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Wang X, Chen F, Guo N, Gu Z, Lin H, Xiang X, Shi Y, Han B. Application of physiologically based pharmacokinetics modeling in the research of small-molecule targeted anti-cancer drugs. Cancer Chemother Pharmacol 2023; 92:253-270. [PMID: 37466731 DOI: 10.1007/s00280-023-04566-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Accepted: 07/05/2023] [Indexed: 07/20/2023]
Abstract
INTRODUCTION Physiologically based pharmacokinetics (PBPK) models are increasingly used in the drug research and development, especially in anti-cancer drugs. Between 2001 and 2020, a total of 89 small-molecule targeted antitumor drugs were approved in China and the United States, some of which already included PBPK modeling in their application or approval packages. This article intended to review the prevalence and application of PBPK model in these drugs. METHOD Article search was performed in the PubMed to collect English research articles on small-molecule targeted anti-cancer drugs using PBPK modeling. The selected articles were classified into nine categorizes according to the application areas and further analyzed. RESULT From 2001 to 2020, more than 60% of small-molecule targeted anti-cancer drugs (54/89) were studied using PBPK model with a wide range of application. Ninety research articles were included, of which 48 involved enzyme-mediated drug-drug interaction (DDI). Of these retrieved articles, Simcyp, GastroPlus, and PK-Sim were the most widely model building platforms, which account for 63.8%, 15.2%, and 8.6%, respectively. CONCLUSION PBPK modeling is commonly and widely used to research small-molecule targeted anti-cancer drugs.
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Affiliation(s)
- Xiaowen Wang
- Department of Pharmacy, Minhang Hospital, Fudan University, 170 Xinsong Road, Shanghai, China
- Department of Clinical Pharmacy and Pharmacy Administration, School of Pharmacy, Fudan University, 826 Zhangheng Road, Shanghai, China
| | - Fang Chen
- Department of Pharmacy, School of Medicine, Renji Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Nan Guo
- Department of Pharmacy, Minhang Hospital, Fudan University, 170 Xinsong Road, Shanghai, China
| | - Zhichun Gu
- Department of Pharmacy, School of Medicine, Renji Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Houwen Lin
- Department of Pharmacy, School of Medicine, Renji Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Xiaoqiang Xiang
- Department of Clinical Pharmacy and Pharmacy Administration, School of Pharmacy, Fudan University, 826 Zhangheng Road, Shanghai, China
| | - Yufei Shi
- Department of Clinical Pharmacy and Pharmacy Administration, School of Pharmacy, Fudan University, 826 Zhangheng Road, Shanghai, China.
| | - Bing Han
- Department of Pharmacy, Minhang Hospital, Fudan University, 170 Xinsong Road, Shanghai, China.
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Developing Clinically Relevant Dissolution Specifications (CRDSs) for Oral Drug Products: Virtual Webinar Series. Pharmaceutics 2022; 14:pharmaceutics14051010. [PMID: 35631595 PMCID: PMC9148161 DOI: 10.3390/pharmaceutics14051010] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2022] [Revised: 04/29/2022] [Accepted: 05/03/2022] [Indexed: 02/06/2023] Open
Abstract
A webinar series that was organised by the Academy of Pharmaceutical Sciences Biopharmaceutics focus group in 2021 focused on the challenges of developing clinically relevant dissolution specifications (CRDSs) for oral drug products. Industrial scientists, together with regulatory and academic scientists, came together through a series of six webinars, to discuss progress in the field, emerging trends, and areas for continued collaboration and harmonisation. Each webinar also hosted a Q&A session where participants could discuss the shared topic and information. Although it was clear from the presentations and Q&A sessions that we continue to make progress in the field of CRDSs and the utility/success of PBBM, there is also a need to continue the momentum and dialogue between the industry and regulators. Five key areas were identified which require further discussion and harmonisation.
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Ye D, López Mármol Á, Lenz V, Muschong P, Wilhelm-Alkubaisi A, Weinheimer M, Koziolek M, Sauer KA, Laplanche L, Mezler M. Mucin-Protected Caco-2 Assay to Study Drug Permeation in the Presence of Complex Biorelevant Media. Pharmaceutics 2022; 14:pharmaceutics14040699. [PMID: 35456533 PMCID: PMC9032137 DOI: 10.3390/pharmaceutics14040699] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 03/17/2022] [Accepted: 03/21/2022] [Indexed: 11/28/2022] Open
Abstract
The poor solubility and permeability of compounds beyond Lipinski’s Rule of Five (bRo5) are major challenges for cell-based permeability assays. Due to their incompatibility with gastrointestinal components in biorelevant media, the exploration of important questions addressing food effects is limited. Thus, we established a robust mucin-protected Caco-2 assay to allow the assessment of drug permeation in complex biorelevant media. To do that, the assay conditions were first optimized with dependence of the concentration of porcine mucin added to the cells. Mucin-specific effects on drug permeability were evaluated by analyzing cell permeability values for 15 reference drugs (BCS class I–IV). Secondly, a sigmoidal relationship between mucin-dependent permeability and fraction absorbed in human (fa) was established. A case study with venetoclax (BCS class IV) was performed to investigate the impact of medium complexity and the prandial state on drug permeation. Luminal fluids obtained from the tiny-TIM system showed a higher solubilization capacity for venetoclax, and a better read-out for the drug permeability, as compared to FaSSIF or FeSSIF media. In conclusion, the mucin-protected Caco-2 assay combined with biorelevant media improves the mechanistic understanding of drug permeation and addresses complex biopharmaceutical questions, such as food effects on oral drug absorption.
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Affiliation(s)
- Dong Ye
- Drug Metabolism and Pharmacokinetics—Bioanalytical Research, AbbVie Deutschland GmbH & Co. KG, 67061 Ludwigshafen, Germany; (D.Y.); (P.M.); (A.W.-A.); (M.W.); (L.L.)
| | - Álvaro López Mármol
- NCE Formulation Sciences, AbbVie Deutschland GmbH & Co. KG, 67061 Ludwigshafen, Germany; (Á.L.M.); (V.L.); (M.K.); (K.A.S.)
| | - Verena Lenz
- NCE Formulation Sciences, AbbVie Deutschland GmbH & Co. KG, 67061 Ludwigshafen, Germany; (Á.L.M.); (V.L.); (M.K.); (K.A.S.)
| | - Patricia Muschong
- Drug Metabolism and Pharmacokinetics—Bioanalytical Research, AbbVie Deutschland GmbH & Co. KG, 67061 Ludwigshafen, Germany; (D.Y.); (P.M.); (A.W.-A.); (M.W.); (L.L.)
| | - Anita Wilhelm-Alkubaisi
- Drug Metabolism and Pharmacokinetics—Bioanalytical Research, AbbVie Deutschland GmbH & Co. KG, 67061 Ludwigshafen, Germany; (D.Y.); (P.M.); (A.W.-A.); (M.W.); (L.L.)
| | - Manuel Weinheimer
- Drug Metabolism and Pharmacokinetics—Bioanalytical Research, AbbVie Deutschland GmbH & Co. KG, 67061 Ludwigshafen, Germany; (D.Y.); (P.M.); (A.W.-A.); (M.W.); (L.L.)
| | - Mirko Koziolek
- NCE Formulation Sciences, AbbVie Deutschland GmbH & Co. KG, 67061 Ludwigshafen, Germany; (Á.L.M.); (V.L.); (M.K.); (K.A.S.)
| | - Kerstin A. Sauer
- NCE Formulation Sciences, AbbVie Deutschland GmbH & Co. KG, 67061 Ludwigshafen, Germany; (Á.L.M.); (V.L.); (M.K.); (K.A.S.)
| | - Loic Laplanche
- Drug Metabolism and Pharmacokinetics—Bioanalytical Research, AbbVie Deutschland GmbH & Co. KG, 67061 Ludwigshafen, Germany; (D.Y.); (P.M.); (A.W.-A.); (M.W.); (L.L.)
| | - Mario Mezler
- Drug Metabolism and Pharmacokinetics—Bioanalytical Research, AbbVie Deutschland GmbH & Co. KG, 67061 Ludwigshafen, Germany; (D.Y.); (P.M.); (A.W.-A.); (M.W.); (L.L.)
- Correspondence:
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Bio-enabling strategies to mitigate the pharmaceutical food effect: a mini review. Int J Pharm 2022; 619:121695. [PMID: 35339633 DOI: 10.1016/j.ijpharm.2022.121695] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Revised: 03/02/2022] [Accepted: 03/19/2022] [Indexed: 12/27/2022]
Abstract
The concomitant administration of oral drugs with food can result in significant changes in bioavailability, leading to variable pharmacokinetics and considerable clinical implications, such as over- or under-dosing. Consequently, there is increasing demand for bio-enabling formulation strategies to reduce variability in exposure between the fasted and fed state and/or mitigate the pharmaceutical food effect. The current review critically evaluates technologies that have been implemented to overcome the positive food effects of pharmaceutical drugs, including, lipid-based formulations, nanosized drug preparations, cyclodextrins, amorphisation and solid dispersions, prodrugs and salts. Additionally, improved insight into preclinical models for predicting the food effect is provided. Despite the wealth of research, this review demonstrates that application of optimal formulation strategies to mitigate the positive food effects and the evaluation in preclinical models is not a universal approach, and improved standardisation of models to predict the food effects would be desirable. Ultimately, the successful reformulation of specific drugs to eliminate the food effect provides a panoply of advantages for patients with regard to clinical efficacy and compliance.
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Lee SY, Lee DY, Kang JH, Jeong JW, Kim JH, Kim HW, Oh DH, Kim JM, Rhim SJ, Kim GD, Kim HS, Jang YD, Park Y, Hur SJ. Alternative experimental approaches to reduce animal use in biomedical studies. J Drug Deliv Sci Technol 2022. [DOI: 10.1016/j.jddst.2022.103131] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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Lipophilic Salts and Lipid-Based Formulations for Bridging the Food Effect Gap of Venetoclax. J Pharm Sci 2021; 111:164-174. [PMID: 34516990 DOI: 10.1016/j.xphs.2021.09.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Revised: 09/06/2021] [Accepted: 09/06/2021] [Indexed: 01/31/2023]
Abstract
Lipid based formulations (LBF) have shown to overcome food dependent bioavailability for some poorly water-soluble drugs. However, the utility of LBFs can be limited by low dose loading due to a low drug solubility in LBF vehicles. This study investigated the solubility and drug loading increases in LBFs using lipophilic counterions to form lipophilic salts of venetoclax. Venetoclax docusate was formed from venetoclax free base and verified by 1H NMR. Formation of stable venetoclax-fatty acid associations with either oleic acid or decanoic acid were attempted, however, the molecular associations were less consistent based on 1H NMR. Venetoclax docusate displayed a up to 6.2-fold higher solubility in self-emulsifying drug delivery systems (SEDDS) when compared to the venetoclax free base solubility resulting in a higher dose loading. A subsequent bioavailability study in landrace pigs demonstrated a 2.5-fold higher bioavailability for the lipophilic salt containing long chain SEDDS compared to the commercially available solid dispersion Venclyxto® in the fasted state. The bioavailability of all lipophilic salt SEDDS in the fasted state was similar to Venclyxto® in the fed state. This study confirmed that lipophilic drug salts increase the dose loading in LBFs and showed that lipophilic salt-SEDDS combinations may be able to overcome bioavailability limitations of drugs with low inherent dose loading in lipid vehicles. Furthermore, the present study demonstrated the utility of a LBF approach, in combination with lipophilic salts, to overcome food dependent variable oral bioavailability of drugs.
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Koehl NJ, Henze LJ, Bennett-Lenane H, Faisal W, Price DJ, Holm R, Kuentz M, Griffin BT. In Silico, In Vitro, and In Vivo Evaluation of Precipitation Inhibitors in Supersaturated Lipid-Based Formulations of Venetoclax. Mol Pharm 2021; 18:2174-2188. [PMID: 33890794 PMCID: PMC8289286 DOI: 10.1021/acs.molpharmaceut.0c00645] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
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The concept of using
precipitation inhibitors (PIs) to sustain
supersaturation is well established for amorphous formulations but
less in the case of lipid-based formulations (LBF). This study applied
a systematic in silico–in vitro–in vivo approach to assess the merits of
incorporating PIs in supersaturated LBFs (sLBF) using the model drug
venetoclax. sLBFs containing hydroxypropyl methylcellulose (HPMC),
hydroxypropyl methylcellulose acetate succinate (HPMCAS), polyvinylpyrrolidone
(PVP), PVP-co-vinyl acetate (PVP/VA), Pluronic F108,
and Eudragit EPO were assessed in silico calculating
a drug–excipient mixing enthalpy, in vitro using a PI solvent shift test, and finally, bioavailability was
assessed in vivo in landrace pigs. The estimation
of pure interaction enthalpies of the drug and the excipient was deemed
useful in determining the most promising PIs for venetoclax. The sLBF
alone (i.e., no PI present) displayed a high initial drug concentration
in the aqueous phase during in vitro screening. sLBF
with Pluronic F108 displayed the highest venetoclax concentration
in the aqueous phase and sLBF with Eudragit EPO the lowest. In vivo, the sLBF alone showed the highest bioavailability
of 26.3 ± 14.2%. Interestingly, a trend toward a decreasing bioavailability
was observed for sLBF containing PIs, with PVP/VA being significantly
lower compared to sLBF alone. In conclusion, the ability of a sLBF
to generate supersaturated concentrations of venetoclax in
vitro was translated into increased absorption in
vivo. While in silico and in vitro PI screening suggested benefits in terms of prolonged supersaturation,
the addition of a PI did not increase in vivo bioavailability.
The findings of this study are of particular relevance to pre-clinical
drug development, where the high in vivo exposure
of venetoclax was achieved using a sLBF approach, and despite the
perceived risk of drug precipitation from a sLBF, including a PI may
not be merited in all cases.
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Affiliation(s)
- Niklas J Koehl
- School of Pharmacy, University College Cork, College Road, T12 YN60 Cork, Ireland.,Drug Product Development, Janssen Research and Development, Johnson & Johnson, Turnhoutseweg 30, 2340 Beerse, Belgium
| | - Laura J Henze
- School of Pharmacy, University College Cork, College Road, T12 YN60 Cork, Ireland.,Analytical Development, Janssen Research and Development, Johnson & Johnson, Turnhoutseweg 30, 2340 Beerse, Belgium
| | | | - Waleed Faisal
- School of Pharmacy, University College Cork, College Road, T12 YN60 Cork, Ireland.,Faculty of Pharmacy, Minia University, Minia, Egypt
| | - Daniel J Price
- Merck KGaA, Frankfurter Str. 250, 64293 Darmstadt, Germany.,Institution of Pharmaceutical Technology, Goethe University Frankfurt, Max-von-Laue-Strasse 9, 60439 Frankfurt am Main, Germany
| | - René Holm
- Drug Product Development, Janssen Research and Development, Johnson & Johnson, Turnhoutseweg 30, 2340 Beerse, Belgium.,Department of Science and Environment, Roskilde University, 4000 Roskilde, Denmark.,Department of Physics, Chemistry and Pharmacy, University of Southern Denmark, Campusvej 55, 5230 Odense, Denmark
| | - Martin Kuentz
- Institute of Pharma Technology, University of Applied Sciences and Arts Northwestern Switzerland, Hofackerstrasse 30, 4132 Muttenz, Switzerland
| | - Brendan T Griffin
- School of Pharmacy, University College Cork, College Road, T12 YN60 Cork, Ireland
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