Box Behnken Design: Unleashing the Potential of Desirability Function for Enhanced Permeability of Antidiabetic Nanoparticles

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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Journal
Indian Journal of Pharmaceutical Education and Research
Published
2025-04-24
DOI
https://doi.org/10.5530/ijper.20255506
Primary Topic
Advanced Drug Delivery Systems
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article
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article

Box Behnken Design: Unleashing the Potential of Desirability Function for Enhanced Permeability of Antidiabetic Nanoparticles

Rajesh Kumar Sharma, Akanksha Dwivedi
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Indian Journal of Pharmaceutical Education and Research
Advanced Drug Delivery Systems
article

Box Behnken Design: Unleashing the Potential of Desirability Function for Enhanced Permeability of Antidiabetic Nanoparticles

Rajesh Kumar Sharma, Akanksha Dwivedi
article en

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.

Indian Journal of Pharmaceutical Education and ResearchVol. 59(2s)
Devi Ahilya Vishwavidyalaya (IN), Chemical Pharmaceutical Research Institute (BG)
Openalex Percentile: Top 94%
Advanced Drug Delivery Systems
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