Abstract
The 2023 Generic Drug Science and Research Initiative Public Workshop organized by the U.S. Food and Drug Administration (FDA) discussed the research needs to improve and enhance bioequivalence (BE) approaches for generic drug development. FDA takes such research needs and panel discussions into account to develop its Generic Drug User Fee Amendments III (GDUFA III) Science and Research Initiatives specific to generics. During the five workshop sessions, presentations and panel discussions focused on identifying and addressing scientific gaps and research needs related to nitrosamine impurity issues, BE assessment for oral products, innovative BE approaches for long-acting injectable products, alternative BE approaches for orally inhaled products, and advanced BE methods for topical products. Specifically, this report highlights the discussions on how to improve BE assessment for developing generic drug products based on research priorities for leveraging quantitative methods and modeling, as well as artificial intelligence/machine learning (AI/ML).
Graphical Abstract
References
Babiskin A, Wu F, Mousa Y, Tan ML, Tsakalozou E, Walenga RL, et al. Regulatory utility of mechanistic modeling to support alternative bioequivalence approaches: a workshop overview. CPT Pharmacometrics Syst Pharmacol. 2023;12(5):619–23.
U.S. FDA Center for Drug Evaluation and Research. Guidance Document: M13A bioequivalence for immediate-release solid oral dosage forms [Internet]. US FDA. 2022 [cited 09/19/2023]. Available from: https://www.fda.gov/regulatory-information/search-fda-guidance-documents/m13a-bioequivalence-immediate-release-solid-oral-dosage-forms.
ICH M13: bioequivalence for immediate-release solid oral dosage forms [Internet]. International Council for Harmonisation of Technical Requirements for Pharmaceuticals for Human Use (ICH). 2020 [cited 09/20/2023]. Available from: https://www.ich.org/page/multidisciplinary-guidelines.
Hajian B, De Backer J, Vos W, Van Holsbeke C, Clukers J, De Backer W. Functional respiratory imaging (FRI) for optimizing therapy development and patient care. Expert Rev Respir Med. 2016;10(2):193–206.
Hastedt JPB, Cabal A, Clark A, Ehrhardt C, Forbes B, Hickey AJ, Hochhaus G, Jiang W, Kassinos S, Kuehl P, Prime D, Son YJ, Teague S, Tehler U, Wylie J. Biopharmaceutics meets inhaled drug delivery — introducing the iBCS grid: abstract from The Aerosol Society drug delivery to the lungs. J Aerosol Med Pulm Drug Deliv. 2023;36(3):A1–39.
Draft guidance on ipratropium bromide [Internet]. US FDA. 2021 [cited 02/07/2024]. Available from: https://www.accessdata.fda.gov/drugsatfda_docs/psg/PSG_020393.pdf.
Physicochemical and structural (Q3) characterization of topical drug products submitted in ANDAs guidance for industry [Internet]. US FDA. 2022 [cited 10/18/2023]. Available from: https://www.fda.gov/media/162471/download.
Clarke JF, Thakur K, Polak S. A mechanistic physiologically based model to assess the effect of study design and modified physiology on formulation safe space for virtual bioequivalence of dermatological drug products. Front Pharmacol. 2022;13:1007496.
Acknowledgements
We would like to thank Manar Al-Ghabeish (Division of Therapeutic Performance II, Office of Research and Standards, Office of Generic Drugs, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, Maryland, USA) and Priyanka Ghosh (Division of Therapeutic Performance I, Office of Research and Standards, Office of Generic Drugs, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, Maryland, USA) for their assistance with comments and critical review during the preparation of the manuscript.
Author information
Authors and Affiliations
Contributions
A. P., F. W., R. W., E. T., K. A., and Y. G. wrote the manuscript. L. Z. and L. F. provided critical feedback and helped in shaping the manuscript. All co-authors contributed to the revision of the manuscript.
Corresponding author
Ethics declarations
Disclaimer
The opinions expressed in the article are those of the authors and should not be interpreted as the position of the U.S. Food and Drug Administration.
Conflict of Interest
The authors declare no competing interests.
Additional information
Communicated by Fang Wu and Liang Zhao.
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Pal, A., Wu, F., Walenga, R. et al. Leveraging Modeling and Simulation to Enhance the Efficiency of Bioequivalence Approaches for Generic Drugs: Highlights from the 2023 Generic Drug Science and Research Initiatives Public Workshop. AAPS J 26, 45 (2024). https://doi.org/10.1208/s12248-024-00916-8
Received:
Accepted:
Published:
DOI: https://doi.org/10.1208/s12248-024-00916-8