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Pardridge WM. Physiologically Based Pharmacokinetic Model of Brain Delivery of Plasma Protein Bound Drugs. Pharm Res 2023; 40:661-674. [PMID: 36829100 PMCID: PMC10036418 DOI: 10.1007/s11095-023-03484-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2023] [Accepted: 02/10/2023] [Indexed: 02/26/2023]
Abstract
INTRODUCTION A physiologically based pharmacokinetic (PBPK) model is developed that focuses on the kinetic parameters of drug association and dissociation with albumin, alpha-1 acid glycoprotein (AGP), and brain tissue proteins, as well as drug permeability at the blood-brain barrier, drug metabolism, and brain blood flow. GOAL The model evaluates the extent to which plasma protein-mediated uptake (PMU) of drugs by brain influences the concentration of free drug both within the brain capillary compartment in vivo and the brain compartment. The model also studies the effect of drug binding to brain tissue proteins on the concentration of free drug in brain. METHODS The steady state and non-steady state PBPK models are comprised of 11-12 variables, and 18-23 parameters, respectively. Two model drugs are analyzed: propranolol, which undergoes modest PMU from the AGP-bound pool, and imipramine, which undergoes a high degree of PMU from both the albumin-bound and AGP-bound pools in plasma. RESULTS The free propranolol concentration in brain is under-estimated 2- to fourfold by in vitro measurements of free plasma propranolol, and the free imipramine concentration in brain is under-estimated by 18- to 31-fold by in vitro measurements of free imipramine in plasma. The free drug concentration in brain in vivo is independent of drug binding to brain tissue proteins. CONCLUSIONS In vitro measurement of free drug concentration in plasma under-estimates the free drug in brain in vivo if PMU in vivo from either the albumin and/or the AGP pools in plasma takes place at the BBB surface.
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Pardridge WM. A Historical Review of Brain Drug Delivery. Pharmaceutics 2022; 14:1283. [PMID: 35745855 PMCID: PMC9229021 DOI: 10.3390/pharmaceutics14061283] [Citation(s) in RCA: 63] [Impact Index Per Article: 31.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2022] [Revised: 06/01/2022] [Accepted: 06/07/2022] [Indexed: 12/13/2022] Open
Abstract
The history of brain drug delivery is reviewed beginning with the first demonstration, in 1914, that a drug for syphilis, salvarsan, did not enter the brain, due to the presence of a blood-brain barrier (BBB). Owing to restricted transport across the BBB, FDA-approved drugs for the CNS have been generally limited to lipid-soluble small molecules. Drugs that do not cross the BBB can be re-engineered for transport on endogenous BBB carrier-mediated transport and receptor-mediated transport systems, which were identified during the 1970s-1980s. By the 1990s, a multitude of brain drug delivery technologies emerged, including trans-cranial delivery, CSF delivery, BBB disruption, lipid carriers, prodrugs, stem cells, exosomes, nanoparticles, gene therapy, and biologics. The advantages and limitations of each of these brain drug delivery technologies are critically reviewed.
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Affiliation(s)
- William M Pardridge
- Department of Medicine, University of California, Los Angeles (UCLA), Los Angeles, CA 90095, USA
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van Rooy I, Cakir-Tascioglu S, Hennink WE, Storm G, Schiffelers RM, Mastrobattista E. In vivo methods to study uptake of nanoparticles into the brain. Pharm Res 2010; 28:456-71. [PMID: 20924653 PMCID: PMC3044085 DOI: 10.1007/s11095-010-0291-7] [Citation(s) in RCA: 78] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2010] [Accepted: 09/20/2010] [Indexed: 11/30/2022]
Abstract
Several in vivo techniques have been developed to study and measure the uptake of CNS compounds into the brain. With these techniques, various parameters can be determined after drug administration, including the blood-to-brain influx constant (Kin), the permeability-surface area (PS) product, and the brain uptake index (BUI). These techniques have been mostly used for drugs that are expected to enter the brain via transmembrane diffusion or by carrier-mediated transcytosis. Drugs that have limitations in entering the brain via such pathways have been encapsulated in nanoparticles (based on lipids or synthetic polymers) to enhance brain uptake. Nanoparticles are different from CNS compounds in size, composition and uptake mechanisms. This has led to different methods and approaches to study brain uptake in vivo. Here we discuss the techniques generally used to measure nanoparticle uptake in addition to the techniques used for CNS compounds. Techniques include visualization methods, behavioral tests, and quantitative methods.
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Affiliation(s)
- Inge van Rooy
- Department of Pharmaceutics Utrecht Institute for Pharmaceutical Sciences, Utrecht University, PO Box 80082, 3508 TB Utrecht, The Netherlands.
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Chen Y, Zhu QJ, Pan J, Yang Y, Wu XP. A prediction model for blood-brain barrier permeation and analysis on its parameter biologically. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2009; 95:280-287. [PMID: 19473718 DOI: 10.1016/j.cmpb.2009.03.006] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/20/2008] [Revised: 01/20/2009] [Accepted: 03/13/2009] [Indexed: 05/27/2023]
Abstract
The objective of this paper is to build a reliable model based on the artificial neural network (ANN) for predicting the blood-brain barrier (BBB) permeability and reveal the effects of the molecular descriptor on the BBB permeability. Eight descriptors including high-affinity P-gp substrate probability and plasma protein binding ratio are selected to develop the model. The three layers feedforward neural network (8-5-1) is employed for the prediction of logBB. By analyzing the experimental results, polar surface area (PSA) seems to be the most important factor for BBB permeability. Different from traditional view, the Abraham's hydrogen-bond basicity (HBB) can make a positive contribution to logBB in rational range. The experimental results show that the ANN based model with eight selected descriptors as inputs can achieve good performance for logBB prediction, and the results of sensitivity analysis can be confirmed by the present biological and chemical research.
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Affiliation(s)
- Yan Chen
- Engineering Research Center of Bio-Process, Hefei University of Technology, Ministry of Education, Hefei 230009, China
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Kuga N, Shikano N, Takamura N, Nishii R, Yamasaki K, Kobayashi M, Nagamachi S, Tamura S, Kawai K. Competitive Displacement of Serum Protein Binding of Radiopharmaceuticals with Amino Acid Infusion Investigated with N-Isopropyl-p-123I-Iodoamphetamine. J Nucl Med 2009; 50:1378-83. [DOI: 10.2967/jnumed.108.060095] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
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Schiel JE, Ohnmacht CM, Hage DS. Measurement of drug-protein dissociation rates by high-performance affinity chromatography and peak profiling. Anal Chem 2009; 81:4320-33. [PMID: 19422253 PMCID: PMC3443976 DOI: 10.1021/ac9000404] [Citation(s) in RCA: 54] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The rate at which a drug or other small solute interacts with a protein is important in understanding the biological and pharmacokinetic behavior of these agents. One approach that has been developed for examining these rates involves the use of high-performance affinity chromatography (HPAC) and estimates of band-broadening through peak profiling. Previous work with this method has been based on a comparison of the statistical moments for a retained analyte versus nonretained species at a single, high flow rate to obtain information on stationary phase mass transfer. In this study an alternative approach was created that allows a broad range of flow rates to be used for examining solute-protein dissociation rates. Chromatographic theory was employed to derive equations that could be used with this approach on a single column, as well as with multiple columns to evaluate and correct for the impact of stagnant mobile phase mass transfer. The interaction of L-tryptophan with human serum albumin was used as a model system to test this method. A dissociation rate constant of 2.7 (+/-0.2) s(-1) was obtained by this approach at pH 7.4 and 37 degrees C, which was in good agreement with previous values determined by other methods. The techniques described in this report can be applied to other biomolecular systems and should be valuable for the determination of drug-protein dissociation rates.
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Affiliation(s)
- John E Schiel
- Department of Chemistry, University of Nebraska-Lincoln, Lincoln, Nebraska 68588-0304, USA
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Kawai K, Nishii R, Shikano N, Makino N, Kuga N, Yoshimoto M, Jinnouchi S, Nagamachi S, Tamura S, Takamura N. Serum protein binding displacement: theoretical analysis using a hypothetical radiopharmaceutical and experimental analysis with 123I-N-isopropyl-p-iodoamphetamine. Nucl Med Biol 2009; 36:99-106. [DOI: 10.1016/j.nucmedbio.2008.10.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2008] [Revised: 10/06/2008] [Accepted: 10/09/2008] [Indexed: 10/21/2022]
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Abstract
Peptides hold great potential as CNS drugs, but their delivery to the CNS is problematic. However, actual roadblocks to peptide delivery are different from those often perceived. Many peptides cross the blood-brain barrier by saturable and non-saturable mechanisms, and accumulate in brain in amounts sufficient to produce physiological effects. Peripheral factors (e.g., short half-life in blood) can be dominant factors limiting therapeutic use. Production of therapeutics that are enzymatically resistant and have long circulation times, even when the blood-brain barrier penetration is low, can result in substances with significant CNS accumulation. Surprisingly low amounts of peptide in brain can result in CNS effects, and so the dose needed for brain delivery is generally much smaller than for peripheral tissues. Brain-to-blood transporters can greatly limit CNS accumulation of a potential therapeutic. Finally, intranasal and intrathecal routes may be especially useful for substances that are rapidly degraded in blood or are large and hydrophobic, respectively.
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Affiliation(s)
- William A Banks
- Veterans Affairs Medical Center - St. Louis and Saint Louis University School of Medicine, Geriatric Research, Education and Clinical Center, Division of Geriatrics, Department of Internal Medicine, St. Louis, MO 63106, USA.
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Abstract
The objective of this article is to provide the reader with an update of some of the BBB research highlights which have occurred in recent times, and to review the impact and contributions of immunogold electron microscopic studies on our understanding of the brain capillary endothelium. Glucose and monocarboxylic acids are two small molecules which this review will focus upon; and advances in immunogold characterization of the GLUT1 glucose transporter and the MCT1 and MCT2 monocarboxylic acid nutrient transporters will be discussed. Human serum albumin is chosen as a representative large molecule, and it has recently been shown that immunogold identification of this protein can serve as an indicator of compromised BBB function in a variety of pathophysiological conditions.
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Jolliet-Riant P, Tillement JP. Drug transfer across the blood-brain barrier and improvement of brain delivery. Fundam Clin Pharmacol 1999; 13:16-26. [PMID: 10027084 DOI: 10.1111/j.1472-8206.1999.tb00316.x] [Citation(s) in RCA: 69] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The blood-brain barrier is formed by the endothelial cells of the brain capillaries. Its primary characteristic is the impermeability of the capillary wall due to the presence of complex tight junctions and a low endocytic activity. Essential nutrients are delivered to the brain by selective transport mechanisms, such as the glucose transporter and a variety of amino acid transporters. Although most drugs enter the brain by passive diffusion through the endothelial cells depending on their lipophilicity, degree of ionization, molecular weight, relative brain tissue and plasma bindings, some others can use specific endogenous transporters. In such cases, binding competition on the transporter with endogenous products or nutrients can occur and limits drug transfer. The blood-brain barrier can be a major impediment for the treatment of diseases of the central nervous system, since many drugs are unable to reach this organ at therapeutic concentrations. Various attempts have been made to overcome the limiting access of drugs to the brain, e.g. chemical modification, development of more hydrophobic analogs or linking an active compound to a specific carrier. Transient opening of the blood-brain barrier in humans has been achieved by intracarotid infusion of hypertonic mannitol solutions or of bradykinin analogs. Another way to increase or decrease brain delivery of drugs is to modulate the P-glycoprotein (P-gp) whose substrates are actively pumped out the cell into the capillary lumen. Many P-gp inhibitors or inducers are available to enhance the therapeutic effects of centrally acting drugs or to decrease central adverse effects of peripherally active drugs.
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Affiliation(s)
- P Jolliet-Riant
- Service de Pharmacologie, Faculté de Médecine de Créteil, Université Paris XII
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Jolliet-Riant P, Boukef MF, Duché JC, Simon N, Tillement JP. The genetic variant A of human alpha 1-acid glycoprotein limits the blood to brain transfer of drugs it binds. Life Sci 1998; 62:PL219-26. [PMID: 9570346 DOI: 10.1016/s0024-3205(98)00061-7] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
The objective of this work was to check the effects of alpha-1 acid glycoprotein (AAG) and of its components, A and F1/S genetic variants, on the brain transfer of drugs they bind in plasma. The relevant extractions of six basic drugs, highly bound to AAG, were measured. We chose three drugs selectively bound to the A variant, disopyramide, imipramine and methadone, one drug mainly bound to the mixture F1/S, mifepristone, and two drugs which were simultaneously bound to the variant A and the mixture F1/S, propranolol and chlorpromazine. Their brain extraction were investigated in rats using the carotid injection technique and the capillary depletion method. Injected drugs were dissolved either in buffer, either in native AAG containing the three variants (A, F1 and S), either in variant A or in variant F1/S solutions. Brain extractions of disopyramide, imipramine and methadone were significantly reduced by native AAG and by variant A. Drug's plasma retention was related to their preferential and almost exclusive binding to A variant, both of them exhibiting the same decrease in brain transfer as compared to a buffered solution. At the opposite, there were no significative differences between the extraction either in buffer, either in AAG or in F1/S solutions, of drugs both bound to A variant and F1/S mixture (chlorpromazine and propranolol) or to the F1/S mixture (mifepristone). In serum, the retentional effect of the A variant on the extraction of disopyramide and imipramine was counteracted by the presence of albumin and lipoproteins, which simultaneously bind these two drugs at a high extent and act as permissive binders. We conclude that AAG binding decreases brain drug transfer when the A variant is mainly and almost exclusively involved in the binding. On the contrary, the entire fraction of the tested drugs when bound exclusively or partly to the mixture F1/S is available for transfer into the brain.
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Affiliation(s)
- P Jolliet-Riant
- Service de Pharmacologie, Faculté de Médecine de Créteil-Paris XII, Creteil, France.
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Jolliet P, Simon N, Brée F, Urien S, Pagliara A, Carrupt PA, Testa B, Tillement JP. Blood-to-brain transfer of various oxicams: effects of plasma binding on their brain delivery. Pharm Res 1997; 14:650-6. [PMID: 9165538 DOI: 10.1023/a:1012165414610] [Citation(s) in RCA: 45] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
PURPOSE The objective of this work was to assess the influence of binding to plasma proteins and to serum on the brain extraction of four antiinflammatory oxicams. METHODS The brain extraction of isoxicam, tenoxicam, meloxicam and piroxicam was investigated in rats using the carotid injection technique. Blood protein binding parameters were determined by equilibrium dialysis using human serum, human serum albumin (HSA) and alpha-l-acid glycoprotein (AAG) solutions at various concentrations. RESULTS All oxicams had low values of brain extraction, between 19% and 39% when dissolved in serum, i.e. under physiological conditions. Brain efflux rate constants calculated from the wash-out curves were the same in the absence or presence of serum. Brain efflux was inversely related to the polarity of the oxicams, such that the higher their H-bonding capacity, the lower their brain efflux. The free dialyzable drug fraction was inversely related to protein concentration. However, rat brain extraction was always higher than expected from in vitro measurements of the dialyzable fraction. CONCLUSIONS Except for piroxicam whose brain extraction was partially decreased in the presence of proteins, the serum unbound and initially bound fractions of oxicams both seem available for transfer into the brain. Modest affinities for AAG rule out any related effect. More surprising is the apparent lack of effect on brain transfer of the high-affinity binding to HSA and serum. The enhanced brain uptake of meloxicam in the presence of AAG could be a result of interactions between this globular protein and the endothelial wall.
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Affiliation(s)
- P Jolliet
- Service de Pharmacologie, Faculté de Médecine PARIS XII, Créteil, France
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Hervé F, Urien S, Albengres E, Duché JC, Tillement JP. Drug binding in plasma. A summary of recent trends in the study of drug and hormone binding. Clin Pharmacokinet 1994; 26:44-58. [PMID: 8137597 DOI: 10.2165/00003088-199426010-00004] [Citation(s) in RCA: 132] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
The ligands are generally bound in plasma to a significant extent by several transport proteins (both high and low affinity), irrespective of their endogenous or exogenous origin. The protein binding of endogenous compounds (such as hormones) exhibits higher affinity and specificity than those of exogenous compounds (such as drugs). For plasma proteins that bind the same ligand(s), structural similarities or a common genetic origin may be found, although this is not a general rule. Alterations in ligand binding may be due to modifications of either the structure or the level of the binding protein. These modifications may result from genetic make up, physiology or pathology. In some situations, plasma binding may impair the distribution of drugs to tissues, with drug distribution then mainly restricted to the distribution compartment of the drug-binding protein. In other instances, the plasma drug-binding is permissive, and does not limit drug distribution to tissues. A given drug-transport protein system may have either a permissive or a restrictive effect on the drug distribution, depending on the tissue. The physiological significance of the high-affinity transport proteins is not completely understood. These proteins may increase the plasma concentration of poorly hydrosoluble ligands, ensure a more uniform tissue distribution and increase the life of the ligands. The life of the protein may also be increased by ligand binding. High-affinity transport proteins are also involved in some specific carrier mediated transfer mechanisms. It is possible to demonstrate structure-binding relationships or binding selectivity for the plasma transport proteins, but these are quite independent of relationships observed at the receptor level.
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Affiliation(s)
- F Hervé
- Laboratoire Hospitalo-Universitaire de Pharmacologie, Université Paris XII, Centre Hospitalier Intercommunal, Créteil, France
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Abstract
The brain uptake index (BUI) method of Oldendorf was used to examine blood-brain barrier (BBB) drug transport in mice, rats, and rabbits; felbamate (FBM) extraction (E) in a single transcapillary passage was 5-20%, and drug uptake in rat brain was not concentration-dependent. Like diazepam, FBM was retained in mouse brain. To ensure that radioactivity measurements reflected the disposition of parent drug and not some metabolite, extracts of mouse brain were prepared for further analysis. No FBM metabolites were detected in brain 5 min after administration: In silica gel thin-layer chromatography (TLC), a single [14C]FBM peak was detected--Rf = 0.504 (70:30 acetone:hexane). Confirmatory high-performance liquid chromatography (HPLC) separations [30% methanol, 1.3 ml/min, C18 column, ultraviolet (UV) detection 254 nm] indicated a single peak containing greater than 93% of the radioactivity in the FBM fraction (12-min retention time). In a single transit through the liver (a nonbarrier tissue with fenestrated capillaries), FBM E was 82%. The octanol:buffered saline partition coefficient of FBM was (log PFBM =) 0.54 +/- 0.01. Thus, lipid-mediated BBB penetration of FBM is similar to that of phenytoin (PHT) and phenobarbital (PB). Plasma proteins do not affect FBM entry to the brain: neither human serum, nor bovine or human serum albumin (BSA, HSA), nor human alpha 1 acid glycoprotein (orosomucoid) significantly modified BBB FBM extraction. Erythrocyte-borne FBM may also dissociate and gain access to the brain in a single transcapillary passage. Differences between newborn and adult rabbit BBB FBM extraction and between different anesthetic agents are attributable to cerebral blood flow (CBF) rates. The permeability-surface area products (PS = [CBF].[E]) for FBM in rats, rabbits, and mice were 0.09, 0.16 and 0.30 ml/min/g, respectively. Preliminary autoradiographic analyses of frozen brain sections suggest that [14C]FBM distributes relatively uniformly throughout the brain and that minor variations apparently are a function of differing CBF rates.
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Affiliation(s)
- E M Cornford
- Department of Neurology, UCLA School of Medicine
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Ekins P, Edwards PR. Plasma protein-mediated transport of steroid and thyroid hormones: further comment. THE AMERICAN JOURNAL OF PHYSIOLOGY 1990; 258:E394-7. [PMID: 2305882 DOI: 10.1152/ajpendo.1990.258.2.e394] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Affiliation(s)
- P Ekins
- Department of Molecular Endocrinology, University College and Middlesex School of Medicine, University of London, United Kingdom
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Machard B, Misslin P, Lemaire M. Influence of plasma protein binding on the brain uptake of an antifungal agent, terbinafine, in rats. J Pharm Pharmacol 1989; 41:700-4. [PMID: 2575148 DOI: 10.1111/j.2042-7158.1989.tb06344.x] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
The intracarotid injection technique has been used to determine the unidirectional brain uptake of an antifungal, lipophilic agent, terbinafine (Lamisil, Sandoz Basle), in the rat. Ultrafiltration showed it to be highly bound to human plasma, human serum albumin (HSA), alpha 1-acid glycoprotein (AAG) and lipoproteins (VLDL, LDL, HDL). The effect of plasma protein binding of the drug on brain uptake was also examined with the technique. The lowest brain uptake was observed in the presence of plasma (6%); it varied from 23 to 30% with physiological concentrations of VLDL, LDL and HSA and was significantly higher (43-45%) in the presence of physiological concentrations of AAG and HDL. The free fraction as determined in-vitro and the brain uptake of the drug varied inversely with the plasma protein concentrations; however, the brain uptake was higher than expected from in-vitro measurements. These data indicate that the amount of circulating Lamisil available for brain penetration exceeds its free fraction; they also show that plasma proteins differently reduce the brain transport of the drug.
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Affiliation(s)
- B Machard
- Biopharmaceutical Department, Sandoz Ltd., Basle, Switzerland
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