1
|
Sakai R, Shirasaka Y, Takagi T, Masada T, Minami K, Kataoka M, Tamai I, Takagi T, Yamashita S. How the Magenstrasse is formed after meals: Protein aggregation hypothesis. J Pharm Sci 2025; 114:1351-1358. [PMID: 39701386 DOI: 10.1016/j.xphs.2024.12.008] [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: 07/29/2024] [Revised: 12/06/2024] [Accepted: 12/06/2024] [Indexed: 12/21/2024]
Abstract
Magenstrasse (stomach road) is reported to potentially influence the absorption of orally administered drugs by facilitating a gastric emptying of ingested water under postprandial condition. We hypothesized the Magenstrasse is a consequence of the formation of protein aggregates due to the decrease in gastric pH associated with stimulated gastric acid secretion. The formation mechanism of the Magenstrasse was examined in vitro using a gastric chamber system which reproduces postprandial conditions in the stomach. Oral liquid meals containing different amounts of proteins were mixed with simulated gastric fluid containing pepsin in the gastric chamber. When a high-protein liquid meal was used, infusion of gastric acid caused protein denaturation, generating semisolid aggregates. Then, to evaluate the impact of the aggregates, fluorescein isothiocyanate-dextran 4000 (FD-4) solution was added. The presence of protein aggregates facilitated the elution of FD-4 from the gastric chamber, indicating that the semisolid aggregates suppressed mixing of FD-4 solution with meals. In addition, formation of the same type of protein aggregates was observed in vivo in rat stomach after ingesting a high-protein liquid meal. These in vitro and in vivo results support the idea that protein aggregation of liquid meals in the stomach contributes the formation of the Magenstrasse.
Collapse
Affiliation(s)
- Ryosuke Sakai
- Faculty of Pharmacy, Institute of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kakuma-machi, Kanazawa 920-1192, Japan
| | - Yoshiyuki Shirasaka
- Faculty of Pharmacy, Institute of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kakuma-machi, Kanazawa 920-1192, Japan.
| | - Taiyo Takagi
- Faculty of Pharmacy, Institute of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kakuma-machi, Kanazawa 920-1192, Japan
| | - Takato Masada
- Faculty of Pharmaceutical Sciences, Setsunan University, Hirakata, Osaka 573-0101, Japan
| | - Keiko Minami
- Faculty of Pharmaceutical Sciences, Setsunan University, Hirakata, Osaka 573-0101, Japan
| | - Makoto Kataoka
- Faculty of Pharmaceutical Sciences, Setsunan University, Hirakata, Osaka 573-0101, Japan
| | - Ikumi Tamai
- Faculty of Pharmacy, Institute of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kakuma-machi, Kanazawa 920-1192, Japan
| | - Toshihide Takagi
- Faculty of Pharmaceutical Sciences, Setsunan University, Hirakata, Osaka 573-0101, Japan
| | - Shinji Yamashita
- Research Organization of Science and Technology, Ritsumeikan University, Kusatsu, Shiga 525-8577, Japan
| |
Collapse
|
2
|
Wang Z, Xu W, Liu D, Li X, Liu S, Wu X, Wang H. Impact of Food Physical Properties on Oral Drug Absorption: A Comprehensive Review. Drug Des Devel Ther 2025; 19:267-280. [PMID: 39834644 PMCID: PMC11745047 DOI: 10.2147/dddt.s497515] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2024] [Accepted: 12/28/2024] [Indexed: 01/22/2025] Open
Abstract
Food-Drug Interaction (FDI) refers to the phenomenon where food affects the pharmacokinetic or pharmacodynamic characteristics of a drug, significantly altering the drug's absorption rate or absorption extent. These Interactions are considered as a primary determinant in influencing the bioavailability of orally administered drugs within the gastrointestinal tract. The impact of food on drug absorption is complex and multifaceted, potentially involving alterations in gastrointestinal physiology, increases in splanchnic blood flow rates, and shifts in the gut microbiota's composition. Up to now, extensive research has focused on the interactions between food composition (such as proteins, fats, and vitamins) and drug absorption. In contrast, the impact of food physical properties (such as viscosity, volume, and pH) has received less attention in drug development. This article reviewed the impact of food properties on oral drug absorption based on a comprehensive literature search, focusing on the influence of food volume and food viscosity. From the perspective of pharmacokinetics, we examined interaction trends between food properties and drugs across different classification based on the Biopharmaceutics Classification System (BCS). In addition, we introduced the practical application of physiologically based pharmacokinetic (PBPK) modeling in predicting oral drug absorption under the influence of food Properties.
Collapse
Affiliation(s)
- Ziyang Wang
- Clinical Pharmacology Research Center, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, People’s Republic of China
| | - Wen Xu
- CSPC Zhongqi Pharmaceutical Technology (Shijiazhuang) Co., Ltd, Shijiazhuang, People’s Republic of China
| | - Dan Liu
- College of Pharmacy, Shenyang Pharmaceutical University, Shenyang, People’s Republic of China
| | - Xiuqi Li
- Clinical Pharmacology Research Center, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, People’s Republic of China
| | - Shupeng Liu
- Clinical Pharmacology Research Center, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, People’s Republic of China
| | - Xiaofei Wu
- Clinical Pharmacology Research Center, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, People’s Republic of China
| | - Hongyun Wang
- Clinical Pharmacology Research Center, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, People’s Republic of China
| |
Collapse
|
3
|
Danielak D, Gajda M, Bołtromiuk T, Sulikowska K, Kubiak B, Romański M. Drug dissolution and transit in a heterogenous gastric chyme after fed administration: Semi-mechanistic modeling and simulations for an immediate-release and orodispersible tablets containing a poorly soluble drug. Eur J Pharm Biopharm 2024; 200:114341. [PMID: 38795785 DOI: 10.1016/j.ejpb.2024.114341] [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: 02/16/2024] [Revised: 05/06/2024] [Accepted: 05/22/2024] [Indexed: 05/28/2024]
Abstract
Mathematical models that treat the fed stomach content as a uniform entity emptied with a constant rate may not suffice to explain pharmacokinetic profiles recorded in clinical trials. In reality, phenomena such as the Magenstrasse or chyme areas of different pH and viscosity, play an important role in the intragastric drug dissolution and its transfer to the intestine. In this study, we investigated the data gathered in the bioequivalence trial between an immediate-release tablet (Reference) and an orally dispersible tablet (Test) with a poorly soluble weak base drug administered with or without water after a high-fat high-calorie breakfast. Maximum concentrations (Cmax) were significantly greater after administering the Reference product than the Test tablets, despite similar in vitro dissolution profiles. To explain this difference, we constructed a novel semi-mechanistic IVIVP model including a heterogeneous gastric chyme. The drug dissolution in vivo was modeled from the in vitro experiments in biorelevant media simulating gastric and intestinal fluids in the fed state (FEDGAS and FeSSIF). The key novelty of the model was separating the stomach contents into two compartments: isolated chyme (the viscous food content) that carries the drug slowly, and aq_chyme open for rapid Magenstrasse-like routes of drug transit. Drug distribution between these two compartments was both formulation- and administration-dependent, and recognized the respective drug fractions from the clinical pharmacokinetic data. The model's assumption about the nonuniform mixing of the API with the chyme, influencing differential drug dissolution and transit kinetics, led to simulating plasma concentration profiles that reflected well the variability observed in the clinical trial. The model indicated that, after administration, the Reference product mixes to a greater extent with aq_chyme, where the released drug dissolves better and transfers faster to the intestine. In conclusion, this novel approach underlines that diverse gastric emptying of different oral dosage forms may significantly impact pharmacokinetics and affect the outcomes of bioequivalence trials.
Collapse
Affiliation(s)
- Dorota Danielak
- Department of Physical Pharmacy and Pharmacokinetics, Poznan University of Medical Sciences, Rokietnicka 3 St, 60-806, Poznań, Poland.
| | - Maciej Gajda
- Adamed Pharma S.A., Pieńków, Mariana Adamkiewicza 6A, 05-152 Czosnów, Poland.
| | - Tomasz Bołtromiuk
- Adamed Pharma S.A., Pieńków, Mariana Adamkiewicza 6A, 05-152 Czosnów, Poland.
| | | | - Bartłomiej Kubiak
- Adamed Pharma S.A., Pieńków, Mariana Adamkiewicza 6A, 05-152 Czosnów, Poland.
| | - Michał Romański
- Department of Physical Pharmacy and Pharmacokinetics, Poznan University of Medical Sciences, Rokietnicka 3 St, 60-806, Poznań, Poland.
| |
Collapse
|
4
|
Winter F, Foja C, Feldmüller M, Kromrey ML, Schick P, Tzvetkov M, Weitschies W. Predicting gastric emptying of drug substances taken under postprandial conditions by combination of biorelevant dissolution and mechanistic in silico modeling. Eur J Pharm Sci 2024; 198:106788. [PMID: 38705421 DOI: 10.1016/j.ejps.2024.106788] [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: 02/02/2024] [Revised: 04/30/2024] [Accepted: 05/02/2024] [Indexed: 05/07/2024]
Abstract
Physiologically based pharmacokinetic (PBPK) models can help to understand the effects of gastric emptying on pharmacokinetics and in particular also provide a platform for understanding mechanisms of food effects, as well as extrapolation between different postprandial conditions, whether standardized clinical or patient-oriented, non-clinical conditions. By integrating biorelevant dissolution data from the GastroDuo dissolution model into a previously described mechanistic model of fed-state gastric emptying, we simulated the effects of a high-calorie high-fat meal on the pharmacokinetics of sildenafil, febuxostat, acetylsalicylic acid, theobromine and caffeine. The model was able to simulate the variability in Cmax and tmax caused by the presence of the stomach road. The main influences investigated to affect the gastric emptying process were drug solubility (theobromine and caffeine), tablet dissolution rate (acetylsalicylic acid) and sensitivity to gastric motility (sildenafil and febuxostat). Finally, we showed how PBPK models can be used to extrapolate pharmacokinetics between different prandial states using theobromine as an example with results from a clinical study being presented.
Collapse
Affiliation(s)
- Fabian Winter
- University of Greifswald, Institute of Pharmacy, Department of Biopharmaceutics and Pharmaceutical Technology, Felix-Hausdorff-Str. 3, 17489 Greifswald, Germany
| | - Constantin Foja
- University of Greifswald, Institute of Pharmacy, Department of Biopharmaceutics and Pharmaceutical Technology, Felix-Hausdorff-Str. 3, 17489 Greifswald, Germany
| | - Maximilian Feldmüller
- University of Greifswald, Institute of Pharmacy, Department of Biopharmaceutics and Pharmaceutical Technology, Felix-Hausdorff-Str. 3, 17489 Greifswald, Germany
| | - Marie-Luise Kromrey
- University Medicine Greifswald, Department of Diagnostic Radiology and Neuroradiology, Ferdinand-Sauerbruch-Straße, 17489 Greifswald, Germany
| | - Philipp Schick
- University of Greifswald, Institute of Pharmacy, Department of Biopharmaceutics and Pharmaceutical Technology, Felix-Hausdorff-Str. 3, 17489 Greifswald, Germany
| | - Mladen Tzvetkov
- University Medicine Greifswald, Department of General Pharmacology, Felix-Hausdorff-Str. 3, 17489 Greifswald, Germany
| | - Werner Weitschies
- University of Greifswald, Institute of Pharmacy, Department of Biopharmaceutics and Pharmaceutical Technology, Felix-Hausdorff-Str. 3, 17489 Greifswald, Germany.
| |
Collapse
|
5
|
Großmann L, Springub K, Krüger L, Winter F, Rump A, Kromrey ML, Bülow R, Hosten N, Dressman J, Weitschies W, Grimm M. Is there a fast track ("Darmstrasse") for fluids in the small intestine? Evidence from magnetic resonance imaging. Eur J Pharm Biopharm 2024; 198:114277. [PMID: 38582180 DOI: 10.1016/j.ejpb.2024.114277] [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: 01/26/2024] [Revised: 03/08/2024] [Accepted: 04/03/2024] [Indexed: 04/08/2024]
Abstract
BACKGROUND The transit and distribution pattern of fluids in the small intestine is a key parameter for the dissolution and absorption of drugs. Although some information is known about the small intestinal water content after administration of fluid volumes and meals, the intestinal transit of orally ingested fluids and solutions has been barely investigated. The aim of this three-arm, cross-over, 9-subject human study was to investigate the transit of orally ingested water in the small intestine under fasting and postprandial conditions using MRI. To identify the ingested water, manganese gluconate, which can be identified with T1-weighted MRI sequences, was added as a marker. Using Horos (DICOM software), quantification of the distribution of Mn2+ ions in the gastrointestinal tract in fasted versus fed state (standard meal by FDA guidance and a light meal) was possible. The distribution and approximate wetted intestinal length was very similar in the fasting and postprandial states, suggesting rapid transport of water ingested after a meal through the chyme-filled small intestine in continuation of the "Magenstrasse" (stomach road). In some subjects, manganese gluconate reached deeper parts of the small intestine even more quickly in the postprandial state than in the fasting arm of the study. A deeper understanding of the behaviour of solutes in the gastrointestinal tract is fundamental to a mechanistic explanation for the kinetic interaction between food and drug intake (food effects).
Collapse
Affiliation(s)
- Linus Großmann
- University of Greifswald, Institute of Pharmacy, Department of Biopharmaceutics and Pharmaceutical Technology, Felix-Hausdorff-Straße 3, 17491 Greifswald, Germany
| | - Katharina Springub
- University of Greifswald, Institute of Pharmacy, Department of Biopharmaceutics and Pharmaceutical Technology, Felix-Hausdorff-Straße 3, 17491 Greifswald, Germany
| | - Linda Krüger
- University of Greifswald, Institute of Pharmacy, Department of Biopharmaceutics and Pharmaceutical Technology, Felix-Hausdorff-Straße 3, 17491 Greifswald, Germany
| | - Fabian Winter
- University of Greifswald, Institute of Pharmacy, Department of Biopharmaceutics and Pharmaceutical Technology, Felix-Hausdorff-Straße 3, 17491 Greifswald, Germany
| | - Adrian Rump
- University of Greifswald, Institute of Pharmacy, Department of Biopharmaceutics and Pharmaceutical Technology, Felix-Hausdorff-Straße 3, 17491 Greifswald, Germany
| | - Marie-Luise Kromrey
- University Medicine Greifswald, Institute for Diagnostic Radiology and Neuroradiology, Ferdinand-Sauerbruch-Straße, 17475 Greifswald, Germany
| | - Robin Bülow
- University Medicine Greifswald, Institute for Diagnostic Radiology and Neuroradiology, Ferdinand-Sauerbruch-Straße, 17475 Greifswald, Germany
| | - Norbert Hosten
- University Medicine Greifswald, Institute for Diagnostic Radiology and Neuroradiology, Ferdinand-Sauerbruch-Straße, 17475 Greifswald, Germany
| | - Jennifer Dressman
- Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Theodor-Stern-Kai 7, 60596 Frankfurt am Main, Germany
| | - Werner Weitschies
- University of Greifswald, Institute of Pharmacy, Department of Biopharmaceutics and Pharmaceutical Technology, Felix-Hausdorff-Straße 3, 17491 Greifswald, Germany
| | - Michael Grimm
- University of Greifswald, Institute of Pharmacy, Department of Biopharmaceutics and Pharmaceutical Technology, Felix-Hausdorff-Straße 3, 17491 Greifswald, Germany.
| |
Collapse
|
6
|
Nakamura K, Kambayashi A, Onoue S. Importance of Considering Fed-State Gastrointestinal Physiology in Predicting the Reabsorption of Enterohepatic Circulation of Drugs. Pharm Res 2024; 41:673-685. [PMID: 38472609 PMCID: PMC11636765 DOI: 10.1007/s11095-024-03669-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Accepted: 01/23/2024] [Indexed: 03/14/2024]
Abstract
PURPOSE The purpose of this study was to develop a simulation model for the pharmacokinetics (PK) of drugs undergoing enterohepatic circulation (EHC) with consideration to the environment in the gastrointestinal tract in the fed state in humans. The investigation particularly focused on the necessity of compensating for the permeability rate constant in the reabsorption process in consideration of drug entrapment in bile micelles. METHODS Meloxicam and ezetimibe were used as model drugs. The extent of the entrapment of drugs inside bile micelles was evaluated using the solubility ratio of Fed State Simulated Intestinal Fluid version 2 (FeSSIF-V2) to Fasted State Simulated Intestinal Fluid version 2 (FaSSIF-V2). Prediction accuracy was evaluated using the Mean Absolute Percentage Error (MAPE) value, calculated from the observed and predicted oral PK profiles. RESULTS The solubilization of ezetimibe by bile micelles was clearly observed while that of meloxicam was not. Assuming that only drugs in the free fraction of micelles permeate through the intestinal membrane, PK simulation for ezetimibe was performed in both scenarios with and without compensation by the permeation rate constant. The MAPE value of Zetia® tablet, containing ezetimibe, was lower with compensation than without compensation. By contrast, Mobic® tablet, containing meloxicam, showed a relatively low MAPE value even without compensation. CONCLUSION For drugs which undergo EHC and can be solubilized by bile micelles, compensating for the permeation rate constant in the reabsorption process based on the free fraction ratio appears an important factor in increasing the accuracy of PK profile prediction.
Collapse
Affiliation(s)
- Kohei Nakamura
- Pharmaceutical Research and Technology Labs, Astellas Pharma Inc., 21 Miyukigaoka, Tsukuba, Ibaraki, 305-0841, Japan
- School of Pharmaceutical Sciences, University of Shizuoka, 52-1 Yada, Suruga-Ku, Shizuoka, 422-8526, Japan
| | - Atsushi Kambayashi
- Faculty of Pharmaceutical Sciences, Tokyo University of Science, 2641 Yamazaki, Noda, Chiba, 278-8510, Japan.
- School of Pharmaceutical Sciences, University of Shizuoka, 52-1 Yada, Suruga-Ku, Shizuoka, 422-8526, Japan.
| | - Satomi Onoue
- School of Pharmaceutical Sciences, University of Shizuoka, 52-1 Yada, Suruga-Ku, Shizuoka, 422-8526, Japan
| |
Collapse
|
7
|
Romański M, Giebułtowicz J, Gniazdowska E, Piotrowski R, Żuk A, Kułakowski P, Paszkowska J, Myslitska D, Sczodrok J, Garbacz G, Danielak D. An extension of biorelevant fed-state dissolution tests to clinical pharmacokinetics - A study on gastrointestinal factors influencing rivaroxaban exposure and efficacy in atrial fibrillation patients. Int J Pharm 2024; 649:123626. [PMID: 38000647 DOI: 10.1016/j.ijpharm.2023.123626] [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: 09/15/2023] [Revised: 11/03/2023] [Accepted: 11/17/2023] [Indexed: 11/26/2023]
Abstract
A direct oral anticoagulant rivaroxaban fails to prevent stroke and systemic embolism in one-to-several percent of patients with nonvalvular atrial fibrillation (NVAF), but the reasons are unknown. The study used semi-mechanistic in vitro-in vivo prediction (IVIVP) modeling to explore the reasons for ineffective thrombosis prevention in NVAF patients. Steady-state drug concentrations in plasma were measured at 0 h (Ctrough), 3 h (C3h), and 12 h post-dosing in thirty-four patients treated with 20 mg rivaroxaban daily. The clinical data were compared against "virtual twins" generated with a novel IVIVP model that combined drug dissolution modeling, mechanistic description of gastric drug transit, and population pharmacokinetics defining the variability of drug disposition. The nonresponders had significantly lower C3h and Ctrough than the responders (p < 0.001) and the covariates included in the population pharmacokinetic submodel did not fully explain this difference. Simulations involving varied gastrointestinal parameters in the "virtual twins" revealed that lower small intestinal effective permeability (Peff), rather than a slower stomach emptying rate, could explain low rivaroxaban exposure in the nonresponders. IVIVP modeling was effectively used for exploring pharmacotherapy failure. Low Peff, found as a major determinant of ineffective rivaroxaban treatment, encourages further research to find (pato)physiological factors influencing suboptimal absorption.
Collapse
Affiliation(s)
- Michał Romański
- Department of Physical Pharmacy and Pharmacokinetics, Poznan University of Medical Sciences, 3 Rokietnicka St., 60-806 Poznań, Poland
| | - Joanna Giebułtowicz
- Department of Drugs Chemistry, Pharmaceutical and Biomedical Analysis, Medical University of Warsaw, 1 Banacha St., 02-097 Warsaw, Poland.
| | - Elżbieta Gniazdowska
- Department of Drugs Chemistry, Pharmaceutical and Biomedical Analysis, Medical University of Warsaw, 1 Banacha St., 02-097 Warsaw, Poland; Łukasiewicz Research Network, Industrial Chemistry Institute, 8 Rydygiera, 01-793 Warsaw, Poland
| | - Roman Piotrowski
- Postgraduate Medical School, Department of Cardiology, Grochowski Hospital, 51/59 Grenadierów St., 04-073 Warsaw, Poland
| | - Anna Żuk
- Postgraduate Medical School, Department of Cardiology, Grochowski Hospital, 51/59 Grenadierów St., 04-073 Warsaw, Poland
| | - Piotr Kułakowski
- Postgraduate Medical School, Department of Cardiology, Grochowski Hospital, 51/59 Grenadierów St., 04-073 Warsaw, Poland
| | | | - Daria Myslitska
- Physiolution Polska, 74 Piłsudskiego St., 50-020 Wrocław, Poland
| | - Jaroslaw Sczodrok
- Physiolution GmbH, 49a Walther-Rathenau-Straße, 17489 Greifswald, Germany
| | - Grzegorz Garbacz
- Physiolution Polska, 74 Piłsudskiego St., 50-020 Wrocław, Poland; Physiolution GmbH, 49a Walther-Rathenau-Straße, 17489 Greifswald, Germany
| | - Dorota Danielak
- Department of Physical Pharmacy and Pharmacokinetics, Poznan University of Medical Sciences, 3 Rokietnicka St., 60-806 Poznań, Poland
| |
Collapse
|
8
|
Tzakri T, Rehenbrock L, Senekowitsch S, Rump A, Schick P, Krause J, Kromrey ML, Grimm M, Weitschies W. Determination of Gastric Water Emptying in Fasted and Fed State Conditions Using a Compression-Coated Tablet and Salivary Caffeine Kinetics. Pharmaceutics 2023; 15:2584. [PMID: 38004563 PMCID: PMC10674960 DOI: 10.3390/pharmaceutics15112584] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Revised: 10/13/2023] [Accepted: 11/02/2023] [Indexed: 11/26/2023] Open
Abstract
Because of the importance of gastric emptying for pharmacokinetics, numerous methods have been developed for its determination. One of the methods is the salivary tracer technique, which utilizes an ice capsule containing caffeine as a salivary tracer. Despite the ice capsule's advantage in labeling ingested fluids with caffeine for subsequent salivary detection, its risk of premature melting before swallowing, and its complicated storage and preparation, limit its application, particularly in special populations (e.g., older people). For this reason, here, a compression-coated tablet was developed and validated against the ice capsule in a cross-over clinical trial. The two dosage forms were administered simultaneously to 12 volunteers in an upright position under fasted and fed state conditions. To distinguish the caffeine concentrations in saliva from each dosage form, regular type of caffeine (12C) was added to the tablet, while for the ice capsule 13C3 labelled caffeine was used. The salivary caffeine concentrations showed no statistically significant differences for the pharmacokinetic parameters tmax and AUC0→60 (p > 0.05). Thus, the new formulation is a useful tool for determining gastric emptying that can also be used in special populations.
Collapse
Affiliation(s)
- Theodora Tzakri
- Department of Biopharmaceutics and Pharmaceutical Technology, Center of Drug Absorption and Transport (C_DAT), University of Greifswald, Felix-Hausdorff-Str. 3, 17489 Greifswald, Germany
| | - Lara Rehenbrock
- Department of Biopharmaceutics and Pharmaceutical Technology, Center of Drug Absorption and Transport (C_DAT), University of Greifswald, Felix-Hausdorff-Str. 3, 17489 Greifswald, Germany
| | - Stefan Senekowitsch
- Department of Biopharmaceutics and Pharmaceutical Technology, Center of Drug Absorption and Transport (C_DAT), University of Greifswald, Felix-Hausdorff-Str. 3, 17489 Greifswald, Germany
| | - Adrian Rump
- Department of Biopharmaceutics and Pharmaceutical Technology, Center of Drug Absorption and Transport (C_DAT), University of Greifswald, Felix-Hausdorff-Str. 3, 17489 Greifswald, Germany
| | - Philipp Schick
- Department of Biopharmaceutics and Pharmaceutical Technology, Center of Drug Absorption and Transport (C_DAT), University of Greifswald, Felix-Hausdorff-Str. 3, 17489 Greifswald, Germany
| | - Julius Krause
- Department of Biopharmaceutics and Pharmaceutical Technology, Center of Drug Absorption and Transport (C_DAT), University of Greifswald, Felix-Hausdorff-Str. 3, 17489 Greifswald, Germany
| | - Marie-Luise Kromrey
- Department of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Ferdinand-Sauerbruch-Str., 17489 Greifswald, Germany
| | - Michael Grimm
- Department of Biopharmaceutics and Pharmaceutical Technology, Center of Drug Absorption and Transport (C_DAT), University of Greifswald, Felix-Hausdorff-Str. 3, 17489 Greifswald, Germany
| | - Werner Weitschies
- Department of Biopharmaceutics and Pharmaceutical Technology, Center of Drug Absorption and Transport (C_DAT), University of Greifswald, Felix-Hausdorff-Str. 3, 17489 Greifswald, Germany
| |
Collapse
|
9
|
Staniszewska M, Romański M, Polak S, Garbacz G, Dobosz J, Myslitska D, Romanova S, Paszkowska J, Danielak D. A Rational Approach to Predicting Immediate Release Formulation Behavior in Multiple Gastric Motility Patterns: A Combination of a Biorelevant Apparatus, Design of Experiments, and Machine Learning. Pharmaceutics 2023; 15:2056. [PMID: 37631270 PMCID: PMC10458881 DOI: 10.3390/pharmaceutics15082056] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Revised: 07/24/2023] [Accepted: 07/28/2023] [Indexed: 08/27/2023] Open
Abstract
Gastric mechanical stress often impacts drug dissolution from solid oral dosage forms, but in vitro experiments cannot recreate the substantial variability of gastric motility in a reasonable time. This study, for the first time, combines a novel dissolution apparatus with the design of experiments (DoE) and machine learning (ML) to overcome this obstacle. The workflow involves the testing of soft gelatin capsules in a set of fasted-state biorelevant dissolution experiments created with DoE. The dissolution results are used by an ML algorithm to build the classification model of the capsule's opening in response to intragastric stress (IS) within the physiological space of timing and magnitude. Next, a random forest algorithm is used to model the further drug dissolution. The predictive power of the two ML models is verified with independent dissolution tests, and they outperform a polynomial-based DoE model. Moreover, the developed tool reasonably simulates over 50 dissolution profiles under varying IS conditions. Hence, we prove that our method can be utilized for the simulation of dissolution profiles related to the multiplicity of individual gastric motility patterns. In perspective, the developed workflow can improve virtual bioequivalence trials and the patient-centric development of immediate-release oral dosage forms.
Collapse
Affiliation(s)
- Marcela Staniszewska
- Physiolution Polska, 74 Piłsudskiego St., 50-020 Wrocław, Poland; (G.G.); (J.D.); (D.M.); (S.R.); (J.P.)
| | - Michał Romański
- Department of Physical Pharmacy and Pharmacokinetics, Poznan University of Medical Sciences, 3 Rokietnicka St., 60-806 Poznań, Poland; (M.R.); (D.D.)
| | - Sebastian Polak
- Faculty of Pharmacy, Medical College, Jagiellonian University, Medyczna 9 Street, 30-688 Kraków, Poland;
| | - Grzegorz Garbacz
- Physiolution Polska, 74 Piłsudskiego St., 50-020 Wrocław, Poland; (G.G.); (J.D.); (D.M.); (S.R.); (J.P.)
| | - Justyna Dobosz
- Physiolution Polska, 74 Piłsudskiego St., 50-020 Wrocław, Poland; (G.G.); (J.D.); (D.M.); (S.R.); (J.P.)
| | - Daria Myslitska
- Physiolution Polska, 74 Piłsudskiego St., 50-020 Wrocław, Poland; (G.G.); (J.D.); (D.M.); (S.R.); (J.P.)
| | - Svitlana Romanova
- Physiolution Polska, 74 Piłsudskiego St., 50-020 Wrocław, Poland; (G.G.); (J.D.); (D.M.); (S.R.); (J.P.)
| | - Jadwiga Paszkowska
- Physiolution Polska, 74 Piłsudskiego St., 50-020 Wrocław, Poland; (G.G.); (J.D.); (D.M.); (S.R.); (J.P.)
| | - Dorota Danielak
- Department of Physical Pharmacy and Pharmacokinetics, Poznan University of Medical Sciences, 3 Rokietnicka St., 60-806 Poznań, Poland; (M.R.); (D.D.)
| |
Collapse
|
10
|
Tsume Y. Evaluation and prediction of oral drug absorption and bioequivalence with food-drug interaction. Drug Metab Pharmacokinet 2023; 50:100502. [PMID: 37001300 DOI: 10.1016/j.dmpk.2023.100502] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Revised: 02/21/2023] [Accepted: 03/02/2023] [Indexed: 03/08/2023]
Abstract
This article reviews the impacts on the in vivo prediction of oral bioavailability (BA) and bioequivalence (BE) based on Biopharmaceutical classification systems (BCS) by the food-drug interaction (food effect) and the gastrointestinal (GI) environmental change. Various in vitro and in silico predictive methodologies have been used to expect the BA and BE of the test oral formulation. Food intake changes the GI physiology and environment, which affect oral drug absorption and its BE evaluation. Even though the pHs and bile acids in the GI tract would have significant influence on drug dissolution and, hence, oral drug absorption, those impacts largely depend on the physicochemical properties of oral medicine, active pharmaceutical ingredients (APIs). BCS class I and III drugs are high soluble drugs in the physiological pH range, food-drug interaction may not affect their BA. On the other hand, BCS class II and IV drugs have pH-dependent solubility, and the more bile acid secretion and the pH changes by food intake might affect their BA. In this report, the GI physiological changes between the fasted and fed states are described and the prediction on the oral drug absorption by food-drug interaction have been introduced.
Collapse
|
11
|
Kiyota T, Ando Y, Kambayashi A. Dynamic Changes in Gastrointestinal Fluid Characteristics after Food Ingestion Are Important for Quantitatively Predicting the In Vivo Performance of Oral Solid Dosage Forms in Humans in the Fed State. Mol Pharm 2023; 20:357-369. [PMID: 36373973 DOI: 10.1021/acs.molpharmaceut.2c00666] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The aim of this study was to develop a simulation model to predict the in vivo performance of solid oral dosage forms in humans in the fed state. We focused on investigating the effect of dynamic changes in gastrointestinal (GI) fluid characteristics in the fed state on the in vivo performance of solid dosage forms. We used six solid dosage forms containing weak base drugs as model formulations, two with positive food effects in humans, two with negative food effects, and two which are not affected by food ingestion. These model drug formulations were used to perform biorelevant dissolution tests in the stomach and small intestine under both prandial states. The in vitro properties of the drug products obtained from these tests were then coupled with in silico models (fasted or fed) to predict food effects in humans. We successfully incorporated the dynamic changes in GI fluid characteristics and their effects on the in vivo dissolution of drugs into the prediction model for the fed state. This newly designed physiologically based biopharmaceutics modeling approach provided the precise and quantitative prediction of food effects (i.e., changes in Cmax and AUC after food ingestion) in humans while considering the dynamic changes in fluid characteristics in the fed state.
Collapse
Affiliation(s)
- Tsuyoshi Kiyota
- Pharmaceutical Research and Technology Laboratories, Astellas Pharma Inc., 180 Ozumi, Yaizu, Shizuoka425-0072, Japan
| | - Yuki Ando
- Pharmaceutical Research and Technology Laboratories, Astellas Pharma Inc., 180 Ozumi, Yaizu, Shizuoka425-0072, Japan
| | - Atsushi Kambayashi
- Pharmaceutical Research and Technology Laboratories, Astellas Pharma Inc., 180 Ozumi, Yaizu, Shizuoka425-0072, Japan.,School of Pharmaceutical Sciences, University of Shizuoka, 52-1 Yada, Suruga-ku, Shizuoka422-8526, Japan
| |
Collapse
|
12
|
Takagi T. Evaluation of pharmaceutical functions of oral drug formulations reflecting individual gastrointestinal physiology. DRUG DELIVERY SYSTEM 2022; 37:312-320. [DOI: 10.2745/dds.37.312] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/06/2025]
|