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BOX-BEHNKEN DESIGN APPROACH (BBDA) IN DEVELOPMENT AND OPTIMIZATION OF METFORMIN EXTENDED RELEASE TABLETS (MERT)

Yıl 2025, Cilt: 49 Sayı: 2, 365 - 381, 19.05.2025
https://doi.org/10.33483/jfpau.1539651

Öz

Objective: The present research outlines the use of quality by design (QbD) method to formulate MERT using Box-Behnken Design approach (BBDA). Based on quality target product profile (QTPP) to achieve tablets hardness and % cumulative Drug Release (% CDR) (at 2 hour and 10 hour), Critical quality attribute (CQA)were identified and selected as independent variable. In this present work, HPMC K 100M, Eudragit RL 100, and excipients MCC are selected as independent variables at their high and low levels in development of MERT.
Material and Method: As per Design-Expert® prediction, total 19 formulations are prepared where each tablets of weight of 850 mg prepared by direct compression method. For each formulation, responses are determined and analyzed to find most optimized concentration.
Result and Discussion: HPMC K 100 M, Eudragit RL 100 and MCC have antagonistic effects on the % CDR after 2 hour and 10 hours. From diagnostic plot it has been observed normal distribution of all data points near to straight line for normal plot of residuals, and predicted vs. actual. The desirability cube and the contour graph showing maximum desirability for optimized values of 76.75 mg, 203 mg and 58 mg for HPMC K 100M, Eudragit RL 100 and MCC respectively which are selected as independent factors in formulation of MERT. Prepared optimized tablets of MERT releases drug for more than 10 hr.

Etik Beyan

Nil

Kaynakça

  • 1. Padamwar, P.A., Poonam, P.P. (2015). Formulation and evaluation of fast dissolving oral film of bisoprololfumarate. International Journal of Pharmaceutical Sciences, 6, 135-142.
  • 2. Juran, J.M. (1992). Juran on quality by design: The new steps for planning quality into goods and services. New York. Free Press.
  • 3. Schwartz, J.B., O’Connor, R.E., Schnaare, R.L. (2002). Optimization techniques in pharmaceutical formulation and processing, (4th eds), Modern pharmaceutics. CRC Press.
  • 4. Box, G.E.P., Behnken, D.W. (1960) Some new three level designs for the study of quantitative variables. Technometrics, 2(4), 455-475. [CrossRef]
  • 5. Palamakula, A., Nutan, M.T.H., Khan, M.A. (2004). Response surface methodology for optimization and characterization of limonene-based coenzyme Q10 self-nanoemulsified capsule dosage form. AAPS Pharma Science Technology, 5(4), e66. [CrossRef]
  • 6. Yu, L.X. (2008). Pharmaceutical quality by design: Product and process development, understanding, and control. Pharmaceutical Research, 25(4),781-91. [CrossRef]
  • 7. Pallagi, E, Ambrus, R., Szabó-Révész, P., Csóka, I. (2015). Adaptation of the quality by design concept in early pharmaceutical development of an intranasal nano sized formulation. International Journal of Pharmaceutics, 491(1), 384-92. [CrossRef]
  • 8. Eşim, Ö., Hasçiçek, C. (2023). Preparation and evaluation of compression-coated tablets for chronopharmaceutical drug delivery. Journal of Faculty of Pharmacy of Ankara University, 47(2), 508-519. [CrossRef]
  • 9. Yüce, M., Çapan, Y. (2010). Pharmaceutical quality by design: Quality by design approach and its elements. Journal of Faculty of Pharmacy of Ankara University, 39(4), 369-390. [CrossRef]
  • 10. Hakemeyer, C., McKnight, N., St. John, R., Meier, S., Trexler-Schmidt, M., Kelley, B., Zetti, F., Puskeiler, R., Kleinjans, A., Lim, F., (2016). Process characterization and design space definition. Biologicals, 44, 306-318. [CrossRef]
  • 11. Witters, L.A. (2001). The blooming of the French lilac. The Journal of Clinical Investigation, 108(8), 1105-7. [CrossRef]
  • 12. Ungar, G., Freedman, L., Shapiro, S.L. (1957). Pharmacological studies of a new oral hypoglycemic drug. Proceedings of the Society for Experimental Biology and Medicine, 95(1), 190-192.
  • 13. Lund, S.S., Tarnow, L., Stehouwer, C.D., Schalkwijk, C.G., Frandsen, M., Smidt, U.M., Pedersen, O., Parving, H.H., Vaag, A. (2007). Targeting hyperglycaemia with either metformin or repaglinide in non-obese patients with type 2 diabetes: Results from a randomized crossover trial. Diabetes, Obesity and Metabolism, 9(3), 394-407. [CrossRef]
  • 14. Proks, P., Kramer, H., Haythorne, E., Ashcroft, F.M. (2018). Binding of sulphonylureas to plasma proteins-A KATP channel perspective. PLoS One, 13(5), e0197634. [CrossRef]
  • 15. Prusty, A., Panda, S.K. (2024) The revolutionary role of artificial intelligence (AI) in pharmaceutical sciences. Indian J of Pharmaceutical Education and Research, 58(3s), s768-s776. [CrossRef]
  • 16. Claycamp, H.G. (2007). Perspective on quality risk management of pharmaceutical quality. Drug Information Journal, 41(3), 353-367. [CrossRef]
  • 17. Prusty, A., Gupta, B.G., Mishra, A.K. (2016). Development and evaluation of matrix tablet by taking new chemicals combination of chitosan and Eudragit RL. Journal of Young Pharmacist, 8(3), 168-176. [CrossRef]
  • 18. Cochran, W.G., Cox, G.M. (1992). Experimental designs (2nd ed), Wiley: New York, p.335-339.
  • 19. Banker, G.S., Rhodes, C.T. (2002). Marcel Dekker, Inc.: New York, USA, p.607-626.
  • 20. Rath, S., Gupta, B.K., Bala, N.N., Dhal, H.C. (2011). Formulation and optimization of immediate release telmisartan tablets using full factorial design. International Journal of Applied Pharmaceutics, 3(3), 587-610.
  • 21. Nair, A., Khunt D., Misra, M. (2019). Application of quality by design for optimization of spray drying process used in drying of risperidone nanosuspension. Powder Technololgy, 342, 156-165. [CrossRef]
  • 22. Khafagy, El-Sayed, Fayed, M.H., Alrabahi, S.H., Gad, S., Alshahrani, S.M., Aldawsari, M. (2020). Defining design space for optimization of escitalopram ultra-fast melting tablet using suspension spray-coating technique: In-vitro and in-vivo evaluation. Journal of Drug Delivery Science and Technology, 57, 101631. [CrossRef]
  • 23. Fliszar, K.A., Foster, N. (2008). Examination of metformin hydrochloride in a continuous dissolution/HDM system. International Journal of Pharmaceutics, 351(1-2), 127-132. [CrossRef]
  • 24. Wells J. (2002). Pharmaceutical preformulation: The physiochemical properties of drug substances. In: Aulton M.E., editor, Pharmaceutics the science of dosage form design London. Churchill Livingstone. p.247.
  • 25. The United States Pharmacopeial Convention. (2009). Pharmacopeial Forum, 35(1).
  • 26. Lawrence, X.Y., Amidon, G., Khan, M.A., Hoag, S.W., Polli, J., Raju, G.K. (2014). Understanding pharmaceutical quality by design. American Association of Pharmaceutical Scientists, 16(4), 771-83. [CrossRef]
  • 27. Costa, P., Sousa Lobo J.M. (2001). Modeling and comparison of dissolution profiles. European Journal of Pharmaceutical Sciences, 13, 123‑33. [CrossRef]
  • 28. Roy, H., Brahma, C.K., Nandi, S., Parida, K.R. (2013). Formulation and design of sustained release matrix tablets of metformin hydrochloride: Influence of hypromellose and polyacrylate polymers. International Journal of Applied and Basic Medical Research, 3, 55-63. [CrossRef]
  • 29. Muniyandy, S., Kalakonda, S.N., Kettavarampalayam, S.G. (2002). The effect of tablet formulation and hardness on in vitro release of cephalexin from Eudragit L100 based extended release tablets. Biological and Pharmaceutical Bulletin, 25(4), 541-545. [CrossRef]
  • 30. Wan, L.S.C., Heng, P.W.S., Wong, L.F. (1991). The effect of hydroxypropyl methylcellulose on water penetration into a matrix system. International Journal of Pharmaceutics, 73(2), 111-116.
  • 31. Cook, R.D. (1977). Detection of influential observation in linear regression. Technometrics, 19, 15-18.
  • 32. Cook, R.D. (1986). Assessment of local influence (with discussion). Journal of the Royal Statistical Society, Series B: Methodological, 48, 133-169.

METFORMİN UZATILMIŞ SALIMLI TABLETLERİN (MERT) GELİŞTİRİLMESI VE OPTİMİZASYONUNDA BOX-BEHNKEN TASARIM YAKLAŞIMI (BBDA)

Yıl 2025, Cilt: 49 Sayı: 2, 365 - 381, 19.05.2025
https://doi.org/10.33483/jfpau.1539651

Öz

Amaç: Bu çalışma, tasarımla kalite (QbD) yaklaşımı kullanılarak MERT formülasyonunun geliştirilmesini ve Box-Behnken Tasarım (BBD) yöntemiyle optimize edilmesini ele almaktadır. Tabletlerin sertliği ve kümülatif etkin madde salım yüzdesi (% CDR) (2. ve 10. saatlerde) hedef ürün kalite profiline (QTPP) dayalı olarak belirlenmiştir. Kritik kalite özellikleri (CQA) tanımlanmış ve bağımsız değişkenler olarak seçilmiştir. Bu doğrultuda, MERT formülasyonunun geliştirilmesinde HPMC K 100M, Eudragit RL 100 ve yardımcı madde olarak MCC yüksek ve düşük seviyelerde bağımsız değişkenler olarak değerlendirilmiştir.
Gereç ve Yöntem: Design-Expert® programı tahminlerine göre toplam 19 farklı formülasyon hazırlanmıştır. Her biri 850 mg ağırlığında olan tabletler doğrudan basım yöntemiyle üretilmiştir. Her bir formülasyon için yanıtlar belirlenmiş ve en uygun konsantrasyonun belirlenmesi amacıyla analiz edilmiştir.
Sonuç ve Tartışma: HPMC K 100M, Eudragit RL 100 ve MCC'nin, 2. ve 10. saatlerdeki % CDR üzerinde antagonist etkiler gösterdiği tespit edilmiştir. Tanısal grafiklerden elde edilen veriler, normal artıklar grafiği ve tahmin edilene karşı gerçek değerler doğrultusunda tüm veri noktalarının doğruya yakın bir dağılım sergilediğini göstermektedir. Optimizasyon çalışmaları sonucunda belirlenen istenen değerlere göre en yüksek uygunluğu sağlayan HPMC K 100M, Eudragit RL 100 ve MCC konsantrasyonları sırasıyla 76,75 mg, 203 mg ve 58 mg olarak belirlenmiştir. Optimum formülasyon ile hazırlanan tabletler, 10 saatten daha uzun süre boyunca etkin madde salımı gerçekleştirebilmiştir.

Kaynakça

  • 1. Padamwar, P.A., Poonam, P.P. (2015). Formulation and evaluation of fast dissolving oral film of bisoprololfumarate. International Journal of Pharmaceutical Sciences, 6, 135-142.
  • 2. Juran, J.M. (1992). Juran on quality by design: The new steps for planning quality into goods and services. New York. Free Press.
  • 3. Schwartz, J.B., O’Connor, R.E., Schnaare, R.L. (2002). Optimization techniques in pharmaceutical formulation and processing, (4th eds), Modern pharmaceutics. CRC Press.
  • 4. Box, G.E.P., Behnken, D.W. (1960) Some new three level designs for the study of quantitative variables. Technometrics, 2(4), 455-475. [CrossRef]
  • 5. Palamakula, A., Nutan, M.T.H., Khan, M.A. (2004). Response surface methodology for optimization and characterization of limonene-based coenzyme Q10 self-nanoemulsified capsule dosage form. AAPS Pharma Science Technology, 5(4), e66. [CrossRef]
  • 6. Yu, L.X. (2008). Pharmaceutical quality by design: Product and process development, understanding, and control. Pharmaceutical Research, 25(4),781-91. [CrossRef]
  • 7. Pallagi, E, Ambrus, R., Szabó-Révész, P., Csóka, I. (2015). Adaptation of the quality by design concept in early pharmaceutical development of an intranasal nano sized formulation. International Journal of Pharmaceutics, 491(1), 384-92. [CrossRef]
  • 8. Eşim, Ö., Hasçiçek, C. (2023). Preparation and evaluation of compression-coated tablets for chronopharmaceutical drug delivery. Journal of Faculty of Pharmacy of Ankara University, 47(2), 508-519. [CrossRef]
  • 9. Yüce, M., Çapan, Y. (2010). Pharmaceutical quality by design: Quality by design approach and its elements. Journal of Faculty of Pharmacy of Ankara University, 39(4), 369-390. [CrossRef]
  • 10. Hakemeyer, C., McKnight, N., St. John, R., Meier, S., Trexler-Schmidt, M., Kelley, B., Zetti, F., Puskeiler, R., Kleinjans, A., Lim, F., (2016). Process characterization and design space definition. Biologicals, 44, 306-318. [CrossRef]
  • 11. Witters, L.A. (2001). The blooming of the French lilac. The Journal of Clinical Investigation, 108(8), 1105-7. [CrossRef]
  • 12. Ungar, G., Freedman, L., Shapiro, S.L. (1957). Pharmacological studies of a new oral hypoglycemic drug. Proceedings of the Society for Experimental Biology and Medicine, 95(1), 190-192.
  • 13. Lund, S.S., Tarnow, L., Stehouwer, C.D., Schalkwijk, C.G., Frandsen, M., Smidt, U.M., Pedersen, O., Parving, H.H., Vaag, A. (2007). Targeting hyperglycaemia with either metformin or repaglinide in non-obese patients with type 2 diabetes: Results from a randomized crossover trial. Diabetes, Obesity and Metabolism, 9(3), 394-407. [CrossRef]
  • 14. Proks, P., Kramer, H., Haythorne, E., Ashcroft, F.M. (2018). Binding of sulphonylureas to plasma proteins-A KATP channel perspective. PLoS One, 13(5), e0197634. [CrossRef]
  • 15. Prusty, A., Panda, S.K. (2024) The revolutionary role of artificial intelligence (AI) in pharmaceutical sciences. Indian J of Pharmaceutical Education and Research, 58(3s), s768-s776. [CrossRef]
  • 16. Claycamp, H.G. (2007). Perspective on quality risk management of pharmaceutical quality. Drug Information Journal, 41(3), 353-367. [CrossRef]
  • 17. Prusty, A., Gupta, B.G., Mishra, A.K. (2016). Development and evaluation of matrix tablet by taking new chemicals combination of chitosan and Eudragit RL. Journal of Young Pharmacist, 8(3), 168-176. [CrossRef]
  • 18. Cochran, W.G., Cox, G.M. (1992). Experimental designs (2nd ed), Wiley: New York, p.335-339.
  • 19. Banker, G.S., Rhodes, C.T. (2002). Marcel Dekker, Inc.: New York, USA, p.607-626.
  • 20. Rath, S., Gupta, B.K., Bala, N.N., Dhal, H.C. (2011). Formulation and optimization of immediate release telmisartan tablets using full factorial design. International Journal of Applied Pharmaceutics, 3(3), 587-610.
  • 21. Nair, A., Khunt D., Misra, M. (2019). Application of quality by design for optimization of spray drying process used in drying of risperidone nanosuspension. Powder Technololgy, 342, 156-165. [CrossRef]
  • 22. Khafagy, El-Sayed, Fayed, M.H., Alrabahi, S.H., Gad, S., Alshahrani, S.M., Aldawsari, M. (2020). Defining design space for optimization of escitalopram ultra-fast melting tablet using suspension spray-coating technique: In-vitro and in-vivo evaluation. Journal of Drug Delivery Science and Technology, 57, 101631. [CrossRef]
  • 23. Fliszar, K.A., Foster, N. (2008). Examination of metformin hydrochloride in a continuous dissolution/HDM system. International Journal of Pharmaceutics, 351(1-2), 127-132. [CrossRef]
  • 24. Wells J. (2002). Pharmaceutical preformulation: The physiochemical properties of drug substances. In: Aulton M.E., editor, Pharmaceutics the science of dosage form design London. Churchill Livingstone. p.247.
  • 25. The United States Pharmacopeial Convention. (2009). Pharmacopeial Forum, 35(1).
  • 26. Lawrence, X.Y., Amidon, G., Khan, M.A., Hoag, S.W., Polli, J., Raju, G.K. (2014). Understanding pharmaceutical quality by design. American Association of Pharmaceutical Scientists, 16(4), 771-83. [CrossRef]
  • 27. Costa, P., Sousa Lobo J.M. (2001). Modeling and comparison of dissolution profiles. European Journal of Pharmaceutical Sciences, 13, 123‑33. [CrossRef]
  • 28. Roy, H., Brahma, C.K., Nandi, S., Parida, K.R. (2013). Formulation and design of sustained release matrix tablets of metformin hydrochloride: Influence of hypromellose and polyacrylate polymers. International Journal of Applied and Basic Medical Research, 3, 55-63. [CrossRef]
  • 29. Muniyandy, S., Kalakonda, S.N., Kettavarampalayam, S.G. (2002). The effect of tablet formulation and hardness on in vitro release of cephalexin from Eudragit L100 based extended release tablets. Biological and Pharmaceutical Bulletin, 25(4), 541-545. [CrossRef]
  • 30. Wan, L.S.C., Heng, P.W.S., Wong, L.F. (1991). The effect of hydroxypropyl methylcellulose on water penetration into a matrix system. International Journal of Pharmaceutics, 73(2), 111-116.
  • 31. Cook, R.D. (1977). Detection of influential observation in linear regression. Technometrics, 19, 15-18.
  • 32. Cook, R.D. (1986). Assessment of local influence (with discussion). Journal of the Royal Statistical Society, Series B: Methodological, 48, 133-169.
Toplam 32 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Konular Temel Farmakoloji
Bölüm Araştırma Makalesi
Yazarlar

Amaresh Prusty 0000-0002-2978-8044

Sanjit Senapati 0009-0009-7134-0057

Gyanaranjan Behera 0009-0006-6099-9516

Erken Görünüm Tarihi 2 Mayıs 2025
Yayımlanma Tarihi 19 Mayıs 2025
Gönderilme Tarihi 28 Ağustos 2024
Kabul Tarihi 29 Ocak 2025
Yayımlandığı Sayı Yıl 2025 Cilt: 49 Sayı: 2

Kaynak Göster

APA Prusty, A., Senapati, S., & Behera, G. (2025). BOX-BEHNKEN DESIGN APPROACH (BBDA) IN DEVELOPMENT AND OPTIMIZATION OF METFORMIN EXTENDED RELEASE TABLETS (MERT). Journal of Faculty of Pharmacy of Ankara University, 49(2), 365-381. https://doi.org/10.33483/jfpau.1539651
AMA Prusty A, Senapati S, Behera G. BOX-BEHNKEN DESIGN APPROACH (BBDA) IN DEVELOPMENT AND OPTIMIZATION OF METFORMIN EXTENDED RELEASE TABLETS (MERT). Ankara Ecz. Fak. Derg. Mayıs 2025;49(2):365-381. doi:10.33483/jfpau.1539651
Chicago Prusty, Amaresh, Sanjit Senapati, ve Gyanaranjan Behera. “BOX-BEHNKEN DESIGN APPROACH (BBDA) IN DEVELOPMENT AND OPTIMIZATION OF METFORMIN EXTENDED RELEASE TABLETS (MERT)”. Journal of Faculty of Pharmacy of Ankara University 49, sy. 2 (Mayıs 2025): 365-81. https://doi.org/10.33483/jfpau.1539651.
EndNote Prusty A, Senapati S, Behera G (01 Mayıs 2025) BOX-BEHNKEN DESIGN APPROACH (BBDA) IN DEVELOPMENT AND OPTIMIZATION OF METFORMIN EXTENDED RELEASE TABLETS (MERT). Journal of Faculty of Pharmacy of Ankara University 49 2 365–381.
IEEE A. Prusty, S. Senapati, ve G. Behera, “BOX-BEHNKEN DESIGN APPROACH (BBDA) IN DEVELOPMENT AND OPTIMIZATION OF METFORMIN EXTENDED RELEASE TABLETS (MERT)”, Ankara Ecz. Fak. Derg., c. 49, sy. 2, ss. 365–381, 2025, doi: 10.33483/jfpau.1539651.
ISNAD Prusty, Amaresh vd. “BOX-BEHNKEN DESIGN APPROACH (BBDA) IN DEVELOPMENT AND OPTIMIZATION OF METFORMIN EXTENDED RELEASE TABLETS (MERT)”. Journal of Faculty of Pharmacy of Ankara University 49/2 (Mayıs 2025), 365-381. https://doi.org/10.33483/jfpau.1539651.
JAMA Prusty A, Senapati S, Behera G. BOX-BEHNKEN DESIGN APPROACH (BBDA) IN DEVELOPMENT AND OPTIMIZATION OF METFORMIN EXTENDED RELEASE TABLETS (MERT). Ankara Ecz. Fak. Derg. 2025;49:365–381.
MLA Prusty, Amaresh vd. “BOX-BEHNKEN DESIGN APPROACH (BBDA) IN DEVELOPMENT AND OPTIMIZATION OF METFORMIN EXTENDED RELEASE TABLETS (MERT)”. Journal of Faculty of Pharmacy of Ankara University, c. 49, sy. 2, 2025, ss. 365-81, doi:10.33483/jfpau.1539651.
Vancouver Prusty A, Senapati S, Behera G. BOX-BEHNKEN DESIGN APPROACH (BBDA) IN DEVELOPMENT AND OPTIMIZATION OF METFORMIN EXTENDED RELEASE TABLETS (MERT). Ankara Ecz. Fak. Derg. 2025;49(2):365-81.

Kapsam ve Amaç

Ankara Üniversitesi Eczacılık Fakültesi Dergisi, açık erişim, hakemli bir dergi olup Türkçe veya İngilizce olarak farmasötik bilimler alanındaki önemli gelişmeleri içeren orijinal araştırmalar, derlemeler ve kısa bildiriler için uluslararası bir yayım ortamıdır. Bilimsel toplantılarda sunulan bildiriler supleman özel sayısı olarak dergide yayımlanabilir. Ayrıca, tüm farmasötik alandaki gelecek ve önceki ulusal ve uluslararası bilimsel toplantılar ile sosyal aktiviteleri içerir.