |
|---|---|---|---|---|
| X1 | EPC/SSa-SSd | g/g | 10 | 40 |
| X2 | EPC/Chol | g/g | 4 | 10 |
| X3 | Water bath temperature | °C | 40 | 70 |
| X4 | pH of different PBS | - | 6.5 a | 7.4 b |
| X5 | Ultrasound time | min | 10 | 20 |
a pH6.5PBS: 0.68 g potassium dihydrogen phosphate and 15.2 mL 0.1 mol/L sodium hydroxide solution were diluted to 100 mL by sterilizing water; b pH7.4PBS: 1.36 g potassium dihydrogen phosphate and 0.79 mL l mol/L sodium hydroxide solution were diluted to 200 mL by sterilizing water.
Arrangement and results of the Placket-Burman design.
| Standard No. | Run | Process Factors | Response Values | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| X1 | X2 | X3 | X4 | X5 | EESSa% | EESSd% | HM% | MD (nm) | PDI | |||||||||||
| 1 | 1 | 1 | 1 | −1 | 1 | 1 | 74.24 | 77.72 | 85.99 | 251 | 0.246 | |||||||||
| 2 | 7 | 1 | −1 | −1 | −1 | 1 | 65.87 | 66.97 | 48.28 | 167 | 0.213 | |||||||||
| 3 | 6 | −1 | −1 | −1 | 1 | −1 | 51.79 | 53.98 | 0.88 | 325 | 0.314 | |||||||||
| 4 | 12 | −1 | −1 | −1 | −1 | −1 | 42.34 | 47.36 | 7.26 | 222 | 0.271 | |||||||||
| 5 | 10 | −1 | 1 | 1 | 1 | −1 | 45.16 | 49.76 | 90.72 | 411 | 0.334 | |||||||||
| 6 | 8 | 1 | 1 | −1 | −1 | −1 | 76.56 | 76.39 | 84.19 | 280 | 0.417 | |||||||||
| 7 | 11 | 1 | −1 | 1 | 1 | 1 | 68.81 | 67.79 | 29.78 | 158 | 0.231 | |||||||||
| 8 | 4 | −1 | 1 | −1 | 1 | 1 | 53.94 | 56.28 | 93.27 | 228 | 0.256 | |||||||||
| 9 | 9 | 1 | 1 | 1 | −1 | −1 | 59.32 | 60.81 | 90.32 | 198 | 0.279 | |||||||||
| 10 | 2 | −1 | 1 | 1 | −1 | 1 | 39.62 | 40.49 | 88.93 | 248 | 0.246 | |||||||||
| 11 | 3 | 1 | −1 | 1 | 1 | −1 | 70.57 | 73.15 | 6.12 | 294 | 0.338 | |||||||||
| 12 | 5 | −1 | −1 | 1 | −1 | 1 | 36.59 | 40.44 | 3.31 | 316 | 0.226 | |||||||||
| model | 33.34 | 0.0003 | 45.79 | 0.0001 | 18.09 | 0.0015 | 1.57 | 0.2975 | 3.03 | 0.1051 | ||||||||||
| X1 | 139.45 | <0.0001 | 182.92 | <0.0001 | 1.64 | 0.2475 | 3.25 | 0.1216 | 0.27 | 0.6233 | ||||||||||
| X2 | 1.08 | 0.3378 | 1.40 | 0.2816 | 86.43 | <0.0001 | 0.37 | 0.5678 | 1.55 | 0.2601 | ||||||||||
| X3 | 13.06 | 0.0112 | 21.63 | 0.0035 | 0.051 | 0.8281 | 0.46 | 0.5220 | 0.18 | 0.6867 | ||||||||||
| X4 | 12.80 | 0.0117 | 21.59 | 0.0035 | 0.11 | 0.7530 | 1.14 | 0.3264 | 0.20 | 0.6683 | ||||||||||
| X5 | 0.29 | 0.6090 | 1.40 | 0.2816 | 2.21 | 0.1873 | 2.64 | 0.1556 | 12.93 | 0.0114 | ||||||||||
Factors and levels for the BBD.
| Variable No. | Factors | Unit | Lower Level(−1) | Higher Level(+1) |
|---|---|---|---|---|
| X1 |
| g/g | 10 | 40 |
| X2 |
| g/g | 4 | 10 |
| X3 |
| °C | 40 | 70 |
| Fixed |
| - | 7.4 | |
| Fixed |
| min | 15 | |
Box-Behnken design and the corresponding response measurements.
| Standard No. | Run | Process Factors | Response Values | |||||
|---|---|---|---|---|---|---|---|---|
| X1 | X2 | X3 | EESSa% | EESSd% | HM% | |||
| 1 | 9 | 10 | 4 | 55 | 56.85 | 57.60 | 35.46 | |
| 2 | 6 | 40 | 4 | 55 | 77.65 | 75.20 | 61.53 | |
| 3 | 1 | 10 | 10 | 55 | 43.98 | 48.44 | 70.33 | |
| 4 | 11 | 40 | 10 | 55 | 74.70 | 80.98 | 92.09 | |
| 5 | 16 | 10 | 7 | 40 | 54.26 | 55.73 | 69.03 | |
| 6 | 3 | 40 | 7 | 40 | 80.70 | 81.08 | 75.94 | |
| 7 | 2 | 10 | 7 | 70 | 40.61 | 42.00 | 42.45 | |
| 8 | 7 | 40 | 7 | 70 | 50.88 | 55.68 | 69.63 | |
| 9 | 10 | 25 | 4 | 40 | 79.15 | 83.85 | 31.2 | |
| 10 | 17 | 25 | 10 | 40 | 68.43 | 69.12 | 58.11 | |
| 11 | 5 | 25 | 4 | 70 | 50.83 | 58.23 | 3.65 | |
| 12 | 15 | 25 | 10 | 70 | 44.37 | 47.27 | 49.33 | |
| 13 | 12 | 25 | 7 | 55 | 76.46 | 81.10 | 38.87 | |
| 14 | 8 | 25 | 7 | 55 | 81.40 | 80.57 | 37.94 | |
| 15 | 4 | 25 | 7 | 55 | 77.93 | 79.22 | 40.8 | |
| 16 | 14 | 25 | 7 | 55 | 80.13 | 85.30 | 41.1 | |
| 17 | 13 | 25 | 7 | 55 | 79.69 | 79.03 | 38.37 | |
Analysis of variance (ANOVA) for the regression models.
| Response | Source | Sum of Squares | df | Mean Square | Model | ||
|---|---|---|---|---|---|---|---|
| EESSa% | Model | 3677.45 | 7 | 525.35 | 57.88 | <0.0001 | significant |
| X1 | 972.84 | 1 | 972.84 | 107.19 | <0.0001 | ||
| X2 | 136.20 | 1 | 136.20 | 15.01 | 0.0038 | ||
| X3 | 1148.71 | 1 | 1148.71 | 126.56 | <0.0001 | ||
| X1X3 | 65.32 | 1 | 65.32 | 7.20 | 0.0251 | ||
| X21 | 417.37 | 1 | 417.37 | 45.99 | <0.0001 | ||
| X22 | 145.16 | 1 | 145.16 | 15.99 | 0.0031 | ||
| X23 | 663.62 | 1 | 663.62 | 73.12 | <0.0001 | ||
| Residual | 81.69 | 9 | 9.08 | ||||
| Lack of Fit | 66.65 | 5 | 13.33 | 3.55 | 0.1219 | not significant | |
| Pure Error | 15.04 | 4 | 3.76 | ||||
| Cor Total | 3759.14 | 16 | |||||
| EESSd% | Model | 3307.86 | 6 | 551.31 | 26.83 | <0.0001 | significant |
| X1 | 993.77 | 1 | 993.77 | 48.36 | <0.0001 | ||
| X2 | 105.70 | 1 | 105.7 | 5.14 | 0.0467 | ||
| X3 | 937.44 | 1 | 937.44 | 45.62 | <0.0001 | ||
| X21 | 485.75 | 1 | 485.75 | 23.64 | 0.0007 | ||
| X22 | 94.94 | 1 | 94.94 | 4.62 | 0.0571 | ||
| X23 | 574.32 | 1 | 574.32 | 27.95 | 0.0004 | ||
| Residual | 205.49 | 10 | 20.55 | ||||
| Lack of Fit | 179.73 | 6 | 29.95 | 4.65 | 0.0793 | not significant | |
| Pure Error | 25.76 | 4 | 6.44 | ||||
| Cor Total | 3513.35 | 16 | |||||
| HM% | Model | 7063.03 | 6 | 1177.17 | 150.97 | <0.0001 | significant |
| X1 | 838.86 | 1 | 838.86 | 107.58 | <0.0001 | ||
| X2 | 2381.19 | 1 | 2381.19 | 305.37 | <0.0001 | ||
| X3 | 598.93 | 1 | 598.93 | 76.81 | <0.0001 | ||
| X1X3 | 102.72 | 1 | 102.72 | 13.17 | 0.0046 | ||
| X2X3 | 88.08 | 1 | 88.08 | 11.30 | 0.0072 | ||
| X21 | 3053.26 | 1 | 3053.26 | 391.56 | <0.0001 | ||
| Residual | 77.98 | 10 | 7.80 | ||||
| Lack of Fit | 69.65 | 6 | 11.61 | 5.58 | 0.0590 | not significant | |
| Pure Error | 8.32 | 4 | 2.08 | ||||
| Cor Total | 7141.00 | 16 |
Constraints of factors and responses for optimization.
| Name | Goal | Lower Limit | Upper Limit |
|---|---|---|---|
| the EPC/SSa-SSd ratio (g/g) | Is in a rang | 10 | 40 |
| The EPC/Chol ratio (g/g) | Is in a rang | 4 | 10 |
| the water bath temperature (°C) | Is in a rang | 40 | 70 |
| Entrapment efficiency of SSa (%) | Maximize | 40.61 | 81.40 |
| Entrapment efficiency of SSd (%) | Maximize | 42.00 | 85.30 |
| The hemolysis (%) | Minimize | 3.65 | 92.09 |
Figure 3Fitted surface for the desirability as a function of the EPC/SSa-SSd ratio (X1) and the EPC/Chol ratio (X2). Water bath temperature = 49.96 °C.
Model-predicted and observed values of entrapment efficiency of SSa and SSd, the hemolysis according to the optimal experimental conditions (X1 = 26.71, X2 = 4, X3 = 50 °C) (n = 3).
| Dependent Variable | Predicted Value | Observed Value | Bias */% |
|---|---|---|---|
| EESSa/% (Y1) | 81.40 | 79.87 | 1.88 |
| EESSd/% (Y2) | 83.43 | 86.19 | −3.31 |
| HM/% (Y3) | 26.37 | 25.16 | 4.59 |
* Bias was calculated according to equation: Bias/% = (predicted value − observed value)/predicted value × 100%.
Extraction recovery and internal standard (IS) normalized matrix effect factor of SSa, SSd and Notoginsenoside R1 in rat plasma quality control samples (n = 6).
| Compounds | Nominal Concentration (ng/mL) | Recovery (%) | RSD (%) | IS Normalized Matrix Factor (%) | RSD (%) |
|---|---|---|---|---|---|
| SSa | 5.00 | 92.3 | 12.3 | 0.97 | 9.4 |
| 300 | 93.5 | 5.7 | 0.94 | 8.7 | |
| 1500 | 92.7 | 6.9 | 0.92 | 3.6 | |
| SSd | 5.00 | 91.6 | 13.4 | 0.96 | 11.2 |
| 300 | 95.4 | 7.2 | 0.89 | 8.3 | |
| 1500 | 93.5 | 8.0 | 0.93 | 5.0 | |
| IS | 1000 | 92.9 | 7.7 |
Figure 4Representative multiple reaction monitoring chromatograms of SSa, SSd and IS in rat plasma. (A) Blank plasma sample; (B) plasma sample obtained 60 min after intravenous administration of SSa-SSd-lip at dosages of SSa and SSd were 1 mg/kg; (C) blank plasma sample spiked with 5.00 ng/mL of SSa/SSd and 1000 ng/mL of IS.
Intra-batch accuracy and precision for the analysis of SSa and SSd in rat plasma (n = 5).
| Statistical Variable | SSa | SSd | ||||||
|---|---|---|---|---|---|---|---|---|
| Nominal concentration (ng/mL) | 5.00 | 300 | 1500 | 15,000 | 5.00 | 300 | 1500 | 15,000 |
| Mean(ng/mL) | 4.87 | 307 | 1469 | 16,327 | 4.78 | 296 | 1488 | 15,460 |
| RSD (%) | 4.3 | 5.2 | 7.1 | 8.5 | 5.9 | 4.6 | 4.5 | 7.4 |
| Accuracy (%) | 97.4 | 102.3 | 97.9 | 108.8 | 95.6 | 98.7 | 99.2 | 103.1 |
| RE (%) | −2.6 | 2.3 | −2.1 | 8.8 | −4.4 | −1.3 | −0.8 | 3.1 |
Inter-batch accuracy and precision for the analysis of SSa and SSd in rat plasma (n = 5).
| Statistical Variable | SSa | SSd | ||||||
|---|---|---|---|---|---|---|---|---|
| Nominal concentration(ng/mL) | 5.00 | 300 | 1500 | 15,000 | 5.00 | 300 | 1500 | 15,000 |
| Mean(ng/mL) | 4.91 | 286 | 1537 | 14269 | 5.14 | 293 | 1490 | 15,540 |
| RSD (%) | 5.0 | 5.3 | 5.5 | 7.1 | 3.6 | 4.8 | 5.2 | 6.9 |
| Accuracy (%) | 98.2 | 95.3 | 102.5 | 95.1 | 102.8 | 97.7 | 99.3 | 103.6 |
| RE (%) | −1.8 | −4.7 | 2.5 | −4.9 | 2.8 | −2.3 | −0.7 | 3.6 |
Figure 5Mean concentration–time profile of SSa (A) and SSd (B) in rat plasma after a single intravenous administration of SSa-SSd-Lip (SSa 1 mg/kg, SSd 1 mg/kg, n = 6) and SSa-SSd-Sol (SSa 1 mg/kg, SSd 1 mg/kg, n = 6).
Pharmacokinetic parameters of SSa and SSd in rats with intravenous administration of SSa-SSd-Lip and SSa-SSd-Sol (mean ± SD, n = 6).
| Parameter | SSa-SSd-Liposome | SSa-SSd-Solution | ||
|---|---|---|---|---|
| SSa | SSd | SSa | SSd | |
| T1/2β (min) | 399.8 ± 23.7 | 346.8 ± 34.1 | 127.9 ± 22.4 | 140.3 ± 19.8 |
| MRT (min) | 233.9 ± 53.2 | 228.2 ± 35.9 | 126.1 ± 17.9 | 141.5 ± 11.5 |
| Vc (mL/kg) | 1404.7 ± 87.2 | 1301.3 ± 74.8 | 2050.9 ± 328.2 | 2015.2 ± 268.0 |
| CL (mL·mg/min) | 2.4 ± 0.37 | 2.6 ± 0.33 | 11.3 ± 2.58 | 10.0 ± 3.76 |
| AUC0–t (μg·min/mL) | 291.0 ± 67.5 | 290.8 ± 86.9 | 87.3 ± 20.1 | 96.7 ± 15.4 |
| AUC0–∞ (μg·min/mL) | 410.6 ± 79.3 | 384.5 ± 103.4 | 90.0 ± 18.3 | 100.4 ± 37.4 |