Process Optimization of Novel Boronophenylalanine Liposomes Through Box–Behnken Response Surface Design and Preliminary Evaluation in A549 Lung Carcinoma Cells for Boron Neutron Capture Therapy
Abstract
1. Introduction
2. Results
2.1. Optimization of the BPA EE by RSM
2.1.1. Single-Factor Experimental Analysis
2.1.2. BBD-Based Optimization
2.1.3. Response Surface Analysis
2.2. Characterization
2.3. In Vitro Serum Stability Assay
2.4. In Vitro Release Assay
2.5. In Vitro Cell Experiments
2.5.1. Cell Viability Assay
2.5.2. Cellular Uptake Assay
2.5.3. Flow Cytometry
3. Discussion
4. Materials and Methods
4.1. Materials and Reagents
4.2. Preparation of CB-BPA-Lips
4.3. EE Calculation
4.4. Experimental Design
4.5. Characterization
4.6. In Vitro Serum Stability Assay
4.7. In Vitro Release Assay
4.8. In Vitro Cell Experiments
4.8.1. Cell Culture Method
4.8.2. Cell Viability Assay
4.8.3. Cellular Uptake Assay
4.8.4. Flow Cytometry
4.9. Statistical Analysis
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| BNCT | Boron neutron capture therapy |
| BPA | Boronophenylalanine |
| CB | o-Carborane |
| Lips | Liposomes |
| EPR | Enhanced permeability and retention |
| BSH | Sodium borocaptate |
| PC | Phosphatidylcholine |
| DSPE-PEG2000 | 1,2-Distearoyl-sn-Glycero-3-Phosphoethanolamine-Polyethylene Glycol |
| EE | Encapsulation efficiency |
| B | Boron |
| PDI | Polydispersity index |
| BBD | Box–Behnken design |
| RSM | Response surface methodology |
| IC50 | Half-maximal inhibitory concentration |
| TEM | Transmission electron microscopy |
| DLS | Dynamic light scattering analysis |
| HPLC | High-performance liquid chromatography |
| ICP-MS | Inductively coupled plasma mass spectrometry |
| FBS | Fetal bovine serum |
| PBS | Phosphate-buffered saline |
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| X1 | X2 | X3/min | Y (%) | |
|---|---|---|---|---|
| 1 | −1 | −1 | 0 | 38.050 |
| 2 | 1 | −1 | 0 | 40.055 |
| 3 | −1 | 1 | 0 | 42.648 |
| 4 | 1 | 1 | 0 | 42.661 |
| 5 | −1 | 0 | −1 | 42.301 |
| 6 | 1 | 0 | −1 | 42.345 |
| 7 | −1 | 0 | 1 | 41.036 |
| 8 | 1 | 0 | 1 | 43.267 |
| 9 | 0 | −1 | −1 | 43.493 |
| 10 | 0 | 1 | −1 | 46.731 |
| 11 | 0 | −1 | 1 | 42.525 |
| 12 | 0 | 1 | 1 | 45.919 |
| 13 | 0 | 0 | 0 | 56.334 |
| 14 | 0 | 0 | 0 | 55.991 |
| 15 | 0 | 0 | 0 | 56.100 |
| 16 | 0 | 0 | 0 | 56.775 |
| 17 | 0 | 0 | 0 | 56.408 |
| Source | Sum of Squares | Degree of Freedom (DF) | Mean Square | F-Value | p-Value |
|---|---|---|---|---|---|
| model | 724.70 | 9 | 80.52 | 830.28 | <0.0001 a |
| X1 | 2.30 | 1 | 2.30 | 23.75 | 0.0018 a |
| X2 | 23.93 | 1 | 23.93 | 246.74 | <0.0001 a |
| X3 | 0.5634 | 1 | 0.5634 | 5.81 | 0.0468 a |
| X1X2 | 0.9920 | 1 | 0.9920 | 10.23 | 0.0151 a |
| X1X3 | 1.20 | 1 | 1.20 | 12.33 | 0.0098 a |
| X2X3 | 0.0061 | 1 | 0.0061 | 0.0627 | 0.8094 b |
| X12 | 337.19 | 1 | 337.19 | 3476.89 | <0.0001 a |
| X22 | 178.95 | 1 | 178.95 | 1845.16 | <0.0001 a |
| X32 | 111.04 | 1 | 111.04 | 1144.99 | <0.0001 a |
| Residual | 0.6789 | 7 | 0.0970 | ||
| Lack of fit | 0.3073 | 3 | 0.1024 | 1.10 | 0.4455 b |
| Pure error | 0.3716 | 4 | 0.0929 | ||
| Cor. total | 725.37 | 16 |
| Drug Release Kinetic Model | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Zero-Order | First-Order | Weibull | Higuchi | Korsmeyer–Peppas | ||||||||
| Samples | ||||||||||||
| R2 | k0/% × h−1 | R2 | k1/h−1 | R2 | τ | β | R2 | kh/% × h−(1/2) | R2 | k/h−n | n | |
| BPA | 0.5897 | 0.93 | 0.8849 | 1.16 | 0.9934 | 2.2623 | 0.3336 | 0.7448 | 6.01 | 0.8704 | 43.06 | 0.14 |
| CB | 0.6189 | 1.21 | 0.9904 | 0.36 | 0.9917 | 0.3074 | 0.9408 | 0.8230 | 7.51 | 0.8807 | 15.08 | 0.32 |
| Independent Variables | Code | −1 | 0 | 1 |
|---|---|---|---|---|
| Mass ratio of Egg PC to cholesterol | X1 | 1:1 | 2:1 | 3:1 |
| Mass ratio of Egg PC to BPA | X2 | 4:1 | 5:1 | 6:1 |
| Hydration time(min) | X3 | 12 | 18 | 24 |
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Shi, H.; Xu, Q.; Li, F.; Fan, C.; Han, Y. Process Optimization of Novel Boronophenylalanine Liposomes Through Box–Behnken Response Surface Design and Preliminary Evaluation in A549 Lung Carcinoma Cells for Boron Neutron Capture Therapy. Molecules 2026, 31, 1409. https://doi.org/10.3390/molecules31091409
Shi H, Xu Q, Li F, Fan C, Han Y. Process Optimization of Novel Boronophenylalanine Liposomes Through Box–Behnken Response Surface Design and Preliminary Evaluation in A549 Lung Carcinoma Cells for Boron Neutron Capture Therapy. Molecules. 2026; 31(9):1409. https://doi.org/10.3390/molecules31091409
Chicago/Turabian StyleShi, Haojie, Qianlong Xu, Fenglin Li, Caiyun Fan, and Yi Han. 2026. "Process Optimization of Novel Boronophenylalanine Liposomes Through Box–Behnken Response Surface Design and Preliminary Evaluation in A549 Lung Carcinoma Cells for Boron Neutron Capture Therapy" Molecules 31, no. 9: 1409. https://doi.org/10.3390/molecules31091409
APA StyleShi, H., Xu, Q., Li, F., Fan, C., & Han, Y. (2026). Process Optimization of Novel Boronophenylalanine Liposomes Through Box–Behnken Response Surface Design and Preliminary Evaluation in A549 Lung Carcinoma Cells for Boron Neutron Capture Therapy. Molecules, 31(9), 1409. https://doi.org/10.3390/molecules31091409

