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Islam MK, Baek AR, Yang BW, Kim S, Hwang DW, Nam SW, Lee GH, Chang Y. Manganese (II) Complex of 1,4,7-Triazacyclononane-1,4,7-Triacetic Acid (NOTA) as a Hepatobiliary MRI Contrast Agent. Pharmaceuticals (Basel) 2023; 16:ph16040602. [PMID: 37111359 PMCID: PMC10141232 DOI: 10.3390/ph16040602] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 04/04/2023] [Accepted: 04/11/2023] [Indexed: 04/29/2023] Open
Abstract
Magnetic resonance imaging (MRI) is increasingly used to diagnose focal and diffuse liver disorders. Despite their enhanced efficacy, liver-targeted gadolinium-based contrast agents (GBCAs) raise safety concerns owing to the release of toxic Gd3+ ions. A π-conjugated macrocyclic chelate, Mn-NOTA-NP, was designed and synthesized as a non-gadolinium alternative for liver-specific MRI. Mn-NOTA-NP exhibits an r1 relaxivity of 3.57 mM-1 s-1 in water and 9.01 mM-1 s-1 in saline containing human serum albumin at 3 T, which is significantly greater than the clinically utilized Mn2+-based hepatobiliary drug, Mn-DPDP (1.50 mM-1 s-1), and comparable with that of GBCAs. Furthermore, the in vivo biodistribution and MRI enhancement patterns of Mn-NOTA-NP were similar to those of the Gd3+-based hepatobiliary agent, Gd-DTPA-EOB. Additionally, a 0.05 mmol/kg dose of Mn-NOTA-NP facilitated high-sensitivity tumor detection with tumor signal enhancement in a liver tumor model. Ligand-docking simulations further indicated that Mn-NOTA-NP differed from other hepatobiliary agents in their interactions with several transporter systems. Collectively, we demonstrated that Mn-NOTA-NP could be a new liver-specific MRI contrast agent.
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Affiliation(s)
- Md Kamrul Islam
- Institute of Biomedical Engineering Research, Kyungpook National University, Daegu 41405, Republic of Korea
| | - Ah-Rum Baek
- Institute of Biomedical Engineering Research, Kyungpook National University, Daegu 41405, Republic of Korea
| | - Byeong-Woo Yang
- Department of Medical and Biological Engineering, School of Medicine, Kyungpook National University, Daegu 41944, Republic of Korea
| | - Soyeon Kim
- Division of RI-Convergence Research, Korea Institute of Radiological and Medical Sciences, Seoul 01812, Republic of Korea
| | - Dong Wook Hwang
- Department of Molecular Medicine, School of Medicine, Kyungpook National University, Daegu 41944, Republic of Korea
| | - Sung-Wook Nam
- Department of Molecular Medicine, School of Medicine, Kyungpook National University, Daegu 41944, Republic of Korea
| | - Gang-Ho Lee
- Department of Chemistry, Kyungpook National University, 80, Daehak-ro, Buk-gu, Daegu 41566, Republic of Korea
| | - Yongmin Chang
- Department of Medical and Biological Engineering, School of Medicine, Kyungpook National University, Daegu 41944, Republic of Korea
- Department of Molecular Medicine, School of Medicine, Kyungpook National University, Daegu 41944, Republic of Korea
- Department of Radiology, Kyungpook National University Hospital, Daegu 41944, Republic of Korea
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Barber J, Al-Majdoub ZM, Couto N, Howard M, Elmorsi Y, Scotcher D, Alizai N, de Wildt S, Stader F, Sepp A, Rostami-Hodjegan A, Achour B. Toward systems-informed models for biologics disposition: covariates of the abundance of the neonatal Fc Receptor (FcRn) in human tissues and implications for pharmacokinetic modelling. Eur J Pharm Sci 2023; 182:106375. [PMID: 36626943 DOI: 10.1016/j.ejps.2023.106375] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2022] [Revised: 12/21/2022] [Accepted: 01/03/2023] [Indexed: 01/09/2023]
Abstract
Biologics are a fast-growing therapeutic class, with intertwined pharmacokinetics and pharmacodynamics, affected by the abundance and function of the FcRn receptor. While many investigators assume adequacy of classical models, such as allometry, for pharmacokinetic characterization of biologics, advocates of physiologically-based pharmacokinetics (PBPK) propose consideration of known systems parameters that affect the fate of biologics to enable a priori predictions, which go beyond allometry. The aim of this study was to deploy a systems-informed modelling approach to predict the disposition of Fc-containing biologics. We used global proteomics to quantify the FcRn receptor [p51 and β2-microglobulin (B2M) subunits] in 167 samples of human tissue (liver, intestine, kidney and skin) and assessed covariates of its expression. FcRn p51 subunit was highest in liver relative to other tissues, and B2M was 1-2 orders of magnitude more abundant than FcRn p51 across all sets. There were no sex-related differences, while higher expression was confirmed in neonate liver compared with adult liver. Trends of expression in liver and kidney indicated a moderate effect of body mass index, which should be confirmed in a larger sample size. Expression of FcRn p51 subunit was approximately 2-fold lower in histologically normal liver tissue adjacent to cancer compared with healthy liver. FcRn mRNA in plasma-derived exosomes correlated moderately with protein abundance in matching liver tissue, opening the possibility of use as a potential clinical tool. Predicted effects of trends in FcRn abundance in healthy and disease (cancer and psoriasis) populations using trastuzumab and efalizumab PBPK models were in line with clinical observations, and global sensitivity analysis revealed endogenous IgG plasma concentration and tissue FcRn abundance as key systems parameters influencing exposure to Fc-conjugated biologics.
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Affiliation(s)
- Jill Barber
- Centre for Applied Pharmacokinetic Research, the University of Manchester, Manchester, United Kingdom
| | - Zubida M Al-Majdoub
- Centre for Applied Pharmacokinetic Research, the University of Manchester, Manchester, United Kingdom
| | - Narciso Couto
- Centre for Applied Pharmacokinetic Research, the University of Manchester, Manchester, United Kingdom
| | - Martyn Howard
- Centre for Applied Pharmacokinetic Research, the University of Manchester, Manchester, United Kingdom
| | - Yasmine Elmorsi
- Centre for Applied Pharmacokinetic Research, the University of Manchester, Manchester, United Kingdom
| | - Daniel Scotcher
- Centre for Applied Pharmacokinetic Research, the University of Manchester, Manchester, United Kingdom
| | | | - Saskia de Wildt
- Radboud University Medical Center, Radboud University, Nijmegen, the Netherlands
| | - Felix Stader
- Certara UK Ltd. (Simcyp Division), Sheffield, United Kingdom
| | - Armin Sepp
- Certara UK Ltd. (Simcyp Division), Sheffield, United Kingdom
| | - Amin Rostami-Hodjegan
- Centre for Applied Pharmacokinetic Research, the University of Manchester, Manchester, United Kingdom; Certara UK Ltd. (Simcyp Division), Sheffield, United Kingdom
| | - Brahim Achour
- Department of Biomedical and Pharmaceutical Sciences, College of Pharmacy, the University of Rhode Island, 495A Avedisian Hall, 7 Greenhouse Road, Kingston, RI 02881, United States.
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3
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The impact of inflammation on the expression of drug transporters and metabolic enzymes in colonic tissue from ulcerative colitis patients. Int J Pharm 2022; 628:122282. [DOI: 10.1016/j.ijpharm.2022.122282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Revised: 10/04/2022] [Accepted: 10/07/2022] [Indexed: 12/08/2022]
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The next frontier in ADME science: Predicting transporter-based drug disposition, tissue concentrations and drug-drug interactions in humans. Pharmacol Ther 2022; 238:108271. [DOI: 10.1016/j.pharmthera.2022.108271] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2022] [Revised: 08/05/2022] [Accepted: 08/17/2022] [Indexed: 12/25/2022]
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Alrubia S, Mao J, Chen Y, Barber J, Rostami-Hodjegan A. Altered Bioavailability and Pharmacokinetics in Crohn's Disease: Capturing Systems Parameters for PBPK to Assist with Predicting the Fate of Orally Administered Drugs. Clin Pharmacokinet 2022; 61:1365-1392. [PMID: 36056298 PMCID: PMC9553790 DOI: 10.1007/s40262-022-01169-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/03/2022] [Indexed: 12/12/2022]
Abstract
Backgrond and Objective Crohn’s disease (CD) is a chronic inflammatory bowel disease that affects a wide age range. Hence, CD patients receive a variety of drugs over their life beyond those used for CD itself. The changes to the integrity of the intestine and its drug metabolising enzymes and transporters (DMETs) can alter the oral bioavailability of drugs. However, there are other changes in systems parameters determining the fate of drugs in CD, and understanding these is essential for dose adjustment in patients with CD. Methods The current analysis gathered all the available clinical data on the kinetics of drugs in CD (by March 2021), focusing on orally administered small molecule drugs. A meta-analysis of the systems parameters affecting oral drug pharmacokinetics was conducted. The systems information gathered on intestine, liver and blood proteins and other physiological parameters was incorporated into a physiologically based pharmacokinetic (PBPK) platform to create a virtual population of CD patients, with a view for guiding dose adjustment in the absence of clinical data in CD. Results There were no uniform trends in the reported changes in reported oral bioavailability. The nature of the drug as well as the formulation affected the direction and magnitude of variation in kinetics in CD patients relative to healthy volunteers. Even for the same drug, the reported changes in exposure varied, possibly due to a lack of distinction between the activity states of CD. The highest alteration was seen with S-verapamil and midazolam, 8.7- and 5.3-fold greater exposure, respectively, in active CD patients relative to healthy volunteers. Only one report was available on liver DMETs in CD, and indicated reduced CYP3A4 activity. In a number of reports, mRNA expression of DMETs in the ileum and colon of CD patients was measured, focussing on P-glycoprotein (p-gp) transporter and CYP3A4 enzyme, and showed contradictory results. No data were available on protein expression in duodenum and jejunum despite their dominant role in oral drug absorption. Conclusion There are currently inadequate dedicated clinical or quantitative proteomic studies in CD to enable predictive PBPK models with high confidence and adequate verification. The PBPK models for CD with the available systems parameters were able to capture the major physiological influencers and the gaps to be filled by future research. Quantification of DMETs in the intestine and the liver in CD is warranted, alongside well-defined clinical drug disposition studies with a number of index drugs as biomarkers of changes in DMETs in these patients, to avoid large-scale dedicated studies for every drug to determine the effects of disease on the drug’s metabolism and disposition and the consequential safety and therapeutic concerns. Supplementary Information The online version contains supplementary material available at 10.1007/s40262-022-01169-4.
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Affiliation(s)
- Sarah Alrubia
- Centre for Applied Pharmacokinetic Research, School of Health Sciences, University of Manchester, Manchester, UK.,Pharmaceutical Chemistry Department, College of Pharmacy, King Saud University, Riyadh, Saudi Arabia
| | - Jialin Mao
- Drug Metabolism and Pharmacokinetics, Genentech Inc., 1 DNA Way, South San Francisco, CA, 94080, USA
| | - Yuan Chen
- Drug Metabolism and Pharmacokinetics, Genentech Inc., 1 DNA Way, South San Francisco, CA, 94080, USA
| | - Jill Barber
- Centre for Applied Pharmacokinetic Research, School of Health Sciences, University of Manchester, Manchester, UK
| | - Amin Rostami-Hodjegan
- Centre for Applied Pharmacokinetic Research, School of Health Sciences, University of Manchester, Manchester, UK. .,Certara UK Ltd, Simcyp Division, Level 2-Acero, 1 Concourse Way, Sheffield, UK.
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Wright SH, Secomb TW. Novel method for kinetic analysis applied to transport by the uniporter OCT2. Am J Physiol Renal Physiol 2022; 323:F370-F387. [PMID: 35862650 PMCID: PMC9423780 DOI: 10.1152/ajprenal.00106.2022] [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: 04/15/2022] [Revised: 07/11/2022] [Accepted: 07/12/2022] [Indexed: 11/22/2022] Open
Abstract
The kinetics of solute transport shed light on the roles these processes play in cellular physiology, and the absolute values of the kinetic parameters that quantitatively describe transport are increasingly used to model its impact on drug clearance. However, accurate assessment of transport kinetics is challenging. Although most carrier-mediated transport is adequately described by the Michaelis-Menten equation, its use presupposes that the rates of uptake used in the analysis of maximal rates of transport (Jmax) and half-saturation constants (Kt) reflect true unidirectional rates of influx from known concentrations of substrate. Most experimental protocols estimate the initial rate of transport from net substrate accumulation determined at a single time point (typically between 0.5 and 5 min) and assume it reflects unidirectional influx. However, this approach generally results in systematic underestimates of Jmax and overestimates of Kt; the former primarily due to the unaccounted impact of efflux of accumulated substrate, and the latter due to the influence of unstirred water layers. Here, we describe the bases of these time-dependent effects and introduce a computational model that analyzes the time course of net substrate uptake at several concentrations to calculate Jmax and Kt for unidirectional influx, taking into account the influence of unstirred water layers and mediated efflux. This method was then applied to calculate the kinetics of transport of 1-methyl-4-phenylpryridinium and metformin by renal organic cation transporter 2 as expressed in cultured Chinese hamster ovary cells.NEW & NOTEWORTHY Here, we describe a mathematical model that uses the time course of net substrate uptake into cells from several increasing concentrations to calculate unique kinetic parameters [maximal rates of transport (Jmax) and half-saturation constants (Kt)] of the process. The method is the first to take into consideration the common complicating factors of unstirred layers and carrier-mediated efflux in the experimental determination of transport kinetics.
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Affiliation(s)
- Stephen H Wright
- Department of Physiology, College of Medicine, University of Arizona, Tucson, Arizona
| | - Timothy W Secomb
- Department of Physiology, College of Medicine, University of Arizona, Tucson, Arizona
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Zhang X, Wright SH. Transport Turnover Rates for Human OCT2 and MATE1 Expressed in Chinese Hamster Ovary Cells. Int J Mol Sci 2022; 23:ijms23031472. [PMID: 35163393 PMCID: PMC8836179 DOI: 10.3390/ijms23031472] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Revised: 01/19/2022] [Accepted: 01/24/2022] [Indexed: 12/13/2022] Open
Abstract
MATE1 (multidrug and toxin extruder 1) and OCT2 (organic cation transporter 2) play critical roles in organic cation excretion by the human kidney. The transporter turnover rate (TOR) is relevant to understanding both their transport mechanisms and interpreting the in vitro-in vivo extrapolation (IVIVE) required for physiologically-based pharmacokinetic (PBPK) modeling. Here, we use a quantitative western blot method to determine TORs for MATE1 and OCT2 proteins expressed in CHO cells. MATE1 and OCT2, each with a C-terminal V-5 epitope tag, were cell surface biotinylated and the amount of cell surface MATE1 and OCT2 protein was quantified by western analysis, using standard curves for the V5 epitope. Cell surface MATE1 and OCT2 protein represented 25% and 24%, respectively, of the total expression of these proteins in CHO cells. The number of cell surface transporters was ~55 fmol cm-2 for MATE1 and ~510 fmol cm-2 for OCT2. Dividing these values into the different Jmax values for transport of MPP, metformin, and atenolol mediated by MATE1 and OCT2 resulted in calculated TOR values (±SE, n = 4) of 84.0 ± 22.0 s-1 and 2.9 ± 0.6 s-1; metformin, 461.0 ± 121.0 s-1 and 12.6 ± 2.4 s-1; atenolol, 118.0 ± 31.0 s-1, respectively. These values are consistent with the TOR values determined for a variety of exchangers (NHEs), cotransporters (SGLTs, Lac permease), and uniporters (GLUTs, ENTs).
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Best practices in current models mimicking drug permeability in the gastrointestinal tract - an UNGAP review. Eur J Pharm Sci 2021; 170:106098. [PMID: 34954051 DOI: 10.1016/j.ejps.2021.106098] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Revised: 10/19/2021] [Accepted: 12/15/2021] [Indexed: 12/21/2022]
Abstract
The absorption of orally administered drug products is a complex, dynamic process, dependent on a range of biopharmaceutical properties; notably the aqueous solubility of a molecule, stability within the gastrointestinal tract (GIT) and permeability. From a regulatory perspective, the concept of high intestinal permeability is intrinsically linked to the fraction of the oral dose absorbed. The relationship between permeability and the extent of absorption means that experimental models of permeability have regularly been used as a surrogate measure to estimate the fraction absorbed. Accurate assessment of a molecule's intestinal permeability is of critical importance during the pharmaceutical development process of oral drug products, and the current review provides a critique of in vivo, in vitro and ex vivo approaches. The usefulness of in silico models to predict drug permeability is also discussed and an overview of solvent systems used in permeability assessments is provided. Studies of drug absorption in humans are an indirect indicator of intestinal permeability, but in vitro and ex vivo tools provide initial screening approaches are important tools for direct assessment of permeability in drug development. Continued refinement of the accuracy of in silico approaches and their validation with human in vivo data will facilitate more efficient characterisation of permeability earlier in the drug development process and will provide useful inputs for integrated, end-to-end absorption modelling.
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Silveira AMR, Duarte GHB, Fernandes AMADP, Garcia PHD, Vieira NR, Antonio MA, Carvalho PDO. Serum Predose Metabolic Profiling for Prediction of Rosuvastatin Pharmacokinetic Parameters in Healthy Volunteers. Front Pharmacol 2021; 12:752960. [PMID: 34867363 PMCID: PMC8633954 DOI: 10.3389/fphar.2021.752960] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Accepted: 10/13/2021] [Indexed: 11/23/2022] Open
Abstract
Rosuvastatin is a well-known lipid-lowering agent generally used for hypercholesterolemia treatment and coronary artery disease prevention. There is a substantial inter-individual variability in the absorption of statins usually caused by genetic polymorphisms leading to a variation in the corresponding pharmacokinetic parameters, which may affect drug therapy safety and efficacy. Therefore, the investigation of metabolic markers associated with rosuvastatin inter-individual variability is exceedingly relevant for drug therapy optimization and minimizing side effects. This work describes the application of pharmacometabolomic strategies using liquid chromatography coupled to mass spectrometry to investigate endogenous plasma metabolites capable of predicting pharmacokinetic parameters in predose samples. First, a targeted method for the determination of plasma concentration levels of rosuvastatin was validated and applied to obtain the pharmacokinetic parameters from 40 enrolled individuals; then, predose samples were analyzed using a metabolomic approach to search for associations between endogenous metabolites and the corresponding pharmacokinetic parameters. Data processing using machine learning revealed some candidates including sterols and bile acids, carboxylated metabolites, and lipids, suggesting the approach herein described as promising for personalized drug therapy.
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Affiliation(s)
| | | | | | | | - Nelson Rogerio Vieira
- Integrated Unit of Pharmacology and Gastroenterology (UNIFAG), São Francisco University-USF, Bragança Paulista, Brazil
| | - Marcia Aparecida Antonio
- Integrated Unit of Pharmacology and Gastroenterology (UNIFAG), São Francisco University-USF, Bragança Paulista, Brazil
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Kell DB. The Transporter-Mediated Cellular Uptake and Efflux of Pharmaceutical Drugs and Biotechnology Products: How and Why Phospholipid Bilayer Transport Is Negligible in Real Biomembranes. Molecules 2021; 26:5629. [PMID: 34577099 PMCID: PMC8470029 DOI: 10.3390/molecules26185629] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Revised: 09/03/2021] [Accepted: 09/14/2021] [Indexed: 12/12/2022] Open
Abstract
Over the years, my colleagues and I have come to realise that the likelihood of pharmaceutical drugs being able to diffuse through whatever unhindered phospholipid bilayer may exist in intact biological membranes in vivo is vanishingly low. This is because (i) most real biomembranes are mostly protein, not lipid, (ii) unlike purely lipid bilayers that can form transient aqueous channels, the high concentrations of proteins serve to stop such activity, (iii) natural evolution long ago selected against transport methods that just let any undesirable products enter a cell, (iv) transporters have now been identified for all kinds of molecules (even water) that were once thought not to require them, (v) many experiments show a massive variation in the uptake of drugs between different cells, tissues, and organisms, that cannot be explained if lipid bilayer transport is significant or if efflux were the only differentiator, and (vi) many experiments that manipulate the expression level of individual transporters as an independent variable demonstrate their role in drug and nutrient uptake (including in cytotoxicity or adverse drug reactions). This makes such transporters valuable both as a means of targeting drugs (not least anti-infectives) to selected cells or tissues and also as drug targets. The same considerations apply to the exploitation of substrate uptake and product efflux transporters in biotechnology. We are also beginning to recognise that transporters are more promiscuous, and antiporter activity is much more widespread, than had been realised, and that such processes are adaptive (i.e., were selected by natural evolution). The purpose of the present review is to summarise the above, and to rehearse and update readers on recent developments. These developments lead us to retain and indeed to strengthen our contention that for transmembrane pharmaceutical drug transport "phospholipid bilayer transport is negligible".
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Affiliation(s)
- Douglas B. Kell
- Department of Biochemistry and Systems Biology, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Crown St, Liverpool L69 7ZB, UK;
- Novo Nordisk Foundation Centre for Biosustainability, Technical University of Denmark, Building 220, Kemitorvet, 2800 Kgs Lyngby, Denmark
- Mellizyme Biotechnology Ltd., IC1, Liverpool Science Park, Mount Pleasant, Liverpool L3 5TF, UK
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Salerno SN, Carreño FO, Edginton AN, Cohen-Wolkowiez M, Gonzalez D. Leveraging Physiologically Based Pharmacokinetic Modeling and Experimental Data to Guide Dosing Modification of CYP3A-Mediated Drug-Drug Interactions in the Pediatric Population. Drug Metab Dispos 2021; 49:844-855. [PMID: 34154994 PMCID: PMC10441624 DOI: 10.1124/dmd.120.000318] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Accepted: 06/02/2021] [Indexed: 11/22/2022] Open
Abstract
Solithromycin is a novel fluoroketolide antibiotic that is both a substrate and time-dependent inhibitor of CYP3A. Solithromycin has demonstrated efficacy in adults with community-acquired bacterial pneumonia and has also been investigated in pediatric patients. The objective of this study was to develop a framework for leveraging physiologically based pharmacokinetic (PBPK) modeling to predict CYP3A-mediated drug-drug interaction (DDI) potential in the pediatric population using solithromycin as a case study. To account for age, we performed in vitro metabolism and time-dependent inhibition studies for solithromycin for CYP3A4, CYP3A5, and CYP3A7. The PBPK model included CYP3A4 and CYP3A5 metabolism and time-dependent inhibition, glomerular filtration, P-glycoprotein transport, and enterohepatic recirculation. The average fold error of simulated and observed plasma concentrations of solithromycin in both adults (1966 plasma samples) and pediatric patients from 4 days to 17.9 years (684 plasma samples) were within 0.5- to 2.0-fold. The geometric mean ratios for the simulated area under the concentration versus time curve (AUC) extrapolated to infinity were within 0.75- to 1.25-fold of observed values in healthy adults receiving solithromycin with midazolam or ketoconazole. DDI potential was simulated in pediatric patients (1 month to 17 years of age) and adults. Solithromycin increased the simulated midazolam AUC 4- to 6-fold, and ketoconazole increased the simulated solithromycin AUC 1- to 2-fold in virtual subjects ranging from 1 month to 65 years of age. This study presents a systematic approach for incorporating CYP3A in vitro data into adult and pediatric PBPK models to predict pediatric CYP3A-mediated DDI potential. SIGNIFICANCE STATEMENT: Using solithromycin, this study presents a framework for investigating and incorporating CYP3A4, CYP3A5, and CYP3A7 in vitro data into adult and pediatric physiologically based pharmacokinetic models to predict CYP3A-mediated DDI potential in adult and pediatric subjects during drug development. In this study, minor age-related differences in inhibitor concentration resulted in differences in the magnitude of the DDI. Therefore, age-related differences in DDI potential for substrates metabolized primarily by CYP3A4 can be minimized by closely matching adult and pediatric inhibitor concentrations.
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Affiliation(s)
- Sara N Salerno
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (S.N.S., F.O.C., D.G.); School of Pharmacy, University of Waterloo, Kitchener, ON, Canada (A.N.E.); Duke Clinical Research Institute, Durham, NC, USA (M.C.-W.); Department of Pediatrics, Duke University School of Medicine, Durham, North Carolina (M.C.-W.)
| | - Fernando O Carreño
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (S.N.S., F.O.C., D.G.); School of Pharmacy, University of Waterloo, Kitchener, ON, Canada (A.N.E.); Duke Clinical Research Institute, Durham, NC, USA (M.C.-W.); Department of Pediatrics, Duke University School of Medicine, Durham, North Carolina (M.C.-W.)
| | - Andrea N Edginton
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (S.N.S., F.O.C., D.G.); School of Pharmacy, University of Waterloo, Kitchener, ON, Canada (A.N.E.); Duke Clinical Research Institute, Durham, NC, USA (M.C.-W.); Department of Pediatrics, Duke University School of Medicine, Durham, North Carolina (M.C.-W.)
| | - Michael Cohen-Wolkowiez
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (S.N.S., F.O.C., D.G.); School of Pharmacy, University of Waterloo, Kitchener, ON, Canada (A.N.E.); Duke Clinical Research Institute, Durham, NC, USA (M.C.-W.); Department of Pediatrics, Duke University School of Medicine, Durham, North Carolina (M.C.-W.)
| | - Daniel Gonzalez
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina (S.N.S., F.O.C., D.G.); School of Pharmacy, University of Waterloo, Kitchener, ON, Canada (A.N.E.); Duke Clinical Research Institute, Durham, NC, USA (M.C.-W.); Department of Pediatrics, Duke University School of Medicine, Durham, North Carolina (M.C.-W.)
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Lang J, Vincent L, Chenel M, Ogungbenro K, Galetin A. Reduced physiologically-based pharmacokinetic model of dabigatran etexilate-dabigatran and its application for prediction of intestinal P-gp-mediated drug-drug interactions. Eur J Pharm Sci 2021; 165:105932. [PMID: 34260894 DOI: 10.1016/j.ejps.2021.105932] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2021] [Revised: 06/01/2021] [Accepted: 06/22/2021] [Indexed: 01/01/2023]
Abstract
BACKGROUND Dabigatran etexilate (DABE) has been suggested as a clinical probe for intestinal P-glycoprotein (P-gp)-mediated drug-drug interaction (DDI) studies and, as an alternative to digoxin. Clinical DDI data with various P-gp inhibitors demonstrated a dose-dependent inhibition of P-gp with DABE. The aims of this study were to develop a joint DABE (prodrug)-dabigatran reduced physiologically-based-pharmacokinetic (PBPK) model and to evaluate its ability to predict differences in P-gp DDI magnitude between a microdose and a therapeutic dose of DABE. METHODS A joint DABE-dabigatran PBPK model was developed with a mechanistic intestinal model accounting for the regional P-gp distribution in the gastrointestinal tract. Model input parameters were estimated using DABE and dabigatran pharmacokinetic (PK) clinical data obtained after administration of DABE alone or with a strong P-gp inhibitor, itraconazole, and over a wide range of DABE doses (from 375 µg to 400 mg). Subsequently, the model was used to predict extent of DDI with additional P-gp inhibitors and with different DABE doses. RESULTS The reduced DABE-dabigatran PBPK model successfully described plasma concentrations of both prodrug and metabolite following administration of DABE at different dose levels and when co-administered with itraconazole. The model was able to capture the dose dependency in P-gp mediated DDI. Predicted magnitude of itraconazole P-gp DDI was higher at the microdose (predicted vs. observed median fold-increase in AUC+inh/AUCcontrol (min-max) = 5.88 (4.29-7.93) vs. 6.92 (4.96-9.66) ) compared to the therapeutic dose (predicted median fold-increase in AUC+inh/AUCcontrol = 3.48 (2.37-4.84) ). In addition, the reduced DABE-dabigatran PBPK model predicted successfully the extent of DDI with verapamil and clarithromycin as P-gp inhibitors. Model-based simulations of dose staggering predicted the maximum inhibition of P-gp when DABE microdose was concomitantly administered with itraconazole solution; simulations also highlighted dosing intervals required to minimise the DDI risk depending on the DABE dose administered (microdose vs. therapeutic). CONCLUSIONS This study provides a modelling framework for the evaluation of P-gp inhibitory potential of new molecular entities using DABE as a clinical probe. Simulations of dose staggering and regional differences in the extent of intestinal P-gp inhibition for DABE microdose and therapeutic dose provide model-based guidance for design of prospective clinical P-gp DDI studies.
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Affiliation(s)
- Jennifer Lang
- Centre for Applied Pharmacokinetic Research, Division of Pharmacy and Optometry, School of Health Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, University of Manchester, Manchester M13 9PT, United Kingdom
| | | | - Marylore Chenel
- Institut de Recherches Internationales Servier, Suresnes, France
| | - Kayode Ogungbenro
- Centre for Applied Pharmacokinetic Research, Division of Pharmacy and Optometry, School of Health Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, University of Manchester, Manchester M13 9PT, United Kingdom
| | - Aleksandra Galetin
- Centre for Applied Pharmacokinetic Research, Division of Pharmacy and Optometry, School of Health Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, University of Manchester, Manchester M13 9PT, United Kingdom.
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13
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Izat N, Sahin S. Hepatic transporter-mediated pharmacokinetic drug-drug interactions: Recent studies and regulatory recommendations. Biopharm Drug Dispos 2021; 42:45-77. [PMID: 33507532 DOI: 10.1002/bdd.2262] [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: 03/15/2020] [Revised: 12/16/2020] [Accepted: 01/13/2021] [Indexed: 12/13/2022]
Abstract
Transporter-mediated drug-drug interactions are one of the major mechanisms in pharmacokinetic-based drug interactions and correspondingly affecting drugs' safety and efficacy. Regulatory bodies underlined the importance of the evaluation of transporter-mediated interactions as a part of the drug development process. The liver is responsible for the elimination of a wide range of endogenous and exogenous compounds via metabolism and biliary excretion. Therefore, hepatic uptake transporters, expressed on the sinusoidal membranes of hepatocytes, and efflux transporters mediating the transport from hepatocytes to the bile are determinant factors for pharmacokinetics of drugs, and hence, drug-drug interactions. In parallel with the growing research interest in this area, regulatory guidances have been updated with detailed assay models and criteria. According to well-established preclinical results, observed or expected hepatic transporter-mediated drug-drug interactions can be taken into account for clinical studies. In this paper, various methods including in vitro, in situ, in vivo, in silico approaches, and combinational concepts and several clinical studies on the assessment of transporter-mediated drug-drug interactions were reviewed. Informative and effective evaluation by preclinical tools together with the integration of pharmacokinetic modeling and simulation can reduce unexpected clinical outcomes and enhance the success rate in drug development.
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Affiliation(s)
- Nihan Izat
- Department of Pharmaceutical Technology, Faculty of Pharmacy, Hacettepe University, Ankara, Turkey
| | - Selma Sahin
- Department of Pharmaceutical Technology, Faculty of Pharmacy, Hacettepe University, Ankara, Turkey
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14
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Qasem RJ, Fallon JK, Nautiyal M, Mosedale M, Smith PC. Differential Detergent Fractionation of Membrane Protein From Small Samples of Hepatocytes and Liver Tissue for Quantitative Proteomic Analysis of Drug Metabolizing Enzymes and Transporters. J Pharm Sci 2021; 110:87-96. [PMID: 33148403 PMCID: PMC7750260 DOI: 10.1016/j.xphs.2020.10.037] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 10/06/2020] [Accepted: 10/08/2020] [Indexed: 12/31/2022]
Abstract
The fractionation of enough membrane protein from limited samples is challenging for MS-based quantitative targeted absolute proteomics (QTAP) of drug metabolizing enzymes (DMEs) and transporters. This study evaluated differential detergent fractionation (DDF) of membrane protein from progressively smaller numbers of primary mouse hepatocytes (5 million down to 50,000 cells) and limited liver tissue (25-50 mg) in quantifying select DMEs and transporters by QTAP. Two non-ionic detergents, digitonin and Triton-X-100, were applied in sequence to permeabilize cells and extract membrane proteins. Comparison was made with a membrane protein extraction kit and with homogenization in hypotonic buffer and subsequent differential centrifugation (DC). DDF produced linear membrane protein yields with increasing hepatocyte numbers and better permeabilization evidenced by the higher ratio of cytosolic to membrane protein yields. DDF produced 5-times more membrane protein from liver tissue than DC. The concentration of DMEs and transporters remained consistent in the fractions prepared by DDF from progressively smaller numbers of hepatocytes, but declined in kit fractions. In liver tissue, the concentrations were comparatively higher in DDF versus kit and DC. In conclusion, sequential digitonin and Triton-X-100 fractionation of membrane protein from limited samples is efficient, reproducible and cost-effective for QTAP of DMEs and transporters.
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Affiliation(s)
- Rani J Qasem
- UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA; Department of Pharmaceutical Sciences, College of Pharmacy, King Saud Bin Abdulaziz University for Health Sciences (KSAU-HS), King Abdullah International Medical Research Center (KAIMRC), National Guard Health Affairs, Riyadh, Saudi Arabia
| | - John K Fallon
- UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Manisha Nautiyal
- UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA; Institute for Drug Safety Sciences, Research Triangle Park, NC, USA
| | - Merrie Mosedale
- UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA; Institute for Drug Safety Sciences, Research Triangle Park, NC, USA
| | - Philip C Smith
- UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.
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15
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Ito S, Lee W, Park JE, Yasunaga M, Mori A, Ohtsuki S, Sugiyama Y. Transient, Tunable Expression of NTCP and BSEP in MDCKII Cells for Kinetic Delineation of the Rate-Determining Process and Inhibitory Effects of Rifampicin in Hepatobiliary Transport of Taurocholate. J Pharm Sci 2020; 110:365-375. [PMID: 33159914 DOI: 10.1016/j.xphs.2020.10.064] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2020] [Revised: 10/14/2020] [Accepted: 10/30/2020] [Indexed: 11/16/2022]
Abstract
In predicting the hepatic elimination of compounds, the extended clearance concept has proven useful. Yet, its experimental proof was scarce partly due to the lack of models with the controlled expression of transporters. Here, the uptake and efflux transporters [NTCP (SLC10A1) and BSEP (ABCB11), respectively] were doubly and transiently expressed in MDCKII cells by electroporation-based transfection (with the BSEP plasmid amount varied and with the NTCP plasmid fixed), achieving the activity levels of NTCP and BSEP comparable to those of sandwich cultured human hepatocytes. The biliary excretion clearance for taurocholate increased proportionally to the BSEP expression level. Under the same conditions, the basal-to-apical transcellular clearance of taurocholate displayed an initial increase, and a subsequent plateau, indicating that the basolateral uptake of taurocholate became rate-limiting. The doubly transfected MDCKII cells were also used to kinetically analyze the inhibitory effects of rifampicin on BSEP and NTCP. The obtained results showed a bell-shaped profile for cell-to-medium concentration ratios over a range of rifampicin concentrations, which were quantitatively captured by kinetic modeling based on the extended clearance concept. The present study highlights the utility of the transient, tunable transporter expression system in delineating the rate-determining process and providing mechanistic insights into intracellular substrate accumulation.
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Affiliation(s)
- Sumito Ito
- GenoMembrane Co., Ltd, 2-3-18 Namamugi, Tsurumi-ku, Yokohama, Kanagawa 230-0052, Japan.
| | - Wooin Lee
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul 08826, Republic of Korea
| | - Ji Eun Park
- Sugiyama Laboratory, RIKEN Baton Zone Program, RIKEN Cluster for Science, RIKEN, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama 230-0045, Japan; Pharmacokinetics, Dynamics and Metabolism, Translational Medicine and Early Development, R&D, Sanofi K.K., 3 Chome-20-2, Nishishinjuku, Tokyo 160-0023, Japan
| | - Masa Yasunaga
- GenoMembrane Co., Ltd, 2-3-18 Namamugi, Tsurumi-ku, Yokohama, Kanagawa 230-0052, Japan
| | - Ayano Mori
- Department of Pharmaceutical Microbiology, School of Pharmacy, Kumamoto University, 5-1 Oe-honmachi, Chuo-ku, Kumamoto 862-0973, Japan
| | - Sumio Ohtsuki
- Department of Pharmaceutical Microbiology, School of Pharmacy, Kumamoto University, 5-1 Oe-honmachi, Chuo-ku, Kumamoto 862-0973, Japan; Department of Pharmaceutical Microbiology, Faculty of Life Sciences, Kumamoto University, 5-1 Oe-honmachi, Chuo-ku, Kumamoto 862-0973, Japan
| | - Yuichi Sugiyama
- Sugiyama Laboratory, RIKEN Baton Zone Program, RIKEN Cluster for Science, RIKEN, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama 230-0045, Japan
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16
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Park JE, Shitara Y, Lee W, Morita S, Sahi J, Toshimoto K, Sugiyama Y. Improved Prediction of the Drug-Drug Interactions of Pemafibrate Caused by Cyclosporine A and Rifampicin via PBPK Modeling: Consideration of the Albumin-Mediated Hepatic Uptake of Pemafibrate and Inhibition Constants With Preincubation Against OATP1B. J Pharm Sci 2020; 110:517-528. [PMID: 33058894 DOI: 10.1016/j.xphs.2020.10.016] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 09/27/2020] [Accepted: 10/07/2020] [Indexed: 11/17/2022]
Abstract
Pemafibrate (PMF) is highly albumin-bound (>99.8%) and a substrate for hepatic uptake transporters (OATP1B) and CYP enzymes. Here, we developed a PBPK model of PMF to capture drug-drug interactions (DDI) incurred by cyclosporine (CsA) and rifampicin (RIF), the two OATP1B inhibitors. Initial PBPK modeling of PMF utilized in vitro hepatic uptake clearance (PSinf) obtained in the absence of albumin, but failed in capturing the blood PMF pharmacokinetic (PK) profiles. Based on the results that in vitro PSinf of unbound PMF was enhanced in the presence of albumin, we applied the albumin-facilitated dissociation model and the resulting PSinf parameters improved the prediction of the blood PMF PK profiles. In refining our PBPK model toward improved prediction of the observed DDI data (PMF co-administered with single dosing of CsA or RIF; PMF following multiple RIF dosing), we adjusted the previously obtained in vivo OATP1B inhibition constants (Ki,OATP1B) of CsA or RIF for pitavastatin by correcting for substrate-dependency. We also incorporated the induction of OATP1B and CYP enzymes after multiple RIF dosing. Sensitivity analysis informed that the higher gastrointestinal absorption rate constant could further improve capturing the observed DDI data, suggesting the possible inhibition of intestinal ABC transporter(s) by CsA or RIF.
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Affiliation(s)
- Ji Eun Park
- Sugiyama Laboratory, RIKEN Baton Zone Program, RIKEN Cluster for Science, RIKEN, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama 230-0045, Japan; Pharmacokinetics, Dynamics and Metabolism, Translational Medicine and Early Development, R&D, Sanofi K.K., 3 Chome-20-2, Nishishinjuku, Shinjuku-ku, Tokyo, 160-0023, Japan
| | - Yoshihisa Shitara
- Pharmacokinetics, Dynamics and Metabolism, Translational Medicine and Early Development, R&D, Sanofi K.K., 3 Chome-20-2, Nishishinjuku, Shinjuku-ku, Tokyo, 160-0023, Japan
| | - Wooin Lee
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Bldg 21 Rm 309, 1 Gwanak-ro, Gwanak-gu, Seoul 08826, S. Korea
| | - Shigemichi Morita
- Pharmacokinetics, Dynamics and Metabolism, Translational Medicine and Early Development, R&D, Sanofi K.K., 3 Chome-20-2, Nishishinjuku, Shinjuku-ku, Tokyo, 160-0023, Japan
| | - Jasminder Sahi
- Pharmacokinetics, Dynamics and Metabolism, Translational Medicine and Early Development, R&D, Sanofi China, 1228 Yan'an Middle Road, Jing'an District, Shanghai, China
| | - Kota Toshimoto
- Sugiyama Laboratory, RIKEN Baton Zone Program, RIKEN Cluster for Science, RIKEN, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama 230-0045, Japan
| | - Yuichi Sugiyama
- Sugiyama Laboratory, RIKEN Baton Zone Program, RIKEN Cluster for Science, RIKEN, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama 230-0045, Japan.
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Prediction of Cyclosporin-Mediated Drug Interaction Using Physiologically Based Pharmacokinetic Model Characterizing Interplay of Drug Transporters and Enzymes. Int J Mol Sci 2020; 21:ijms21197023. [PMID: 32987693 PMCID: PMC7582433 DOI: 10.3390/ijms21197023] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2020] [Revised: 09/13/2020] [Accepted: 09/18/2020] [Indexed: 12/19/2022] Open
Abstract
Uptake transporter organic anion transporting polypeptides (OATPs), efflux transporters (P-gp, BCRP and MRP2) and cytochrome P450 enzymes (CYP450s) are widely expressed in the liver, intestine or kidney. They coordinately work to control drug disposition, termed as "interplay of transporters and enzymes". Cyclosporine A (CsA) is an inhibitor of OATPs, P-gp, MRP2, BCRP and CYP3As. Drug-drug interaction (DDI) of CsA with victim drugs occurs via disordering interplay of transporters and enzymes. We aimed to establish a whole-body physiologically-based pharmacokinetic (PBPK) model which predicts disposition of CsA and nine victim drugs including atorvastatin, cerivastatin, pravastatin, rosuvastatin, fluvastatin, simvastatin, lovastatin, repaglinide and bosentan, as well as drug-drug interactions (DDIs) of CsA with nine victim drugs to investigate the integrated effect of enzymes and transporters in liver, intestinal and kidney on drug disposition. Predictions were compared with observations. Most of the predictions were within 0.5-2.0 folds of observations. Atorvastatin was represented to investigate individual contributions of transporters and CYP3As to atorvastatin disposition and their integrated effect. The contributions to atorvastatin disposition were hepatic OATPs >> hepatic CYP3A > intestinal CYP3As ≈ efflux transporters (P-gp/BCRP/MRP2). The results got the conclusion that the developed PBPK model characterizing the interplay of enzymes and transporters was successfully applied to predict the pharmacokinetics of 10 OATP substrates and DDIs of CsA with 9 victim drugs.
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18
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Achour B, Al-Majdoub ZM, Rostami-Hodjegan A, Barber J. Mass Spectrometry of Human Transporters. ANNUAL REVIEW OF ANALYTICAL CHEMISTRY (PALO ALTO, CALIF.) 2020; 13:223-247. [PMID: 32084322 DOI: 10.1146/annurev-anchem-091719-024553] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Transporters are key to understanding how an individual will respond to a particular dose of a drug. Two patients with similar systemic concentrations may have quite different local concentrations of a drug at the required site. The transporter profile of any individual depends upon a variety of genetic and environmental factors, including genotype, age, and diet status. Robust models (virtual patients) are therefore required and these models are data hungry. Necessary data include quantitative transporter profiles at the relevant organ. Liquid chromatography with tandem mass spectrometry (LC-MS/MS) is currently the most powerful method available for obtaining this information. Challenges include sourcing the tissue, isolating the hydrophobic membrane-embedded transporter proteins, preparing the samples for MS (including proteolytic digestion), choosing appropriate quantification methodology, and optimizing the LC-MS/MS conditions. Great progress has been made with all of these, especially within the last few years, and is discussed here.
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Affiliation(s)
- Brahim Achour
- Centre for Applied Pharmacokinetic Research, School of Health Sciences, University of Manchester, Manchester M13 9PT, United Kingdom;
| | - Zubida M Al-Majdoub
- Centre for Applied Pharmacokinetic Research, School of Health Sciences, University of Manchester, Manchester M13 9PT, United Kingdom;
| | - Amin Rostami-Hodjegan
- Centre for Applied Pharmacokinetic Research, School of Health Sciences, University of Manchester, Manchester M13 9PT, United Kingdom;
- Certara, Princeton, New Jersey 08540, USA
| | - Jill Barber
- Centre for Applied Pharmacokinetic Research, School of Health Sciences, University of Manchester, Manchester M13 9PT, United Kingdom;
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19
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Human variability in influx and efflux transporters in relation to uncertainty factors for chemical risk assessment. Food Chem Toxicol 2020; 140:111305. [DOI: 10.1016/j.fct.2020.111305] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2019] [Revised: 03/20/2020] [Accepted: 03/23/2020] [Indexed: 12/11/2022]
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20
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Yuan T, Wang J, Chen L, Shan J, Di L. Lactobacillus murinus Improved the Bioavailability of Orally Administered Glycyrrhizic Acid in Rats. Front Microbiol 2020; 11:597. [PMID: 32390962 PMCID: PMC7193032 DOI: 10.3389/fmicb.2020.00597] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2019] [Accepted: 03/18/2020] [Indexed: 12/22/2022] Open
Abstract
Intestinal microbiota has been extensively studied in the context of host health benefit, and it has recently become clear that the gut microbiota influences drug pharmacokinetics and correspondingly efficacy. Intestinal microbiota dysbiosis is closely related with liver cirrhosis, especially the depletion of Lactobacillus. Therefore, the bioavailability of orally administered glycyrrhizic acid (GL) was speculated to be influenced under a pathological state. In the present study, L. murinus was isolated and screened for GL bioconversion capacity in vitro. Compared with Lactobacillus rhamnosus and Lactobacillus acidophilus, L. murinus was chosen for further investigation because it has the highest biotransformation rate. Our results showed that L. murinus could significantly improve the translocation of GL on Caco-2 cell models. Meanwhile, L. murinus was observed to have the ability to bind with the surface of Caco-2 cells and prominently downregulate the transporter gene expression level of multidrug resistance gene 1 (MDR1) and multidrug resistance protein 2 (MRP2), which were involved in the efflux of drugs. Furthermore, L. murinus was selected to be orally administred into rats in healthy and liver cirrhosis groups by a daily gavage protocol. Our data highlighted that supplements of L. murinus significantly improved the bioavailability of orally administered GL in rats, especially under a pathological condition, which may provide a novel strategy for improving the clinical therapeutic effect of liver protective drugs.
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Affiliation(s)
- Tianjie Yuan
- School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, China
| | - Jin Wang
- School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, China.,Jiangsu Engineering Research Centre for Efficient Delivery System of TCM, School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, China
| | - Letian Chen
- Jiangsu Engineering Research Centre for Efficient Delivery System of TCM, School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, China
| | - Jinjun Shan
- Jiangsu Key Laboratory of Pediatric Respiratory Disease, Nanjing University of Chinese Medicine, Nanjing, China
| | - Liuqing Di
- School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, China.,Jiangsu Engineering Research Centre for Efficient Delivery System of TCM, School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, China
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21
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The Segregated Intestinal Flow Model (SFM) for Drug Absorption and Drug Metabolism: Implications on Intestinal and Liver Metabolism and Drug-Drug Interactions. Pharmaceutics 2020; 12:pharmaceutics12040312. [PMID: 32244748 PMCID: PMC7238003 DOI: 10.3390/pharmaceutics12040312] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2020] [Revised: 03/26/2020] [Accepted: 03/27/2020] [Indexed: 12/13/2022] Open
Abstract
The properties of the segregated flow model (SFM), which considers split intestinal flow patterns perfusing an active enterocyte region that houses enzymes and transporters (<20% of the total intestinal blood flow) and an inactive serosal region (>80%), were compared to those of the traditional model (TM), wherein 100% of the flow perfuses the non-segregated intestine tissue. The appropriateness of the SFM model is important in terms of drug absorption and intestinal and liver drug metabolism. Model behaviors were examined with respect to intestinally (M1) versus hepatically (M2) formed metabolites and the availabilities in the intestine (FI) and liver (FH) and the route of drug administration. The %contribution of the intestine to total first-pass metabolism bears a reciprocal relation to that for the liver, since the intestine, a gateway tissue, regulates the flow of substrate to the liver. The SFM predicts the highest and lowest M1 formed with oral (po) and intravenous (iv) dosing, respectively, whereas the extent of M1 formation is similar for the drug administered po or iv according to the TM, and these values sit intermediate those of the SFM. The SFM is significant, as this drug metabolism model explains route-dependent intestinal metabolism, describing a higher extent of intestinal metabolism with po versus the much reduced or absence of intestinal metabolism with iv dosing. A similar pattern exists for drug–drug interactions (DDIs). The inhibitor or inducer exerts its greatest effect on victim drugs when both inhibitor/inducer and drug are given po. With po dosing, more drug or inhibitor/inducer is brought into the intestine for DDIs. The bypass of flow and drug to the enterocyte region of the intestine after intravenous administration adds complications to in vitro–in vivo extrapolations (IVIVE).
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22
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Taniguchi T, Zanetti-Yabur A, Wang P, Usyk M, Burk RD, Wolkoff AW. Interindividual Diversity in Expression of Organic Anion Uptake Transporters in Normal and Cirrhotic Human Liver. Hepatol Commun 2020; 4:739-752. [PMID: 32363323 PMCID: PMC7193130 DOI: 10.1002/hep4.1489] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2019] [Accepted: 01/23/2020] [Indexed: 12/12/2022] Open
Abstract
The liver plays an essential role in removing endogenous and exogenous compounds from the circulation. This function is mediated by specific transporters, including members of the family of organic anion transport proteins (OATPs) and the Na+-taurocholate transporting polypeptide (NTCP). In the present study, transporter protein expression was determined in liver samples from patients with cirrhosis or controls without liver disease. Five transporters (OATP1A2, OATP1B1, OATP1B3, OATP2B1, and NTCP) were studied. Transporter content in homogenates of human liver was quantified on western blots probed with transporter-specific antibodies in which a calibrated green fluorescent protein-tagged transporter standard was included. Liver samples from 21 patients with cirrhosis (hepatitis C in 17 and alcohol abuse in 4) and 17 controls without liver disease were analyzed. Expression of each of the transporters had a large spread, varying by an order of magnitude in cirrhotic and control livers. OATP1B1 was the most abundant transporter in controls (P < 0.01) but was significantly lower in cirrhotic livers as was NTCP expression (P < 0.01). There was little difference in transporter expression with respect to age or sex. Despite the large variability in transporter expression within a group, analysis in individuals showed that those with high or low expression of one transporter had a similar magnitude in expression of the others. Conclusion: Differences in transporter expression could explain unanticipated heterogeneity of drug transport and metabolism in individuals with and without liver disease.
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Affiliation(s)
- Tatsuya Taniguchi
- Marion Bessin Liver Research Center Albert Einstein College of Medicine and Montefiore Medical Center Bronx NY.,Division of Hepatology Albert Einstein College of Medicine and Montefiore Medical Center Bronx NY
| | - Alana Zanetti-Yabur
- Marion Bessin Liver Research Center Albert Einstein College of Medicine and Montefiore Medical Center Bronx NY.,Division of Hepatology Albert Einstein College of Medicine and Montefiore Medical Center Bronx NY
| | - Pijun Wang
- Marion Bessin Liver Research Center Albert Einstein College of Medicine and Montefiore Medical Center Bronx NY.,Division of Hepatology Albert Einstein College of Medicine and Montefiore Medical Center Bronx NY
| | - Mykhaylo Usyk
- Department of Pediatrics Albert Einstein College of Medicine and Montefiore Medical Center Bronx NY
| | - Robert D Burk
- Department of Pediatrics Albert Einstein College of Medicine and Montefiore Medical Center Bronx NY.,Department of Epidemiology and Population Health Albert Einstein College of Medicine and Montefiore Medical Center Bronx NY.,Department of Microbiology and Immunology Albert Einstein College of Medicine and Montefiore Medical Center Bronx NY
| | - Allan W Wolkoff
- Marion Bessin Liver Research Center Albert Einstein College of Medicine and Montefiore Medical Center Bronx NY.,Division of Hepatology Albert Einstein College of Medicine and Montefiore Medical Center Bronx NY.,Department of Anatomy and Structural Biology Albert Einstein College of Medicine and Montefiore Medical Center Bronx NY
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23
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You X, Wu W, Xu J, Jiao Z, Ke M, Huang P, Lin C. Development of a Physiologically Based Pharmacokinetic Model for Prediction of Pramipexole Pharmacokinetics in Parkinson's Disease Patients With Renal Impairment. J Clin Pharmacol 2020; 60:999-1010. [PMID: 32090332 DOI: 10.1002/jcph.1593] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2019] [Accepted: 01/23/2020] [Indexed: 12/18/2022]
Affiliation(s)
- Xiang You
- Department of Pharmacythe First Affiliated Hospital of Fujian Medical University Taijiang Fuzhou People's Republic of China
| | - Wanhong Wu
- Department of Pharmacythe First Affiliated Hospital of Fujian Medical University Taijiang Fuzhou People's Republic of China
| | - Jing Xu
- Department of Pharmacythe First Affiliated Hospital of Fujian Medical University Taijiang Fuzhou People's Republic of China
| | - Zheng Jiao
- Department of Pharmacy, Shanghai Chest HospitalShanghai Jiao Tong University Shanghai People's Republic of China
| | - Meng Ke
- Department of Pharmacythe First Affiliated Hospital of Fujian Medical University Taijiang Fuzhou People's Republic of China
| | - Pinfang Huang
- Department of Pharmacythe First Affiliated Hospital of Fujian Medical University Taijiang Fuzhou People's Republic of China
| | - Cuihong Lin
- Department of Pharmacythe First Affiliated Hospital of Fujian Medical University Taijiang Fuzhou People's Republic of China
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Couto N, Al-Majdoub ZM, Gibson S, Davies PJ, Achour B, Harwood MD, Carlson G, Barber J, Rostami-Hodjegan A, Warhurst G. Quantitative Proteomics of Clinically Relevant Drug-Metabolizing Enzymes and Drug Transporters and Their Intercorrelations in the Human Small Intestine. Drug Metab Dispos 2020; 48:245-254. [PMID: 31959703 PMCID: PMC7076527 DOI: 10.1124/dmd.119.089656] [Citation(s) in RCA: 64] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2019] [Accepted: 12/23/2019] [Indexed: 01/02/2023] Open
Abstract
The levels of drug-metabolizing enzymes (DMEs) and transporter proteins in the human intestine are pertinent to determine oral drug bioavailability. Despite the paucity of reports on such measurements, it is well recognized that these values are essential for translating in vitro data on drug metabolism and transport to predict drug disposition in gut wall. In the current study, clinically relevant DMEs [cytochrome P450 (P450) and uridine 5′-diphospho-glucuronosyltransferase (UGT)] and drug transporters were quantified in total mucosal protein preparations from the human jejunum (n = 4) and ileum (n = 12) using quantification concatemer–based targeted proteomics. In contrast to previous reports, UGT2B15 and organic anion-transporting polypeptide 1 (OATP1A2) were quantifiable in all our samples. Overall, no significant disparities in protein expression were observed between jejunum and ileum. Relative mRNA expression for drug transporters did not correlate with the abundance of their cognate protein, except for P-glycoprotein 1 (P-gp) and organic solute transporter subunit alpha (OST-α), highlighting the limitations of RNA as a surrogate for protein expression in dynamic tissues with high turnover. Intercorrelations were found within P450 [2C9-2C19 (P = 0.002, R2 = 0.63), 2C9–2J2 (P = 0.004, R2 = 0.40), 2D6-2J2 (P = 0.002, R2 = 0.50)] and UGT [1A1-2B7 (P = 0.02, R2 = 0.87)] family of enzymes. There were also correlations between P-gp and several other proteins [OST-α (P < 0.0001, R2 = 0.77), UGT1A6 (P = 0.009, R2 = 0.38), and CYP3A4 (P = 0.007, R2 = 0.30)]. Incorporating such correlations into building virtual populations is crucial for obtaining plausible characteristics of simulated individuals.
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Affiliation(s)
- Narciso Couto
- Centre for Applied Pharmacokinetic Research, University of Manchester, Manchester, United Kingdom (N.C., Z.M.A.-M., B.A., J.B., A.R.-H.); Gut Barrier Group, Inflammation and Repair, University of Manchester, Salford Royal NHS Trust, Salford, United Kingdom (S.G., P.J.D., G.C., G.W.); and Certara UK Limited (Simcyp Division), Sheffield, United Kingdom (M.D.H., A.R.-H.)
| | - Zubida M Al-Majdoub
- Centre for Applied Pharmacokinetic Research, University of Manchester, Manchester, United Kingdom (N.C., Z.M.A.-M., B.A., J.B., A.R.-H.); Gut Barrier Group, Inflammation and Repair, University of Manchester, Salford Royal NHS Trust, Salford, United Kingdom (S.G., P.J.D., G.C., G.W.); and Certara UK Limited (Simcyp Division), Sheffield, United Kingdom (M.D.H., A.R.-H.)
| | - Stephanie Gibson
- Centre for Applied Pharmacokinetic Research, University of Manchester, Manchester, United Kingdom (N.C., Z.M.A.-M., B.A., J.B., A.R.-H.); Gut Barrier Group, Inflammation and Repair, University of Manchester, Salford Royal NHS Trust, Salford, United Kingdom (S.G., P.J.D., G.C., G.W.); and Certara UK Limited (Simcyp Division), Sheffield, United Kingdom (M.D.H., A.R.-H.)
| | - Pamela J Davies
- Centre for Applied Pharmacokinetic Research, University of Manchester, Manchester, United Kingdom (N.C., Z.M.A.-M., B.A., J.B., A.R.-H.); Gut Barrier Group, Inflammation and Repair, University of Manchester, Salford Royal NHS Trust, Salford, United Kingdom (S.G., P.J.D., G.C., G.W.); and Certara UK Limited (Simcyp Division), Sheffield, United Kingdom (M.D.H., A.R.-H.)
| | - Brahim Achour
- Centre for Applied Pharmacokinetic Research, University of Manchester, Manchester, United Kingdom (N.C., Z.M.A.-M., B.A., J.B., A.R.-H.); Gut Barrier Group, Inflammation and Repair, University of Manchester, Salford Royal NHS Trust, Salford, United Kingdom (S.G., P.J.D., G.C., G.W.); and Certara UK Limited (Simcyp Division), Sheffield, United Kingdom (M.D.H., A.R.-H.)
| | - Matthew D Harwood
- Centre for Applied Pharmacokinetic Research, University of Manchester, Manchester, United Kingdom (N.C., Z.M.A.-M., B.A., J.B., A.R.-H.); Gut Barrier Group, Inflammation and Repair, University of Manchester, Salford Royal NHS Trust, Salford, United Kingdom (S.G., P.J.D., G.C., G.W.); and Certara UK Limited (Simcyp Division), Sheffield, United Kingdom (M.D.H., A.R.-H.)
| | - Gordon Carlson
- Centre for Applied Pharmacokinetic Research, University of Manchester, Manchester, United Kingdom (N.C., Z.M.A.-M., B.A., J.B., A.R.-H.); Gut Barrier Group, Inflammation and Repair, University of Manchester, Salford Royal NHS Trust, Salford, United Kingdom (S.G., P.J.D., G.C., G.W.); and Certara UK Limited (Simcyp Division), Sheffield, United Kingdom (M.D.H., A.R.-H.)
| | - Jill Barber
- Centre for Applied Pharmacokinetic Research, University of Manchester, Manchester, United Kingdom (N.C., Z.M.A.-M., B.A., J.B., A.R.-H.); Gut Barrier Group, Inflammation and Repair, University of Manchester, Salford Royal NHS Trust, Salford, United Kingdom (S.G., P.J.D., G.C., G.W.); and Certara UK Limited (Simcyp Division), Sheffield, United Kingdom (M.D.H., A.R.-H.)
| | - Amin Rostami-Hodjegan
- Centre for Applied Pharmacokinetic Research, University of Manchester, Manchester, United Kingdom (N.C., Z.M.A.-M., B.A., J.B., A.R.-H.); Gut Barrier Group, Inflammation and Repair, University of Manchester, Salford Royal NHS Trust, Salford, United Kingdom (S.G., P.J.D., G.C., G.W.); and Certara UK Limited (Simcyp Division), Sheffield, United Kingdom (M.D.H., A.R.-H.)
| | - Geoffrey Warhurst
- Centre for Applied Pharmacokinetic Research, University of Manchester, Manchester, United Kingdom (N.C., Z.M.A.-M., B.A., J.B., A.R.-H.); Gut Barrier Group, Inflammation and Repair, University of Manchester, Salford Royal NHS Trust, Salford, United Kingdom (S.G., P.J.D., G.C., G.W.); and Certara UK Limited (Simcyp Division), Sheffield, United Kingdom (M.D.H., A.R.-H.)
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25
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Ogawa SI, Shimizu M, Yamazaki H. Plasma concentrations of pemafibrate with co-administered drugs predicted by physiologically based pharmacokinetic modeling in virtual populations with renal/hepatic impairment. Xenobiotica 2020; 50:1023-1031. [DOI: 10.1080/00498254.2019.1709133] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Shin-ichiro Ogawa
- Laboratory of Drug Metabolism and Pharmacokinetics, Showa Pharmaceutical University, Machida, Tokyo, Japan
| | - Makiko Shimizu
- Laboratory of Drug Metabolism and Pharmacokinetics, Showa Pharmaceutical University, Machida, Tokyo, Japan
| | - Hiroshi Yamazaki
- Laboratory of Drug Metabolism and Pharmacokinetics, Showa Pharmaceutical University, Machida, Tokyo, Japan
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26
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Di L. The Impact of Carboxylesterases in Drug Metabolism and Pharmacokinetics. Curr Drug Metab 2019; 20:91-102. [PMID: 30129408 PMCID: PMC6635651 DOI: 10.2174/1389200219666180821094502] [Citation(s) in RCA: 109] [Impact Index Per Article: 21.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2018] [Revised: 08/03/2018] [Accepted: 08/08/2018] [Indexed: 12/17/2022]
Abstract
BACKGROUND Carboxylesterases (CES) play a critical role in catalyzing hydrolysis of esters, amides, carbamates and thioesters, as well as bioconverting prodrugs and soft drugs. The unique tissue distribution of CES enzymes provides great opportunities to design prodrugs or soft drugs for tissue targeting. Marked species differences in CES tissue distribution and catalytic activity are particularly challenging in human translation. METHODS Review and summarization of CES fundamentals and applications in drug discovery and development. RESULTS Human CES1 is one of the most highly expressed drug metabolizing enzymes in the liver, while human intestine only expresses CES2. CES enzymes have moderate to high inter-individual variability and exhibit low to no expression in the fetus, but increase substantially during the first few months of life. The CES genes are highly polymorphic and some CES genetic variants show significant influence on metabolism and clinical outcome of certain drugs. Monkeys appear to be more predictive of human pharmacokinetics for CES substrates than other species. Low risk of clinical drug-drug interaction is anticipated for CES, although they should not be overlooked, particularly interaction with alcohols. CES enzymes are moderately inducible through a number of transcription factors and can be repressed by inflammatory cytokines. CONCLUSION Although significant advances have been made in our understanding of CESs, in vitro - in vivo extrapolation of clearance is still in its infancy and further exploration is needed. In vitro and in vivo tools are continuously being developed to characterize CES substrates and inhibitors.
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Affiliation(s)
- Li Di
- Pfizer Inc., Eastern Point Road, Groton, Connecticut, CT 06354, United States
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27
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Zhang Y, Hagenbuch B. Protein-protein interactions of drug uptake transporters that are important for liver and kidney. Biochem Pharmacol 2019; 168:384-391. [PMID: 31381872 DOI: 10.1016/j.bcp.2019.07.026] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2019] [Accepted: 07/31/2019] [Indexed: 12/28/2022]
Abstract
Drug uptake transporters are membrane proteins responsible for the trans-membrane transport of endo- and xenobiotics, including numerous drugs. They are important for the uptake of drugs into target tissues or into organs for metabolism and excretion. Many drug uptake transporters have a broad spectrum of structural-independent substrates, which make them vulnerable to drug-drug interactions. Recent studies have shown more and more complex pharmacokinetics involving transporters, and regulatory agencies now require studies to be performed to measure the involvement of transporters in drug development. A better understanding of the factors affecting the expression of transporters is needed. Despite many efforts devoted to the functional characterization of different drug uptake transporters, transporter in vitro to in vivo extrapolations are far from predicting the behavior under physiological conditions. There is an increasing number of uptake transporters demonstrated to form protein-protein interactions or to oligomerize. This raises the possibility that these interactions between or among transporters could help explaining the gap between in vitro and in vivo measurement of drug transporters. In this review, we summarized protein-protein interactions of drug uptake transporters that are important for pharmacokinetics, especially those in the liver and the kidneys.
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Affiliation(s)
- Yuchen Zhang
- Department of Pharmaceutics, School of Pharmacy, University of Washington, Seattle, WA 98195, United States
| | - Bruno Hagenbuch
- Department of Pharmacology, Toxicology and Therapeutics, The University of Kansas Medical Center, Kansas City, KS 66160, United States.
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28
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Al-Ali AAA, Nielsen RB, Steffansen B, Holm R, Nielsen CU. Nonionic surfactants modulate the transport activity of ATP-binding cassette (ABC) transporters and solute carriers (SLC): Relevance to oral drug absorption. Int J Pharm 2019; 566:410-433. [DOI: 10.1016/j.ijpharm.2019.05.033] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2019] [Revised: 05/10/2019] [Accepted: 05/11/2019] [Indexed: 01/11/2023]
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29
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Zane P, Gieschen H, Kersten E, Mathias N, Ollier C, Johansson P, Van den Bergh A, Van Hemelryck S, Reichel A, Rotgeri A, Schäfer K, Müllertz A, Langguth P. In vivo models and decision trees for formulation development in early drug development: A review of current practices and recommendations for biopharmaceutical development. Eur J Pharm Biopharm 2019; 142:222-231. [PMID: 31233862 DOI: 10.1016/j.ejpb.2019.06.010] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2018] [Revised: 06/04/2019] [Accepted: 06/11/2019] [Indexed: 12/27/2022]
Abstract
The ability to predict new chemical entity performance using in vivo animal models has been under investigation for more than two decades. Pharmaceutical companies use their own strategies to make decisions on the most appropriate formulation starting early in development. In this paper the biopharmaceutical decision trees available in four EFPIA partners (Bayer, Boehringer Ingelheim, Bristol Meyers Squibb and Janssen) were discussed by 7 companies of which 4 had no decision tree currently defined. The strengths, weaknesses and opportunities for improvement are discussed for each decision tree. Both pharmacokineticists and preformulation scientists at the drug discovery & development interface responsible for lead optimization and candidate selection contributed to an overall picture of how formulation decisions are progressed. A small data set containing compound information from the database designed for the IMI funded OrBiTo project is examined for interrelationships between measured physicochemical, dissolution and relative bioavailability parameters. In vivo behavior of the drug substance and its formulation in First in human (FIH) studies cannot always be well predicted from in vitro and/or in silico tools alone at the time of selection of a new chemical entity (NCE). Early identification of the risks, challenges and strategies to prepare for formulations that provide sufficient preclinical exposure in animal toxicology studies and in FIH clinical trials is needed and represents an essential part of the IMI funded OrBiTo project. This article offers a perspective on the use of in vivo models and biopharmaceutical decision trees in the development of new oral drug products.
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Affiliation(s)
- P Zane
- Sanofi U.S., 55 Corporate Drive, Bridgewater, NJ 08807, United States.
| | - H Gieschen
- Bayer AG, Research & Development, Pharmaceuticals, Müllerstraße 178, 13353 Berlin, Germany
| | - E Kersten
- Bayer AG, Research & Development, Pharmaceuticals, Early Formulation Development preD3, Aprather Weg 18a, 42113 Wuppertal, Germany
| | - N Mathias
- Bristol Myers Squibb, 3551 Lawrenceville Princeton, Lawrence Township, NJ 08648, United States
| | - C Ollier
- Sanofi Montpellier, Rue Blayac, Montpellier, France
| | - P Johansson
- AstraZeneca R&D, Sweden AstraZeneca R&D, Molndal, Pepparedsleden 1, 43183 Molndal, Sweden
| | - A Van den Bergh
- Janssen Research and Development, Turnhoutseweg 30, 2340 Beerse, Belgium
| | - S Van Hemelryck
- Janssen Research and Development, Turnhoutseweg 30, 2340 Beerse, Belgium
| | - A Reichel
- Bayer AG, Research & Development, Pharmaceuticals, Müllerstraße 178, 13353 Berlin, Germany
| | - A Rotgeri
- Bayer AG, Research & Development, Pharmaceuticals, Müllerstraße 178, 13353 Berlin, Germany
| | - K Schäfer
- Boehringer Ingelheim Pharma GmbH & Co. KG, Birkendorfer Str. 65, Biberach an der Riss 88397, Germany
| | - A Müllertz
- Pharmaceutical Design and Drug Delivery, Copenhagen University, Universitetsparken 2, Copenhagen 2100 Ø, Denmark
| | - P Langguth
- Department of Pharmaceutical Technology and Biopharmaceutics, Johannes Gutenberg University Mainz, Staudinger Weg 5, Mainz D-55099, Germany
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30
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Basit A, Radi Z, Vaidya VS, Karasu M, Prasad B. Kidney Cortical Transporter Expression across Species Using Quantitative Proteomics. Drug Metab Dispos 2019; 47:802-808. [PMID: 31123036 DOI: 10.1124/dmd.119.086579] [Citation(s) in RCA: 57] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2019] [Accepted: 05/20/2019] [Indexed: 01/05/2023] Open
Abstract
Limited understanding of species differences in kidney transporters is a critical knowledge gap for prediction of drug-induced acute kidney injury, drug interaction, and pharmacokinetics in humans. Here, we report protein abundance data of 19 transporters in the kidney cortex across five species (human, monkey, dog, rat, and mouse). In general, the abundance of all of the 19 membrane transporters was higher in preclinical species compared with human except for multidrug resistance protein 1 (MDR1), organic cation transporter (OCT) 3, and OCTN1. In nonhuman primate, the total abundance of 12 transporters for which absolute data were available was 2.1-fold higher (P = 0.025) relative to human but the percentage of distribution of these transporters was identical in both species. Multidrug resistance-associated protein (MRP) 4, OCTN2, organic anion transporter (OAT) 2, sodium/potassium-transporting ATPase, MRP3, SGLT2, OAT1, MRP1, MDR1, and OCT2 were expressed differently with cross-species variabilities of 8.2-, 7.4-, 6.1-, 5.9-, 5.4-, 5.2-, 4.1-, 3.3-, and 2.8-fold, respectively. Sex differences were only significant in rodents and dog. High protein-protein correlation was observed in OAT1 versus MRP2/MRP4 as well as OCT2 versus MATE1 in human and monkey. The cross-species and sex-dependent protein abundance data are important for animal to human scaling of drug clearance as well as for mechanistic understanding of kidney physiology and derisking of kidney toxicity for new therapeutic candidates in drug development.
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Affiliation(s)
- Abdul Basit
- Department of Pharmaceutics, University of Washington, Seattle, Washington (A.B., M.K., B.P.); and Pfizer Worldwide Research Development, Drug Safety Research Development, Cambridge, Massachusetts (Z.R., V.S.V.)
| | - Zaher Radi
- Department of Pharmaceutics, University of Washington, Seattle, Washington (A.B., M.K., B.P.); and Pfizer Worldwide Research Development, Drug Safety Research Development, Cambridge, Massachusetts (Z.R., V.S.V.)
| | - Vishal S Vaidya
- Department of Pharmaceutics, University of Washington, Seattle, Washington (A.B., M.K., B.P.); and Pfizer Worldwide Research Development, Drug Safety Research Development, Cambridge, Massachusetts (Z.R., V.S.V.)
| | - Matthew Karasu
- Department of Pharmaceutics, University of Washington, Seattle, Washington (A.B., M.K., B.P.); and Pfizer Worldwide Research Development, Drug Safety Research Development, Cambridge, Massachusetts (Z.R., V.S.V.)
| | - Bhagwat Prasad
- Department of Pharmaceutics, University of Washington, Seattle, Washington (A.B., M.K., B.P.); and Pfizer Worldwide Research Development, Drug Safety Research Development, Cambridge, Massachusetts (Z.R., V.S.V.)
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31
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Harwood MD, Zhang M, Pathak SM, Neuhoff S. The Regional-Specific Relative and Absolute Expression of Gut Transporters in Adult Caucasians: A Meta-Analysis. Drug Metab Dispos 2019; 47:854-864. [DOI: 10.1124/dmd.119.086959] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2019] [Accepted: 04/30/2019] [Indexed: 01/04/2023] Open
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Clerbaux LA, Paini A, Lumen A, Osman-Ponchet H, Worth AP, Fardel O. Membrane transporter data to support kinetically-informed chemical risk assessment using non-animal methods: Scientific and regulatory perspectives. ENVIRONMENT INTERNATIONAL 2019; 126:659-671. [PMID: 30856453 PMCID: PMC6441651 DOI: 10.1016/j.envint.2019.03.003] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/24/2018] [Revised: 02/10/2019] [Accepted: 03/01/2019] [Indexed: 06/01/2023]
Abstract
Humans are continuously exposed to low levels of thousands of industrial chemicals, most of which are poorly characterised in terms of their potential toxicity. The new paradigm in chemical risk assessment (CRA) aims to rely on animal-free testing, with kinetics being a key determinant of toxicity when moving from traditional animal studies to integrated in vitro-in silico approaches. In a kinetically informed CRA, membrane transporters, which have been intensively studied during drug development, are an essential piece of information. However, how existing knowledge on transporters gained in the drug field can be applied to CRA is not yet fully understood. This review outlines the opportunities, challenges and existing tools for investigating chemical-transporter interactions in kinetically informed CRA without animal studies. Various environmental chemicals acting as substrates, inhibitors or modulators of transporter activity or expression have been shown to impact TK, just as drugs do. However, because pollutant concentrations are often lower in humans than drugs and because exposure levels and internal chemical doses are not usually known in contrast to drugs, new approaches are required to translate transporter data and reasoning from the drug sector to CRA. Here, the generation of in vitro chemical-transporter interaction data and the development of transporter databases and classification systems trained on chemical datasets (and not only drugs) are proposed. Furtheremore, improving the use of human biomonitoring data to evaluate the in vitro-in silico transporter-related predicted values and developing means to assess uncertainties could also lead to increase confidence of scientists and regulators in animal-free CRA. Finally, a systematic characterisation of the transportome (quantitative monitoring of transporter abundance, activity and maintenance over time) would reinforce confidence in the use of experimental transporter/barrier systems as well as in established cell-based toxicological assays currently used for CRA.
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Affiliation(s)
| | - Alicia Paini
- European Commission, Joint Research Centre, Ispra, Italy.
| | - Annie Lumen
- National Center for Toxicological Research, US Food and Drug Administration (FDA), Jefferson, AR, USA
| | | | - Andrew P Worth
- European Commission, Joint Research Centre, Ispra, Italy
| | - Olivier Fardel
- Univ Rennes, Inserm, EHESP, Irset (Institut de recherche en santé, environment et travail), UMR_S 1085, F-35000 Rennes, France
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Gendelman HE, McMillan J, Bade AN, Edagwa B, Kevadiya BD. The Promise of Long-Acting Antiretroviral Therapies: From Need to Manufacture. Trends Microbiol 2019; 27:593-606. [PMID: 30981593 DOI: 10.1016/j.tim.2019.02.009] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2019] [Revised: 02/19/2019] [Accepted: 02/27/2019] [Indexed: 12/30/2022]
Abstract
Antiretroviral therapy has transformed human immunodeficiency virus infections from certain death to a manageable chronic disease. Achieving strict adherence to drug regimens that limit toxicities and viral resistance is an achievable goal. Success is defined by halting viral transmission and by continuous viral restriction. A step towards improving treatment outcomes is in long-acting antiretrovirals. While early results remain encouraging there remain opportunities for improvement. These rest, in part, on the required large drug dosing volumes, local injection-site reactions, and frequency of injections. Thus, implantable devices and long-acting parenteral prodrugs have emerged which may provide more effective clinical outcomes. The recent successes in transforming native antiretrovirals into lipophilic and hydrophobic prodrugs stabilized into biocompatible surfactants can positively affect both. Formulating antiretroviral prodrugs demonstrates improvements in cell and tissue targeting, in drug-dosing intervals, and in the administered volumes of nanosuspensions. As such, the newer formulations also hold the potential to suppress viral loads beyond more conventional therapies with the ultimate goal of HIV-1 elimination when combined with other modalities.
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Affiliation(s)
- Howard E Gendelman
- Department of Pharmacology and Experimental Neuroscience, University of Nebraska Medical Center, Omaha, NE 68198-5880, USA.
| | - JoEllyn McMillan
- Department of Pharmacology and Experimental Neuroscience, University of Nebraska Medical Center, Omaha, NE 68198-5880, USA
| | - Aditya N Bade
- Department of Pharmacology and Experimental Neuroscience, University of Nebraska Medical Center, Omaha, NE 68198-5880, USA
| | - Benson Edagwa
- Department of Pharmacology and Experimental Neuroscience, University of Nebraska Medical Center, Omaha, NE 68198-5880, USA
| | - Bhavesh D Kevadiya
- Department of Pharmacology and Experimental Neuroscience, University of Nebraska Medical Center, Omaha, NE 68198-5880, USA
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Drozdzik M, Busch D, Lapczuk J, Müller J, Ostrowski M, Kurzawski M, Oswald S. Protein Abundance of Clinically Relevant Drug Transporters in the Human Liver and Intestine: A Comparative Analysis in Paired Tissue Specimens. Clin Pharmacol Ther 2019; 105:1204-1212. [PMID: 30447067 DOI: 10.1002/cpt.1301] [Citation(s) in RCA: 79] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2018] [Accepted: 10/20/2018] [Indexed: 11/11/2022]
Abstract
Bioavailability of orally administered drugs is partly determined by function of drug transporters in the liver and intestine. Therefore, we explored adenosine triphosphate-binding cassette (ABC) and solute carriers family transporters expression (quantitative polymerase chain reaction) and protein abundance (liquid chromatography tandem mass spectrometry (LC-MS/MS)) in human liver and duodenum, jejunum, ileum, and colon in paired tissue specimens from nine organ donors. The transporter proteins were detected in the liver (permeability-glycoprotein (P-gp), multidrug resistance protein (MRP)2, MRP3, breast cancer resistance protein (BCRP), organic anion-transporting polypeptide (OATP)1B1, OATP1B3, OATP2B1, organic cation transporter (OCT)1, OCT3, organic anion transporter 2, Na+-taurocholate cotransporting polypeptide, monocarboxylate transporter (MCT)1, and multidrug and toxin extrusion 1) and the intestine (P-gp, multidrug-resistance protein (MRP)2, MRP3, MRP4, BCRP, OATP2B1, OCT1, apical sodium-bile acid transporter (only ileum), MCT1, and peptide transporter (PEPT1)). Significantly higher hepatic gene expression and protein abundance of ABCC2/MRP2, SLC22A1/OCT1, and SLCO2B1/OATP2B1 were found, as compared to all intestinal segments. No correlations between hepatic and small intestinal protein levels were observed. These observations provide a description of drug transporters distribution without the impact of interindividual variability bias and may help in construction of superior physiologically based pharmacokinetic and humanized animal models.
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Affiliation(s)
- Marek Drozdzik
- Department of Experimental and Clinical Pharmacology, Pomeranian Medical University, Szczecin, Poland
| | - Diana Busch
- Department of Clinical Pharmacology, University Medicine of Greifswald, Greifswald, Germany
| | - Joanna Lapczuk
- Department of Experimental and Clinical Pharmacology, Pomeranian Medical University, Szczecin, Poland
| | - Janett Müller
- Department of Clinical Pharmacology, University Medicine of Greifswald, Greifswald, Germany
| | - Marek Ostrowski
- Department of General and Transplantation Surgery, Pomeranian Medical University, Szczecin, Poland
| | - Mateusz Kurzawski
- Department of Experimental and Clinical Pharmacology, Pomeranian Medical University, Szczecin, Poland
| | - Stefan Oswald
- Department of Clinical Pharmacology, University Medicine of Greifswald, Greifswald, Germany
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Optimization of Hericium erinaceus polysaccharide-loaded Poly (lactic-co-glycolicacid) nanoparticles by RSM and its absorption in Caco-2 cell monolayers. Int J Biol Macromol 2018; 118:932-937. [DOI: 10.1016/j.ijbiomac.2018.06.169] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2018] [Revised: 05/31/2018] [Accepted: 06/28/2018] [Indexed: 12/31/2022]
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36
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Xu M, Saxena N, Vrana M, Zhang H, Kumar V, Billington S, Khojasteh C, Heyward S, Unadkat JD, Prasad B. Targeted LC-MS/MS Proteomics-Based Strategy To Characterize in Vitro Models Used in Drug Metabolism and Transport Studies. Anal Chem 2018; 90:11873-11882. [PMID: 30204418 DOI: 10.1021/acs.analchem.8b01913] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Subcellular fractionation of tissue homogenate provides enriched in vitro models (e.g., microsomes, cytosol, or membranes), which are routinely used in the drug metabolism or transporter activity and protein abundance studies. However, batch-to-batch or interlaboratory variability in the recovery, enrichment, and purity of the subcellular fractions can affect performance of in vitro models leading to inaccurate in vitro to in vivo extrapolation (IVIVE) of drug clearance. To evaluate the quality of subcellular fractions, we developed a simple, targeted, and sensitive LC-MS/MS proteomics-based strategy, which relies on determination of protein markers of various cellular organelles, i.e., plasma membrane, cytosol, nuclei, mitochondria, endoplasmic reticulum (ER), lysosomes, peroxisomes, cytoskeleton, and exosomes. Application of the quantitative proteomics method confirmed a significant effect of processing variables (i.e., homogenization method and centrifugation speed) on the recovery, enrichment, and purity of isolated proteins in microsomes and cytosol. Particularly, markers of endoplasmic reticulum lumen and mitochondrial lumen were enriched in the cytosolic fractions as a result of their release during homogenization. Similarly, the relative recovery and composition of the total membrane fraction isolated from cell vs tissue samples was quantitatively different and should be considered in IVIVE. Further, analysis of exosomes isolated from sandwich-cultured hepatocyte media showed the effect of culture duration on compositions of purified exosomes. Therefore, the quantitative proteomics-based strategy developed here can be applied for efficient and simultaneous determination of multiple protein markers of various cellular organelles when compared to antibody- or activity-based assays and can be used for quality control of subcellular fractionation procedures including in vitro model development for drug metabolism and transport studies.
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Affiliation(s)
- Meijuan Xu
- Department of Pharmaceutics , University of Washington , Seattle , Washington 98195 , United States.,Department of Clinical Pharmacology , Affiliated Hospital of Nanjing University of Chinese Medicine , Nanjing , Jiangsu 210029 , China
| | - Neha Saxena
- Department of Pharmaceutics , University of Washington , Seattle , Washington 98195 , United States
| | - Marc Vrana
- Department of Pharmaceutics , University of Washington , Seattle , Washington 98195 , United States
| | - Haeyoung Zhang
- Department of Pharmaceutics , University of Washington , Seattle , Washington 98195 , United States
| | - Vineet Kumar
- Department of Pharmaceutics , University of Washington , Seattle , Washington 98195 , United States
| | - Sarah Billington
- Department of Pharmaceutics , University of Washington , Seattle , Washington 98195 , United States
| | - Cyrus Khojasteh
- Drug Metabolism and Pharmacokinetics Department , Genentech, Inc. , South San Francisco , California 94080 , United States
| | | | - Jashvant D Unadkat
- Department of Pharmaceutics , University of Washington , Seattle , Washington 98195 , United States
| | - Bhagwat Prasad
- Department of Pharmaceutics , University of Washington , Seattle , Washington 98195 , United States
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Pentafragka C, Symillides M, McAllister M, Dressman J, Vertzoni M, Reppas C. The impact of food intake on the luminal environment and performance of oral drug products with a view to in vitro and in silico simulations: a PEARRL review. J Pharm Pharmacol 2018; 71:557-580. [DOI: 10.1111/jphp.12999] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2018] [Accepted: 08/04/2018] [Indexed: 01/24/2023]
Abstract
Abstract
Objectives
Using the type of meal and dosing conditions suggested by regulatory agencies as a basis, this review has two specific objectives: first, to summarize our understanding on the impact of food intake on luminal environment and drug product performance and second, to summarize the usefulness and limitations of available in vitro and in silico methodologies for the evaluation of drug product performance after food intake.
Key findings
Characterization of the luminal environment and studies evaluating product performance in the lumen, under conditions suggested by regulatory agencies for simulating the fed state, are limited. Various in vitro methodologies have been proposed for evaluating drug product performance in the fed state, but systematic validation is lacking. Physiologically based pharmacokinetic (PBPK) modelling approaches require the use of in vitro biorelevant data and, to date, have been used primarily for investigating the mechanisms via which an already observed food effect is mediated.
Summary
Better understanding of the impact of changes induced by the meal administration conditions suggested by regulatory agencies on the luminal fate of the drug product is needed. Relevant information will be useful for optimizing the in vitro test methods and increasing the usefulness of PBPK modelling methodologies.
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Affiliation(s)
- Christina Pentafragka
- Department of Pharmacy, National and Kapodistrian University of Athens, Athens, Greece
| | - Mira Symillides
- Department of Pharmacy, National and Kapodistrian University of Athens, Athens, Greece
| | | | - Jennifer Dressman
- Institute of Pharmaceutical Technology, Goethe University, Frankfurt/Main, Germany
| | - Maria Vertzoni
- Department of Pharmacy, National and Kapodistrian University of Athens, Athens, Greece
| | - Christos Reppas
- Department of Pharmacy, National and Kapodistrian University of Athens, Athens, Greece
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38
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Zhang Y, Wang C, Liu Z, Meng Q, Huo X, Liu Q, Sun P, Yang X, Sun H, Ma X, Liu K. P-gp is involved in the intestinal absorption and biliary excretion of afatinib in vitro and in rats. Pharmacol Rep 2018; 70:243-250. [DOI: 10.1016/j.pharep.2017.10.005] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2017] [Revised: 10/08/2017] [Accepted: 10/17/2017] [Indexed: 10/18/2022]
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39
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Doki K, Darwich AS, Achour B, Tornio A, Backman JT, Rostami-Hodjegan A. Implications of intercorrelation between hepatic CYP3A4-CYP2C8 enzymes for the evaluation of drug-drug interactions: a case study with repaglinide. Br J Clin Pharmacol 2018; 84:972-986. [PMID: 29381228 DOI: 10.1111/bcp.13533] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2017] [Revised: 12/21/2017] [Accepted: 01/21/2018] [Indexed: 12/18/2022] Open
Abstract
AIMS Statistically significant positive correlations are reported for the abundance of hepatic drug-metabolizing enzymes. We investigate, as an example, the impact of CYP3A4-CYP2C8 intercorrelation on the predicted interindividual variabilities of clearance and drug-drug interactions (DDIs) for repaglinide using physiologically based pharmacokinetic (PBPK) modelling. METHODS PBPK modelling and simulation were employed using Simcyp Simulator (v15.1). Virtual populations were generated assuming intercorrelations between hepatic CYP3A4-CYP2C8 abundances derived from observed values in 24 human livers. A repaglinide PBPK model was used to predict PK parameters in the presence and absence of gemfibrozil in virtual populations, and the results were compared with a clinical DDI study. RESULTS Coefficient of variation (CV) of oral clearance was 52.5% in the absence of intercorrelation between CYP3A4-CYP2C8 abundances, which increased to 54.2% when incorporating intercorrelation. In contrast, CV for predicted DDI (as measured by AUC ratio before and after inhibition) was reduced from 46.0% in the absence of intercorrelation between enzymes to 43.8% when incorporating intercorrelation: these CVs were associated with 5th/95th percentiles (2.48-11.29 vs. 2.49-9.69). The range of predicted DDI was larger in the absence of intercorrelation (1.55-77.06) than when incorporating intercorrelation (1.79-25.15), which was closer to clinical observations (2.6-12). CONCLUSIONS The present study demonstrates via a systematic investigation that population-based PBPK modelling incorporating intercorrelation led to more consistent estimation of extreme values than those observed in interindividual variabilities of clearance and DDI. As the intercorrelations more realistically reflect enzyme abundances, virtual population studies involving PBPK and DDI should avoid using Monte Carlo assignment of enzyme abundance.
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Affiliation(s)
- Kosuke Doki
- Centre for Applied Pharmacokinetic Research, Division of Pharmacy & Optometry, University of Manchester, Manchester, UK.,Department of Pharmaceutical Sciences, Faculty of Medicine, University of Tsukuba, Ibaraki, Japan
| | - Adam S Darwich
- Centre for Applied Pharmacokinetic Research, Division of Pharmacy & Optometry, University of Manchester, Manchester, UK
| | - Brahim Achour
- Centre for Applied Pharmacokinetic Research, Division of Pharmacy & Optometry, University of Manchester, Manchester, UK
| | - Aleksi Tornio
- Department of Clinical Pharmacology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Janne T Backman
- Department of Clinical Pharmacology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Amin Rostami-Hodjegan
- Centre for Applied Pharmacokinetic Research, Division of Pharmacy & Optometry, University of Manchester, Manchester, UK.,Simcyp Limited (A Certara Company), Sheffield, UK
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40
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Drozdzik M, Busch D, Lapczuk J, Müller J, Ostrowski M, Kurzawski M, Oswald S. Protein Abundance of Clinically Relevant Drug-Metabolizing Enzymes in the Human Liver and Intestine: A Comparative Analysis in Paired Tissue Specimens. Clin Pharmacol Ther 2017; 104:515-524. [DOI: 10.1002/cpt.967] [Citation(s) in RCA: 82] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2017] [Revised: 11/29/2017] [Accepted: 12/01/2017] [Indexed: 01/02/2023]
Affiliation(s)
- Marek Drozdzik
- Department of Experimental and Clinical Pharmacology; Pomeranian Medical University; Szczecin Poland
| | - Diana Busch
- Department of Clinical Pharmacology; University Medicine of Greifswald; Greifswald Germany
| | - Joanna Lapczuk
- Department of Experimental and Clinical Pharmacology; Pomeranian Medical University; Szczecin Poland
| | - Janett Müller
- Department of Clinical Pharmacology; University Medicine of Greifswald; Greifswald Germany
| | - Marek Ostrowski
- Department of General and Transplantation Surgery; Pomeranian Medical University; Szczecin Poland
| | - Mateusz Kurzawski
- Department of Experimental and Clinical Pharmacology; Pomeranian Medical University; Szczecin Poland
| | - Stefan Oswald
- Department of Clinical Pharmacology; University Medicine of Greifswald; Greifswald Germany
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41
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Salerno SN, Edginton A, Cohen‐Wolkowiez M, Hornik CP, Watt KM, Jamieson BD, Gonzalez D. Development of an Adult Physiologically Based Pharmacokinetic Model of Solithromycin in Plasma and Epithelial Lining Fluid. CPT-PHARMACOMETRICS & SYSTEMS PHARMACOLOGY 2017; 6:814-822. [PMID: 29068158 PMCID: PMC5744174 DOI: 10.1002/psp4.12252] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/22/2017] [Revised: 08/16/2017] [Accepted: 09/04/2017] [Indexed: 12/27/2022]
Abstract
Solithromycin is a fluoroketolide antibiotic under investigation for community-acquired bacterial pneumonia (CABP). We developed a whole-body physiologically based pharmacokinetic (PBPK) model for solithromycin in adults using PK-Sim and MoBi version 6.2, which incorporated time-dependent CYP3A4 auto-inhibition. The model was developed and evaluated using plasma and epithelial lining fluid (ELF) concentration data from 100 healthy subjects and 22 patients with CABP (1,966 plasma, 30 ELF samples). We performed population simulations and calculated the number of observations falling outside the 90% prediction interval. For the oral regimen (800 mg on day 1 and 400 mg daily on days 2-5) that was evaluated in phase III studies, 11% and 23% of observations from healthy adults fell outside the 90% prediction interval for plasma and ELF, respectively. This regimen should be effective because ≥97% of simulated adults achieved area under the concentration vs. time curve (AUC) to minimum inhibitory concentration ratios associated with a log10 colony forming unit reduction in ELF.
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Affiliation(s)
- Sara N. Salerno
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of PharmacyThe University of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - Andrea Edginton
- School of PharmacyUniversity of WaterlooKitchenerOntarioCanada
| | - Michael Cohen‐Wolkowiez
- Department of PediatricsDuke University Medical CenterDurhamNorth CarolinaUSA
- Duke Clinical Research Institute, Duke University Medical CenterDurhamNorth CarolinaUSA
| | - Christoph P. Hornik
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of PharmacyThe University of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
- Department of PediatricsDuke University Medical CenterDurhamNorth CarolinaUSA
- Duke Clinical Research Institute, Duke University Medical CenterDurhamNorth CarolinaUSA
| | - Kevin M. Watt
- Department of PediatricsDuke University Medical CenterDurhamNorth CarolinaUSA
- Duke Clinical Research Institute, Duke University Medical CenterDurhamNorth CarolinaUSA
| | | | - Daniel Gonzalez
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of PharmacyThe University of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
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42
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Wang L, Rubadue KJ, Alberts J, Bedwell DW, Ruterbories KJ. Development of a rapid and sensitive multiple reaction monitoring proteomic approach for quantification of transporters in human liver tissue. J Chromatogr B Analyt Technol Biomed Life Sci 2017; 1061-1062:356-363. [PMID: 28800539 DOI: 10.1016/j.jchromb.2017.07.051] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2017] [Revised: 06/09/2017] [Accepted: 07/28/2017] [Indexed: 01/23/2023]
Abstract
With increasing knowledge on the role of hepatic transporters in drug disposition, numerous efforts have been described to quantify the expression of human hepatic transporters. However, reported quantitative proteomic approaches often require long analysis times. Additionally, greater assay sensitivity is still necessary for less abundant transporters or limited quantity of samples (e.g. hepatocytes and liver tissue). In the present study, an LC-MS/MS method for rapid and simultaneous quantification of 12 hepatic transporters (BCRP, BSEP, MATE1, MRP2, MRP3, MRP4, NTCP, OATP1B1, 1B3, 2B1, OCT1, and P-gp) was developed. Using a high LC flow rate (1.5mL/min) and fast LC gradient (4min total cycle time), the run time was markedly reduced to 4min, which was much shorter than most previously published assays. Chromatographic separation was achieved using ACE UltraCore SuperC18 50mm×2.1mm 5-μm HPLC column. In addition, greater analytical sensitivity was achieved with both high LC flow rate/fast LC gradient and post-column infusion of ethylene glycol. The on-column LLOQ for signature peptides in this method ranged from 0.194 to 0.846 femtomoles. The impact of five protein solubilizers, including extraction buffer II of ProteoExtract Native Membrane Protein Extraction Kit, 3% (w/v) sodium deoxycholate, 20% (v/v) Invitrosol, 0.2% (w/v) RapiGest SF, and 10% (w/v) formamide on total membrane protein extraction and trypsin digestion was investigated. Sodium deoxycholate was chosen because of good total membrane protein extraction and trypsin digestion efficiency, as well as no significant MS interference. Good precision (within 15% coefficient of variation) and accuracy (within ±15% bias), and inter-day trypsin digestion efficiency (within 28% coefficient of variation) was observed for quality controls. This method can quantify human hepatic transporter expression in a high-throughput manner and due to the increased sensitivity can be used to investigate the down-regulation of hepatic transporter protein (e.g., different ethnic groups and liver disease patients).
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Affiliation(s)
- Li Wang
- Drug Disposition, Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, IN, United States.
| | - Kasi J Rubadue
- Advanced Testing Laboratory, Cincinnati, OH, United States
| | - Jeffrey Alberts
- Drug Disposition, Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, IN, United States
| | - David W Bedwell
- Drug Disposition, Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, IN, United States
| | - Kenneth J Ruterbories
- Drug Disposition, Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, IN, United States
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43
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Müller J, Keiser M, Drozdzik M, Oswald S. Expression, regulation and function of intestinal drug transporters: an update. Biol Chem 2017; 398:175-192. [PMID: 27611766 DOI: 10.1515/hsz-2016-0259] [Citation(s) in RCA: 66] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2016] [Accepted: 08/31/2016] [Indexed: 01/05/2023]
Abstract
Although oral drug administration is currently the favorable route of administration, intestinal drug absorption is challenged by several highly variable and poorly predictable processes such as gastrointestinal motility, intestinal drug solubility and intestinal metabolism. One further determinant identified and characterized during the last two decades is the intestinal drug transport that is mediated by several transmembrane proteins such as P-gp, BCRP, PEPT1 and OATP2B1. It is well-established that intestinal transporters can affect oral absorption of many drugs in a significant manner either by facilitating their cellular uptake or by pumping them back to gut lumen, which limits their oral bioavailability. Their functional relevance becomes even more apparent in cases of unwanted drug-drug interactions when concomitantly given drugs that cause transporter induction or inhibition, which in turn leads to increased or decreased drug exposure. The longitudinal expression of several intestinal transporters is not homogeneous along the human intestine, which may have functional implications on the preferable site of intestinal drug absorption. Besides the knowledge about the expression of pharmacologically relevant transporters in human intestinal tissue, their exact localization on the apical or basolateral membrane of enterocytes is also of interest but in several cases debatable. Finally, there is obviously a coordinative interplay of intestinal transporters (apical-basolateral), intestinal enzymes and transporters as well as intestinal and hepatic transporters. This review aims to give an updated overview about the expression, localization, regulation and function of clinically relevant transporter proteins in the human intestine.
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44
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Severance AC, Sandoval PJ, Wright SH. Correlation between Apparent Substrate Affinity and OCT2 Transport Turnover. J Pharmacol Exp Ther 2017; 362:405-412. [PMID: 28615288 DOI: 10.1124/jpet.117.242552] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2017] [Accepted: 06/12/2017] [Indexed: 12/30/2022] Open
Abstract
Organic cation (OC) transporter 2 (OCT2) mediates the first step in the renal secretion of many cationic drugs: basolateral uptake from blood into proximal tubule cells. The impact of this process on the pharmacokinetics of drug clearance as estimated using a physiologically-based pharmacokinetic approach relies on an accurate understanding of the kinetics of transport because the ratio of the maximal rate of transport to the Michaelis constant (i.e., Jmax/ Kt) provides an estimate of the intrinsic clearance (Clint) used in in vitro-in vivo extrapolation of experimentally determined transport data. Although the multispecificity of renal OC secretion, including that of the OCT2 transporter, is widely acknowledged, the possible relationship between relative affinity of the transporter for its diverse substrates and the maximal rates of their transport has received little attention. In this study, we determined the Jmax and apparent Michaelis constant (Ktapp) values for six structurally distinct OCT2 substrates and found a strong correlation between Jmax and Ktapp; high-affinity substrates [Ktapp values <50 µM, including 1-methyl-4-phenylpyridinium, or 1-methyl-4-phenylpyridinium (MPP), and cimetidine] displayed systematically lower Jmax values (<50 pmol cm-2 min-1) than did low-affinity substrates (Ktapp >200 µM, including choline and metformin). Similarly, preloading OCT2-expressing cells with low-affinity substrates resulted in systematically larger trans-stimulated rates of MPP uptake than did preloading with high-affinity substrates. The data are quantitatively consistent with the hypothesis that dissociation of bound substrate from the transporter is rate limiting in establishing maximal rates of OCT2-mediated transport. This systematic relationship may provide a means to estimate Clint for drugs for which transport data are lacking.
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Affiliation(s)
| | - Philip J Sandoval
- Department of Physiology, College of Medicine, University of Arizona, Tucson, Arizona
| | - Stephen H Wright
- Department of Physiology, College of Medicine, University of Arizona, Tucson, Arizona
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45
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Chen B, Liu L, Ho H, Chen Y, Yang Z, Liang X, Payandeh J, Dean B, Hop CECA, Deng Y. Strategies of Drug Transporter Quantitation by LC-MS: Importance of Peptide Selection and Digestion Efficiency. AAPS JOURNAL 2017; 19:1469-1478. [PMID: 28589509 DOI: 10.1208/s12248-017-0106-4] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2017] [Accepted: 05/24/2017] [Indexed: 12/18/2022]
Abstract
Huge variation of drug transporter abundance was seen in the literature, making PBPK prediction difficult when transporters play a major role. Among multiple factors such as membrane fraction, digestion, and peptide selection that contributed to such variation, peptide selection is the least discussed. Herein, a strategy was established by using a small amount of purified protein standard to select a peptide with near 100% digestion efficiency for quantitation of a transporter protein MDR1. The impact of native membrane protein's tertiary structure on the digestion efficiency of surrogate peptides of MDR1 was investigated. Peptides in more solvent accessible regions are found to be digested much more efficiently than those in large stretches of helical structures. The concentration of peptide EALDESIPPVSFWR(EAL) in the most solvent accessible linker region of MDR1 was found closest to the true protein concentration. When using EAL for MDR1 quantitation, the abundance is over 10 times higher than previously reported, indicating the importance of peptide selection for transporter quantitation. In addition, this study also proposes a screening strategy to select peptides appropriate for relative quantitation for in vitro-in vivo extrapolation in the absence of any protein standard.
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Affiliation(s)
- Buyun Chen
- Genentech Inc, 1 DNA Way, South San Francisco, California, 94080, USA.
| | - Liling Liu
- Genentech Inc, 1 DNA Way, South San Francisco, California, 94080, USA
| | - Hoangdung Ho
- Genentech Inc, 1 DNA Way, South San Francisco, California, 94080, USA
| | - Yuan Chen
- Genentech Inc, 1 DNA Way, South San Francisco, California, 94080, USA
| | - Ze Yang
- Stanford University, 450 Serra Mall, Stanford, California, 94305, USA
| | - Xiaorong Liang
- Genentech Inc, 1 DNA Way, South San Francisco, California, 94080, USA
| | - Jian Payandeh
- Genentech Inc, 1 DNA Way, South San Francisco, California, 94080, USA
| | - Brian Dean
- Genentech Inc, 1 DNA Way, South San Francisco, California, 94080, USA
| | | | - Yuzhong Deng
- Genentech Inc, 1 DNA Way, South San Francisco, California, 94080, USA
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46
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Pade D, Jamei M, Rostami-Hodjegan A, Turner DB. Application of the MechPeff model to predict passive effective intestinal permeability in the different regions of the rodent small intestine and colon. Biopharm Drug Dispos 2017; 38:94-114. [PMID: 28214380 DOI: 10.1002/bdd.2072] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2016] [Revised: 01/26/2017] [Accepted: 02/03/2017] [Indexed: 01/17/2023]
Abstract
A major component of physiologically based pharmacokinetic (PBPK) models is the prediction of the rate and extent of absorption of orally dosed drugs for which knowledge of effective passive intestinal permeability (Peff ) is essential. Single-pass intestinal perfusion (SPIP) studies are used to establish effective permeability in vivo but are difficult to perform in rodents, while mechanistic models to predict drug Peff in rat and mouse have not been published. This work evaluates the predictive performance of the 'MechPeff' model to predict Peff in the rodent intestine based upon knowledge of regional gut physiology and drug-specific physicochemical parameters. The 'MechPeff' model, built-in to the Simcyp Rat and Mouse Simulators, predicts transcellular, paracellular and mucus layer permeabilities and combines these to give the overall Peff . The jejunal and/or ileal Peff was predicted for 12 (4) acidic, 13 (12) basic, 10 (8) neutral and 2 (0) ampholytic drugs in the rat (mouse), spanning a wide range of MW and logPo:w , and compared with experimental Peff obtained using SPIP. A key input is the intrinsic transcellular permeability (Ptrans,0 ) which can be derived from modelling of appropriate in vitro permeability experiments or predicted from physicochemical properties. The Peff predictions were reasonably good when experimentally derived Ptrans,0 was used; from 42 Peff,rat values, 24 (57%) were within 3-fold, and of 19 Peff,mouse values, 12 (63%) were within 3-fold, of observed Peff . Considering the lack of alternative models to predict Peff in preclinical species, and the minimal drug-specific inputs required, this model provides a valuable tool within drug discovery and development programmes. Copyright © 2017 John Wiley & Sons, Ltd.
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Affiliation(s)
- D Pade
- Blades Enterprise Centre, Simcyp Ltd (A Certara Company), John Street, Sheffield, S2 4SU, UK
| | - M Jamei
- Blades Enterprise Centre, Simcyp Ltd (A Certara Company), John Street, Sheffield, S2 4SU, UK
| | - A Rostami-Hodjegan
- Blades Enterprise Centre, Simcyp Ltd (A Certara Company), John Street, Sheffield, S2 4SU, UK.,Centre for Applied Pharmacokinetic Research, Manchester Pharmacy School, Stopford Building, University of Manchester Medical School, Oxford Road, Manchester, M13 9PT, UK
| | - D B Turner
- Blades Enterprise Centre, Simcyp Ltd (A Certara Company), John Street, Sheffield, S2 4SU, UK
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47
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Pérez-Pitarch A, Guglieri-López B, Nacher A, Merino V, Merino-Sanjuan M. Levofloxacin effect on erlotinib absorption. Evaluation of the interaction in undernutrition situations through population pharmacokinetic analysis in rats. Biopharm Drug Dispos 2017; 38:315-325. [PMID: 28099756 DOI: 10.1002/bdd.2065] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2016] [Revised: 11/16/2016] [Accepted: 01/16/2017] [Indexed: 11/09/2022]
Abstract
The main objective of this study was to develop a pharmacokinetic model in order to describe the intestinal absorption of erlotinib in rat and to quantify the interaction of levofloxacin on this process in well- and under-nourished rats. Absorption studies were performed in male Wistar rats. Concentration-time profiles in proximal and distal intestine were analysed through non-linear mixed effect modelling using the NONMEM software version 7.3. Simulations were performed in order to explore the influence of covariates on the apparent absorption rate constant. A passive absorption and an active secretion process best-described erlotinib absorption from lumen to enterocyte. The developed model indicates that levofloxacin exerts an inhibition on erlotinib efflux transporters of the gut epithelium. Undernourishment proved to significantly decrease the maximum capacity of the secretion process. Simulations evidenced that erlotinib absorption only takes place at high enough drug concentrations to overcome the effect of efflux transporters. On the other hand, when levofloxacin is present in the intestinal lumen of undernourished rats, erlotinib drug absorption takes place even at low erlotinib concentrations. In the clinical setting, this interaction may result in increased exposure to erlotinib, especially in undernourished cancer patients. Copyright © 2017 John Wiley & Sons, Ltd.
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Affiliation(s)
- Alejandro Pérez-Pitarch
- Pharmacy and Pharmaceutical Technology Department, University of Valencia, Valencia, Spain.,Pharmacy Department, University Clinical Hospital of Valencia, Valencia, Spain
| | - Beatriz Guglieri-López
- Pharmacy and Pharmaceutical Technology Department, University of Valencia, Valencia, Spain
| | - Amparo Nacher
- Pharmacy and Pharmaceutical Technology Department, University of Valencia, Valencia, Spain
| | - Virginia Merino
- Pharmacy and Pharmaceutical Technology Department, University of Valencia, Valencia, Spain
| | - Matilde Merino-Sanjuan
- Pharmacy and Pharmaceutical Technology Department, University of Valencia, Valencia, Spain
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48
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Physiologically Based Pharmacokinetic (PBPK) Modeling of Pitavastatin and Atorvastatin to Predict Drug-Drug Interactions (DDIs). Eur J Drug Metab Pharmacokinet 2016; 42:689-705. [DOI: 10.1007/s13318-016-0383-9] [Citation(s) in RCA: 43] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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49
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Meng Z, Le Marchand S, Agnani D, Szapacs M, Ellens H, Bentz J. Microvilli Morphology Can Affect Efflux Active P-Glycoprotein in Confluent MDCKII -hMDR1-NKI and Caco-2 Cell Monolayers. Drug Metab Dispos 2016; 45:145-151. [PMID: 27856525 DOI: 10.1124/dmd.116.072157] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2016] [Accepted: 11/07/2016] [Indexed: 01/01/2023] Open
Abstract
From fits of drug transport kinetics across confluent MDCKII-hMDR1-NKI and Caco-2 cell monolayers we estimated the levels of efflux active P-glycoprotein (P-gp) in these two cell lines (companion paper). In the present work, we compared the efflux active P-gp number to the total P-gp level, using liquid chromatography-tandem mass spectrometry, and showed that in Caco-2 cells total P-gp is about 10-fold greater than efflux active P-gp, whereas in MDCKII-hMDR1-NKI cells these values are within twofold. We further visualized the microvilli in MDCKII-hMDR1-NKI and Caco-2 cells using three-dimensional structured illumination super-resolution microscopy and found that the microvilli in Caco-2 cells are taller and more densely packed than those in MDCK-hMDR1-NKI cells. We hypothesized over 10 years ago that only P-gp at the tips of the microvilli contribute significantly to efflux activity, whereas the remaining P-gp are involved in a futile cycle of efflux of amphipathic drugs from the microvillus membrane, followed by their reabsorption into the same or nearby microvillous membranes. The difference between the levels of total and efflux active P-gp in Caco-2 cells can be explained by the more densely packed microvilli in Caco-2 cells, which would lead to a substantial fraction of P-gp not contributing to final release of drug into the apical chamber. Our results suggest that the effect of microvilli morphology differences between in vitro and in vivo systems must be considered when scaling transporter activity for efflux transporters of amphipathic compounds, for example, P-gp.
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Affiliation(s)
- Zhou Meng
- Department of Biology, Drexel University, Philadelphia, Pennsylvania (Z.M., S.L.M., D.A., J.B.); and Drug Metabolism and Pharmacokinetics, GlaxoSmithKline Pharmaceuticals, King of Prussia, Pennsylvania (Z.M., M.S., H.E.)
| | - Sylvain Le Marchand
- Department of Biology, Drexel University, Philadelphia, Pennsylvania (Z.M., S.L.M., D.A., J.B.); and Drug Metabolism and Pharmacokinetics, GlaxoSmithKline Pharmaceuticals, King of Prussia, Pennsylvania (Z.M., M.S., H.E.)
| | - Deep Agnani
- Department of Biology, Drexel University, Philadelphia, Pennsylvania (Z.M., S.L.M., D.A., J.B.); and Drug Metabolism and Pharmacokinetics, GlaxoSmithKline Pharmaceuticals, King of Prussia, Pennsylvania (Z.M., M.S., H.E.)
| | - Matthew Szapacs
- Department of Biology, Drexel University, Philadelphia, Pennsylvania (Z.M., S.L.M., D.A., J.B.); and Drug Metabolism and Pharmacokinetics, GlaxoSmithKline Pharmaceuticals, King of Prussia, Pennsylvania (Z.M., M.S., H.E.)
| | - Harma Ellens
- Department of Biology, Drexel University, Philadelphia, Pennsylvania (Z.M., S.L.M., D.A., J.B.); and Drug Metabolism and Pharmacokinetics, GlaxoSmithKline Pharmaceuticals, King of Prussia, Pennsylvania (Z.M., M.S., H.E.)
| | - Joe Bentz
- Department of Biology, Drexel University, Philadelphia, Pennsylvania (Z.M., S.L.M., D.A., J.B.); and Drug Metabolism and Pharmacokinetics, GlaxoSmithKline Pharmaceuticals, King of Prussia, Pennsylvania (Z.M., M.S., H.E.)
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Li M, de Graaf IA, de Jager MH, Groothuis GM. P-gp activity and inhibition in the different regions of human intestineex vivo. Biopharm Drug Dispos 2016; 38:127-138. [DOI: 10.1002/bdd.2047] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2016] [Revised: 09/21/2016] [Accepted: 10/14/2016] [Indexed: 01/03/2023]
Affiliation(s)
- Ming Li
- Department of Pharmacokinetics, Toxicology & Targeting; Groningen Research Institute of Pharmacy, University of Groningen; Antonius Deusinglaan 1, 9713 AV Groningen the Netherlands
| | - Inge A.M. de Graaf
- Department of Pharmacokinetics, Toxicology & Targeting; Groningen Research Institute of Pharmacy, University of Groningen; Antonius Deusinglaan 1, 9713 AV Groningen the Netherlands
| | - Marina H. de Jager
- Department of Pharmacokinetics, Toxicology & Targeting; Groningen Research Institute of Pharmacy, University of Groningen; Antonius Deusinglaan 1, 9713 AV Groningen the Netherlands
| | - Geny M.M. Groothuis
- Department of Pharmacokinetics, Toxicology & Targeting; Groningen Research Institute of Pharmacy, University of Groningen; Antonius Deusinglaan 1, 9713 AV Groningen the Netherlands
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