| Literature DB >> 29385087 |
Zhiyang Lv1,2,3,4, Yuwei Yang5, Jie Wang6, Jing Chen7,8, Junsong Li9, Liuqing Di10,11,12.
Abstract
Ginkgolides (GG), containing ginkgolide A (GA), ginkgolide B (GB) and ginkgolide C (GC), are mainly prescribed for ischemic stroke and cerebral infarction. However, the ginkgolides can hardly pass the blood-brain barrier (BBB) into the brain. The purpose of this study was to prepare borneol-modified ginkgolides liposomes (GGB-LPs) to study whether borneol could enhance the transport of ginkgolides across the BBB. The preparation conditions of GGB-LPs were optimized by a response surface-central composite design. Also, pharmacokinetics and biodistribution studies of GGB-LPs were conducted using UPLC-MS. The optimal preparation conditions for GGB-LP were as follows: ratio of lipid to drug (w/w) was 9:1, ratio of phospholipid to cholesterol (w/w) was 7:1, and hydrate volume was 17.5 mL. Under these conditions, the GGB-LP yield was 89.73 ± 3.45%. With GGB-LPs, borneol significantly promoted the transport of ginkgolide across the BBB. The pharmacokinetic parameters of GGB-LP were significantly improved too, with Tmax of 15 min and a high drug concentration of 3.39 μg/g in brain. Additionally, the drug targeting index and relative uptake rate of GGB-LP was increased. Borneol-modified ginkgolide liposomes can thus potentially be used to improve the BBB permeability of gingkolide formulations.Entities:
Keywords: blood-brain barrier permeability; borneol; ginkgolides; liposome; response surface methodology
Mesh:
Substances:
Year: 2018 PMID: 29385087 PMCID: PMC6017666 DOI: 10.3390/molecules23020303
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Figure 1Chemical structure of ginkgolides (a) and borneol (b).
Figure 2The influence of different single factors on the EE (a–c, %) and size (d–f, nm) of GGB-LP. * p < 0.05, ** p < 0.01, vs. lipid/drug ratio at 6:1, or phospholipid/cholesterol weight ratio at 5:1, or hydrate volume at 10 mL.
Scheme of CCD with the results of responses on three independent factors.
| No. | Independent Variables a | Dependent Variables b | |||
|---|---|---|---|---|---|
| Y1 | Y2 | ||||
| 1 | 9.00 | 7.00 | 17.50 | 91.13 | 129.06 |
| 2 | 10.78 | 8.19 | 21.96 | 70.64 | 279.57 |
| 3 | 10.78 | 5.81 | 21.96 | 76.11 | 222.36 |
| 4 | 10.78 | 8.19 | 13.04 | 69.97 | 266.68 |
| 5 | 9.00 | 7.00 | 17.50 | 87.71 | 131.65 |
| 6 | 9.00 | 7.00 | 10.00 | 70.55 | 234.63 |
| 7 | 9.00 | 7.00 | 17.50 | 90.36 | 123.33 |
| 8 | 7.22 | 5.81 | 21.96 | 64.57 | 241.97 |
| 9 | 9.00 | 7.00 | 17.50 | 84.56 | 103.69 |
| 10 | 9.00 | 5.00 | 17.50 | 73.98 | 220.45 |
| 11 | 9.00 | 9.00 | 17.50 | 71.62 | 306.27 |
| 12 | 6.00 | 7.00 | 17.50 | 72.29 | 307.67 |
| 13 | 7.22 | 5.81 | 13.04 | 69.87 | 232.53 |
| 14 | 7.22 | 8.19 | 13.04 | 72.21 | 297.93 |
| 15 | 7.22 | 8.19 | 21.96 | 72.31 | 318.17 |
| 16 | 9.00 | 7.00 | 17.50 | 88.56 | 124.88 |
| 17 | 10.78 | 5.81 | 13.04 | 79.14 | 275.19 |
| 18 | 9.00 | 7.00 | 25.00 | 74.19 | 197.38 |
| 19 | 12.00 | 7.00 | 17.50 | 76.69 | 320.37 |
| 20 | 9.00 | 7.00 | 17.50 | 86.69 | 101.36 |
a Independent variables: X1, the ratio of phospholipid to drug (w/w); X2, the ratio of phospholipid to cholesterol (w/w); X3, Hydrate volume(mL); b Dependent variables: Y1, EE (%); Y2, Particile size (nm).
ANOVA of the regression model for the response variables (EE) and independent variables (X1, X2, X3).
| Source | Sum of Squares | Df | Mean Square | |||
|---|---|---|---|---|---|---|
| Model | 1186.40 | 9 | 131.82 | 28.66 | <0.0001 | significant |
| 43.24 | 1 | 43.24 | 9.40 | 0.0119 | ||
| 5.33 | 1 | 5.33 | 1.16 | 0.3072 | ||
| 0.15 | 1 | 0.15 | 0.033 | 0.8596 | ||
| 76.38 | 1 | 76.38 | 16.60 | 0.0022 | ||
| 1.01 | 1 | 1.01 | 0.22 | 0.6497 | ||
| 10.35 | 1 | 10.35 | 2.25 | 0.1645 | ||
| 350.73 | 1 | 350.73 | 76.24 | <0.0001 | ||
| 440.83 | 1 | 440.83 | 95.83 | <0.0001 | ||
| 465.40 | 1 | 465.40 | 101.17 | <0.0001 | ||
| Residual | 46.00 | 10 | 4.60 | |||
| Lack of fit | 16.86 | 5 | 3.37 | 0.58 | 0.58 | not significant |
| Pure error | 29.14 | 5 | 5.83 | |||
| Cor total | 1232.41 | 19 |
ANOVA of the regression model for the response variables (size) and independent variables (X1, X2, X3).
| Source | Sum of Squares | Df | Mean Square | F Value | p-Value Prob. > F | |
|---|---|---|---|---|---|---|
| Model | 1.111 × 105 | 9 | 12,340.24 | 61.51 | <0.0001 | significant |
| 47.39 | 1 | 47.39 | 0.24 | 0.6374 | ||
| 8199.41 | 1 | 8199.41 | 40.87 | <0.0001 | ||
| 389.21 | 1 | 389.21 | 1.94 | 0.1938 | ||
| 1078.80 | 1 | 1078.80 | 5.38 | 0.0428 | ||
| 605.87 | 1 | 605.87 | 3.02 | 0.1129 | ||
| 731.91 | 1 | 731.91 | 3.65 | 0.0852 | ||
| 65,823.24 | 1 | 65,823.24 | 328.11 | <0.0001 | ||
| 35557.22 | 1 | 35,557.22 | 177.24 | <0.0001 | ||
| 15,626.98 | 1 | 15,626.98 | 77.90 | <0.0001 | ||
| Residual | 2006.12 | 10 | 200.61 | |||
| Lack of fit | 1146.01 | 5 | 229.20 | 1.33 | 0.3803 | Not significant |
| Pure error | 860.11 | 5 | 172.02 | |||
| Cor total | 1.131 × 105 | 19 |
Figure 3(a) 3D response surface plots for the influence of the phospholipid/drug ratio and phospholipid/cholesterol ratio on EE; (b) 3D response surface plots for the influence of the phospholipid/drug ratio and hydrate volume on EE; (c) 3D response surface plots for the influence of the phospholipid/cholesterol ratio and hydrate volume on EE; (d) 3D response surface plots for the influence of the phospholipid/drug ratio and phospholipid/cholesterol ratio on size; (e) 3D response surface plots for the influence of the phospholipid/drug ratio and hydrate volume on size; (f) 3D response surface plots for the influence of the phospholipid/cholesterol ratio and hydrate volume on size.
Comparing the predicted values and actual values.
| Index | Predicted Value | Actual Value | Deviation% |
|---|---|---|---|
| EE (%) | 87.56 | 89.73 ± 3.45 | 2.47 |
| Size (nm) | 129.04 | 128.01 ± 5.91 | 0.79 |
Figure 4Intensity distribution of GGB-LP.
Figure 5In vitro bEnd.3 cell uptakes of GGB-LP, GG-LP, and GG-inj during incubation at 37 °C (mean ± SD, n = 3), ** p < 0.001, vs. GG-inj; # p < 0.05, vs. GG-LP.
Figure 6Mean GB concentration–time profiles in plasma (a); brain (b); heart (c); liver (d); spleen (e); lung (f) and kidney (g) after i.v. administration of GG-inj (●), GG-LP(○), GGB-LP(▼) to mice (n = 6, average ± SD).
The pharmacokinetic parameters of GB following intravenous administration to mice (n = 6).
| Tissue | Formulation | MRT (min) | Tmax (min) | Cmax (μg mL−1) | CL (L/min/k) | re | DTI | |
|---|---|---|---|---|---|---|---|---|
| Plasma | GG-inj | 349.59 | 61.25 | 5 | 5.56 | 0.0194 | ||
| GG-LP | 991.58 | 121.69 | 5 | 14.84 a,c | 0.0066 | |||
| GGB-LP | 1256.81 | 152.17 | 5 | 15.24 a,b | 0.0052 | |||
| Brain | GG-inj | 41.65 | 62.49 | 10 | 0.99 | 0.1562 | ||
| GG-LP | 136.85 | 105.08 | 15 | 2.60 a,c | 0.0488 | 3.29 | 1.16 | |
| GGB-LP | 272.12 | 134.95 | 15 | 3.39 a,b | 0.0239 | 6.53 | 1.82 | |
| Lung | GG-inj | 289.67 | 117.20 | 5 | 4.53 | 0.0224 | ||
| GG-LP | 308.80 | 66.25 | 5 | 6.20 | 0.0210 | 1.07 | 0.38 | |
| GGB-LP | 387.97 | 110.62 | 5 | 5.56 | 0.0167 | 1.34 | 0.37 | |
| Heart | GG-inj | 203.30 | 93.96 | 5 | 3.82 | 0.0319 | ||
| GG-LP | 283.04 | 68.34 | 5 | 5.07 | 0.0229 | 1.39 | 0.49 | |
| GGB-LP | 259.79 | 85.81 | 5 | 4.07 | 0.0250 | 1.28 | 0.36 | |
| Liver | GG-inj | 181.94 | 129.53 | 5 | 3.06 | 0.0357 | ||
| GG-LP | 303.15 | 66.19 | 5 | 6.09 | 0.0214 | 1.67 | 0.59 | |
| GGB-LP | 269.34 | 80.08 | 5 | 4.59 | 0.0241 | 1.48 | 0.41 | |
| Spleen | GG-inj | 242.15 | 94.53 | 5 | 4.12 | 0.0268 | ||
| GG-LP | 302.11 | 70.30 | 5 | 4.79 | 0.0215 | 1.25 | 0.44 | |
| GGB-LP | 261.93 | 75.79 | 5 | 4.28 | 0.0248 | 1.08 | 0.30 | |
| Kidney | GG-inj | 368.58 | 67.36 | 5 | 6.23 | 0.0176 | ||
| GG-LP | 319.93 | 72.15 | 5 | 5.48 | 0.0203 | 0.87 | 0.31 | |
| GGB-LP | 287.46 | 106.81 | 5 | 4.36 | 0.0226 | 0.78 | 0.22 |
DTI: drug targeting index. * The concentration in plasma is given as μg mL−1; a p < 0.05 compared with GG-inj; b p < 0.05 compared with GG-LP; c p < 0.05 compared with GGB-LP.
Factors and responses in response surface-central composite design.
| Independent Variables | Levels | ||||
|---|---|---|---|---|---|
| −1.682 | −1 | 0 | +1 | 1.682 | |
| 6 | 7.22 | 9 | 10.78 | 12 | |
| 5 | 5.81 | 7 | 8.19 | 9 | |
| 10 | 13.04 | 17.50 | 21.96 | 25 | |
| Y1 = EE (%) | Maximize | ||||
| Y2 = particile size (nm) | Minimize | ||||