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APPLICATIONS OF MATHEMATICAL MODELLING IN PHARMACEUTICAL FORMULATION AND PROCESS DEVELOPMENT

Cilt: 7 Sayı: 2 31 Aralık 2023
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APPLICATIONS OF MATHEMATICAL MODELLING IN PHARMACEUTICAL FORMULATION AND PROCESS DEVELOPMENT

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Pharmaceutical development and authorization stages have high requirements that increase labour and costs. Risks for product quality and process robustness also increase in parallel with complex practices existing in the pharmaceutical industry and emerging as a result of developments. Although it is challenging to eliminate parameters leading to increased risks, there is need to appropriately manage the risks likewise arrange decision making processes. Designing and optimizing formulation and production processes to deliver the predetermined product quality is known as Quality by Design (QbD) in pharmaceutical development. In terms of data and knowledge, QbD can be carried out using a variety of technologies in this process. Mathematical modelling is one of these tools allows for the quick formation of subject knowledge, which may subsequently be used in an independent or integrated manner and to produce Design of Experiments (DOE). Response surface method (RSM), Artificial Neural Network (ANN), Genetic Algorithm (GA) are some of the assistive technologies used in mathematical modelling that enables to enlighten the effect of formulation and process variables on product quality attributes. The use of advanced mathematical modelling techniques in formulation and process development has become widespread and it appears to be beneficial in different areas of pharmaceutical development.

Anahtar Kelimeler

Kaynakça

  1. Aksu, B., Yegen, G. (2014). New Quality Concepts in Pharmaceuticals. Journal of Marmara University Institute of Health Sciences, 4(2):96-104. DOI: 10.5455/musbed.20140327095117 Bastogne T. (2017). Quality-by-design of nanopharmaceuticals - a state of the art. Nanomedicine, 3(7):2151-2157. https://doi.org./10.1016/j.nano.2017.05.014
  2. Beg, S., Hasnain, M. S., Rahman, M., & Swain, S. (2019). Introduction to Quality by Design (QbD): Fundamentals, Principles, and Applications. Pharmaceutical Quality by Design-Principles and Applications, 1-17. https://doi.org/10.1016/B978-0-12-815799-2.00001-0
  3. Beg, S., Swain, S., Rahman, M., Hasnain, S., & Imam, S. S. (2019). Application of Design of Experiments (DoE) in Pharmaceutical Product and Process Optimization. In S. Beg, & M. S. Hasnain, Pharmaceutical Quality by Design-Principles and Applications (pp. 43-64). Academic Press. https://doi.org/10.1016/B978-0-12-815799-2.00003-4
  4. Dhoot, A. S., Fernandes, G. J., Naha, A., Rathnanand, M., & Kumar, L. (2019). Design of Experiments in Pharmaceutical Development. Pharmaceutical Chemistry Journal, 53(8):730-735. Ekinci, M., Yegen, G., Aksu, B., Özdemir, D.İ. (2022). Preparation and Evaluation of Poly(lactic acid)/Poly(vinyl alcohol) Nanoparticles Using the Quality by Design Approach. ACS Omega, 7, 33793−33807. https://doi.org/10.1021/acsomega.2c02141
  5. Fachel, F.N.S., Medeiros-Neves, B., Dal Prá, M., Schuh, R.S., Veras, K.S., Bassani, V.L., Koester, L.S., Henriques, A.T., Braganhol, E., Teixeira, H.F. (2019). Box-Behnken design optimization of mucoadhesive chitosan-coated nanoemulsions for rosmarinic acid nasal delivery—In vitro studies. Carbohydrate Polymers, 199: 572-582. https://doi.org/10.1016/j.carbpol.2018.07.054
  6. Garg, N.K., Sharma, G., Singh, B., Nirbhavane, P., Tyagi, R.K., R., Katare, O.P. (2017). Quality by Design (QbD)-enabled development of aceclofenac loaded-nano structured lipid carriers (NLCs): An improved dermatokinetic profile for inflammatory disorder(s). International Journal of Pharmaceutics, 517(1–2): 413-431. https://doi.org/10.1016/j.ijpharm.2016.12.010
  7. Grangeia, H.B., Silva, C., Simões, S.P., Reis, M.S. (2020). Quality by design in pharmaceutical manufacturing: A systematic review of current status, challenges and future perspectives. European Journal of Pharmaceutics and Biopharmaceutics, 147:19-37. https://doi.org/10.1016/j.ejpb.2019.12.007
  8. Gündogdu, E., Demir, E. S., Özgenç, E., Yeğen, G., Aksu, B. (2020). Applying Quality by Design Principles in the Development and Preparation of a New Radiopharmaceutical: Technetium-99mImatinib Mesylate. ACS Omega, 5, 5297−5305. https://doi.org/10.1021/acsomega.9b04327

Ayrıntılar

Birincil Dil

İngilizce

Konular

Kimya Mühendisliği (Diğer)

Bölüm

Derleme

Yayımlanma Tarihi

31 Aralık 2023

Gönderilme Tarihi

27 Ekim 2023

Kabul Tarihi

8 Kasım 2023

Yayımlandığı Sayı

Yıl 2023 Cilt: 7 Sayı: 2

Kaynak Göster

APA
Yeğen, G., Senel, C., Pabuccuoğlu, S. K., & Aksu, B. (2023). APPLICATIONS OF MATHEMATICAL MODELLING IN PHARMACEUTICAL FORMULATION AND PROCESS DEVELOPMENT. AURUM Journal of Engineering Systems and Architecture, 7(2), 303-313. https://doi.org/10.53600/ajesa.1382037
AMA
1.Yeğen G, Senel C, Pabuccuoğlu SK, Aksu B. APPLICATIONS OF MATHEMATICAL MODELLING IN PHARMACEUTICAL FORMULATION AND PROCESS DEVELOPMENT. A-JESA. 2023;7(2):303-313. doi:10.53600/ajesa.1382037
Chicago
Yeğen, Gizem, Cagla Senel, Saadet Kevser Pabuccuoğlu, ve Buket Aksu. 2023. “APPLICATIONS OF MATHEMATICAL MODELLING IN PHARMACEUTICAL FORMULATION AND PROCESS DEVELOPMENT”. AURUM Journal of Engineering Systems and Architecture 7 (2): 303-13. https://doi.org/10.53600/ajesa.1382037.
EndNote
Yeğen G, Senel C, Pabuccuoğlu SK, Aksu B (01 Aralık 2023) APPLICATIONS OF MATHEMATICAL MODELLING IN PHARMACEUTICAL FORMULATION AND PROCESS DEVELOPMENT. AURUM Journal of Engineering Systems and Architecture 7 2 303–313.
IEEE
[1]G. Yeğen, C. Senel, S. K. Pabuccuoğlu, ve B. Aksu, “APPLICATIONS OF MATHEMATICAL MODELLING IN PHARMACEUTICAL FORMULATION AND PROCESS DEVELOPMENT”, A-JESA, c. 7, sy 2, ss. 303–313, Ara. 2023, doi: 10.53600/ajesa.1382037.
ISNAD
Yeğen, Gizem - Senel, Cagla - Pabuccuoğlu, Saadet Kevser - Aksu, Buket. “APPLICATIONS OF MATHEMATICAL MODELLING IN PHARMACEUTICAL FORMULATION AND PROCESS DEVELOPMENT”. AURUM Journal of Engineering Systems and Architecture 7/2 (01 Aralık 2023): 303-313. https://doi.org/10.53600/ajesa.1382037.
JAMA
1.Yeğen G, Senel C, Pabuccuoğlu SK, Aksu B. APPLICATIONS OF MATHEMATICAL MODELLING IN PHARMACEUTICAL FORMULATION AND PROCESS DEVELOPMENT. A-JESA. 2023;7:303–313.
MLA
Yeğen, Gizem, vd. “APPLICATIONS OF MATHEMATICAL MODELLING IN PHARMACEUTICAL FORMULATION AND PROCESS DEVELOPMENT”. AURUM Journal of Engineering Systems and Architecture, c. 7, sy 2, Aralık 2023, ss. 303-1, doi:10.53600/ajesa.1382037.
Vancouver
1.Gizem Yeğen, Cagla Senel, Saadet Kevser Pabuccuoğlu, Buket Aksu. APPLICATIONS OF MATHEMATICAL MODELLING IN PHARMACEUTICAL FORMULATION AND PROCESS DEVELOPMENT. A-JESA. 01 Aralık 2023;7(2):303-1. doi:10.53600/ajesa.1382037

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