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Article

Indirect Modeling of Post-Prandial Intestinal Lymphatic Uptake of Halofantrine Using PBPK Approaches: Limitations and Implications

Faculty of Pharmacy & Pharmaceutical Sciences, Katz Centre for Pharmacy & Health Research, University of Alberta, Edmonton, AB T6G 2E1, Canada
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Authors to whom correspondence should be addressed.
Pharmaceutics 2025, 17(9), 1228; https://doi.org/10.3390/pharmaceutics17091228
Submission received: 12 August 2025 / Revised: 8 September 2025 / Accepted: 19 September 2025 / Published: 22 September 2025
(This article belongs to the Special Issue In Silico Pharmacokinetic and Pharmacodynamic (PK-PD) Modeling)

Abstract

Background/Objectives: Despite the recognized importance and distinctive characteristics of the intestinal lymphatic pathway in drug absorption, its pharmacokinetic modeling remains largely unexplored. This study aimed to address this gap by developing a physiologically based pharmacokinetic model (PBPK) to represent the oral lymphatic uptake of halofantrine following a fatty meal. Methods: Using GastroPlus™ 9.8.3 and published literature data, halofantrine absorption, distribution, metabolism, and elimination in both fasting and fed states were modeled. As the used software does not directly simulate intestinal lymphatic transport, lymphatic involvement in the fed state was examined indirectly through parameter adjustments such as first-pass metabolism, pKa-driven solubility changes, and bile-salt-mediated solubilization, with the aid of molecular dynamics simulations under post-prandial pH. Results: The pharmacokinetic models revealed a reduction in the first-pass effect of halofantrine in the fed state compared to that in the fasting state. While adjustments in metabolism kinetics sufficed for constructing a representative PBPK model in the fasting state, capturing the fed-state profile required both modifications to metabolism kinetics and other parameters related to the structural rearrangements of halofantrine driven by the changes in intestinal pH following food intake. These changes were confirmed using molecular dynamics simulations of halofantrine in pHs reflecting the post-prandial conditions. Conclusions: This study underscores the need for further exploration and direct modeling of intestinal lymphatic uptake via PBPK models, highlighting its underexplored status in simulation algorithms. Moreover, the importance of integrating representative physicochemical factors for drugs, particularly in post-prandial conditions or lipid formulations, is evident. Overall, these findings contribute to advancing predictive regulatory and developmental considerations in drug development using post hoc analyses.
Keywords: in silico; PBPK; lymphatic uptake; halofantrine; chylomicrons in silico; PBPK; lymphatic uptake; halofantrine; chylomicrons
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MDPI and ACS Style

Yousef, M.; Mosa, F.E.S.; Barakat, K.H.; Davies, N.M.; Löbenberg, R. Indirect Modeling of Post-Prandial Intestinal Lymphatic Uptake of Halofantrine Using PBPK Approaches: Limitations and Implications. Pharmaceutics 2025, 17, 1228. https://doi.org/10.3390/pharmaceutics17091228

AMA Style

Yousef M, Mosa FES, Barakat KH, Davies NM, Löbenberg R. Indirect Modeling of Post-Prandial Intestinal Lymphatic Uptake of Halofantrine Using PBPK Approaches: Limitations and Implications. Pharmaceutics. 2025; 17(9):1228. https://doi.org/10.3390/pharmaceutics17091228

Chicago/Turabian Style

Yousef, Malaz, Farag E. S. Mosa, Khaled H. Barakat, Neal M. Davies, and Raimar Löbenberg. 2025. "Indirect Modeling of Post-Prandial Intestinal Lymphatic Uptake of Halofantrine Using PBPK Approaches: Limitations and Implications" Pharmaceutics 17, no. 9: 1228. https://doi.org/10.3390/pharmaceutics17091228

APA Style

Yousef, M., Mosa, F. E. S., Barakat, K. H., Davies, N. M., & Löbenberg, R. (2025). Indirect Modeling of Post-Prandial Intestinal Lymphatic Uptake of Halofantrine Using PBPK Approaches: Limitations and Implications. Pharmaceutics, 17(9), 1228. https://doi.org/10.3390/pharmaceutics17091228

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