İlaç Formülasyonu Geliştirilmesinde Deney Tasarımı (DoE) Seçimi ve Kullanımı

Son yıllarda ilaç formülasyonu geliştirilmesinde deney tasarımı (DoE) kullanımı artmış olmasına rağmen hala yeterli seviyede değildir. Özellikle katı ve yarı-katı dozaj formları gibi birçok bileşeni olan ve çıktılara etkisi bilinmeyen birçok proses parametresinin bulunduğu formülasyonlarda kullanılmasının ne kadar yararlı olduğu bilinmektedir. Ancak formülasyon geliştirmede deneme-yanılma gibi eski yaklaşımlar yerine DoE kullanılması ne kadar önemli ise, bu DoE’nin doğru kullanımı ve seçimi de bir o kadar önemlidir. Doğru seçilmeyen bir DoE tipi veya uygun olmayacak şekilde yapılan deneme ve ölçümler, sadece boşa kaynak ve zaman harcanması ile sonuçlanmaz, çoğu zaman kafa karıştırıcı veya yanıltıcı veriler de üretir. Bu derlemede DoE, uygun DoE tipinin seçimi, istatiksel eleme ile faktör sayısının düşürülmesi ve yanıt yüzeyi modellemesi (RSM) ile ilaç formülasyonlarının optimizasyonu hakkında özet bilgi verilmesi amaçlanmış olup, bu yöntemlerin ilaç formülasyonu geliştirmedeki uygulamalarından da kısaca bahsedilmiştir. Doğru DoE tipinin seçilerek uygulanması sayesinde; gerçekleştirilen az sayıdaki denemelerden çok fazla kaliteli bilgi (matematiksel modeller) üretilebilir. Bu sayede geliştirme süresi ve maliyeti ciddi oranda azaltılabilir. Ayrıca geliştirilen ürün, değişkenliklere karşı hassas olmayan sağlam bir prosese sahip olabilir.

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Haaland PD. Experimental Design in Biotechnology (1sted). Marcel Dekker Inc, New York. 1989. pp.3-92.

Bass I. Six Sigma Statistics with EXCEL and MINITAB (1sted). McGraw-Hill Professional, USA. 2007, pp.275-288.

Box GEP, Hunter WG, Hunter JS. Statistics for Experimenters. John Wiley & Sons Inc, New York. 1978, pp.298-487.

Mason RL, Gunst RF, Hess JL. Statistical Design and Analysis of Experiments: With Applications to Engineering and Science (2nd ed). John Wiley & Sons Inc, Hoboken. 2003, pp.109-139.

Antony J. Design of Experiments for Engineers and Scientists (2nd ed). Elsevier Inc. 2014, pp.7-125.

Hwang RC, Kowalski DL. Design of experiments for formulation development. Pharm Technol 2005. Available at; http://www.pharmtech.com/search/apachesolr_search/.%20 Design%20of%20experiments%20for%20formulation%20 development [Son erişim tarihi: 01.11.2016].

Shivhare M, McCreath G. Practical considerations for DoE implementation in quality by design. Bioprocess Int 2010; 8: 22-30.

Qiu Y, Zhang G. Development of modified-release solid oral dosage forms. In: Developing solid oral dosage forms: Pharmaceutical theory and practice. Editors: Qui Y, Chen Y, Zhang GGZ. Academic Press, Burlington. 2009, pp.501-517.

Lionberger RA, Lee SL, Lee L, Raw A, Yu LX. Quality by design: Concepts for ANDAs. AAPS J 2008; 10: 268-76. 10. Kumar BP, Karimulla SK. Solid lipid nanoparticles - a brief review. Int J Adv Pharm 2012; 2: 35-55.

Eriksson L, Johansson E, Kettaneh-Wold N, Wikstrom C, Wold S. Design of experiments: Principles and applications (3rd ed). MKS Umetrics AB, Sweden. 2008, pp.7-386.

Esbensen KH, Guyot D, Westad F, Houmoller LP. Multivariate data analysis in practice: An ıntroduction to multivariate data analysis and experimental design (5thed). Aalborg University, Denmark. 2002, pp.361-479.

Montgomery DC. Design and analysis of experiments (5thed). John Wiley&Sons Inc, New York. 2000, pp.170-511.

Yamamoto K, Shao ZJ. Process Development, Optimization, and scale-up: Fluid-bed granulation. In: Developing solid oral dosage forms: Pharmaceutical theory and practice (1sted). Editors: Qui Y, Chen Y, Zhang GGZ. Academic Press, Burlington. 2009, pp.708-12.

Durig T, Fassihi AR. Identification of stabilizing and destabilizing effects of excipient-drug interactions in solid dosage form design. Int J Pharm 1993; 97: 161–70.

Myers RH, Montgomery DC, Anderson-Cook CM. Response surface methodology: Process and product optimization using designed experiments (4thed). John Wiley and Sons Inc, Hoboken NJ. 2016, pp.1-12, 81-543.

Porter WR. Applied statistics in product development. In: Developing solid oral dosage forms: Pharmaceutical theory & practice. Editors: Qiu Y, Chen Y, Zhang GGZ, Liu L, Porter WR. Academic Press, Burlington USA. 2009, pp. 255-259.

Aksu B, Yegen G, Purisa S, Cevher E, Ozsoy Y. Optimisation of ondansetron orally disintegrating tablets using artificial neural networks. Trop J Pharm Res 2014; 13: 1374-83.

Demir O, Aksu B, Ozsoy Y, Araman A. Optimization of dexketoprofen trometamol tablet formulations utilizing different modeling techniques and the quality by design. Lat Am J Pharm 2016; 35: 813-25.

Odeniyi MA, Jaiyeoba KT. Optimization of ascorbic acid tablet formulations containing hydrophilic polymers. Farmacia 2009; 57: 157-66.

Ferreira GN, Silva MGR, Fraga AGM, Pereira da Silva LCR, Lira LM, Rodrigues CR, Castro HC, PEREİRA DE Sousa V, Cabral LM. Preparation and scale up of extended-release tablets of bromopride. Braz J Pharm Sci 2014; 50: 291-300.

Munot NM, Bajaj AN. Formulation and evaluation of gastroretentive indapamide micro balloons in combination with telmisartan minitablets. Int J Pharm Bio Sci 2011; 2: 141- 52.

Monajjemzadeh F, Hamishehkar H, Zakeri-Milani P, Farjami A, Valizadeh H. Design and optimization of sustained-release divalproex sodium tablets with response surface methodology. AAPS PharmSciTech 2013; 14: 245-53.

Uğurlu T, Karaçiçek U, Rayaman E. Optimization and evaluation of clarithromycin floating tablets using experimental mixture design. Acta Pol Pharm 2014; 71: 311- 21.

en NIM, Gani SSA, Shamsudin R, Masoumi HRF. The use of D-Optimal mixture design in optimizing development of okara tablet formulation as a dietary supplement. Sci World J 2015; 2015: 1-7.

Shakya S. Formulation and optimization of immediate release tablet of sitagliptin phosphate using response surface methodology. Int J Pharm Biol Med Sci 2015; 4: 7-12.

Sautour M, Rouget A, Dantigny P, Divies C, Bensoussan M. Application of Doehlert design to determine the combined effects of temperature, water activity and pH on conidial germination of Penicillium chrysogenum. J Appl Microbiol 2001; 91: 900-6.

Matlhola K, Katata-Seru L, Tshweu L, Bahadur I, Makgatho G, Balogun M. Formulation and optimization of Eudragit RS PO-Tenofovir nanocarriers using box-behnken experimental design. J Nanomater 2015; 2015: 1-11

El-Say KM, Refaey TA, Samy AM, Badawi AA. Box-Behnken design for optimization of formulation variables to improve the flowability and compressibility of bezafibrate. J Pharm Sci 2011; 43: 40-57.

Aksu B, Paradkar A, Matas M, Ozer O, Guneri T, York P. A quality by design approach using artificial intelligence techniques to control the critical quality attributes of ramipril tablets manufactured by wet granulation. Pharm Dev Technol 2013; 18: 236–45.

Mesut B, Aksu B, Ozsoy Y. Design of sustained release tablet formulations of alfuzosin HCl by means of neuro-fuzzy logic. Lat Am J Pharm 2013; 32: 1288-97.

Aksu B, Aydoğan M, Kanik B, Aksoy E. A flexible regulatory approach for different raw materials suppliers using QbD principles. Res J Pharm Biol Chem Sci 2013; 4: 358-72.

Aksu B, Gokce EH, Rencber S, Ozyazici M. Optimization of solid lipid nanoparticles using Gene Expression Programming (GEP). Lat Am J Pharm 2014; 33: 675-84.

Aksu B, Paradkar A, Matas M, Ozer O, Guneri T, York P. Quality by design approach: application of artificial intelligence techniques of tablets manufactured by direct compression. Pharm Sci Tech 2012; 13: 1138-46.

Aksu B, Matas M, Cevher E, Ozsoy Y, Guneri T, York P. Quality by design approach for tablet formulations containing spray coated ramipril by using artificial intelligence techniques. Int J Drug Deliv 2012; 4: 59-69.

Demir O, Aksu B, Ozsoy Y. Araştırma-geliştirme calışmalarında tasarımla kalite yaklaşımı ve yapay sinir ağı modellemesinin onemi. Turkiye Klinikleri J Pharm Sci 2015; 4: 17-36.
Marmara Pharmaceutical Journal-Cover
  • ISSN: 1309-0801
  • Yayın Aralığı: Yılda 6 Sayı
  • Başlangıç: 1985
  • Yayıncı: Marmara Üniversitesi
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