Original ArticleIndian Journal of Pharmaceutical Education and ResearchVol. 59 | Issue 2s | 2025 | pp. s494–s507Open access
Box Behnken Design: Unleashing the Potential of Desirability Function for Enhanced Permeability of Antidiabetic Nanoparticles
- 2*,
- 1*
- 1 Department of Pharmacy, School of Pharmacy, D.A.V.V, Takshshila Campus, Indore, Madhya Pradesh, INDIA.
- 2 Department of Pharmacy, Acropolis Institute of Pharmaceutical Education and Research, Indore, Madhya Pradesh, INDIA.
Published in Indian Journal of Pharmaceutical Education and Research
Correspondence: Akanksha Dwivedi
Department of Pharmacy, Acropolis Institute of Pharmaceutical Education and Research, Indore, Madhya Pradesh, INDIA.
Email: akd.pharma@gmail.com
Copyright: © 2025 Manuscript Technomedia. This is an open access article.
- Published:
- Apr 23, 2025
- Received:
- Oct 20, 2023
- Accepted:
- Jan 3, 2025
How to cite
Dwivedi, A., & Sharma, R. (2025). Box Behnken Design: Unleashing the Potential of Desirability Function for Enhanced Permeability of Antidiabetic Nanoparticles. Indian Journal of Pharmaceutical Education and Research, 59(2s), s494–s507. https://doi.org/10.5530/ijper.20255506
Abstract
Aim:
The present study is focused to develop and optimize nanoparticulate delivery system for two antidiabetic drugs; Sitagliptin Phosphate (SP) and Empagliflozin (EMP) of BCS class III drugs as a single dosage form using Box Behnken Design (BBD) and desirability function in lieu of superior permeability.
Materials and Methods:
Nanoparticles (NPs) were prepared using natural polymer Chitosan (CS) by ion gelation technique. BBD was employed to attain optimized formulation via responses (particle size and % entrapment efficiency). The optimized formulation was assessed for various parameters viz. and evaluated for particle size, entrapment efficiency, in vitro release kinetics and morphology through Scanning Electron Microscopy (SEM).
Results:
The responses showed a noteworthy influence of the formulation composition with a significant effect (p<0.05). Leveraging the power of desirability function, the most favourable formulation was handpicked and thereafter subjected to reformulation. The findings demonstrated chitosan-based nanoparticles with remarkable stability, boasting a zeta potential registering at +30.5 mV, featuring petite particles at 89.43 nm and an impressive entrapment efficiency of 80.99%. The optimized preparation exhibited uniformity, stability and consistency between the observed and predicted responses.
Conclusion:
The efficacy of SP-EMP-CS nanoparticles in enhancing the bioavailability of poorly permeable drugs, combined with the utilization of BBD and desirability function, has provided a valuable framework for optimizing SP-EMP-CS nanoparticulate formulation. This approach has allowed for a comprehensive understanding of the impact of various independent variables on formulating an optimized SP-EMP-CS nanoparticulate system with superior responses. In summary, using Box Behnken design and desirability function, the research successfully developed a Nanoparticulate delivery system for SP and EMP, providing a promising approach to increase drug bioavailability and potentially improve diabetic therapy outcomes like improved glycemic control, enhanced patient adherence etc.
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Subject
Article metadata
| Title | Box Behnken Design: Unleashing the Potential of Desirability Function for Enhanced Permeability of Antidiabetic Nanoparticles |
|---|---|
| Authors | Akanksha Dwivedi; Rajesh Sharma |
| Affiliations | Department of Pharmacy, School of Pharmacy, D.A.V.V, Takshshila Campus, Indore, Madhya Pradesh, INDIA.; Department of Pharmacy, Acropolis Institute of Pharmaceutical Education and Research, Indore, Madhya Pradesh, INDIA. |
| Corresponding author | akd.pharma@gmail.com |
| Journal | Indian Journal of Pharmaceutical Education and Research |
| Volume / Issue | Vol. 59, Issue 2s (2025) |
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