Optimization of Advance Novel Oral Self-Emulsifying Drug Delivery System (SEDDs) Involving Box-Behnken Design as Statistical Analysis Approach of Nateglinide Drug

Authors

  • Devanand Jha
  • Kumari Sindhu
  • Amit Kumar
  • Gagan Kumar Utwaliya
  • Himanshu Ranjan
  • Prottay Dutta
  • Nidhi Kumari
  • Shruti Kumari
  • Ravi Shankar kumar
  • Archana Yadav
  • Jay Karan Baitha
  • Rahul Pal

Keywords:

design of experiments, optimizations, hyperglycaemic, self-emulsifying drug delivery system, box-behnken

Abstract

Background: Self-emulsifying drug delivery systems (SEDDs) have emerged as a promising approach to improve the solubility and bioavailability of poorly water-soluble drugs like Nateglinide (NTG). Optimization of formulation variables is essential for enhancing performance attributes such as dissolution rate and particle size.

Objective: To systematically investigate the primary, interaction, and quadratic effects of formulation variables on the performance of NTG-loaded SEDDs using a Box-Behnken Design (BBD).

Methodology: A 15-run BBD with three factors and three levels (3³), including three center point replicates, was employed to analyze the impact of oil (Capryol 90), surfactant (Tween 80), and co-surfactant (PEG 400) as independent variables. Dependent variables were dissolution at 5 and 10 minutes and micelle particle size. Regression analysis, ANOVA, and desirability functions were used for model validation and optimization.

Results: Significant main and interaction effects of formulation variables were observed. The optimized formulation comprised 50.82 mg (10.15% w/w) oil, 250 mg (49.92% w/w) surfactant, and 200 mg (39.93% w/w) co-surfactant, achieving 91.0% dissolution after 5 minutes, approximately 100.0% dissolution after 10 minutes, and a micelle size of 49.23 nm. Predicted and experimental values were closely aligned, confirming model reliability.

Conclusion: The Box-Behnken Design effectively elucidated the relationships among formulation variables and enabled efficient optimization of NTG-loaded SEDDs, reducing time and labor while maximizing performance parameters

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References

Somani, A. A., Thelen, K., Zheng, S., Trame, M. N., Coboeken, K., Meyer, M., ... & Schmidt, S. (2016). Evaluation of changes in oral drug absorption in preterm and term neonates for Biopharmaceutics Classification System (BCS) class I and II compounds. British Journal of Clinical Pharmacology, 81(1), 137-147.

Pal, R., Pandey, P., Rizwan, M., Koli, M., Thakur, S. K., Malakar, R. K., ... & Chawra, H. S. (2023). The Utilization of Response Surface Methodology (RSM) In the Optimization of Diclofenac Sodium (DS) Liposomes Formulate through the Thin Film Hydration (TFH) Technique with Involving Computational Method. Journal of Advances in Medicine and Medical Research, 35(22), 287-300.

Singh, B., Bandopadhyay, S., Kapil, R., Singh, R., & Katare, O. P. (2009). Self-emulsifying drug delivery systems (SEDDS): formulation development, characterization, and applications. Critical Reviews™ in Therapeutic Drug Carrier Systems, 26(5).

Kumar, A., Sharma, S., & Kamble, R. (2010). Self-emulsifying drug delivery system (SEDDS): Future aspects. Int J Pharm Pharm Sci, 2(4), 7-13.

Hacıoğlu, A., Çıtlak, A., & Karakuş, S. (2015). Development and Validation of HPLC Method for Determination of Nateglinide in Drug Substances. Marmara Pharmaceutical Journal, 19(2), 103-108.

Weaver, M. L., Orwig, B. A., Rodriguez, L. C., Graham, E. D., Chin, J. A., Shapiro, M. J., ... & Mangold, J. B. (2001). Pharmacokinetics and metabolism of nateglinide in humans. Drug metabolism and disposition, 29(4), 415-421.

Kanakapura, B., & Penmatsa, V. K. (2016). A review of analytical methods for the determination of nateglinide in pharmaceuticals and biological samples. Pharmaceutical Chemistry Journal, 49, 854-867.

Hu, S., Boettcher, B., & Dunning, B. (2003). The mechanisms underlying the unique pharmacodynamics of nateglinide. Diabetologia, 46, M37-M43.

Bruni, G., Maggi, L., Mustarelli, P., Sakaj, M., Friuli, V., Ferrara, C., ... & Marini, A. (2019). Enhancing the pharmaceutical behavior of nateglinide by cocrystallization: Physicochemical assessment of cocrystal formation and informed use of differential scanning calorimetry for its quantitative characterization. Journal of pharmaceutical sciences, 108(4), 1529-1539.

Venkatesh, D. N., Meyyanathan, S. N., Shanmugam, R., Zielinska, A., Campos, J. R., Ferreira, J. D., & Souto, E. B. (2020). Development, in vitro release and in vivo bioavailability of sustained release nateglinide tablets. Journal of Drug Delivery Science and Technology, 55, 101355.

Thakur SK, Pal R, Pandey P, Havelikar U, Singh RP. A systematic review on several therapeutics’ activities and recent trends on Moringa oleifera an traditional medical plant. Journal of Pharmacognosy and Phytochemistry. 2024;13(2):136-42.

Suvarna, V. (2017). Development and characterization of solid self-emulsifying drug delivery system containing nateglinide. Asian Journal of Pharmaceutics (AJP), 11(01).

Reddy, M., Rao, B. N., & Reddy, K. R. (2012). Study on effect of excipients in enhancing the solubility of nateglinide by solid dispersions. Asian Journal of Pharmacy and Technology, 2(1), 4-7.

Trajanovska, E., Crcarevska, M. S., Mirchev, M., Jovanovikj, F., Atanasova, A., Ugarkovic, S., & Dodov, M. G. (2021). Optimization of self-emulsifying drug delivery system of cefuroxime axetil. Macedonian Pharmaceutical Bulletin, 66(2).

Pal, R., Pandey, P., Maurya, V. K., Saxena, A., Rizwan, M., Koli, M., ... & Pinki, K. (2023). Optimization And Formulation of Doxorubicin (DOX) Loaded Liposome Well-Used in Chemotherapy Involving Quality by Design (QBD): A Transitory Research. European Chemical Bulletin, 12, 4491-4510.

Pal, R., Pandey, P., Jha, D., Dutta, P., Sahoo, S., Gupta, R., ... & Chawra, H. S. (2023). The Utilization of 32 Full Factorial Design (FFD) for Optimization of Lincomycin Hydrochloride (LNH) Loaded Nanogel Involving; Design of Experiments (DoE) an Advanced Approach. Advances in Research, 24(6), 272-281.

Rohrer, J., Zupančič, O., Hetenyi, G., Kurpiers, M., & Bernkop-Schnuerch, A. (2018). Design and evaluation of SEDDS exhibiting high emulsifying properties. Journal of Drug Delivery Science and Technology, 44, 366-372.

Pal, R., Pandey, P., Koli, M., Srivastava, K., Tiwari, V., Gaur, A. K., & Dutta, P. (2024). The Comprehensive Review: Exploring Future Potential of Nasopulmonary Drug Delivery Systems for Nasal Route Drug Administration. Journal of Drug Delivery and Therapeutics, 14(3), 126-136.

Dey, S., Kumar, D. H. I. R. A. J., Kumar, S., Sreenivas, S., Rahul, V., & Samal, H. B. (2011). Formulation, characterization and in-vitro evaluation of floating microspheres of nateglinide. Int J Pharm and Bio Sci, 2(1).

Venkatesh, D. N., Meyyanathan, S. N., Shanmugam, R., Zielinska, A., Campos, J. R., Ferreira, J. D., & Souto, E. B. (2020). Development, in vitro release and in vivo bioavailability of sustained release nateglinide tablets. Journal of Drug Delivery Science and Technology, 55, 101355.

El Maghraby, G. M., Elsisi, A. E., & Elmeshad, G. A. (2015). Development of liquid oral sustained release formulations of nateglinide: in vitro and in vivo evaluation. Journal of Drug Delivery Science and Technology, 29, 70-77.

Pal, R., Pandey, P., Nogai, L., Anand, A., Suthar, P., SahdevKeskar, M., & Kumar, V. (2023). The future perspectives and novel approach on gastro retentive drug delivery system (GRDDS) with currrent state. Journal of Population Therapeutics and Clinical Pharmacology, 30(17), 594-613.

Pal R, Pandey P, Chawra HS, Khan Z. Nano Drug Delivery Carriers (Nanocarriers): A Promising Targeted Strategy in Tuberculosis and Pain Treatment. Pharmaceutical Nanotechnology, 2025 Mar 7.

Gursoy, R. N., & Benita, S. (2004). Self-emulsifying drug delivery systems (SEDDS) for improved oral delivery of lipophilic drugs. Biomedicine & pharmacotherapy, 58(3), 173-182.

Rohrer, J., Zupančič, O., Hetenyi, G., Kurpiers, M., & Bernkop-Schnuerch, A. (2018). Design and evaluation of SEDDS exhibiting high emulsifying properties. Journal of Drug Delivery Science and Technology, 44, 366-372.

Pal R, Pandey P, Chawra HS, Singh RP. Niosomal as Potential Vesicular Drug Nano-carriers for the Treatment of Tuberculosis (TB). Nanoscience & Nanotechnology-Asia, 2025, 15(1).

Vasconcelos, T., Marques, S., & Sarmento, B. (2018). Measuring the emulsification dynamics and stability of self-emulsifying drug delivery systems. European Journal of Pharmaceutics and Biopharmaceutics, 123, 1-8.

Ujhelyi, Z., Vecsernyés, M., Fehér, P., Kósa, D., Arany, P., Nemes, D., ... & Bácskay, I. (2018). Physico-chemical characterization of self-emulsifying drug delivery systems. Drug Discovery Today: Technologies, 27, 81-86.

Usta, D. Y., Timur, B., & Teksin, Z. S. (2022). Formulation development, optimization by Box-Behnken design, characterization, in vitro, ex-vivo, and in vivo evaluation of bosentan-loaded self-nanoemulsifying drug delivery system: A novel alternative dosage form for pulmonary arterial hypertension treatment. European Journal of Pharmaceutical Sciences, 174, 106159.

Zhu, S., Hong, M., Liu, C., & Pei, Y. (2009). Application of Box-Behnken design in understanding the quality of genistein self-nanoemulsified drug delivery systems and optimizing its formulation. Pharmaceutical development and technology, 14(6), 642-649.

Pal, R., Pandey, P., Rai, B., Koli, M., Chakrabarti, M., Thakur, P., ... & Saxena, A. (2023). Chitosan: as highly potential biopolymer obtainable in several advance drug delivery systems including biomedical applications. Environmental science, 3(4).

Thakur SK, Pal R, Jha D, Dutta P, Pandey P, Tripathi BD, Rizwan M, Ojha S, Singh RP. The Application of Response Surface Methodology (RSM) In the Computational Optimization of Sustained Release (SR) For Phenothiazine Derivative Matrix Tablet. Journal of Pharmaceutical Research International. 2023 Dec 28;35(35):13-27.

Dean, A., Voss, D., Draguljić, D., Dean, A., Voss, D., & Draguljić, D. (2017). Response surface methodology. Design and analysis of experiments, 565-614.

Rehman FU, Shah KU, Shah SU, Khan IU, Khan GM, Khan A. From nanoemulsions to self-nanoemulsions, with recent advances in self-nanoemulsifying drug delivery systems (SNEDDS). Expert opinion on drug delivery. 2017 Nov 2;14(11):1325-40.

Solanki, N., & Prajapati, S. (2012). Self-emulsifying drug delivery system (SEDDS): A review. The International Journal of Pharmaceutical Research and Bio-Science, 1(1).

Gao, P., Rush, B. D., Pfund, W. P., Huang, T., Bauer, J. M., Morozowich, W., ... & Hageman, M. J. (2003). Development of a supersaturable SEDDS (S‐SEDDS) formulation of paclitaxel with improved oral bioavailability. Journal of pharmaceutical sciences, 92(12), 2386-2398.

Makadia HA, Bhatt AY, Parmar RB, Paun JS, Tank HM. Self-nano emulsifying drug delivery system (SNEDDS): future aspects. Asian Journal of Pharmaceutical Research. 2013;3(1):21-7.

Shahba AA, Mohsin K, Alanazi FK. Novel self-nanoemulsifying drug delivery systems (SNEDDS) for oral delivery of cinnarizine: design, optimization, and in-vitro assessment. Aaps Pharmscitech. 2012 Sep;13:967-77.

Rahman, M. A., Hussain, A., Hussain, M. S., Mirza, M. A., & Iqbal, Z. (2013). Role of excipients in successful development of self-emulsifying/microemulsifying drug delivery system (SEDDS/SMEDDS). Drug development and industrial pharmacy, 39(1), 1-19.

Kadu, P. J., Kushare, S. S., Thacker, D. D., & Gattani, S. G. (2011). Enhancement of oral bioavailability of atorvastatin calcium by self-emulsifying drug delivery systems (SEDDS). Pharmaceutical Development and Technology, 16(1), 65-74.

Kazi M, Al-Swairi M, Ahmad A, Raish M, Alanazi FK, Badran MM, Khan AA, Alanazi AM, Hussain MD. Evaluation of self-nanoemulsifying drug delivery systems (SNEDDS) for poorly water-soluble talinolol: Preparation, in vitro and in vivo assessment. Frontiers in pharmacology. 2019 May 2;10:459.

Holm, R., Jensen, I. H. M., & Sonnergaard, J. (2006). Optimization of self-microemulsifying drug delivery systems (SMEDDS) using a D-optimal design and the desirability function. Drug development and industrial pharmacy, 32(9), 1025-1032.

Pal R, Pandey P, Khadam VK, Chawra HS, Singh RP. The diverse marketed formulations of advanced nano drug carrier vehicles (and CVS) in different biomedical treatments: a complete descriptive review. International Journal of Pharma Professional’s Research (IJPPR). 2024 Apr 30;15(2):1-8.

Pal, R., Pandey, P., & Nogai, L. (2023). The Advanced Approach in The Development of Targeted Drug Delivery (TDD) With Their Bio-Medical Applications: A Descriptive Review. International Neurourology Journal, 27(4), 40-58.

Thomas N, Holm R, Müllertz A, Rades T. In vitro and in vivo performance of novel supersaturated self-nanoemulsifying drug delivery systems (super-SNEDDS). Journal of controlled release. 2012 May 30;160(1):25-32.

Zidan, A. S., Sammour, O. A., Hammad, M. A., Megrab, N. A., Habib, M. J., & Khan, M. A. (2007). Quality by design: Understanding the formulation variables of a cyclosporine A self-nanoemulsified drug delivery systems by Box–Behnken design and desirability function. International journal of pharmaceutics, 332(1-2), 55-63.

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Published

2025-05-13

How to Cite

1.
Jha D, Sindhu K, Kumar A, Utwaliya GK, Ranjan H, Dutta P, Kumari N, Kumari S, kumar RS, Yadav A, Baitha JK, Pal R. Optimization of Advance Novel Oral Self-Emulsifying Drug Delivery System (SEDDs) Involving Box-Behnken Design as Statistical Analysis Approach of Nateglinide Drug. J Neonatal Surg [Internet]. 2025May13 [cited 2025Nov.13];14(23S):472-90. Available from: https://jneonatalsurg.com/index.php/jns/article/view/5769

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